id	sid	tid	token	lemma	pos
ejpam-6707	1	1	european	european	PROPN
ejpam-6707	1	2	journal	journal	PROPN
ejpam-6707	1	3	of	of	ADP
ejpam-6707	1	4	pure	pure	ADJ
ejpam-6707	1	5	and	and	CCONJ
ejpam-6707	1	6	applied	applied	ADJ
ejpam-6707	1	7	mathematics	mathematic	NOUN
ejpam-6707	1	8	2025	2025	NUM
ejpam-6707	1	9	,	,	PUNCT
ejpam-6707	1	10	vol	vol	NOUN
ejpam-6707	1	11	.	.	PROPN
ejpam-6707	1	12	18	18	NUM
ejpam-6707	1	13	,	,	PUNCT
ejpam-6707	1	14	issue	issue	NOUN
ejpam-6707	1	15	4	4	NUM
ejpam-6707	1	16	,	,	PUNCT
ejpam-6707	1	17	article	article	NOUN
ejpam-6707	1	18	number	number	NOUN
ejpam-6707	1	19	6707	6707	NUM
ejpam-6707	1	20	issn	issn	VERB
ejpam-6707	1	21	1307	1307	NUM
ejpam-6707	1	22	-	-	SYM
ejpam-6707	1	23	5543	5543	NUM
ejpam-6707	1	24	–	–	PUNCT
ejpam-6707	1	25	ejpam.com	ejpam.com	X
ejpam-6707	1	26	published	publish	VERB
ejpam-6707	1	27	by	by	ADP
ejpam-6707	1	28	new	new	PROPN
ejpam-6707	1	29	york	york	PROPN
ejpam-6707	1	30	business	business	PROPN
ejpam-6707	1	31	global	global	ADJ
ejpam-6707	1	32	toward	toward	ADP
ejpam-6707	1	33	transparent	transparent	ADJ
ejpam-6707	1	34	optimization	optimization	NOUN
ejpam-6707	1	35	:	:	PUNCT
ejpam-6707	1	36	a	a	DET
ejpam-6707	1	37	systematic	systematic	ADJ
ejpam-6707	1	38	review	review	NOUN
ejpam-6707	1	39	of	of	ADP
ejpam-6707	1	40	explainable	explainable	ADJ
ejpam-6707	1	41	ai	ai	NOUN
ejpam-6707	1	42	in	in	ADP
ejpam-6707	1	43	decision	decision	NOUN
ejpam-6707	1	44	-	-	PUNCT
ejpam-6707	1	45	making	make	VERB
ejpam-6707	1	46	systems	system	NOUN
ejpam-6707	1	47	kassem	kassem	PROPN
ejpam-6707	1	48	danach1	danach1	PROPN
ejpam-6707	1	49	,	,	PUNCT
ejpam-6707	1	50	wael	wael	PROPN
ejpam-6707	1	51	hosny	hosny	PROPN
ejpam-6707	1	52	fouad	fouad	PROPN
ejpam-6707	1	53	aly2,∗	aly2,∗	PROPN
ejpam-6707	1	54	,	,	PUNCT
ejpam-6707	1	55	abbas	abbas	PROPN
ejpam-6707	1	56	tarhini3	tarhini3	PROPN
ejpam-6707	1	57	,	,	PUNCT
ejpam-6707	1	58	saad	saad	PROPN
ejpam-6707	1	59	laouadi4	laouadi4	PROPN
ejpam-6707	1	60	1	1	NUM
ejpam-6707	1	61	basic	basic	ADJ
ejpam-6707	1	62	and	and	CCONJ
ejpam-6707	1	63	applied	apply	VERB
ejpam-6707	1	64	sciences	sciences	PROPN
ejpam-6707	1	65	research	research	NOUN
ejpam-6707	1	66	center	center	NOUN
ejpam-6707	1	67	,	,	PUNCT
ejpam-6707	1	68	al	al	PROPN
ejpam-6707	1	69	maaref	maaref	PROPN
ejpam-6707	1	70	university	university	PROPN
ejpam-6707	1	71	,	,	PUNCT
ejpam-6707	1	72	beirut	beirut	PROPN
ejpam-6707	1	73	,	,	PUNCT
ejpam-6707	1	74	lebanon	lebanon	PROPN
ejpam-6707	1	75	2	2	NUM
ejpam-6707	1	76	college	college	NOUN
ejpam-6707	1	77	of	of	ADP
ejpam-6707	1	78	engineering	engineering	NOUN
ejpam-6707	1	79	and	and	CCONJ
ejpam-6707	1	80	technology	technology	NOUN
ejpam-6707	1	81	,	,	PUNCT
ejpam-6707	1	82	american	american	PROPN
ejpam-6707	1	83	university	university	PROPN
ejpam-6707	1	84	of	of	ADP
ejpam-6707	1	85	the	the	DET
ejpam-6707	1	86	middle	middle	PROPN
ejpam-6707	1	87	east	east	PROPN
ejpam-6707	1	88	,	,	PUNCT
ejpam-6707	1	89	kuwait	kuwait	PROPN
ejpam-6707	1	90	3	3	NUM
ejpam-6707	1	91	technology	technology	NOUN
ejpam-6707	1	92	and	and	CCONJ
ejpam-6707	1	93	operations	operation	NOUN
ejpam-6707	1	94	management	management	NOUN
ejpam-6707	1	95	,	,	PUNCT
ejpam-6707	1	96	lebanese	lebanese	ADJ
ejpam-6707	1	97	american	american	PROPN
ejpam-6707	1	98	university	university	PROPN
ejpam-6707	1	99	,	,	PUNCT
ejpam-6707	1	100	ras	ras	PROPN
ejpam-6707	1	101	beirut	beirut	PROPN
ejpam-6707	1	102	,	,	PUNCT
ejpam-6707	1	103	p.o	p.o	PROPN
ejpam-6707	1	104	.	.	PROPN
ejpam-6707	1	105	box	box	PROPN
ejpam-6707	1	106	13	13	NUM
ejpam-6707	1	107	-	-	SYM
ejpam-6707	1	108	5053	5053	NUM
ejpam-6707	1	109	chouran	chouran	NOUN
ejpam-6707	1	110	,	,	PUNCT
ejpam-6707	1	111	beirut	beirut	PROPN
ejpam-6707	1	112	,	,	PUNCT
ejpam-6707	1	113	lebanon	lebanon	PROPN
ejpam-6707	1	114	4	4	NUM
ejpam-6707	1	115	computer	computer	NOUN
ejpam-6707	1	116	science	science	NOUN
ejpam-6707	1	117	department	department	NOUN
ejpam-6707	1	118	,	,	PUNCT
ejpam-6707	1	119	technological	technological	ADJ
ejpam-6707	1	120	laboratory	laboratory	NOUN
ejpam-6707	1	121	in	in	ADP
ejpam-6707	1	122	artificial	artificial	ADJ
ejpam-6707	1	123	intelligence	intelligence	NOUN
ejpam-6707	1	124	and	and	CCONJ
ejpam-6707	1	125	food	food	NOUN
ejpam-6707	1	126	security	security	NOUN
ejpam-6707	1	127	(	(	PUNCT
ejpam-6707	1	128	labtec	labtec	NOUN
ejpam-6707	1	129	-	-	PUNCT
ejpam-6707	1	130	ia	ia	NOUN
ejpam-6707	1	131	)	)	PUNCT
ejpam-6707	1	132	,	,	PUNCT
ejpam-6707	1	133	university	university	NOUN
ejpam-6707	1	134	mustapha	mustapha	PROPN
ejpam-6707	1	135	stambouli	stambouli	PROPN
ejpam-6707	1	136	of	of	ADP
ejpam-6707	1	137	mascara	mascara	NOUN
ejpam-6707	1	138	,	,	PUNCT
ejpam-6707	1	139	mascara	mascara	PROPN
ejpam-6707	1	140	,	,	PUNCT
ejpam-6707	1	141	algeria	algeria	PROPN
ejpam-6707	1	142	abstract	abstract	NOUN
ejpam-6707	1	143	.	.	PUNCT
ejpam-6707	2	1	the	the	DET
ejpam-6707	2	2	increasing	increase	VERB
ejpam-6707	2	3	reliance	reliance	NOUN
ejpam-6707	2	4	on	on	ADP
ejpam-6707	2	5	artificial	artificial	ADJ
ejpam-6707	2	6	intelligence	intelligence	NOUN
ejpam-6707	2	7	(	(	PUNCT
ejpam-6707	2	8	ai	ai	NOUN
ejpam-6707	2	9	)	)	PUNCT
ejpam-6707	2	10	for	for	ADP
ejpam-6707	2	11	high	high	ADJ
ejpam-6707	2	12	-	-	PUNCT
ejpam-6707	2	13	stakes	stake	NOUN
ejpam-6707	2	14	decision	decision	NOUN
ejpam-6707	2	15	-	-	PUNCT
ejpam-6707	2	16	making	making	NOUN
ejpam-6707	2	17	has	have	AUX
ejpam-6707	2	18	heightened	heighten	VERB
ejpam-6707	2	19	the	the	DET
ejpam-6707	2	20	need	need	NOUN
ejpam-6707	2	21	for	for	ADP
ejpam-6707	2	22	systems	system	NOUN
ejpam-6707	2	23	that	that	PRON
ejpam-6707	2	24	prioritize	prioritize	VERB
ejpam-6707	2	25	not	not	PART
ejpam-6707	2	26	only	only	ADV
ejpam-6707	2	27	accuracy	accuracy	NOUN
ejpam-6707	2	28	but	but	CCONJ
ejpam-6707	2	29	also	also	ADV
ejpam-6707	2	30	interpretability	interpretability	NOUN
ejpam-6707	2	31	and	and	CCONJ
ejpam-6707	2	32	transparency	transparency	NOUN
ejpam-6707	2	33	.	.	PUNCT
ejpam-6707	3	1	although	although	SCONJ
ejpam-6707	3	2	optimization	optimization	NOUN
ejpam-6707	3	3	techniques	technique	NOUN
ejpam-6707	3	4	—	—	PUNCT
ejpam-6707	3	5	such	such	ADJ
ejpam-6707	3	6	as	as	ADP
ejpam-6707	3	7	metaheuristics	metaheuristic	NOUN
ejpam-6707	3	8	,	,	PUNCT
ejpam-6707	3	9	mathematical	mathematical	ADJ
ejpam-6707	3	10	programming	programming	NOUN
ejpam-6707	3	11	,	,	PUNCT
ejpam-6707	3	12	and	and	CCONJ
ejpam-6707	3	13	reinforcement	reinforcement	NOUN
ejpam-6707	3	14	learning	learning	NOUN
ejpam-6707	3	15	—	—	PUNCT
ejpam-6707	3	16	have	have	AUX
ejpam-6707	3	17	significantly	significantly	ADV
ejpam-6707	3	18	propelled	propel	VERB
ejpam-6707	3	19	the	the	DET
ejpam-6707	3	20	development	development	NOUN
ejpam-6707	3	21	of	of	ADP
ejpam-6707	3	22	intelligent	intelligent	ADJ
ejpam-6707	3	23	systems	system	NOUN
ejpam-6707	3	24	,	,	PUNCT
ejpam-6707	3	25	their	their	PRON
ejpam-6707	3	26	inherent	inherent	ADJ
ejpam-6707	3	27	black	black	ADJ
ejpam-6707	3	28	-	-	PUNCT
ejpam-6707	3	29	box	box	NOUN
ejpam-6707	3	30	characteristics	characteristic	NOUN
ejpam-6707	3	31	often	often	ADV
ejpam-6707	3	32	hinder	hinder	VERB
ejpam-6707	3	33	trust	trust	NOUN
ejpam-6707	3	34	,	,	PUNCT
ejpam-6707	3	35	accountability	accountability	NOUN
ejpam-6707	3	36	,	,	PUNCT
ejpam-6707	3	37	and	and	CCONJ
ejpam-6707	3	38	effective	effective	ADJ
ejpam-6707	3	39	human	human	ADJ
ejpam-6707	3	40	-	-	PUNCT
ejpam-6707	3	41	ai	ai	NOUN
ejpam-6707	3	42	interaction	interaction	NOUN
ejpam-6707	3	43	.	.	PUNCT
ejpam-6707	4	1	this	this	DET
ejpam-6707	4	2	article	article	NOUN
ejpam-6707	4	3	presents	present	VERB
ejpam-6707	4	4	a	a	DET
ejpam-6707	4	5	comprehensive	comprehensive	ADJ
ejpam-6707	4	6	systematic	systematic	ADJ
ejpam-6707	4	7	review	review	NOUN
ejpam-6707	4	8	of	of	ADP
ejpam-6707	4	9	the	the	DET
ejpam-6707	4	10	emerging	emerge	VERB
ejpam-6707	4	11	intersection	intersection	NOUN
ejpam-6707	4	12	between	between	ADP
ejpam-6707	4	13	explainable	explainable	ADJ
ejpam-6707	4	14	ai	ai	NOUN
ejpam-6707	4	15	(	(	PUNCT
ejpam-6707	4	16	xai	xai	PROPN
ejpam-6707	4	17	)	)	PUNCT
ejpam-6707	4	18	and	and	CCONJ
ejpam-6707	4	19	optimization	optimization	NOUN
ejpam-6707	4	20	.	.	PUNCT
ejpam-6707	5	1	we	we	PRON
ejpam-6707	5	2	explore	explore	VERB
ejpam-6707	5	3	how	how	SCONJ
ejpam-6707	5	4	interpretability	interpretability	NOUN
ejpam-6707	5	5	is	be	AUX
ejpam-6707	5	6	being	be	AUX
ejpam-6707	5	7	systematically	systematically	ADV
ejpam-6707	5	8	incorporated	incorporate	VERB
ejpam-6707	5	9	into	into	ADP
ejpam-6707	5	10	optimization	optimization	NOUN
ejpam-6707	5	11	-	-	PUNCT
ejpam-6707	5	12	driven	drive	VERB
ejpam-6707	5	13	decision	decision	NOUN
ejpam-6707	5	14	-	-	PUNCT
ejpam-6707	5	15	making	make	VERB
ejpam-6707	5	16	pipelines	pipeline	NOUN
ejpam-6707	5	17	across	across	ADP
ejpam-6707	5	18	a	a	DET
ejpam-6707	5	19	variety	variety	NOUN
ejpam-6707	5	20	of	of	ADP
ejpam-6707	5	21	application	application	NOUN
ejpam-6707	5	22	domains	domain	NOUN
ejpam-6707	5	23	.	.	PUNCT
ejpam-6707	6	1	the	the	DET
ejpam-6707	6	2	study	study	NOUN
ejpam-6707	6	3	offers	offer	VERB
ejpam-6707	6	4	a	a	DET
ejpam-6707	6	5	critical	critical	ADJ
ejpam-6707	6	6	analysis	analysis	NOUN
ejpam-6707	6	7	and	and	CCONJ
ejpam-6707	6	8	classification	classification	NOUN
ejpam-6707	6	9	of	of	ADP
ejpam-6707	6	10	existing	exist	VERB
ejpam-6707	6	11	research	research	NOUN
ejpam-6707	6	12	,	,	PUNCT
ejpam-6707	6	13	focusing	focus	VERB
ejpam-6707	6	14	on	on	ADP
ejpam-6707	6	15	the	the	DET
ejpam-6707	6	16	integration	integration	NOUN
ejpam-6707	6	17	of	of	ADP
ejpam-6707	6	18	xai	xai	PROPN
ejpam-6707	6	19	methods	method	NOUN
ejpam-6707	6	20	(	(	PUNCT
ejpam-6707	6	21	e.g.	e.g.	ADV
ejpam-6707	6	22	,	,	PUNCT
ejpam-6707	6	23	shap	shap	NOUN
ejpam-6707	6	24	,	,	PUNCT
ejpam-6707	6	25	lime	lime	NOUN
ejpam-6707	6	26	,	,	PUNCT
ejpam-6707	6	27	saliency	saliency	NOUN
ejpam-6707	6	28	maps	map	NOUN
ejpam-6707	6	29	)	)	PUNCT
ejpam-6707	6	30	with	with	ADP
ejpam-6707	6	31	optimization	optimization	NOUN
ejpam-6707	6	32	strategies	strategy	NOUN
ejpam-6707	6	33	(	(	PUNCT
ejpam-6707	6	34	e.g.	e.g.	ADV
ejpam-6707	6	35	,	,	PUNCT
ejpam-6707	6	36	genetic	genetic	ADJ
ejpam-6707	6	37	algorithms	algorithm	NOUN
ejpam-6707	6	38	,	,	PUNCT
ejpam-6707	6	39	simulated	simulated	ADJ
ejpam-6707	6	40	annealing	annealing	NOUN
ejpam-6707	6	41	,	,	PUNCT
ejpam-6707	6	42	mixed	mixed	ADJ
ejpam-6707	6	43	-	-	PUNCT
ejpam-6707	6	44	integer	integer	NOUN
ejpam-6707	6	45	linear	linear	PROPN
ejpam-6707	6	46	programming	programming	NOUN
ejpam-6707	6	47	,	,	PUNCT
ejpam-6707	6	48	and	and	CCONJ
ejpam-6707	6	49	reinforcement	reinforcement	NOUN
ejpam-6707	6	50	learning	learning	NOUN
ejpam-6707	6	51	-	-	PUNCT
ejpam-6707	6	52	based	base	VERB
ejpam-6707	6	53	methods	method	NOUN
ejpam-6707	6	54	)	)	PUNCT
ejpam-6707	6	55	.	.	PUNCT
ejpam-6707	7	1	these	these	DET
ejpam-6707	7	2	integrations	integration	NOUN
ejpam-6707	7	3	are	be	AUX
ejpam-6707	7	4	examined	examine	VERB
ejpam-6707	7	5	across	across	ADP
ejpam-6707	7	6	sectors	sector	NOUN
ejpam-6707	7	7	such	such	ADJ
ejpam-6707	7	8	as	as	ADP
ejpam-6707	7	9	healthcare	healthcare	NOUN
ejpam-6707	7	10	,	,	PUNCT
ejpam-6707	7	11	finance	finance	NOUN
ejpam-6707	7	12	,	,	PUNCT
ejpam-6707	7	13	logistics	logistic	NOUN
ejpam-6707	7	14	,	,	PUNCT
ejpam-6707	7	15	and	and	CCONJ
ejpam-6707	7	16	energy	energy	NOUN
ejpam-6707	7	17	systems	system	NOUN
ejpam-6707	7	18	.	.	PUNCT
ejpam-6707	8	1	a	a	DET
ejpam-6707	8	2	structured	structured	ADJ
ejpam-6707	8	3	taxonomy	taxonomy	NOUN
ejpam-6707	8	4	is	be	AUX
ejpam-6707	8	5	introduced	introduce	VERB
ejpam-6707	8	6	to	to	PART
ejpam-6707	8	7	categorize	categorize	VERB
ejpam-6707	8	8	hybrid	hybrid	ADJ
ejpam-6707	8	9	approaches	approach	NOUN
ejpam-6707	8	10	according	accord	VERB
ejpam-6707	8	11	to	to	ADP
ejpam-6707	8	12	their	their	PRON
ejpam-6707	8	13	level	level	NOUN
ejpam-6707	8	14	of	of	ADP
ejpam-6707	8	15	explainability	explainability	NOUN
ejpam-6707	8	16	,	,	PUNCT
ejpam-6707	8	17	optimization	optimization	NOUN
ejpam-6707	8	18	complexity	complexity	NOUN
ejpam-6707	8	19	,	,	PUNCT
ejpam-6707	8	20	and	and	CCONJ
ejpam-6707	8	21	domain	domain	NOUN
ejpam-6707	8	22	specificity	specificity	NOUN
ejpam-6707	8	23	.	.	PUNCT
ejpam-6707	9	1	in	in	ADP
ejpam-6707	9	2	addition	addition	NOUN
ejpam-6707	9	3	,	,	PUNCT
ejpam-6707	9	4	the	the	DET
ejpam-6707	9	5	review	review	NOUN
ejpam-6707	9	6	highlights	highlight	VERB
ejpam-6707	9	7	key	key	ADJ
ejpam-6707	9	8	challenges	challenge	NOUN
ejpam-6707	9	9	in	in	ADP
ejpam-6707	9	10	the	the	DET
ejpam-6707	9	11	field	field	NOUN
ejpam-6707	9	12	,	,	PUNCT
ejpam-6707	9	13	including	include	VERB
ejpam-6707	9	14	the	the	DET
ejpam-6707	9	15	trade	trade	NOUN
ejpam-6707	9	16	-	-	PUNCT
ejpam-6707	9	17	off	off	NOUN
ejpam-6707	9	18	between	between	ADP
ejpam-6707	9	19	performance	performance	NOUN
ejpam-6707	9	20	and	and	CCONJ
ejpam-6707	9	21	interpretability	interpretability	NOUN
ejpam-6707	9	22	,	,	PUNCT
ejpam-6707	9	23	the	the	DET
ejpam-6707	9	24	absence	absence	NOUN
ejpam-6707	9	25	of	of	ADP
ejpam-6707	9	26	standardized	standardized	ADJ
ejpam-6707	9	27	benchmarks	benchmark	NOUN
ejpam-6707	9	28	,	,	PUNCT
ejpam-6707	9	29	and	and	CCONJ
ejpam-6707	9	30	issues	issue	NOUN
ejpam-6707	9	31	related	relate	VERB
ejpam-6707	9	32	to	to	ADP
ejpam-6707	9	33	model	model	NOUN
ejpam-6707	9	34	scalability	scalability	NOUN
ejpam-6707	9	35	.	.	PUNCT
ejpam-6707	10	1	finally	finally	ADV
ejpam-6707	10	2	,	,	PUNCT
ejpam-6707	10	3	we	we	PRON
ejpam-6707	10	4	outline	outline	VERB
ejpam-6707	10	5	promising	promise	VERB
ejpam-6707	10	6	research	research	NOUN
ejpam-6707	10	7	directions	direction	NOUN
ejpam-6707	10	8	such	such	ADJ
ejpam-6707	10	9	as	as	ADP
ejpam-6707	10	10	the	the	DET
ejpam-6707	10	11	development	development	NOUN
ejpam-6707	10	12	of	of	ADP
ejpam-6707	10	13	explainable	explainable	ADJ
ejpam-6707	10	14	hyper	hyper	NOUN
ejpam-6707	10	15	-	-	NOUN
ejpam-6707	10	16	heuristics	heuristic	NOUN
ejpam-6707	10	17	,	,	PUNCT
ejpam-6707	10	18	domain	domain	NOUN
ejpam-6707	10	19	-	-	PUNCT
ejpam-6707	10	20	adaptable	adaptable	ADJ
ejpam-6707	10	21	interpretable	interpretable	ADJ
ejpam-6707	10	22	solvers	solver	NOUN
ejpam-6707	10	23	,	,	PUNCT
ejpam-6707	10	24	and	and	CCONJ
ejpam-6707	10	25	ai	ai	VERB
ejpam-6707	10	26	frameworks	framework	NOUN
ejpam-6707	10	27	aligned	align	VERB
ejpam-6707	10	28	with	with	ADP
ejpam-6707	10	29	regulatory	regulatory	ADJ
ejpam-6707	10	30	standards	standard	NOUN
ejpam-6707	10	31	.	.	PUNCT
ejpam-6707	11	1	by	by	ADP
ejpam-6707	11	2	synthesizing	synthesize	VERB
ejpam-6707	11	3	this	this	DET
ejpam-6707	11	4	evolving	evolve	VERB
ejpam-6707	11	5	body	body	NOUN
ejpam-6707	11	6	of	of	ADP
ejpam-6707	11	7	knowledge	knowledge	NOUN
ejpam-6707	11	8	,	,	PUNCT
ejpam-6707	11	9	the	the	DET
ejpam-6707	11	10	article	article	NOUN
ejpam-6707	11	11	aims	aim	VERB
ejpam-6707	11	12	to	to	PART
ejpam-6707	11	13	serve	serve	VERB
ejpam-6707	11	14	as	as	ADP
ejpam-6707	11	15	a	a	DET
ejpam-6707	11	16	foundational	foundational	ADJ
ejpam-6707	11	17	resource	resource	NOUN
ejpam-6707	11	18	for	for	ADP
ejpam-6707	11	19	researchers	researcher	NOUN
ejpam-6707	11	20	and	and	CCONJ
ejpam-6707	11	21	practitioners	practitioner	NOUN
ejpam-6707	11	22	striving	strive	VERB
ejpam-6707	11	23	to	to	PART
ejpam-6707	11	24	build	build	VERB
ejpam-6707	11	25	transparent	transparent	ADJ
ejpam-6707	11	26	,	,	PUNCT
ejpam-6707	11	27	trustworthy	trustworthy	ADJ
ejpam-6707	11	28	,	,	PUNCT
ejpam-6707	11	29	and	and	CCONJ
ejpam-6707	11	30	effective	effective	ADJ
ejpam-6707	11	31	optimization	optimization	NOUN
ejpam-6707	11	32	-	-	PUNCT
ejpam-6707	11	33	based	base	VERB
ejpam-6707	11	34	ai	ai	NOUN
ejpam-6707	11	35	systems	system	NOUN
ejpam-6707	11	36	.	.	PUNCT
ejpam-6707	12	1	2020	2020	NUM
ejpam-6707	12	2	mathematics	mathematic	NOUN
ejpam-6707	12	3	subject	subject	NOUN
ejpam-6707	12	4	classifications	classification	NOUN
ejpam-6707	12	5	:	:	PUNCT
ejpam-6707	12	6	68t07	68t07	NUM
ejpam-6707	12	7	,	,	PUNCT
ejpam-6707	12	8	90c59	90c59	NUM
ejpam-6707	12	9	,	,	PUNCT
ejpam-6707	12	10	68t20	68t20	NUM
ejpam-6707	12	11	key	key	ADJ
ejpam-6707	12	12	words	word	NOUN
ejpam-6707	12	13	and	and	CCONJ
ejpam-6707	12	14	phrases	phrase	NOUN
ejpam-6707	12	15	:	:	PUNCT
ejpam-6707	12	16	explainable	explainable	ADJ
ejpam-6707	12	17	artificial	artificial	ADJ
ejpam-6707	12	18	intelligence	intelligence	NOUN
ejpam-6707	12	19	(	(	PUNCT
ejpam-6707	12	20	xai	xai	PROPN
ejpam-6707	12	21	)	)	PUNCT
ejpam-6707	12	22	,	,	PUNCT
ejpam-6707	12	23	optimization	optimization	NOUN
ejpam-6707	12	24	,	,	PUNCT
ejpam-6707	12	25	metaheuristics	metaheuristic	NOUN
ejpam-6707	12	26	,	,	PUNCT
ejpam-6707	12	27	interpretable	interpretable	ADJ
ejpam-6707	12	28	models	model	NOUN
ejpam-6707	12	29	,	,	PUNCT
ejpam-6707	12	30	reinforcement	reinforcement	NOUN
ejpam-6707	12	31	learning	learning	NOUN
ejpam-6707	12	32	,	,	PUNCT
ejpam-6707	12	33	decision	decision	NOUN
ejpam-6707	12	34	-	-	PUNCT
ejpam-6707	12	35	making	make	VERB
ejpam-6707	12	36	systems	system	NOUN
ejpam-6707	12	37	,	,	PUNCT
ejpam-6707	12	38	transparency	transparency	NOUN
ejpam-6707	12	39	,	,	PUNCT
ejpam-6707	12	40	trustworthy	trustworthy	ADJ
ejpam-6707	12	41	ai	ai	NOUN
ejpam-6707	12	42	,	,	PUNCT
ejpam-6707	12	43	systematic	systematic	ADJ
ejpam-6707	12	44	review	review	NOUN
ejpam-6707	12	45	,	,	PUNCT
ejpam-6707	12	46	intelligent	intelligent	ADJ
ejpam-6707	12	47	optimization	optimization	NOUN
ejpam-6707	12	48	∗corresponding	∗corresponde	VERB
ejpam-6707	12	49	author	author	NOUN
ejpam-6707	12	50	.	.	PUNCT
ejpam-6707	13	1	doi	doi	NOUN
ejpam-6707	13	2	:	:	PUNCT
ejpam-6707	13	3	https://doi.org/10.29020/nybg.ejpam.v18i4.6707	https://doi.org/10.29020/nybg.ejpam.v18i4.6707	ADP
ejpam-6707	13	4	email	email	NOUN
ejpam-6707	13	5	addresses	address	NOUN
ejpam-6707	13	6	:	:	PUNCT
ejpam-6707	13	7	kassem.danach@mu.edu.lb	kassem.danach@mu.edu.lb	PROPN
ejpam-6707	13	8	(	(	PUNCT
ejpam-6707	13	9	k.	k.	PROPN
ejpam-6707	13	10	danach	danach	PROPN
ejpam-6707	13	11	)	)	PUNCT
ejpam-6707	13	12	,	,	PUNCT
ejpam-6707	13	13	wael.aly@aum.edu.kw	wael.aly@aum.edu.kw	PROPN
ejpam-6707	13	14	(	(	PUNCT
ejpam-6707	13	15	w.	w.	PROPN
ejpam-6707	13	16	h.	h.	PROPN
ejpam-6707	13	17	f.	f.	PROPN
ejpam-6707	13	18	aly	aly	PROPN
ejpam-6707	13	19	)	)	PUNCT
ejpam-6707	13	20	,	,	PUNCT
ejpam-6707	13	21	abbas.tarhini@lau.edu.lb	abbas.tarhini@lau.edu.lb	PROPN
ejpam-6707	13	22	(	(	PUNCT
ejpam-6707	13	23	a.	a.	NOUN
ejpam-6707	13	24	tarhini	tarhini	NOUN
ejpam-6707	13	25	)	)	PUNCT
ejpam-6707	13	26	,	,	PUNCT
ejpam-6707	13	27	dr.saad.laouadi@gmail.com	dr.saad.laouadi@gmail.com	X
ejpam-6707	13	28	(	(	PUNCT
ejpam-6707	13	29	s.	s.	PROPN
ejpam-6707	13	30	laouadi	laouadi	PROPN
ejpam-6707	13	31	)	)	PUNCT
ejpam-6707	13	32	https://www.ejpam.com	https://www.ejpam.com	X
ejpam-6707	14	1	1	1	NUM
ejpam-6707	14	2	copyright	copyright	NOUN
ejpam-6707	14	3	:	:	PUNCT
ejpam-6707	14	4	©	©	PROPN
ejpam-6707	14	5	2025	2025	NUM
ejpam-6707	14	6	the	the	DET
ejpam-6707	14	7	author(s	author(s	NOUN
ejpam-6707	14	8	)	)	PUNCT
ejpam-6707	14	9	.	.	PUNCT
ejpam-6707	15	1	(	(	PUNCT
ejpam-6707	15	2	cc	cc	NOUN
ejpam-6707	15	3	by	by	ADP
ejpam-6707	15	4	-	-	PUNCT
ejpam-6707	15	5	nc	nc	PROPN
ejpam-6707	15	6	4.0	4.0	NUM
ejpam-6707	15	7	)	)	PUNCT
ejpam-6707	15	8	k.	k.	NOUN
ejpam-6707	16	1	danach	danach	PROPN
ejpam-6707	16	2	et	et	PROPN
ejpam-6707	16	3	al	al	PROPN
ejpam-6707	16	4	.	.	PUNCT
ejpam-6707	16	5	/	/	SYM
ejpam-6707	16	6	eur	eur	PROPN
ejpam-6707	16	7	.	.	PUNCT
ejpam-6707	17	1	j.	j.	PROPN
ejpam-6707	17	2	pure	pure	PROPN
ejpam-6707	17	3	appl	appl	PROPN
ejpam-6707	17	4	.	.	PROPN
ejpam-6707	17	5	math	math	PROPN
ejpam-6707	17	6	,	,	PUNCT
ejpam-6707	17	7	18	18	NUM
ejpam-6707	17	8	(	(	PUNCT
ejpam-6707	17	9	4	4	NUM
ejpam-6707	17	10	)	)	PUNCT
ejpam-6707	17	11	(	(	PUNCT
ejpam-6707	17	12	2025	2025	NUM
ejpam-6707	17	13	)	)	PUNCT
ejpam-6707	17	14	,	,	PUNCT
ejpam-6707	17	15	6707	6707	NUM
ejpam-6707	17	16	2	2	NUM
ejpam-6707	17	17	of	of	ADP
ejpam-6707	17	18	28	28	NUM
ejpam-6707	17	19	1	1	NUM
ejpam-6707	17	20	.	.	PUNCT
ejpam-6707	18	1	introduction	introduction	NOUN
ejpam-6707	18	2	artificial	artificial	ADJ
ejpam-6707	18	3	intelligence	intelligence	NOUN
ejpam-6707	18	4	(	(	PUNCT
ejpam-6707	18	5	ai	ai	NOUN
ejpam-6707	18	6	)	)	PUNCT
ejpam-6707	18	7	systems	system	NOUN
ejpam-6707	18	8	are	be	AUX
ejpam-6707	18	9	increasingly	increasingly	ADV
ejpam-6707	18	10	embedded	embed	VERB
ejpam-6707	18	11	in	in	ADP
ejpam-6707	18	12	decision	decision	NOUN
ejpam-6707	18	13	-	-	PUNCT
ejpam-6707	18	14	making	make	VERB
ejpam-6707	18	15	processes	process	NOUN
ejpam-6707	18	16	across	across	ADP
ejpam-6707	18	17	a	a	DET
ejpam-6707	18	18	wide	wide	ADJ
ejpam-6707	18	19	range	range	NOUN
ejpam-6707	18	20	of	of	ADP
ejpam-6707	18	21	domains	domain	NOUN
ejpam-6707	18	22	,	,	PUNCT
ejpam-6707	18	23	including	include	VERB
ejpam-6707	18	24	healthcare	healthcare	NOUN
ejpam-6707	18	25	,	,	PUNCT
ejpam-6707	18	26	finance	finance	NOUN
ejpam-6707	18	27	,	,	PUNCT
ejpam-6707	18	28	energy	energy	NOUN
ejpam-6707	18	29	,	,	PUNCT
ejpam-6707	18	30	and	and	CCONJ
ejpam-6707	18	31	transportation	transportation	NOUN
ejpam-6707	18	32	.	.	PUNCT
ejpam-6707	19	1	in	in	ADP
ejpam-6707	19	2	these	these	DET
ejpam-6707	19	3	contexts	contexts	NOUN
ejpam-6707	19	4	,	,	PUNCT
ejpam-6707	19	5	decisions	decision	NOUN
ejpam-6707	19	6	made	make	VERB
ejpam-6707	19	7	by	by	ADP
ejpam-6707	19	8	ai	ai	ADJ
ejpam-6707	19	9	-	-	PUNCT
ejpam-6707	19	10	driven	drive	VERB
ejpam-6707	19	11	models	model	NOUN
ejpam-6707	19	12	can	can	AUX
ejpam-6707	19	13	have	have	VERB
ejpam-6707	19	14	significant	significant	ADJ
ejpam-6707	19	15	ethical	ethical	ADJ
ejpam-6707	19	16	,	,	PUNCT
ejpam-6707	19	17	economic	economic	ADJ
ejpam-6707	19	18	,	,	PUNCT
ejpam-6707	19	19	and	and	CCONJ
ejpam-6707	19	20	social	social	ADJ
ejpam-6707	19	21	implications	implication	NOUN
ejpam-6707	19	22	.	.	PUNCT
ejpam-6707	20	1	however	however	ADV
ejpam-6707	20	2	,	,	PUNCT
ejpam-6707	20	3	many	many	ADJ
ejpam-6707	20	4	of	of	ADP
ejpam-6707	20	5	the	the	DET
ejpam-6707	20	6	most	most	ADV
ejpam-6707	20	7	effective	effective	ADJ
ejpam-6707	20	8	ai	ai	NOUN
ejpam-6707	20	9	systems	system	NOUN
ejpam-6707	20	10	—	—	PUNCT
ejpam-6707	20	11	particularly	particularly	ADV
ejpam-6707	20	12	those	those	PRON
ejpam-6707	20	13	based	base	VERB
ejpam-6707	20	14	on	on	ADP
ejpam-6707	20	15	complex	complex	ADJ
ejpam-6707	20	16	optimization	optimization	NOUN
ejpam-6707	20	17	techniques	technique	NOUN
ejpam-6707	20	18	such	such	ADJ
ejpam-6707	20	19	as	as	ADP
ejpam-6707	20	20	metaheuristics	metaheuristic	NOUN
ejpam-6707	20	21	,	,	PUNCT
ejpam-6707	20	22	reinforcement	reinforcement	NOUN
ejpam-6707	20	23	learning	learning	NOUN
ejpam-6707	20	24	,	,	PUNCT
ejpam-6707	20	25	and	and	CCONJ
ejpam-6707	20	26	mathematical	mathematical	ADJ
ejpam-6707	20	27	programming	programming	NOUN
ejpam-6707	20	28	—	—	PUNCT
ejpam-6707	20	29	function	function	NOUN
ejpam-6707	20	30	as	as	ADP
ejpam-6707	20	31	black	black	ADJ
ejpam-6707	20	32	boxes	box	NOUN
ejpam-6707	20	33	,	,	PUNCT
ejpam-6707	20	34	offering	offer	VERB
ejpam-6707	20	35	little	little	ADJ
ejpam-6707	20	36	to	to	ADP
ejpam-6707	20	37	no	no	DET
ejpam-6707	20	38	insight	insight	NOUN
ejpam-6707	20	39	into	into	ADP
ejpam-6707	20	40	how	how	SCONJ
ejpam-6707	20	41	or	or	CCONJ
ejpam-6707	20	42	why	why	SCONJ
ejpam-6707	20	43	a	a	DET
ejpam-6707	20	44	decision	decision	NOUN
ejpam-6707	20	45	was	be	AUX
ejpam-6707	20	46	made	make	VERB
ejpam-6707	20	47	.	.	PUNCT
ejpam-6707	21	1	this	this	DET
ejpam-6707	21	2	opacity	opacity	NOUN
ejpam-6707	21	3	undermines	undermine	VERB
ejpam-6707	21	4	trust	trust	NOUN
ejpam-6707	21	5	,	,	PUNCT
ejpam-6707	21	6	impedes	impede	VERB
ejpam-6707	21	7	regulatory	regulatory	ADJ
ejpam-6707	21	8	compliance	compliance	NOUN
ejpam-6707	21	9	,	,	PUNCT
ejpam-6707	21	10	and	and	CCONJ
ejpam-6707	21	11	limits	limit	VERB
ejpam-6707	21	12	the	the	DET
ejpam-6707	21	13	adoption	adoption	NOUN
ejpam-6707	21	14	of	of	ADP
ejpam-6707	21	15	ai	ai	NOUN
ejpam-6707	21	16	in	in	ADP
ejpam-6707	21	17	safety	safety	NOUN
ejpam-6707	21	18	-	-	PUNCT
ejpam-6707	21	19	critical	critical	ADJ
ejpam-6707	21	20	and	and	CCONJ
ejpam-6707	21	21	ethically	ethically	ADV
ejpam-6707	21	22	sensitive	sensitive	ADJ
ejpam-6707	21	23	applications	application	NOUN
ejpam-6707	21	24	.	.	PUNCT
ejpam-6707	22	1	to	to	PART
ejpam-6707	22	2	address	address	VERB
ejpam-6707	22	3	these	these	DET
ejpam-6707	22	4	limitations	limitation	NOUN
ejpam-6707	22	5	,	,	PUNCT
ejpam-6707	22	6	the	the	DET
ejpam-6707	22	7	field	field	NOUN
ejpam-6707	22	8	of	of	ADP
ejpam-6707	22	9	explainable	explainable	ADJ
ejpam-6707	22	10	artificial	artificial	ADJ
ejpam-6707	22	11	intelligence	intelligence	NOUN
ejpam-6707	22	12	(	(	PUNCT
ejpam-6707	22	13	xai	xai	PROPN
ejpam-6707	22	14	)	)	PUNCT
ejpam-6707	22	15	has	have	AUX
ejpam-6707	22	16	emerged	emerge	VERB
ejpam-6707	22	17	,	,	PUNCT
ejpam-6707	22	18	aiming	aim	VERB
ejpam-6707	22	19	to	to	PART
ejpam-6707	22	20	make	make	VERB
ejpam-6707	22	21	ai	ai	VERB
ejpam-6707	22	22	decisions	decision	NOUN
ejpam-6707	22	23	transparent	transparent	ADJ
ejpam-6707	22	24	,	,	PUNCT
ejpam-6707	22	25	understandable	understandable	ADJ
ejpam-6707	22	26	,	,	PUNCT
ejpam-6707	22	27	and	and	CCONJ
ejpam-6707	22	28	accountable	accountable	ADJ
ejpam-6707	22	29	to	to	ADP
ejpam-6707	22	30	human	human	ADJ
ejpam-6707	22	31	stakeholders	stakeholder	NOUN
ejpam-6707	22	32	.	.	PUNCT
ejpam-6707	23	1	at	at	ADP
ejpam-6707	23	2	the	the	DET
ejpam-6707	23	3	same	same	ADJ
ejpam-6707	23	4	time	time	NOUN
ejpam-6707	23	5	,	,	PUNCT
ejpam-6707	23	6	optimization	optimization	NOUN
ejpam-6707	23	7	remains	remain	VERB
ejpam-6707	23	8	a	a	DET
ejpam-6707	23	9	cornerstone	cornerstone	NOUN
ejpam-6707	23	10	of	of	ADP
ejpam-6707	23	11	intelligent	intelligent	ADJ
ejpam-6707	23	12	decision	decision	NOUN
ejpam-6707	23	13	-	-	PUNCT
ejpam-6707	23	14	making	make	VERB
ejpam-6707	23	15	systems	system	NOUN
ejpam-6707	23	16	,	,	PUNCT
ejpam-6707	23	17	enabling	enable	VERB
ejpam-6707	23	18	the	the	DET
ejpam-6707	23	19	selection	selection	NOUN
ejpam-6707	23	20	of	of	ADP
ejpam-6707	23	21	optimal	optimal	ADJ
ejpam-6707	23	22	actions	action	NOUN
ejpam-6707	23	23	,	,	PUNCT
ejpam-6707	23	24	schedules	schedule	NOUN
ejpam-6707	23	25	,	,	PUNCT
ejpam-6707	23	26	routes	route	NOUN
ejpam-6707	23	27	,	,	PUNCT
ejpam-6707	23	28	and	and	CCONJ
ejpam-6707	23	29	configurations	configuration	NOUN
ejpam-6707	23	30	under	under	ADP
ejpam-6707	23	31	various	various	ADJ
ejpam-6707	23	32	constraints	constraint	NOUN
ejpam-6707	23	33	.	.	PUNCT
ejpam-6707	24	1	despite	despite	SCONJ
ejpam-6707	24	2	their	their	PRON
ejpam-6707	24	3	complementary	complementary	ADJ
ejpam-6707	24	4	nature	nature	NOUN
ejpam-6707	24	5	,	,	PUNCT
ejpam-6707	24	6	the	the	DET
ejpam-6707	24	7	integration	integration	NOUN
ejpam-6707	24	8	of	of	ADP
ejpam-6707	24	9	xai	xai	PROPN
ejpam-6707	24	10	techniques	technique	NOUN
ejpam-6707	24	11	with	with	ADP
ejpam-6707	24	12	optimization	optimization	NOUN
ejpam-6707	24	13	algorithms	algorithm	NOUN
ejpam-6707	24	14	is	be	AUX
ejpam-6707	24	15	still	still	ADV
ejpam-6707	24	16	in	in	ADP
ejpam-6707	24	17	its	its	PRON
ejpam-6707	24	18	infancy	infancy	NOUN
ejpam-6707	24	19	,	,	PUNCT
ejpam-6707	24	20	characterized	characterize	VERB
ejpam-6707	24	21	by	by	ADP
ejpam-6707	24	22	scattered	scatter	VERB
ejpam-6707	24	23	studies	study	NOUN
ejpam-6707	24	24	,	,	PUNCT
ejpam-6707	24	25	domain	domain	NOUN
ejpam-6707	24	26	-	-	PUNCT
ejpam-6707	24	27	specific	specific	ADJ
ejpam-6707	24	28	implementations	implementation	NOUN
ejpam-6707	24	29	,	,	PUNCT
ejpam-6707	24	30	and	and	CCONJ
ejpam-6707	24	31	the	the	DET
ejpam-6707	24	32	absence	absence	NOUN
ejpam-6707	24	33	of	of	ADP
ejpam-6707	24	34	a	a	DET
ejpam-6707	24	35	unified	unified	ADJ
ejpam-6707	24	36	framework	framework	NOUN
ejpam-6707	24	37	.	.	PUNCT
ejpam-6707	25	1	this	this	DET
ejpam-6707	25	2	systematic	systematic	ADJ
ejpam-6707	25	3	review	review	NOUN
ejpam-6707	25	4	bridges	bridge	NOUN
ejpam-6707	25	5	this	this	DET
ejpam-6707	25	6	gap	gap	NOUN
ejpam-6707	25	7	by	by	ADP
ejpam-6707	25	8	synthesizing	synthesize	VERB
ejpam-6707	25	9	the	the	DET
ejpam-6707	25	10	literature	literature	NOUN
ejpam-6707	25	11	at	at	ADP
ejpam-6707	25	12	the	the	DET
ejpam-6707	25	13	intersection	intersection	NOUN
ejpam-6707	25	14	of	of	ADP
ejpam-6707	25	15	xai	xai	PROPN
ejpam-6707	25	16	and	and	CCONJ
ejpam-6707	25	17	optimization	optimization	NOUN
ejpam-6707	25	18	.	.	PUNCT
ejpam-6707	26	1	we	we	PRON
ejpam-6707	26	2	explore	explore	VERB
ejpam-6707	26	3	how	how	SCONJ
ejpam-6707	26	4	interpretability	interpretability	NOUN
ejpam-6707	26	5	and	and	CCONJ
ejpam-6707	26	6	transparency	transparency	NOUN
ejpam-6707	26	7	are	be	AUX
ejpam-6707	26	8	being	be	AUX
ejpam-6707	26	9	introduced	introduce	VERB
ejpam-6707	26	10	into	into	ADP
ejpam-6707	26	11	optimization	optimization	NOUN
ejpam-6707	26	12	-	-	PUNCT
ejpam-6707	26	13	driven	drive	VERB
ejpam-6707	26	14	ai	ai	NOUN
ejpam-6707	26	15	systems	system	NOUN
ejpam-6707	26	16	,	,	PUNCT
ejpam-6707	26	17	assess	assess	VERB
ejpam-6707	26	18	the	the	DET
ejpam-6707	26	19	trade	trade	NOUN
ejpam-6707	26	20	-	-	PUNCT
ejpam-6707	26	21	offs	off	NOUN
ejpam-6707	26	22	between	between	ADP
ejpam-6707	26	23	performance	performance	NOUN
ejpam-6707	26	24	and	and	CCONJ
ejpam-6707	26	25	explainability	explainability	NOUN
ejpam-6707	26	26	,	,	PUNCT
ejpam-6707	26	27	and	and	CCONJ
ejpam-6707	26	28	classify	classify	VERB
ejpam-6707	26	29	existing	exist	VERB
ejpam-6707	26	30	approaches	approach	NOUN
ejpam-6707	26	31	based	base	VERB
ejpam-6707	26	32	on	on	ADP
ejpam-6707	26	33	techniques	technique	NOUN
ejpam-6707	26	34	,	,	PUNCT
ejpam-6707	26	35	applications	application	NOUN
ejpam-6707	26	36	,	,	PUNCT
ejpam-6707	26	37	and	and	CCONJ
ejpam-6707	26	38	explainability	explainability	NOUN
ejpam-6707	26	39	goals	goal	NOUN
ejpam-6707	26	40	.	.	PUNCT
ejpam-6707	27	1	our	our	PRON
ejpam-6707	27	2	contribution	contribution	NOUN
ejpam-6707	27	3	is	be	AUX
ejpam-6707	27	4	threefold	threefold	ADV
ejpam-6707	27	5	:	:	PUNCT
ejpam-6707	27	6	(	(	PUNCT
ejpam-6707	27	7	1	1	X
ejpam-6707	27	8	)	)	PUNCT
ejpam-6707	27	9	we	we	PRON
ejpam-6707	27	10	provide	provide	VERB
ejpam-6707	27	11	a	a	DET
ejpam-6707	27	12	structured	structured	ADJ
ejpam-6707	27	13	taxonomy	taxonomy	NOUN
ejpam-6707	27	14	of	of	ADP
ejpam-6707	27	15	xai	xai	PROPN
ejpam-6707	27	16	-	-	PUNCT
ejpam-6707	27	17	integrated	integrate	VERB
ejpam-6707	27	18	optimization	optimization	NOUN
ejpam-6707	27	19	methods	method	NOUN
ejpam-6707	27	20	;	;	PUNCT
ejpam-6707	27	21	(	(	PUNCT
ejpam-6707	27	22	2	2	X
ejpam-6707	27	23	)	)	PUNCT
ejpam-6707	27	24	we	we	PRON
ejpam-6707	27	25	analyze	analyze	VERB
ejpam-6707	27	26	domain	domain	NOUN
ejpam-6707	27	27	-	-	PUNCT
ejpam-6707	27	28	specific	specific	ADJ
ejpam-6707	27	29	applications	application	NOUN
ejpam-6707	27	30	and	and	CCONJ
ejpam-6707	27	31	challenges	challenge	NOUN
ejpam-6707	27	32	;	;	PUNCT
ejpam-6707	27	33	and	and	CCONJ
ejpam-6707	27	34	(	(	PUNCT
ejpam-6707	27	35	3	3	X
ejpam-6707	27	36	)	)	PUNCT
ejpam-6707	27	37	we	we	PRON
ejpam-6707	27	38	highlight	highlight	VERB
ejpam-6707	27	39	emerging	emerge	VERB
ejpam-6707	27	40	research	research	NOUN
ejpam-6707	27	41	directions	direction	NOUN
ejpam-6707	27	42	,	,	PUNCT
ejpam-6707	27	43	including	include	VERB
ejpam-6707	27	44	explainable	explainable	ADJ
ejpam-6707	27	45	hyper	hyper	NOUN
ejpam-6707	27	46	-	-	NOUN
ejpam-6707	27	47	heuristics	heuristic	NOUN
ejpam-6707	27	48	,	,	PUNCT
ejpam-6707	27	49	interpretable	interpretable	ADJ
ejpam-6707	27	50	solvers	solver	NOUN
ejpam-6707	27	51	,	,	PUNCT
ejpam-6707	27	52	and	and	CCONJ
ejpam-6707	27	53	compliance	compliance	NOUN
ejpam-6707	27	54	-	-	PUNCT
ejpam-6707	27	55	aware	aware	ADJ
ejpam-6707	27	56	ai	ai	PROPN
ejpam-6707	27	57	systems	system	NOUN
ejpam-6707	27	58	.	.	PUNCT
ejpam-6707	28	1	as	as	SCONJ
ejpam-6707	28	2	ai	ai	VERB
ejpam-6707	28	3	becomes	become	VERB
ejpam-6707	28	4	more	more	ADV
ejpam-6707	28	5	pervasive	pervasive	ADJ
ejpam-6707	28	6	,	,	PUNCT
ejpam-6707	28	7	the	the	DET
ejpam-6707	28	8	ability	ability	NOUN
ejpam-6707	28	9	to	to	PART
ejpam-6707	28	10	explain	explain	VERB
ejpam-6707	28	11	and	and	CCONJ
ejpam-6707	28	12	justify	justify	VERB
ejpam-6707	28	13	optimization	optimization	NOUN
ejpam-6707	28	14	-	-	PUNCT
ejpam-6707	28	15	based	base	VERB
ejpam-6707	28	16	decisions	decision	NOUN
ejpam-6707	28	17	is	be	AUX
ejpam-6707	28	18	no	no	ADV
ejpam-6707	28	19	longer	long	ADV
ejpam-6707	28	20	optional	optional	ADJ
ejpam-6707	28	21	—	—	PUNCT
ejpam-6707	28	22	it	it	PRON
ejpam-6707	28	23	is	be	AUX
ejpam-6707	28	24	essential	essential	ADJ
ejpam-6707	28	25	.	.	PUNCT
ejpam-6707	29	1	this	this	DET
ejpam-6707	29	2	article	article	NOUN
ejpam-6707	29	3	aims	aim	VERB
ejpam-6707	29	4	to	to	PART
ejpam-6707	29	5	serve	serve	VERB
ejpam-6707	29	6	as	as	ADP
ejpam-6707	29	7	a	a	DET
ejpam-6707	29	8	foundational	foundational	ADJ
ejpam-6707	29	9	reference	reference	NOUN
ejpam-6707	29	10	for	for	ADP
ejpam-6707	29	11	researchers	researcher	NOUN
ejpam-6707	29	12	and	and	CCONJ
ejpam-6707	29	13	practitioners	practitioner	NOUN
ejpam-6707	29	14	seeking	seek	VERB
ejpam-6707	29	15	to	to	PART
ejpam-6707	29	16	develop	develop	VERB
ejpam-6707	29	17	transparent	transparent	ADJ
ejpam-6707	29	18	,	,	PUNCT
ejpam-6707	29	19	trustworthy	trustworthy	ADJ
ejpam-6707	29	20	,	,	PUNCT
ejpam-6707	29	21	and	and	CCONJ
ejpam-6707	29	22	high	high	ADV
ejpam-6707	29	23	-	-	PUNCT
ejpam-6707	29	24	performing	perform	VERB
ejpam-6707	29	25	intelligent	intelligent	ADJ
ejpam-6707	29	26	systems	system	NOUN
ejpam-6707	29	27	.	.	PUNCT
ejpam-6707	30	1	while	while	SCONJ
ejpam-6707	30	2	earlier	early	ADJ
ejpam-6707	30	3	surveys	survey	NOUN
ejpam-6707	30	4	have	have	AUX
ejpam-6707	30	5	mainly	mainly	ADV
ejpam-6707	30	6	focused	focus	VERB
ejpam-6707	30	7	on	on	ADP
ejpam-6707	30	8	explainable	explainable	ADJ
ejpam-6707	30	9	machine	machine	NOUN
ejpam-6707	30	10	learning	learning	NOUN
ejpam-6707	30	11	in	in	ADP
ejpam-6707	30	12	isolation	isolation	NOUN
ejpam-6707	30	13	(	(	PUNCT
ejpam-6707	30	14	(	(	PUNCT
ejpam-6707	30	15	1	1	NUM
ejpam-6707	30	16	,	,	PUNCT
ejpam-6707	30	17	2	2	NUM
ejpam-6707	30	18	)	)	PUNCT
ejpam-6707	30	19	)	)	PUNCT
ejpam-6707	30	20	or	or	CCONJ
ejpam-6707	30	21	on	on	ADP
ejpam-6707	30	22	narrow	narrow	ADJ
ejpam-6707	30	23	aspects	aspect	NOUN
ejpam-6707	30	24	of	of	ADP
ejpam-6707	30	25	interpretable	interpretable	ADJ
ejpam-6707	30	26	optimization	optimization	NOUN
ejpam-6707	30	27	such	such	ADJ
ejpam-6707	30	28	as	as	ADP
ejpam-6707	30	29	feature	feature	NOUN
ejpam-6707	30	30	-	-	PUNCT
ejpam-6707	30	31	based	base	VERB
ejpam-6707	30	32	methods	method	NOUN
ejpam-6707	30	33	(	(	PUNCT
ejpam-6707	30	34	(	(	PUNCT
ejpam-6707	30	35	3	3	NUM
ejpam-6707	30	36	)	)	PUNCT
ejpam-6707	30	37	)	)	PUNCT
ejpam-6707	30	38	,	,	PUNCT
ejpam-6707	30	39	they	they	PRON
ejpam-6707	30	40	have	have	AUX
ejpam-6707	30	41	not	not	PART
ejpam-6707	30	42	systematically	systematically	ADV
ejpam-6707	30	43	addressed	address	VERB
ejpam-6707	30	44	the	the	DET
ejpam-6707	30	45	integration	integration	NOUN
ejpam-6707	30	46	of	of	ADP
ejpam-6707	30	47	explainability	explainability	NOUN
ejpam-6707	30	48	into	into	ADP
ejpam-6707	30	49	optimization	optimization	NOUN
ejpam-6707	30	50	itself	itself	PRON
ejpam-6707	30	51	.	.	PUNCT
ejpam-6707	31	1	this	this	DET
ejpam-6707	31	2	review	review	NOUN
ejpam-6707	31	3	advances	advance	VERB
ejpam-6707	31	4	the	the	DET
ejpam-6707	31	5	field	field	NOUN
ejpam-6707	31	6	by	by	ADP
ejpam-6707	31	7	unifying	unify	VERB
ejpam-6707	31	8	xai	xai	PROPN
ejpam-6707	31	9	and	and	CCONJ
ejpam-6707	31	10	optimization	optimization	NOUN
ejpam-6707	31	11	into	into	ADP
ejpam-6707	31	12	a	a	DET
ejpam-6707	31	13	comprehensive	comprehensive	ADJ
ejpam-6707	31	14	taxonomy	taxonomy	NOUN
ejpam-6707	31	15	that	that	PRON
ejpam-6707	31	16	spans	span	NOUN
ejpam-6707	31	17	exact	exact	ADJ
ejpam-6707	31	18	,	,	PUNCT
ejpam-6707	31	19	heuristic	heuristic	ADJ
ejpam-6707	31	20	,	,	PUNCT
ejpam-6707	31	21	matheuristic	matheuristic	ADJ
ejpam-6707	31	22	,	,	PUNCT
ejpam-6707	31	23	and	and	CCONJ
ejpam-6707	31	24	learningto	learningto	PROPN
ejpam-6707	31	25	-	-	PUNCT
ejpam-6707	31	26	optimize	optimize	NOUN
ejpam-6707	31	27	paradigms	paradigm	VERB
ejpam-6707	31	28	;	;	PUNCT
ejpam-6707	31	29	by	by	ADP
ejpam-6707	31	30	emphasizing	emphasize	VERB
ejpam-6707	31	31	strategies	strategy	NOUN
ejpam-6707	31	32	that	that	PRON
ejpam-6707	31	33	embed	embed	VERB
ejpam-6707	31	34	interpretability	interpretability	NOUN
ejpam-6707	31	35	by	by	ADP
ejpam-6707	31	36	design	design	NOUN
ejpam-6707	31	37	(	(	PUNCT
ejpam-6707	31	38	e.g.	e.g.	ADV
ejpam-6707	31	39	,	,	PUNCT
ejpam-6707	31	40	certificates	certificate	NOUN
ejpam-6707	31	41	,	,	PUNCT
ejpam-6707	31	42	constraint	constraint	NOUN
ejpam-6707	31	43	-	-	PUNCT
ejpam-6707	31	44	based	base	VERB
ejpam-6707	31	45	knowledge	knowledge	NOUN
ejpam-6707	31	46	injection	injection	NOUN
ejpam-6707	31	47	,	,	PUNCT
ejpam-6707	31	48	bi	bi	ADJ
ejpam-6707	31	49	-	-	ADJ
ejpam-6707	31	50	criteria	criterion	NOUN
ejpam-6707	31	51	formulations	formulation	NOUN
ejpam-6707	31	52	)	)	PUNCT
ejpam-6707	31	53	rather	rather	ADV
ejpam-6707	31	54	than	than	ADP
ejpam-6707	31	55	relying	rely	VERB
ejpam-6707	31	56	solely	solely	ADV
ejpam-6707	31	57	on	on	ADP
ejpam-6707	31	58	post	post	ADJ
ejpam-6707	31	59	-	-	ADJ
ejpam-6707	31	60	hoc	hoc	ADJ
ejpam-6707	31	61	explanations	explanation	NOUN
ejpam-6707	31	62	;	;	PUNCT
ejpam-6707	31	63	and	and	CCONJ
ejpam-6707	31	64	by	by	ADP
ejpam-6707	31	65	providing	provide	VERB
ejpam-6707	31	66	sector	sector	NOUN
ejpam-6707	31	67	-	-	PUNCT
ejpam-6707	31	68	level	level	NOUN
ejpam-6707	31	69	mapping	mapping	NOUN
ejpam-6707	31	70	with	with	ADP
ejpam-6707	31	71	comparative	comparative	ADJ
ejpam-6707	31	72	insights	insight	NOUN
ejpam-6707	31	73	into	into	ADP
ejpam-6707	31	74	advantages	advantage	NOUN
ejpam-6707	31	75	,	,	PUNCT
ejpam-6707	31	76	limitations	limitation	NOUN
ejpam-6707	31	77	,	,	PUNCT
ejpam-6707	31	78	and	and	CCONJ
ejpam-6707	31	79	open	open	ADJ
ejpam-6707	31	80	opportunities	opportunity	NOUN
ejpam-6707	31	81	.	.	PUNCT
ejpam-6707	32	1	to	to	PART
ejpam-6707	32	2	ensure	ensure	VERB
ejpam-6707	32	3	methodological	methodological	ADJ
ejpam-6707	32	4	rigor	rigor	NOUN
ejpam-6707	32	5	,	,	PUNCT
ejpam-6707	32	6	this	this	DET
ejpam-6707	32	7	review	review	NOUN
ejpam-6707	32	8	followed	follow	VERB
ejpam-6707	32	9	systematic	systematic	ADJ
ejpam-6707	32	10	review	review	NOUN
ejpam-6707	32	11	principles	principle	NOUN
ejpam-6707	32	12	.	.	PUNCT
ejpam-6707	33	1	literature	literature	NOUN
ejpam-6707	33	2	was	be	AUX
ejpam-6707	33	3	retrieved	retrieve	VERB
ejpam-6707	33	4	from	from	ADP
ejpam-6707	33	5	major	major	ADJ
ejpam-6707	33	6	scholarly	scholarly	ADJ
ejpam-6707	33	7	databases	database	NOUN
ejpam-6707	33	8	,	,	PUNCT
ejpam-6707	33	9	including	include	VERB
ejpam-6707	33	10	scopus	scopus	NOUN
ejpam-6707	33	11	,	,	PUNCT
ejpam-6707	33	12	web	web	NOUN
ejpam-6707	33	13	of	of	ADP
ejpam-6707	33	14	science	science	NOUN
ejpam-6707	33	15	,	,	PUNCT
ejpam-6707	33	16	ieee	ieee	NOUN
ejpam-6707	33	17	xplore	xplore	PROPN
ejpam-6707	33	18	,	,	PUNCT
ejpam-6707	33	19	and	and	CCONJ
ejpam-6707	33	20	acm	acm	VERB
ejpam-6707	33	21	digital	digital	PROPN
ejpam-6707	33	22	library	library	NOUN
ejpam-6707	33	23	,	,	PUNCT
ejpam-6707	33	24	covering	cover	VERB
ejpam-6707	33	25	publications	publication	NOUN
ejpam-6707	33	26	from	from	ADP
ejpam-6707	33	27	2010	2010	NUM
ejpam-6707	33	28	through	through	ADP
ejpam-6707	33	29	december	december	PROPN
ejpam-6707	33	30	2024	2024	NUM
ejpam-6707	33	31	.	.	PUNCT
ejpam-6707	34	1	the	the	DET
ejpam-6707	34	2	search	search	NOUN
ejpam-6707	34	3	strategy	strategy	NOUN
ejpam-6707	34	4	employed	employ	VERB
ejpam-6707	34	5	boolean	boolean	ADJ
ejpam-6707	34	6	operators	operator	NOUN
ejpam-6707	34	7	and	and	CCONJ
ejpam-6707	34	8	keywords	keyword	NOUN
ejpam-6707	34	9	such	such	ADJ
ejpam-6707	34	10	as	as	ADP
ejpam-6707	34	11	(	(	PUNCT
ejpam-6707	34	12	“	"	PUNCT
ejpam-6707	34	13	explainable	explainable	ADJ
ejpam-6707	34	14	artifik	artifik	NOUN
ejpam-6707	34	15	.	.	PUNCT
ejpam-6707	35	1	danach	danach	PROPN
ejpam-6707	35	2	et	et	PROPN
ejpam-6707	35	3	al	al	PROPN
ejpam-6707	35	4	.	.	PUNCT
ejpam-6707	35	5	/	/	SYM
ejpam-6707	35	6	eur	eur	PROPN
ejpam-6707	35	7	.	.	PUNCT
ejpam-6707	36	1	j.	j.	PROPN
ejpam-6707	36	2	pure	pure	PROPN
ejpam-6707	36	3	appl	appl	PROPN
ejpam-6707	36	4	.	.	PROPN
ejpam-6707	36	5	math	math	PROPN
ejpam-6707	36	6	,	,	PUNCT
ejpam-6707	36	7	18	18	NUM
ejpam-6707	36	8	(	(	PUNCT
ejpam-6707	36	9	4	4	NUM
ejpam-6707	36	10	)	)	PUNCT
ejpam-6707	36	11	(	(	PUNCT
ejpam-6707	36	12	2025	2025	NUM
ejpam-6707	36	13	)	)	PUNCT
ejpam-6707	36	14	,	,	PUNCT
ejpam-6707	36	15	6707	6707	NUM
ejpam-6707	36	16	3	3	NUM
ejpam-6707	36	17	of	of	ADP
ejpam-6707	36	18	28	28	NUM
ejpam-6707	36	19	cial	cial	ADJ
ejpam-6707	36	20	intelligence	intelligence	NOUN
ejpam-6707	36	21	”	"	PUNCT
ejpam-6707	36	22	or	or	CCONJ
ejpam-6707	36	23	“	"	PUNCT
ejpam-6707	36	24	xai	xai	PROPN
ejpam-6707	36	25	”	"	PUNCT
ejpam-6707	36	26	)	)	PUNCT
ejpam-6707	36	27	and	and	CCONJ
ejpam-6707	36	28	(	(	PUNCT
ejpam-6707	36	29	“	"	PUNCT
ejpam-6707	36	30	optimization	optimization	NOUN
ejpam-6707	36	31	”	"	PUNCT
ejpam-6707	36	32	or	or	CCONJ
ejpam-6707	36	33	“	"	PUNCT
ejpam-6707	36	34	decision	decision	NOUN
ejpam-6707	36	35	-	-	PUNCT
ejpam-6707	36	36	making	making	NOUN
ejpam-6707	36	37	”	"	PUNCT
ejpam-6707	36	38	)	)	PUNCT
ejpam-6707	36	39	and	and	CCONJ
ejpam-6707	36	40	(	(	PUNCT
ejpam-6707	36	41	“	"	PUNCT
ejpam-6707	36	42	interpretability	interpretability	NOUN
ejpam-6707	36	43	”	"	PUNCT
ejpam-6707	36	44	or	or	CCONJ
ejpam-6707	36	45	“	"	PUNCT
ejpam-6707	36	46	transparency	transparency	NOUN
ejpam-6707	36	47	”	"	PUNCT
ejpam-6707	36	48	)	)	PUNCT
ejpam-6707	36	49	.	.	PUNCT
ejpam-6707	37	1	inclusion	inclusion	NOUN
ejpam-6707	37	2	criteria	criterion	NOUN
ejpam-6707	37	3	required	require	VERB
ejpam-6707	37	4	that	that	SCONJ
ejpam-6707	37	5	studies	study	NOUN
ejpam-6707	37	6	(	(	PUNCT
ejpam-6707	37	7	i	i	NOUN
ejpam-6707	37	8	)	)	PUNCT
ejpam-6707	37	9	explicitly	explicitly	ADV
ejpam-6707	37	10	address	address	VERB
ejpam-6707	37	11	the	the	DET
ejpam-6707	37	12	integration	integration	NOUN
ejpam-6707	37	13	of	of	ADP
ejpam-6707	37	14	explainability	explainability	NOUN
ejpam-6707	37	15	with	with	ADP
ejpam-6707	37	16	optimization	optimization	NOUN
ejpam-6707	37	17	or	or	CCONJ
ejpam-6707	37	18	decision	decision	NOUN
ejpam-6707	37	19	-	-	PUNCT
ejpam-6707	37	20	making	make	VERB
ejpam-6707	37	21	systems	system	NOUN
ejpam-6707	37	22	,	,	PUNCT
ejpam-6707	37	23	(	(	PUNCT
ejpam-6707	37	24	ii	ii	NOUN
ejpam-6707	37	25	)	)	PUNCT
ejpam-6707	37	26	provide	provide	VERB
ejpam-6707	37	27	methodological	methodological	ADJ
ejpam-6707	37	28	or	or	CCONJ
ejpam-6707	37	29	application	application	NOUN
ejpam-6707	37	30	-	-	PUNCT
ejpam-6707	37	31	level	level	NOUN
ejpam-6707	37	32	contributions	contribution	NOUN
ejpam-6707	37	33	,	,	PUNCT
ejpam-6707	37	34	and	and	CCONJ
ejpam-6707	37	35	(	(	PUNCT
ejpam-6707	37	36	iii	iii	X
ejpam-6707	37	37	)	)	PUNCT
ejpam-6707	37	38	be	be	AUX
ejpam-6707	37	39	published	publish	VERB
ejpam-6707	37	40	in	in	ADP
ejpam-6707	37	41	peer	peer	NOUN
ejpam-6707	37	42	-	-	PUNCT
ejpam-6707	37	43	reviewed	review	VERB
ejpam-6707	37	44	english	english	ADJ
ejpam-6707	37	45	-	-	PUNCT
ejpam-6707	37	46	language	language	NOUN
ejpam-6707	37	47	venues	venue	NOUN
ejpam-6707	37	48	.	.	PUNCT
ejpam-6707	38	1	exclusion	exclusion	NOUN
ejpam-6707	38	2	criteria	criterion	NOUN
ejpam-6707	38	3	removed	remove	VERB
ejpam-6707	38	4	duplicates	duplicate	NOUN
ejpam-6707	38	5	,	,	PUNCT
ejpam-6707	38	6	non	non	ADJ
ejpam-6707	38	7	-	-	ADJ
ejpam-6707	38	8	peerreviewed	peerreviewed	ADJ
ejpam-6707	38	9	works	work	NOUN
ejpam-6707	38	10	,	,	PUNCT
ejpam-6707	38	11	and	and	CCONJ
ejpam-6707	38	12	studies	study	NOUN
ejpam-6707	38	13	lacking	lack	VERB
ejpam-6707	38	14	methodological	methodological	ADJ
ejpam-6707	38	15	depth	depth	NOUN
ejpam-6707	38	16	.	.	PUNCT
ejpam-6707	39	1	the	the	DET
ejpam-6707	39	2	screening	screening	NOUN
ejpam-6707	39	3	process	process	NOUN
ejpam-6707	39	4	proceeded	proceed	VERB
ejpam-6707	39	5	in	in	ADP
ejpam-6707	39	6	three	three	NUM
ejpam-6707	39	7	stages	stage	NOUN
ejpam-6707	39	8	:	:	PUNCT
ejpam-6707	39	9	title	title	NOUN
ejpam-6707	39	10	/	/	SYM
ejpam-6707	39	11	abstract	abstract	ADJ
ejpam-6707	39	12	filtering	filtering	NOUN
ejpam-6707	39	13	,	,	PUNCT
ejpam-6707	39	14	full	full	ADJ
ejpam-6707	39	15	-	-	PUNCT
ejpam-6707	39	16	text	text	NOUN
ejpam-6707	39	17	review	review	NOUN
ejpam-6707	39	18	,	,	PUNCT
ejpam-6707	39	19	and	and	CCONJ
ejpam-6707	39	20	final	final	ADJ
ejpam-6707	39	21	inclusion	inclusion	NOUN
ejpam-6707	39	22	.	.	PUNCT
ejpam-6707	40	1	out	out	ADP
ejpam-6707	40	2	of	of	ADP
ejpam-6707	40	3	642	642	NUM
ejpam-6707	40	4	identified	identify	VERB
ejpam-6707	40	5	records	record	NOUN
ejpam-6707	40	6	,	,	PUNCT
ejpam-6707	40	7	187	187	NUM
ejpam-6707	40	8	remained	remain	VERB
ejpam-6707	40	9	after	after	ADP
ejpam-6707	40	10	screening	screen	VERB
ejpam-6707	40	11	,	,	PUNCT
ejpam-6707	40	12	and	and	CCONJ
ejpam-6707	40	13	112	112	NUM
ejpam-6707	40	14	were	be	AUX
ejpam-6707	40	15	ultimately	ultimately	ADV
ejpam-6707	40	16	included	include	VERB
ejpam-6707	40	17	for	for	ADP
ejpam-6707	40	18	in	in	ADP
ejpam-6707	40	19	-	-	PUNCT
ejpam-6707	40	20	depth	depth	NOUN
ejpam-6707	40	21	synthesis	synthesis	NOUN
ejpam-6707	40	22	and	and	CCONJ
ejpam-6707	40	23	taxonomy	taxonomy	NOUN
ejpam-6707	40	24	construction	construction	NOUN
ejpam-6707	40	25	.	.	PUNCT
ejpam-6707	41	1	this	this	DET
ejpam-6707	41	2	transparent	transparent	ADJ
ejpam-6707	41	3	protocol	protocol	NOUN
ejpam-6707	41	4	ensures	ensure	VERB
ejpam-6707	41	5	reproducibility	reproducibility	NOUN
ejpam-6707	41	6	and	and	CCONJ
ejpam-6707	41	7	comprehensiveness	comprehensiveness	NOUN
ejpam-6707	41	8	.	.	PUNCT
ejpam-6707	42	1	the	the	DET
ejpam-6707	42	2	remainder	remainder	NOUN
ejpam-6707	42	3	of	of	ADP
ejpam-6707	42	4	this	this	DET
ejpam-6707	42	5	paper	paper	NOUN
ejpam-6707	42	6	is	be	AUX
ejpam-6707	42	7	organized	organize	VERB
ejpam-6707	42	8	as	as	SCONJ
ejpam-6707	42	9	follows	follow	VERB
ejpam-6707	42	10	.	.	PUNCT
ejpam-6707	43	1	section	section	NOUN
ejpam-6707	43	2	2	2	NUM
ejpam-6707	43	3	provides	provide	VERB
ejpam-6707	43	4	the	the	DET
ejpam-6707	43	5	foundations	foundation	NOUN
ejpam-6707	43	6	of	of	ADP
ejpam-6707	43	7	explainability	explainability	NOUN
ejpam-6707	43	8	and	and	CCONJ
ejpam-6707	43	9	optimization	optimization	NOUN
ejpam-6707	43	10	.	.	PUNCT
ejpam-6707	44	1	section	section	NOUN
ejpam-6707	44	2	3	3	NUM
ejpam-6707	44	3	introduces	introduce	VERB
ejpam-6707	44	4	the	the	DET
ejpam-6707	44	5	convergence	convergence	NOUN
ejpam-6707	44	6	of	of	ADP
ejpam-6707	44	7	explainability	explainability	NOUN
ejpam-6707	44	8	and	and	CCONJ
ejpam-6707	44	9	optimization	optimization	NOUN
ejpam-6707	44	10	.	.	PUNCT
ejpam-6707	45	1	section	section	NOUN
ejpam-6707	45	2	4	4	NUM
ejpam-6707	45	3	has	have	VERB
ejpam-6707	45	4	the	the	DET
ejpam-6707	45	5	architectures	architecture	NOUN
ejpam-6707	45	6	,	,	PUNCT
ejpam-6707	45	7	algorithms	algorithm	NOUN
ejpam-6707	45	8	and	and	CCONJ
ejpam-6707	45	9	applications	application	NOUN
ejpam-6707	45	10	.	.	PUNCT
ejpam-6707	46	1	section	section	NOUN
ejpam-6707	46	2	5	5	NUM
ejpam-6707	46	3	has	have	VERB
ejpam-6707	46	4	the	the	DET
ejpam-6707	46	5	sectoral	sectoral	ADJ
ejpam-6707	46	6	impacts	impact	NOUN
ejpam-6707	46	7	,	,	PUNCT
ejpam-6707	46	8	gaps	gap	NOUN
ejpam-6707	46	9	and	and	CCONJ
ejpam-6707	46	10	future	future	ADJ
ejpam-6707	46	11	outlook	outlook	NOUN
ejpam-6707	46	12	.	.	PUNCT
ejpam-6707	47	1	finally	finally	ADV
ejpam-6707	47	2	,	,	PUNCT
ejpam-6707	47	3	section	section	NOUN
ejpam-6707	47	4	6	6	NUM
ejpam-6707	47	5	concludes	conclude	VERB
ejpam-6707	47	6	the	the	DET
ejpam-6707	47	7	paper	paper	NOUN
ejpam-6707	47	8	and	and	CCONJ
ejpam-6707	47	9	outlines	outline	VERB
ejpam-6707	47	10	promising	promise	VERB
ejpam-6707	47	11	directions	direction	NOUN
ejpam-6707	47	12	for	for	ADP
ejpam-6707	47	13	future	future	ADJ
ejpam-6707	47	14	research	research	NOUN
ejpam-6707	47	15	.	.	PUNCT
ejpam-6707	48	1	2	2	X
ejpam-6707	48	2	.	.	X
ejpam-6707	48	3	foundations	foundation	NOUN
ejpam-6707	48	4	of	of	ADP
ejpam-6707	48	5	explainability	explainability	NOUN
ejpam-6707	48	6	and	and	CCONJ
ejpam-6707	48	7	optimization	optimization	NOUN
ejpam-6707	48	8	understanding	understanding	NOUN
ejpam-6707	48	9	and	and	CCONJ
ejpam-6707	48	10	improving	improve	VERB
ejpam-6707	48	11	the	the	DET
ejpam-6707	48	12	transparency	transparency	NOUN
ejpam-6707	48	13	of	of	ADP
ejpam-6707	48	14	ai	ai	PROPN
ejpam-6707	48	15	systems	system	NOUN
ejpam-6707	48	16	is	be	AUX
ejpam-6707	48	17	a	a	DET
ejpam-6707	48	18	foundational	foundational	ADJ
ejpam-6707	48	19	concern	concern	NOUN
ejpam-6707	48	20	in	in	ADP
ejpam-6707	48	21	the	the	DET
ejpam-6707	48	22	design	design	NOUN
ejpam-6707	48	23	of	of	ADP
ejpam-6707	48	24	responsible	responsible	ADJ
ejpam-6707	48	25	and	and	CCONJ
ejpam-6707	48	26	trustworthy	trustworthy	ADJ
ejpam-6707	48	27	intelligent	intelligent	ADJ
ejpam-6707	48	28	technologies	technology	NOUN
ejpam-6707	48	29	.	.	PUNCT
ejpam-6707	49	1	this	this	DET
ejpam-6707	49	2	section	section	NOUN
ejpam-6707	49	3	explores	explore	VERB
ejpam-6707	49	4	the	the	DET
ejpam-6707	49	5	theoretical	theoretical	ADJ
ejpam-6707	49	6	underpinnings	underpinning	NOUN
ejpam-6707	49	7	and	and	CCONJ
ejpam-6707	49	8	methodological	methodological	ADJ
ejpam-6707	49	9	advances	advance	NOUN
ejpam-6707	49	10	in	in	ADP
ejpam-6707	49	11	the	the	DET
ejpam-6707	49	12	domains	domain	NOUN
ejpam-6707	49	13	of	of	ADP
ejpam-6707	49	14	explainability	explainability	NOUN
ejpam-6707	49	15	and	and	CCONJ
ejpam-6707	49	16	optimization	optimization	NOUN
ejpam-6707	49	17	.	.	PUNCT
ejpam-6707	50	1	we	we	PRON
ejpam-6707	50	2	begin	begin	VERB
ejpam-6707	50	3	by	by	ADP
ejpam-6707	50	4	examining	examine	VERB
ejpam-6707	50	5	the	the	DET
ejpam-6707	50	6	principles	principle	NOUN
ejpam-6707	50	7	and	and	CCONJ
ejpam-6707	50	8	approaches	approach	NOUN
ejpam-6707	50	9	of	of	ADP
ejpam-6707	50	10	explainable	explainable	ADJ
ejpam-6707	50	11	artificial	artificial	ADJ
ejpam-6707	50	12	intelligence	intelligence	NOUN
ejpam-6707	50	13	(	(	PUNCT
ejpam-6707	50	14	xai	xai	PROPN
ejpam-6707	50	15	)	)	PUNCT
ejpam-6707	50	16	,	,	PUNCT
ejpam-6707	50	17	which	which	PRON
ejpam-6707	50	18	aim	aim	VERB
ejpam-6707	50	19	to	to	PART
ejpam-6707	50	20	make	make	VERB
ejpam-6707	50	21	complex	complex	ADJ
ejpam-6707	50	22	models	model	NOUN
ejpam-6707	50	23	more	more	ADV
ejpam-6707	50	24	interpretable	interpretable	ADJ
ejpam-6707	50	25	and	and	CCONJ
ejpam-6707	50	26	accountable	accountable	ADJ
ejpam-6707	50	27	.	.	PUNCT
ejpam-6707	51	1	2.1	2.1	NUM
ejpam-6707	51	2	.	.	PUNCT
ejpam-6707	52	1	explainable	explainable	ADJ
ejpam-6707	52	2	artificial	artificial	ADJ
ejpam-6707	52	3	intelligence	intelligence	NOUN
ejpam-6707	52	4	(	(	PUNCT
ejpam-6707	52	5	xai	xai	PROPN
ejpam-6707	52	6	)	)	PUNCT
ejpam-6707	52	7	explainable	explainable	ADJ
ejpam-6707	52	8	artificial	artificial	ADJ
ejpam-6707	52	9	intelligence	intelligence	NOUN
ejpam-6707	52	10	(	(	PUNCT
ejpam-6707	52	11	xai	xai	PROPN
ejpam-6707	52	12	)	)	PUNCT
ejpam-6707	52	13	refers	refer	VERB
ejpam-6707	52	14	to	to	ADP
ejpam-6707	52	15	a	a	DET
ejpam-6707	52	16	suite	suite	NOUN
ejpam-6707	52	17	of	of	ADP
ejpam-6707	52	18	techniques	technique	NOUN
ejpam-6707	52	19	,	,	PUNCT
ejpam-6707	52	20	frameworks	framework	NOUN
ejpam-6707	52	21	,	,	PUNCT
ejpam-6707	52	22	and	and	CCONJ
ejpam-6707	52	23	principles	principle	NOUN
ejpam-6707	52	24	designed	design	VERB
ejpam-6707	52	25	to	to	PART
ejpam-6707	52	26	make	make	VERB
ejpam-6707	52	27	the	the	DET
ejpam-6707	52	28	outputs	output	NOUN
ejpam-6707	52	29	of	of	ADP
ejpam-6707	52	30	ai	ai	PROPN
ejpam-6707	52	31	systems	system	NOUN
ejpam-6707	52	32	understandable	understandable	ADJ
ejpam-6707	52	33	to	to	ADP
ejpam-6707	52	34	human	human	ADJ
ejpam-6707	52	35	stakeholders	stakeholder	NOUN
ejpam-6707	52	36	.	.	PUNCT
ejpam-6707	53	1	as	as	SCONJ
ejpam-6707	53	2	ai	ai	VERB
ejpam-6707	53	3	increasingly	increasingly	ADV
ejpam-6707	53	4	influences	influence	NOUN
ejpam-6707	53	5	decisions	decision	NOUN
ejpam-6707	53	6	in	in	ADP
ejpam-6707	53	7	domains	domain	NOUN
ejpam-6707	53	8	such	such	ADJ
ejpam-6707	53	9	as	as	ADP
ejpam-6707	53	10	healthcare	healthcare	NOUN
ejpam-6707	53	11	,	,	PUNCT
ejpam-6707	53	12	finance	finance	NOUN
ejpam-6707	53	13	,	,	PUNCT
ejpam-6707	53	14	law	law	NOUN
ejpam-6707	53	15	,	,	PUNCT
ejpam-6707	53	16	and	and	CCONJ
ejpam-6707	53	17	infrastructure	infrastructure	NOUN
ejpam-6707	53	18	,	,	PUNCT
ejpam-6707	53	19	the	the	DET
ejpam-6707	53	20	need	need	NOUN
ejpam-6707	53	21	for	for	ADP
ejpam-6707	53	22	transparency	transparency	NOUN
ejpam-6707	53	23	and	and	CCONJ
ejpam-6707	53	24	interpretability	interpretability	NOUN
ejpam-6707	53	25	has	have	AUX
ejpam-6707	53	26	become	become	VERB
ejpam-6707	53	27	a	a	DET
ejpam-6707	53	28	central	central	ADJ
ejpam-6707	53	29	concern	concern	NOUN
ejpam-6707	53	30	.	.	PUNCT
ejpam-6707	54	1	black	black	ADJ
ejpam-6707	54	2	-	-	PUNCT
ejpam-6707	54	3	box	box	NOUN
ejpam-6707	54	4	models	model	NOUN
ejpam-6707	54	5	,	,	PUNCT
ejpam-6707	54	6	such	such	ADJ
ejpam-6707	54	7	as	as	ADP
ejpam-6707	54	8	deep	deep	ADJ
ejpam-6707	54	9	neural	neural	ADJ
ejpam-6707	54	10	networks	network	NOUN
ejpam-6707	54	11	and	and	CCONJ
ejpam-6707	54	12	ensemble	ensemble	ADJ
ejpam-6707	54	13	methods	method	NOUN
ejpam-6707	54	14	,	,	PUNCT
ejpam-6707	54	15	while	while	SCONJ
ejpam-6707	54	16	highly	highly	ADV
ejpam-6707	54	17	accurate	accurate	ADJ
ejpam-6707	54	18	,	,	PUNCT
ejpam-6707	54	19	often	often	ADV
ejpam-6707	54	20	lack	lack	VERB
ejpam-6707	54	21	intuitive	intuitive	ADJ
ejpam-6707	54	22	explanations	explanation	NOUN
ejpam-6707	54	23	for	for	ADP
ejpam-6707	54	24	their	their	PRON
ejpam-6707	54	25	predictions	prediction	NOUN
ejpam-6707	54	26	,	,	PUNCT
ejpam-6707	54	27	posing	pose	VERB
ejpam-6707	54	28	risks	risk	NOUN
ejpam-6707	54	29	to	to	ADP
ejpam-6707	54	30	trust	trust	NOUN
ejpam-6707	54	31	,	,	PUNCT
ejpam-6707	54	32	fairness	fairness	NOUN
ejpam-6707	54	33	,	,	PUNCT
ejpam-6707	54	34	accountability	accountability	NOUN
ejpam-6707	54	35	,	,	PUNCT
ejpam-6707	54	36	and	and	CCONJ
ejpam-6707	54	37	regulatory	regulatory	ADJ
ejpam-6707	54	38	compliance	compliance	NOUN
ejpam-6707	54	39	.	.	PUNCT
ejpam-6707	55	1	xai	xai	PROPN
ejpam-6707	55	2	approaches	approach	NOUN
ejpam-6707	55	3	can	can	AUX
ejpam-6707	55	4	be	be	AUX
ejpam-6707	55	5	broadly	broadly	ADV
ejpam-6707	55	6	categorized	categorize	VERB
ejpam-6707	55	7	into	into	ADP
ejpam-6707	55	8	three	three	NUM
ejpam-6707	55	9	types	type	NOUN
ejpam-6707	55	10	:	:	PUNCT
ejpam-6707	55	11	post	post	ADJ
ejpam-6707	55	12	-	-	ADJ
ejpam-6707	55	13	hoc	hoc	ADJ
ejpam-6707	55	14	explanations	explanation	NOUN
ejpam-6707	55	15	,	,	PUNCT
ejpam-6707	55	16	intrinsically	intrinsically	ADV
ejpam-6707	55	17	interpretable	interpretable	ADJ
ejpam-6707	55	18	models	model	NOUN
ejpam-6707	55	19	,	,	PUNCT
ejpam-6707	55	20	and	and	CCONJ
ejpam-6707	55	21	example	example	NOUN
ejpam-6707	55	22	-	-	PUNCT
ejpam-6707	55	23	based	base	VERB
ejpam-6707	55	24	methods	method	NOUN
ejpam-6707	55	25	.	.	PUNCT
ejpam-6707	56	1	post	post	ADJ
ejpam-6707	56	2	-	-	ADJ
ejpam-6707	56	3	hoc	hoc	ADJ
ejpam-6707	56	4	techniques	technique	NOUN
ejpam-6707	56	5	such	such	ADJ
ejpam-6707	56	6	as	as	ADP
ejpam-6707	56	7	shap	shap	NOUN
ejpam-6707	56	8	(	(	PUNCT
ejpam-6707	56	9	shapley	shapley	ADJ
ejpam-6707	56	10	additive	additive	ADJ
ejpam-6707	56	11	explanations	explanation	NOUN
ejpam-6707	56	12	)	)	PUNCT
ejpam-6707	56	13	,	,	PUNCT
ejpam-6707	56	14	lime	lime	NOUN
ejpam-6707	56	15	(	(	PUNCT
ejpam-6707	56	16	local	local	ADJ
ejpam-6707	56	17	interpretable	interpretable	ADJ
ejpam-6707	56	18	model	model	ADJ
ejpam-6707	56	19	-	-	ADJ
ejpam-6707	56	20	agnostic	agnostic	ADJ
ejpam-6707	56	21	explanations	explanation	NOUN
ejpam-6707	56	22	)	)	PUNCT
ejpam-6707	56	23	,	,	PUNCT
ejpam-6707	56	24	and	and	CCONJ
ejpam-6707	56	25	grad	grad	NOUN
ejpam-6707	56	26	-	-	PUNCT
ejpam-6707	56	27	cam	cam	NOUN
ejpam-6707	56	28	provide	provide	VERB
ejpam-6707	56	29	local	local	ADJ
ejpam-6707	56	30	or	or	CCONJ
ejpam-6707	56	31	global	global	ADJ
ejpam-6707	56	32	interpretability	interpretability	NOUN
ejpam-6707	56	33	without	without	ADP
ejpam-6707	56	34	altering	alter	VERB
ejpam-6707	56	35	the	the	DET
ejpam-6707	56	36	underlying	underlie	VERB
ejpam-6707	56	37	model	model	NOUN
ejpam-6707	56	38	.	.	PUNCT
ejpam-6707	57	1	intrinsically	intrinsically	ADV
ejpam-6707	57	2	interpretable	interpretable	ADJ
ejpam-6707	57	3	models	model	NOUN
ejpam-6707	57	4	include	include	VERB
ejpam-6707	57	5	decision	decision	NOUN
ejpam-6707	57	6	trees	tree	NOUN
ejpam-6707	57	7	,	,	PUNCT
ejpam-6707	57	8	linear	linear	NOUN
ejpam-6707	57	9	models	model	NOUN
ejpam-6707	57	10	,	,	PUNCT
ejpam-6707	57	11	and	and	CCONJ
ejpam-6707	57	12	generalized	generalized	ADJ
ejpam-6707	57	13	additive	additive	ADJ
ejpam-6707	57	14	models	model	NOUN
ejpam-6707	57	15	(	(	PUNCT
ejpam-6707	57	16	gams	gams	PROPN
ejpam-6707	57	17	)	)	PUNCT
ejpam-6707	57	18	,	,	PUNCT
ejpam-6707	57	19	which	which	PRON
ejpam-6707	57	20	are	be	AUX
ejpam-6707	57	21	inherently	inherently	ADV
ejpam-6707	57	22	understandable	understandable	ADJ
ejpam-6707	57	23	due	due	ADP
ejpam-6707	57	24	to	to	ADP
ejpam-6707	57	25	their	their	PRON
ejpam-6707	57	26	structure	structure	NOUN
ejpam-6707	57	27	.	.	PUNCT
ejpam-6707	58	1	example	example	NOUN
ejpam-6707	58	2	-	-	PUNCT
ejpam-6707	58	3	based	base	VERB
ejpam-6707	58	4	methods	method	NOUN
ejpam-6707	58	5	,	,	PUNCT
ejpam-6707	58	6	including	include	VERB
ejpam-6707	58	7	counterfactual	counterfactual	ADJ
ejpam-6707	58	8	explanations	explanation	NOUN
ejpam-6707	58	9	and	and	CCONJ
ejpam-6707	58	10	case	case	NOUN
ejpam-6707	58	11	-	-	PUNCT
ejpam-6707	58	12	based	base	VERB
ejpam-6707	58	13	reasoning	reasoning	NOUN
ejpam-6707	58	14	,	,	PUNCT
ejpam-6707	58	15	communicate	communicate	VERB
ejpam-6707	58	16	decisions	decision	NOUN
ejpam-6707	58	17	via	via	ADP
ejpam-6707	58	18	reference	reference	NOUN
ejpam-6707	58	19	to	to	ADP
ejpam-6707	58	20	similar	similar	ADJ
ejpam-6707	58	21	historical	historical	ADJ
ejpam-6707	58	22	instances	instance	NOUN
ejpam-6707	58	23	.	.	PUNCT
ejpam-6707	59	1	several	several	ADJ
ejpam-6707	59	2	criteria	criterion	NOUN
ejpam-6707	59	3	are	be	AUX
ejpam-6707	59	4	commonly	commonly	ADV
ejpam-6707	59	5	used	use	VERB
ejpam-6707	59	6	to	to	PART
ejpam-6707	59	7	evaluate	evaluate	VERB
ejpam-6707	59	8	xai	xai	PROPN
ejpam-6707	59	9	methods	method	NOUN
ejpam-6707	59	10	,	,	PUNCT
ejpam-6707	59	11	including	include	VERB
ejpam-6707	59	12	fidelity	fidelity	NOUN
ejpam-6707	59	13	(	(	PUNCT
ejpam-6707	59	14	the	the	DET
ejpam-6707	59	15	k.	k.	PROPN
ejpam-6707	59	16	danach	danach	PROPN
ejpam-6707	60	1	et	et	PROPN
ejpam-6707	60	2	al	al	PROPN
ejpam-6707	60	3	.	.	PUNCT
ejpam-6707	60	4	/	/	SYM
ejpam-6707	60	5	eur	eur	PROPN
ejpam-6707	60	6	.	.	PUNCT
ejpam-6707	61	1	j.	j.	PROPN
ejpam-6707	61	2	pure	pure	PROPN
ejpam-6707	61	3	appl	appl	PROPN
ejpam-6707	61	4	.	.	PROPN
ejpam-6707	61	5	math	math	PROPN
ejpam-6707	61	6	,	,	PUNCT
ejpam-6707	61	7	18	18	NUM
ejpam-6707	61	8	(	(	PUNCT
ejpam-6707	61	9	4	4	NUM
ejpam-6707	61	10	)	)	PUNCT
ejpam-6707	61	11	(	(	PUNCT
ejpam-6707	61	12	2025	2025	NUM
ejpam-6707	61	13	)	)	PUNCT
ejpam-6707	61	14	,	,	PUNCT
ejpam-6707	61	15	6707	6707	NUM
ejpam-6707	61	16	4	4	NUM
ejpam-6707	61	17	of	of	ADP
ejpam-6707	61	18	28	28	NUM
ejpam-6707	61	19	degree	degree	NOUN
ejpam-6707	61	20	to	to	PART
ejpam-6707	61	21	which	which	PRON
ejpam-6707	61	22	the	the	DET
ejpam-6707	61	23	explanation	explanation	NOUN
ejpam-6707	61	24	reflects	reflect	VERB
ejpam-6707	61	25	the	the	DET
ejpam-6707	61	26	original	original	ADJ
ejpam-6707	61	27	model	model	NOUN
ejpam-6707	61	28	’s	’s	PART
ejpam-6707	61	29	behavior	behavior	NOUN
ejpam-6707	61	30	)	)	PUNCT
ejpam-6707	61	31	,	,	PUNCT
ejpam-6707	61	32	comprehensibility	comprehensibility	NOUN
ejpam-6707	61	33	(	(	PUNCT
ejpam-6707	61	34	how	how	SCONJ
ejpam-6707	61	35	easily	easily	ADV
ejpam-6707	61	36	a	a	DET
ejpam-6707	61	37	human	human	NOUN
ejpam-6707	61	38	can	can	AUX
ejpam-6707	61	39	understand	understand	VERB
ejpam-6707	61	40	the	the	DET
ejpam-6707	61	41	explanation	explanation	NOUN
ejpam-6707	61	42	)	)	PUNCT
ejpam-6707	61	43	,	,	PUNCT
ejpam-6707	61	44	robustness	robustness	NOUN
ejpam-6707	61	45	,	,	PUNCT
ejpam-6707	61	46	and	and	CCONJ
ejpam-6707	61	47	fairness	fairness	NOUN
ejpam-6707	61	48	.	.	PUNCT
ejpam-6707	62	1	increasingly	increasingly	ADV
ejpam-6707	62	2	,	,	PUNCT
ejpam-6707	62	3	xai	xai	PROPN
ejpam-6707	62	4	is	be	AUX
ejpam-6707	62	5	being	be	AUX
ejpam-6707	62	6	guided	guide	VERB
ejpam-6707	62	7	by	by	ADP
ejpam-6707	62	8	regulatory	regulatory	ADJ
ejpam-6707	62	9	initiatives	initiative	NOUN
ejpam-6707	62	10	such	such	ADJ
ejpam-6707	62	11	as	as	ADP
ejpam-6707	62	12	the	the	DET
ejpam-6707	62	13	eu	eu	PROPN
ejpam-6707	62	14	artificial	artificial	PROPN
ejpam-6707	62	15	intelligence	intelligence	NOUN
ejpam-6707	62	16	act	act	NOUN
ejpam-6707	62	17	and	and	CCONJ
ejpam-6707	62	18	the	the	DET
ejpam-6707	62	19	u.s	u.s	PROPN
ejpam-6707	62	20	.	.	PROPN
ejpam-6707	62	21	ai	ai	PROPN
ejpam-6707	62	22	bill	bill	NOUN
ejpam-6707	62	23	of	of	ADP
ejpam-6707	62	24	rights	right	NOUN
ejpam-6707	62	25	,	,	PUNCT
ejpam-6707	62	26	which	which	PRON
ejpam-6707	62	27	call	call	VERB
ejpam-6707	62	28	for	for	ADP
ejpam-6707	62	29	algorithmic	algorithmic	ADJ
ejpam-6707	62	30	transparency	transparency	NOUN
ejpam-6707	62	31	and	and	CCONJ
ejpam-6707	62	32	auditability	auditability	NOUN
ejpam-6707	62	33	.	.	PUNCT
ejpam-6707	63	1	recent	recent	ADJ
ejpam-6707	63	2	developments	development	NOUN
ejpam-6707	63	3	in	in	ADP
ejpam-6707	63	4	xai	xai	PROPN
ejpam-6707	63	5	have	have	AUX
ejpam-6707	63	6	extended	extend	VERB
ejpam-6707	63	7	its	its	PRON
ejpam-6707	63	8	applicability	applicability	NOUN
ejpam-6707	63	9	to	to	ADP
ejpam-6707	63	10	more	more	ADJ
ejpam-6707	63	11	complex	complex	ADJ
ejpam-6707	63	12	systems	system	NOUN
ejpam-6707	63	13	,	,	PUNCT
ejpam-6707	63	14	including	include	VERB
ejpam-6707	63	15	multi	multi	ADJ
ejpam-6707	63	16	-	-	ADJ
ejpam-6707	63	17	objective	objective	ADJ
ejpam-6707	63	18	decision	decision	NOUN
ejpam-6707	63	19	-	-	PUNCT
ejpam-6707	63	20	making	making	NOUN
ejpam-6707	63	21	and	and	CCONJ
ejpam-6707	63	22	deep	deep	ADJ
ejpam-6707	63	23	reinforcement	reinforcement	NOUN
ejpam-6707	63	24	learning	learning	NOUN
ejpam-6707	63	25	.	.	PUNCT
ejpam-6707	64	1	however	however	ADV
ejpam-6707	64	2	,	,	PUNCT
ejpam-6707	64	3	many	many	ADJ
ejpam-6707	64	4	challenges	challenge	NOUN
ejpam-6707	64	5	remain	remain	VERB
ejpam-6707	64	6	,	,	PUNCT
ejpam-6707	64	7	particularly	particularly	ADV
ejpam-6707	64	8	in	in	ADP
ejpam-6707	64	9	quantifying	quantify	VERB
ejpam-6707	64	10	explanation	explanation	NOUN
ejpam-6707	64	11	quality	quality	NOUN
ejpam-6707	64	12	,	,	PUNCT
ejpam-6707	64	13	achieving	achieve	VERB
ejpam-6707	64	14	consistency	consistency	NOUN
ejpam-6707	64	15	across	across	ADP
ejpam-6707	64	16	different	different	ADJ
ejpam-6707	64	17	explanations	explanation	NOUN
ejpam-6707	64	18	,	,	PUNCT
ejpam-6707	64	19	and	and	CCONJ
ejpam-6707	64	20	integrating	integrate	VERB
ejpam-6707	64	21	interpretability	interpretability	NOUN
ejpam-6707	64	22	as	as	ADP
ejpam-6707	64	23	a	a	DET
ejpam-6707	64	24	core	core	NOUN
ejpam-6707	64	25	design	design	NOUN
ejpam-6707	64	26	objective	objective	NOUN
ejpam-6707	64	27	rather	rather	ADV
ejpam-6707	64	28	than	than	ADP
ejpam-6707	64	29	a	a	DET
ejpam-6707	64	30	post	post	ADJ
ejpam-6707	64	31	-	-	ADJ
ejpam-6707	64	32	processing	processing	ADJ
ejpam-6707	64	33	step	step	NOUN
ejpam-6707	64	34	.	.	PUNCT
ejpam-6707	65	1	this	this	PRON
ejpam-6707	65	2	motivates	motivate	VERB
ejpam-6707	65	3	the	the	DET
ejpam-6707	65	4	integration	integration	NOUN
ejpam-6707	65	5	of	of	ADP
ejpam-6707	65	6	xai	xai	PROPN
ejpam-6707	65	7	into	into	ADP
ejpam-6707	65	8	broader	broad	ADJ
ejpam-6707	65	9	intelligent	intelligent	ADJ
ejpam-6707	65	10	systems	system	NOUN
ejpam-6707	65	11	,	,	PUNCT
ejpam-6707	65	12	especially	especially	ADV
ejpam-6707	65	13	those	those	PRON
ejpam-6707	65	14	driven	drive	VERB
ejpam-6707	65	15	by	by	ADP
ejpam-6707	65	16	mathematical	mathematical	ADJ
ejpam-6707	65	17	optimization	optimization	NOUN
ejpam-6707	65	18	.	.	PUNCT
ejpam-6707	66	1	figure	figure	NOUN
ejpam-6707	66	2	1	1	NUM
ejpam-6707	66	3	summarizes	summarize	NOUN
ejpam-6707	66	4	the	the	DET
ejpam-6707	66	5	core	core	ADJ
ejpam-6707	66	6	landscape	landscape	NOUN
ejpam-6707	66	7	of	of	ADP
ejpam-6707	66	8	explainable	explainable	ADJ
ejpam-6707	66	9	artificial	artificial	ADJ
ejpam-6707	66	10	intelligence	intelligence	NOUN
ejpam-6707	66	11	(	(	PUNCT
ejpam-6707	66	12	xai	xai	PROPN
ejpam-6707	66	13	)	)	PUNCT
ejpam-6707	66	14	,	,	PUNCT
ejpam-6707	66	15	presenting	present	VERB
ejpam-6707	66	16	a	a	DET
ejpam-6707	66	17	structured	structured	ADJ
ejpam-6707	66	18	taxonomy	taxonomy	NOUN
ejpam-6707	66	19	of	of	ADP
ejpam-6707	66	20	key	key	ADJ
ejpam-6707	66	21	methodological	methodological	ADJ
ejpam-6707	66	22	categories	category	NOUN
ejpam-6707	66	23	,	,	PUNCT
ejpam-6707	66	24	evaluation	evaluation	NOUN
ejpam-6707	66	25	criteria	criterion	NOUN
ejpam-6707	66	26	,	,	PUNCT
ejpam-6707	66	27	regulatory	regulatory	ADJ
ejpam-6707	66	28	influences	influence	NOUN
ejpam-6707	66	29	,	,	PUNCT
ejpam-6707	66	30	and	and	CCONJ
ejpam-6707	66	31	real	real	ADJ
ejpam-6707	66	32	-	-	PUNCT
ejpam-6707	66	33	world	world	NOUN
ejpam-6707	66	34	application	application	NOUN
ejpam-6707	66	35	domains	domain	NOUN
ejpam-6707	66	36	.	.	PUNCT
ejpam-6707	67	1	this	this	DET
ejpam-6707	67	2	diagram	diagram	NOUN
ejpam-6707	67	3	highlights	highlight	NOUN
ejpam-6707	67	4	how	how	SCONJ
ejpam-6707	67	5	different	different	ADJ
ejpam-6707	67	6	techniques	technique	NOUN
ejpam-6707	67	7	—	—	PUNCT
ejpam-6707	67	8	post	post	ADJ
ejpam-6707	67	9	-	-	ADJ
ejpam-6707	67	10	hoc	hoc	ADJ
ejpam-6707	67	11	explanations	explanation	NOUN
ejpam-6707	67	12	,	,	PUNCT
ejpam-6707	67	13	intrinsically	intrinsically	ADV
ejpam-6707	67	14	interpretable	interpretable	ADJ
ejpam-6707	67	15	models	model	NOUN
ejpam-6707	67	16	,	,	PUNCT
ejpam-6707	67	17	and	and	CCONJ
ejpam-6707	67	18	examplebased	examplebase	VERB
ejpam-6707	67	19	methods	method	NOUN
ejpam-6707	67	20	—	—	PUNCT
ejpam-6707	67	21	address	address	VERB
ejpam-6707	67	22	the	the	DET
ejpam-6707	67	23	demand	demand	NOUN
ejpam-6707	67	24	for	for	ADP
ejpam-6707	67	25	transparent	transparent	ADJ
ejpam-6707	67	26	and	and	CCONJ
ejpam-6707	67	27	trustworthy	trustworthy	ADJ
ejpam-6707	67	28	ai	ai	NOUN
ejpam-6707	67	29	.	.	PUNCT
ejpam-6707	68	1	it	it	PRON
ejpam-6707	68	2	also	also	ADV
ejpam-6707	68	3	emphasizes	emphasize	VERB
ejpam-6707	68	4	the	the	DET
ejpam-6707	68	5	practical	practical	ADJ
ejpam-6707	68	6	importance	importance	NOUN
ejpam-6707	68	7	of	of	ADP
ejpam-6707	68	8	quantifying	quantify	VERB
ejpam-6707	68	9	explanation	explanation	NOUN
ejpam-6707	68	10	quality	quality	NOUN
ejpam-6707	68	11	and	and	CCONJ
ejpam-6707	68	12	ensuring	ensure	VERB
ejpam-6707	68	13	consistency	consistency	NOUN
ejpam-6707	68	14	across	across	ADP
ejpam-6707	68	15	methods	method	NOUN
ejpam-6707	68	16	,	,	PUNCT
ejpam-6707	68	17	particularly	particularly	ADV
ejpam-6707	68	18	as	as	SCONJ
ejpam-6707	68	19	xai	xai	PROPN
ejpam-6707	68	20	is	be	AUX
ejpam-6707	68	21	applied	apply	VERB
ejpam-6707	68	22	to	to	ADP
ejpam-6707	68	23	complex	complex	ADJ
ejpam-6707	68	24	,	,	PUNCT
ejpam-6707	68	25	high	high	ADJ
ejpam-6707	68	26	-	-	PUNCT
ejpam-6707	68	27	stakes	stake	NOUN
ejpam-6707	68	28	systems	system	NOUN
ejpam-6707	68	29	.	.	PUNCT
ejpam-6707	69	1	as	as	SCONJ
ejpam-6707	69	2	the	the	DET
ejpam-6707	69	3	review	review	NOUN
ejpam-6707	69	4	progresses	progress	VERB
ejpam-6707	69	5	,	,	PUNCT
ejpam-6707	69	6	we	we	PRON
ejpam-6707	69	7	delve	delve	VERB
ejpam-6707	69	8	deeper	deeply	ADV
ejpam-6707	69	9	into	into	ADP
ejpam-6707	69	10	how	how	SCONJ
ejpam-6707	69	11	these	these	DET
ejpam-6707	69	12	xai	xai	PROPN
ejpam-6707	69	13	approaches	approach	VERB
ejpam-6707	69	14	intersect	intersect	ADJ
ejpam-6707	69	15	with	with	ADP
ejpam-6707	69	16	optimization	optimization	NOUN
ejpam-6707	69	17	frameworks	framework	NOUN
ejpam-6707	69	18	,	,	PUNCT
ejpam-6707	69	19	enabling	enable	VERB
ejpam-6707	69	20	the	the	DET
ejpam-6707	69	21	development	development	NOUN
ejpam-6707	69	22	of	of	ADP
ejpam-6707	69	23	intelligent	intelligent	ADJ
ejpam-6707	69	24	systems	system	NOUN
ejpam-6707	69	25	that	that	PRON
ejpam-6707	69	26	are	be	AUX
ejpam-6707	69	27	both	both	ADV
ejpam-6707	69	28	powerful	powerful	ADJ
ejpam-6707	69	29	and	and	CCONJ
ejpam-6707	69	30	interpretable	interpretable	ADJ
ejpam-6707	69	31	.	.	PUNCT
ejpam-6707	70	1	k.	k.	PROPN
ejpam-6707	70	2	danach	danach	PROPN
ejpam-6707	70	3	et	et	PROPN
ejpam-6707	71	1	al	al	PROPN
ejpam-6707	71	2	.	.	PUNCT
ejpam-6707	71	3	/	/	SYM
ejpam-6707	71	4	eur	eur	PROPN
ejpam-6707	71	5	.	.	PUNCT
ejpam-6707	72	1	j.	j.	PROPN
ejpam-6707	72	2	pure	pure	PROPN
ejpam-6707	72	3	appl	appl	PROPN
ejpam-6707	72	4	.	.	PROPN
ejpam-6707	72	5	math	math	PROPN
ejpam-6707	72	6	,	,	PUNCT
ejpam-6707	72	7	18	18	NUM
ejpam-6707	72	8	(	(	PUNCT
ejpam-6707	72	9	4	4	NUM
ejpam-6707	72	10	)	)	PUNCT
ejpam-6707	72	11	(	(	PUNCT
ejpam-6707	72	12	2025	2025	NUM
ejpam-6707	72	13	)	)	PUNCT
ejpam-6707	72	14	,	,	PUNCT
ejpam-6707	72	15	6707	6707	NUM
ejpam-6707	72	16	5	5	NUM
ejpam-6707	72	17	of	of	ADP
ejpam-6707	72	18	28	28	NUM
ejpam-6707	72	19	figure	figure	NOUN
ejpam-6707	72	20	1	1	NUM
ejpam-6707	72	21	:	:	PUNCT
ejpam-6707	72	22	conceptual	conceptual	ADJ
ejpam-6707	72	23	framework	framework	NOUN
ejpam-6707	72	24	of	of	ADP
ejpam-6707	72	25	explainable	explainable	ADJ
ejpam-6707	72	26	artificial	artificial	ADJ
ejpam-6707	72	27	intelligence	intelligence	NOUN
ejpam-6707	72	28	(	(	PUNCT
ejpam-6707	72	29	xai	xai	PROPN
ejpam-6707	72	30	)	)	PUNCT
ejpam-6707	72	31	,	,	PUNCT
ejpam-6707	72	32	illustrating	illustrate	VERB
ejpam-6707	72	33	the	the	DET
ejpam-6707	72	34	taxonomy	taxonomy	NOUN
ejpam-6707	72	35	of	of	ADP
ejpam-6707	72	36	techniques	technique	NOUN
ejpam-6707	72	37	(	(	PUNCT
ejpam-6707	72	38	post	post	ADJ
ejpam-6707	72	39	-	-	ADJ
ejpam-6707	72	40	hoc	hoc	ADJ
ejpam-6707	72	41	,	,	PUNCT
ejpam-6707	72	42	interpretable	interpretable	ADJ
ejpam-6707	72	43	models	model	NOUN
ejpam-6707	72	44	,	,	PUNCT
ejpam-6707	72	45	and	and	CCONJ
ejpam-6707	72	46	example	example	NOUN
ejpam-6707	72	47	-	-	PUNCT
ejpam-6707	72	48	based	base	VERB
ejpam-6707	72	49	methods	method	NOUN
ejpam-6707	72	50	)	)	PUNCT
ejpam-6707	72	51	,	,	PUNCT
ejpam-6707	72	52	evaluation	evaluation	NOUN
ejpam-6707	72	53	criteria	criterion	NOUN
ejpam-6707	72	54	,	,	PUNCT
ejpam-6707	72	55	regulatory	regulatory	ADJ
ejpam-6707	72	56	context	context	NOUN
ejpam-6707	72	57	,	,	PUNCT
ejpam-6707	72	58	domains	domain	NOUN
ejpam-6707	72	59	of	of	ADP
ejpam-6707	72	60	application	application	NOUN
ejpam-6707	72	61	,	,	PUNCT
ejpam-6707	72	62	and	and	CCONJ
ejpam-6707	72	63	current	current	ADJ
ejpam-6707	72	64	challenges	challenge	NOUN
ejpam-6707	72	65	such	such	ADJ
ejpam-6707	72	66	as	as	ADP
ejpam-6707	72	67	explanation	explanation	NOUN
ejpam-6707	72	68	quality	quality	NOUN
ejpam-6707	72	69	measurement	measurement	NOUN
ejpam-6707	72	70	and	and	CCONJ
ejpam-6707	72	71	integration	integration	NOUN
ejpam-6707	72	72	into	into	ADP
ejpam-6707	72	73	complex	complex	ADJ
ejpam-6707	72	74	models	model	NOUN
ejpam-6707	72	75	.	.	PUNCT
ejpam-6707	73	1	2.2	2.2	NUM
ejpam-6707	73	2	.	.	PUNCT
ejpam-6707	73	3	optimization	optimization	NOUN
ejpam-6707	73	4	in	in	ADP
ejpam-6707	73	5	intelligent	intelligent	ADJ
ejpam-6707	73	6	decision	decision	NOUN
ejpam-6707	73	7	-	-	PUNCT
ejpam-6707	73	8	making	make	VERB
ejpam-6707	73	9	optimization	optimization	NOUN
ejpam-6707	73	10	serves	serve	VERB
ejpam-6707	73	11	as	as	ADP
ejpam-6707	73	12	the	the	DET
ejpam-6707	73	13	computational	computational	ADJ
ejpam-6707	73	14	engine	engine	NOUN
ejpam-6707	73	15	for	for	ADP
ejpam-6707	73	16	artificial	artificial	ADJ
ejpam-6707	73	17	intelligence	intelligence	NOUN
ejpam-6707	73	18	systems	system	NOUN
ejpam-6707	73	19	and	and	CCONJ
ejpam-6707	73	20	data	datum	NOUN
ejpam-6707	73	21	-	-	PUNCT
ejpam-6707	73	22	driven	drive	VERB
ejpam-6707	73	23	decision	decision	NOUN
ejpam-6707	73	24	architectures	architecture	NOUN
ejpam-6707	73	25	,	,	PUNCT
ejpam-6707	73	26	systematically	systematically	ADV
ejpam-6707	73	27	navigating	navigate	VERB
ejpam-6707	73	28	complex	complex	ADJ
ejpam-6707	73	29	solution	solution	NOUN
ejpam-6707	73	30	spaces	space	VERB
ejpam-6707	73	31	to	to	PART
ejpam-6707	73	32	identify	identify	VERB
ejpam-6707	73	33	pareto	pareto	VERB
ejpam-6707	73	34	-	-	PUNCT
ejpam-6707	73	35	optimal	optimal	ADJ
ejpam-6707	73	36	outcomes	outcome	NOUN
ejpam-6707	73	37	under	under	ADP
ejpam-6707	73	38	constraints	constraint	NOUN
ejpam-6707	73	39	.	.	PUNCT
ejpam-6707	74	1	modern	modern	ADJ
ejpam-6707	74	2	approaches	approach	NOUN
ejpam-6707	74	3	employ	employ	VERB
ejpam-6707	74	4	a	a	DET
ejpam-6707	74	5	stratified	stratified	ADJ
ejpam-6707	74	6	methodology	methodology	NOUN
ejpam-6707	74	7	:	:	PUNCT
ejpam-6707	74	8	exact	exact	ADJ
ejpam-6707	74	9	methods	method	NOUN
ejpam-6707	74	10	such	such	ADJ
ejpam-6707	74	11	as	as	ADP
ejpam-6707	74	12	branch	branch	NOUN
ejpam-6707	74	13	-	-	PUNCT
ejpam-6707	74	14	and	and	CCONJ
ejpam-6707	74	15	-	-	PUNCT
ejpam-6707	74	16	cut	cut	VERB
ejpam-6707	74	17	and	and	CCONJ
ejpam-6707	74	18	branch	branch	NOUN
ejpam-6707	74	19	-	-	PUNCT
ejpam-6707	74	20	and	and	CCONJ
ejpam-6707	74	21	-	-	PUNCT
ejpam-6707	74	22	price	price	NOUN
ejpam-6707	74	23	algorithms	algorithm	NOUN
ejpam-6707	74	24	extend	extend	VERB
ejpam-6707	74	25	the	the	DET
ejpam-6707	74	26	classical	classical	ADJ
ejpam-6707	74	27	branch	branch	NOUN
ejpam-6707	74	28	-	-	PUNCT
ejpam-6707	74	29	and	and	CCONJ
ejpam-6707	74	30	-	-	PUNCT
ejpam-6707	74	31	bound	bind	VERB
ejpam-6707	74	32	paradigm	paradigm	NOUN
ejpam-6707	74	33	by	by	ADP
ejpam-6707	74	34	integrating	integrate	VERB
ejpam-6707	74	35	cutting	cut	VERB
ejpam-6707	74	36	planes	plane	NOUN
ejpam-6707	74	37	and	and	CCONJ
ejpam-6707	74	38	column	column	NOUN
ejpam-6707	74	39	generation	generation	NOUN
ejpam-6707	74	40	,	,	PUNCT
ejpam-6707	74	41	respectively	respectively	ADV
ejpam-6707	74	42	,	,	PUNCT
ejpam-6707	74	43	enabling	enable	VERB
ejpam-6707	74	44	efficient	efficient	ADJ
ejpam-6707	74	45	solutions	solution	NOUN
ejpam-6707	74	46	to	to	ADP
ejpam-6707	74	47	large	large	ADJ
ejpam-6707	74	48	-	-	PUNCT
ejpam-6707	74	49	scale	scale	NOUN
ejpam-6707	74	50	mixed	mixed	ADJ
ejpam-6707	74	51	-	-	PUNCT
ejpam-6707	74	52	integer	integer	NOUN
ejpam-6707	74	53	programming	programming	NOUN
ejpam-6707	74	54	and	and	CCONJ
ejpam-6707	74	55	combinatorial	combinatorial	ADJ
ejpam-6707	74	56	optimization	optimization	NOUN
ejpam-6707	74	57	problems	problem	NOUN
ejpam-6707	74	58	(	(	PUNCT
ejpam-6707	74	59	(	(	PUNCT
ejpam-6707	74	60	4	4	NUM
ejpam-6707	74	61	,	,	PUNCT
ejpam-6707	74	62	5	5	NUM
ejpam-6707	74	63	)	)	PUNCT
ejpam-6707	74	64	)	)	PUNCT
ejpam-6707	74	65	.	.	PUNCT
ejpam-6707	75	1	other	other	ADJ
ejpam-6707	75	2	notable	notable	ADJ
ejpam-6707	75	3	exact	exact	ADJ
ejpam-6707	75	4	approaches	approach	NOUN
ejpam-6707	75	5	include	include	VERB
ejpam-6707	75	6	dynamic	dynamic	ADJ
ejpam-6707	75	7	programming	programming	NOUN
ejpam-6707	75	8	and	and	CCONJ
ejpam-6707	75	9	constraint	constraint	NOUN
ejpam-6707	75	10	programming	programming	NOUN
ejpam-6707	75	11	,	,	PUNCT
ejpam-6707	75	12	which	which	PRON
ejpam-6707	75	13	guarantee	guarantee	VERB
ejpam-6707	75	14	global	global	ADJ
ejpam-6707	75	15	optimality	optimality	NOUN
ejpam-6707	75	16	under	under	ADP
ejpam-6707	75	17	well	well	ADV
ejpam-6707	75	18	-	-	PUNCT
ejpam-6707	75	19	defined	define	VERB
ejpam-6707	75	20	conditions	condition	NOUN
ejpam-6707	75	21	(	(	PUNCT
ejpam-6707	75	22	(	(	PUNCT
ejpam-6707	75	23	6	6	NUM
ejpam-6707	75	24	)	)	PUNCT
ejpam-6707	75	25	)	)	PUNCT
ejpam-6707	75	26	.	.	PUNCT
ejpam-6707	76	1	approximate	approximate	ADJ
ejpam-6707	76	2	methods	method	NOUN
ejpam-6707	76	3	are	be	AUX
ejpam-6707	76	4	indispensable	indispensable	ADJ
ejpam-6707	76	5	when	when	SCONJ
ejpam-6707	76	6	problem	problem	NOUN
ejpam-6707	76	7	size	size	NOUN
ejpam-6707	76	8	or	or	CCONJ
ejpam-6707	76	9	complexity	complexity	NOUN
ejpam-6707	76	10	renders	render	VERB
ejpam-6707	76	11	exact	exact	ADJ
ejpam-6707	76	12	approaches	approach	NOUN
ejpam-6707	76	13	computationally	computationally	ADV
ejpam-6707	76	14	infeasible	infeasible	ADJ
ejpam-6707	76	15	.	.	PUNCT
ejpam-6707	77	1	metaheuristics	metaheuristic	NOUN
ejpam-6707	77	2	—	—	PUNCT
ejpam-6707	77	3	including	include	VERB
ejpam-6707	77	4	genetic	genetic	ADJ
ejpam-6707	77	5	algorithms	algorithm	NOUN
ejpam-6707	77	6	,	,	PUNCT
ejpam-6707	77	7	simulated	simulated	ADJ
ejpam-6707	77	8	annealing	annealing	NOUN
ejpam-6707	77	9	,	,	PUNCT
ejpam-6707	77	10	and	and	CCONJ
ejpam-6707	77	11	ant	ant	ADJ
ejpam-6707	77	12	colony	colony	NOUN
ejpam-6707	77	13	optimization	optimization	NOUN
ejpam-6707	77	14	—	—	PUNCT
ejpam-6707	77	15	provide	provide	VERB
ejpam-6707	77	16	robust	robust	ADJ
ejpam-6707	77	17	search	search	NOUN
ejpam-6707	77	18	capabilities	capability	NOUN
ejpam-6707	77	19	for	for	ADP
ejpam-6707	77	20	np	np	NOUN
ejpam-6707	77	21	-	-	PUNCT
ejpam-6707	77	22	hard	hard	ADJ
ejpam-6707	77	23	problems	problem	NOUN
ejpam-6707	77	24	(	(	PUNCT
ejpam-6707	77	25	(	(	PUNCT
ejpam-6707	77	26	7	7	NUM
ejpam-6707	77	27	,	,	PUNCT
ejpam-6707	77	28	8)	8)	NUM
ejpam-6707	77	29	)	)	PUNCT
ejpam-6707	77	30	.	.	PUNCT
ejpam-6707	78	1	hyperheuristics	hyperheuristic	NOUN
ejpam-6707	78	2	further	far	ADV
ejpam-6707	78	3	generalize	generalize	VERB
ejpam-6707	78	4	this	this	DET
ejpam-6707	78	5	paradigm	paradigm	NOUN
ejpam-6707	78	6	by	by	ADP
ejpam-6707	78	7	automating	automate	VERB
ejpam-6707	78	8	the	the	DET
ejpam-6707	78	9	selection	selection	NOUN
ejpam-6707	78	10	or	or	CCONJ
ejpam-6707	78	11	generation	generation	NOUN
ejpam-6707	78	12	of	of	ADP
ejpam-6707	78	13	heuristics	heuristic	NOUN
ejpam-6707	78	14	,	,	PUNCT
ejpam-6707	78	15	enhancing	enhance	VERB
ejpam-6707	78	16	adaptability	adaptability	NOUN
ejpam-6707	78	17	across	across	ADP
ejpam-6707	78	18	diverse	diverse	ADJ
ejpam-6707	78	19	problem	problem	NOUN
ejpam-6707	78	20	domains	domain	NOUN
ejpam-6707	78	21	(	(	PUNCT
ejpam-6707	78	22	(	(	PUNCT
ejpam-6707	78	23	9–12	9–12	PROPN
ejpam-6707	78	24	)	)	PUNCT
ejpam-6707	78	25	)	)	PUNCT
ejpam-6707	78	26	.	.	PUNCT
ejpam-6707	79	1	matheuristics	matheuristic	NOUN
ejpam-6707	79	2	combine	combine	VERB
ejpam-6707	79	3	metaheuristics	metaheuristic	NOUN
ejpam-6707	79	4	with	with	ADP
ejpam-6707	79	5	mathematical	mathematical	ADJ
ejpam-6707	79	6	programming	programming	NOUN
ejpam-6707	79	7	components	component	NOUN
ejpam-6707	79	8	,	,	PUNCT
ejpam-6707	79	9	leveraging	leverage	VERB
ejpam-6707	79	10	the	the	DET
ejpam-6707	79	11	strengths	strength	NOUN
ejpam-6707	79	12	of	of	ADP
ejpam-6707	79	13	both	both	PRON
ejpam-6707	79	14	to	to	PART
ejpam-6707	79	15	address	address	VERB
ejpam-6707	79	16	complex	complex	ADJ
ejpam-6707	79	17	real	real	ADJ
ejpam-6707	79	18	-	-	PUNCT
ejpam-6707	79	19	world	world	NOUN
ejpam-6707	79	20	k.	k.	PROPN
ejpam-6707	79	21	danach	danach	PROPN
ejpam-6707	79	22	et	et	PROPN
ejpam-6707	79	23	al	al	PROPN
ejpam-6707	79	24	.	.	PUNCT
ejpam-6707	79	25	/	/	SYM
ejpam-6707	79	26	eur	eur	PROPN
ejpam-6707	79	27	.	.	PUNCT
ejpam-6707	80	1	j.	j.	PROPN
ejpam-6707	80	2	pure	pure	PROPN
ejpam-6707	80	3	appl	appl	PROPN
ejpam-6707	80	4	.	.	PROPN
ejpam-6707	80	5	math	math	PROPN
ejpam-6707	80	6	,	,	PUNCT
ejpam-6707	80	7	18	18	NUM
ejpam-6707	80	8	(	(	PUNCT
ejpam-6707	80	9	4	4	NUM
ejpam-6707	80	10	)	)	PUNCT
ejpam-6707	80	11	(	(	PUNCT
ejpam-6707	80	12	2025	2025	NUM
ejpam-6707	80	13	)	)	PUNCT
ejpam-6707	80	14	,	,	PUNCT
ejpam-6707	80	15	6707	6707	NUM
ejpam-6707	80	16	6	6	NUM
ejpam-6707	80	17	of	of	ADP
ejpam-6707	80	18	28	28	NUM
ejpam-6707	80	19	problems	problem	NOUN
ejpam-6707	80	20	(	(	PUNCT
ejpam-6707	80	21	(	(	PUNCT
ejpam-6707	80	22	13	13	NUM
ejpam-6707	80	23	,	,	PUNCT
ejpam-6707	80	24	14	14	NUM
ejpam-6707	80	25	)	)	PUNCT
ejpam-6707	80	26	)	)	PUNCT
ejpam-6707	80	27	.	.	PUNCT
ejpam-6707	81	1	learning	learn	VERB
ejpam-6707	81	2	-	-	PUNCT
ejpam-6707	81	3	enhanced	enhance	VERB
ejpam-6707	81	4	techniques	technique	NOUN
ejpam-6707	81	5	such	such	ADJ
ejpam-6707	81	6	as	as	ADP
ejpam-6707	81	7	reinforcement	reinforcement	NOUN
ejpam-6707	81	8	learning	learning	NOUN
ejpam-6707	81	9	(	(	PUNCT
ejpam-6707	81	10	rl	rl	NOUN
ejpam-6707	81	11	)	)	PUNCT
ejpam-6707	81	12	are	be	AUX
ejpam-6707	81	13	increasingly	increasingly	ADV
ejpam-6707	81	14	integrated	integrate	VERB
ejpam-6707	81	15	with	with	ADP
ejpam-6707	81	16	optimization	optimization	NOUN
ejpam-6707	81	17	,	,	PUNCT
ejpam-6707	81	18	enabling	enable	VERB
ejpam-6707	81	19	agents	agent	NOUN
ejpam-6707	81	20	to	to	PART
ejpam-6707	81	21	adapt	adapt	VERB
ejpam-6707	81	22	strategies	strategy	NOUN
ejpam-6707	81	23	in	in	ADP
ejpam-6707	81	24	dynamic	dynamic	ADJ
ejpam-6707	81	25	or	or	CCONJ
ejpam-6707	81	26	uncertain	uncertain	ADJ
ejpam-6707	81	27	environments	environment	NOUN
ejpam-6707	81	28	(	(	PUNCT
ejpam-6707	81	29	(	(	PUNCT
ejpam-6707	81	30	15	15	NUM
ejpam-6707	81	31	)	)	PUNCT
ejpam-6707	81	32	)	)	PUNCT
ejpam-6707	81	33	.	.	PUNCT
ejpam-6707	82	1	surrogate	surrogate	NOUN
ejpam-6707	82	2	-	-	PUNCT
ejpam-6707	82	3	based	base	VERB
ejpam-6707	82	4	optimization	optimization	NOUN
ejpam-6707	82	5	employs	employ	VERB
ejpam-6707	82	6	predictive	predictive	ADJ
ejpam-6707	82	7	models	model	NOUN
ejpam-6707	82	8	to	to	PART
ejpam-6707	82	9	approximate	approximate	VERB
ejpam-6707	82	10	expensive	expensive	ADJ
ejpam-6707	82	11	objective	objective	ADJ
ejpam-6707	82	12	functions	function	NOUN
ejpam-6707	82	13	,	,	PUNCT
ejpam-6707	82	14	accelerating	accelerate	VERB
ejpam-6707	82	15	search	search	NOUN
ejpam-6707	82	16	in	in	ADP
ejpam-6707	82	17	black	black	ADJ
ejpam-6707	82	18	-	-	PUNCT
ejpam-6707	82	19	box	box	NOUN
ejpam-6707	82	20	or	or	CCONJ
ejpam-6707	82	21	simulationdriven	simulationdriven	ADJ
ejpam-6707	82	22	contexts	context	NOUN
ejpam-6707	82	23	(	(	PUNCT
ejpam-6707	82	24	(	(	PUNCT
ejpam-6707	82	25	16	16	NUM
ejpam-6707	82	26	)	)	PUNCT
ejpam-6707	82	27	)	)	PUNCT
ejpam-6707	82	28	.	.	PUNCT
ejpam-6707	83	1	despite	despite	SCONJ
ejpam-6707	83	2	these	these	DET
ejpam-6707	83	3	advances	advance	NOUN
ejpam-6707	83	4	,	,	PUNCT
ejpam-6707	83	5	traditional	traditional	ADJ
ejpam-6707	83	6	optimization	optimization	NOUN
ejpam-6707	83	7	approaches	approach	NOUN
ejpam-6707	83	8	often	often	ADV
ejpam-6707	83	9	prioritize	prioritize	VERB
ejpam-6707	83	10	solution	solution	NOUN
ejpam-6707	83	11	accuracy	accuracy	NOUN
ejpam-6707	83	12	and	and	CCONJ
ejpam-6707	83	13	efficiency	efficiency	NOUN
ejpam-6707	83	14	at	at	ADP
ejpam-6707	83	15	the	the	DET
ejpam-6707	83	16	expense	expense	NOUN
ejpam-6707	83	17	of	of	ADP
ejpam-6707	83	18	transparency	transparency	NOUN
ejpam-6707	83	19	.	.	PUNCT
ejpam-6707	84	1	this	this	PRON
ejpam-6707	84	2	is	be	AUX
ejpam-6707	84	3	particularly	particularly	ADV
ejpam-6707	84	4	problematic	problematic	ADJ
ejpam-6707	84	5	in	in	ADP
ejpam-6707	84	6	high	high	ADJ
ejpam-6707	84	7	-	-	PUNCT
ejpam-6707	84	8	stakes	stake	NOUN
ejpam-6707	84	9	applications	application	NOUN
ejpam-6707	84	10	like	like	ADP
ejpam-6707	84	11	blockchain	blockchain	PROPN
ejpam-6707	84	12	security	security	PROPN
ejpam-6707	84	13	,	,	PUNCT
ejpam-6707	84	14	where	where	SCONJ
ejpam-6707	84	15	interpretability	interpretability	NOUN
ejpam-6707	84	16	,	,	PUNCT
ejpam-6707	84	17	explainability	explainability	NOUN
ejpam-6707	84	18	,	,	PUNCT
ejpam-6707	84	19	and	and	CCONJ
ejpam-6707	84	20	auditability	auditability	NOUN
ejpam-6707	84	21	are	be	AUX
ejpam-6707	84	22	as	as	ADV
ejpam-6707	84	23	critical	critical	ADJ
ejpam-6707	84	24	as	as	ADP
ejpam-6707	84	25	correctness	correctness	NOUN
ejpam-6707	84	26	(	(	PUNCT
ejpam-6707	84	27	(	(	PUNCT
ejpam-6707	84	28	17	17	NUM
ejpam-6707	84	29	)	)	PUNCT
ejpam-6707	84	30	)	)	PUNCT
ejpam-6707	84	31	.	.	PUNCT
ejpam-6707	85	1	consequently	consequently	ADV
ejpam-6707	85	2	,	,	PUNCT
ejpam-6707	85	3	integrating	integrate	VERB
ejpam-6707	85	4	explainable	explainable	ADJ
ejpam-6707	85	5	optimization	optimization	NOUN
ejpam-6707	85	6	has	have	AUX
ejpam-6707	85	7	emerged	emerge	VERB
ejpam-6707	85	8	as	as	ADP
ejpam-6707	85	9	a	a	DET
ejpam-6707	85	10	vital	vital	ADJ
ejpam-6707	85	11	research	research	NOUN
ejpam-6707	85	12	frontier	frontier	NOUN
ejpam-6707	85	13	.	.	PUNCT
ejpam-6707	86	1	embedding	embed	VERB
ejpam-6707	86	2	interpretability	interpretability	NOUN
ejpam-6707	86	3	directly	directly	ADV
ejpam-6707	86	4	into	into	ADP
ejpam-6707	86	5	optimization	optimization	NOUN
ejpam-6707	86	6	models	model	NOUN
ejpam-6707	86	7	—	—	PUNCT
ejpam-6707	86	8	for	for	ADP
ejpam-6707	86	9	example	example	NOUN
ejpam-6707	86	10	,	,	PUNCT
ejpam-6707	86	11	by	by	ADP
ejpam-6707	86	12	incorporating	incorporate	VERB
ejpam-6707	86	13	explainability	explainability	NOUN
ejpam-6707	86	14	constraints	constraint	NOUN
ejpam-6707	86	15	in	in	ADP
ejpam-6707	86	16	metaheuristic	metaheuristic	ADJ
ejpam-6707	86	17	fitness	fitness	NOUN
ejpam-6707	86	18	functions	function	NOUN
ejpam-6707	86	19	or	or	CCONJ
ejpam-6707	86	20	designing	design	VERB
ejpam-6707	86	21	rl	rl	PROPN
ejpam-6707	86	22	reward	reward	NOUN
ejpam-6707	86	23	structures	structure	NOUN
ejpam-6707	86	24	that	that	PRON
ejpam-6707	86	25	promote	promote	VERB
ejpam-6707	86	26	transparency	transparency	NOUN
ejpam-6707	86	27	—	—	PUNCT
ejpam-6707	86	28	supports	support	VERB
ejpam-6707	86	29	human	human	NOUN
ejpam-6707	86	30	-	-	PUNCT
ejpam-6707	86	31	in	in	ADP
ejpam-6707	86	32	-	-	PUNCT
ejpam-6707	86	33	the	the	DET
ejpam-6707	86	34	-	-	PUNCT
ejpam-6707	86	35	loop	loop	NOUN
ejpam-6707	86	36	collaboration	collaboration	NOUN
ejpam-6707	86	37	,	,	PUNCT
ejpam-6707	86	38	regulatory	regulatory	ADJ
ejpam-6707	86	39	compliance	compliance	NOUN
ejpam-6707	86	40	,	,	PUNCT
ejpam-6707	86	41	and	and	CCONJ
ejpam-6707	86	42	user	user	NOUN
ejpam-6707	86	43	trust	trust	PROPN
ejpam-6707	86	44	.	.	PUNCT
ejpam-6707	87	1	the	the	DET
ejpam-6707	87	2	fusion	fusion	NOUN
ejpam-6707	87	3	of	of	ADP
ejpam-6707	87	4	optimization	optimization	NOUN
ejpam-6707	87	5	and	and	CCONJ
ejpam-6707	87	6	explainable	explainable	ADJ
ejpam-6707	87	7	ai	ai	NOUN
ejpam-6707	87	8	is	be	AUX
ejpam-6707	87	9	thus	thus	ADV
ejpam-6707	87	10	central	central	ADJ
ejpam-6707	87	11	to	to	ADP
ejpam-6707	87	12	the	the	DET
ejpam-6707	87	13	following	following	ADJ
ejpam-6707	87	14	sections	section	NOUN
ejpam-6707	87	15	,	,	PUNCT
ejpam-6707	87	16	especially	especially	ADV
ejpam-6707	87	17	in	in	ADP
ejpam-6707	87	18	the	the	DET
ejpam-6707	87	19	context	context	NOUN
ejpam-6707	87	20	of	of	ADP
ejpam-6707	87	21	secure	secure	ADJ
ejpam-6707	87	22	,	,	PUNCT
ejpam-6707	87	23	trustworthy	trustworthy	ADJ
ejpam-6707	87	24	blockchain	blockchain	PROPN
ejpam-6707	87	25	systems	systems	PROPN
ejpam-6707	87	26	.	.	PUNCT
ejpam-6707	88	1	figure	figure	NOUN
ejpam-6707	88	2	2	2	NUM
ejpam-6707	88	3	visually	visually	ADV
ejpam-6707	88	4	encapsulates	encapsulate	VERB
ejpam-6707	88	5	the	the	DET
ejpam-6707	88	6	taxonomy	taxonomy	NOUN
ejpam-6707	88	7	and	and	CCONJ
ejpam-6707	88	8	role	role	NOUN
ejpam-6707	88	9	of	of	ADP
ejpam-6707	88	10	optimization	optimization	NOUN
ejpam-6707	88	11	in	in	ADP
ejpam-6707	88	12	intelligent	intelligent	ADJ
ejpam-6707	88	13	systems	system	NOUN
ejpam-6707	88	14	,	,	PUNCT
ejpam-6707	88	15	highlighting	highlight	VERB
ejpam-6707	88	16	the	the	DET
ejpam-6707	88	17	spectrum	spectrum	NOUN
ejpam-6707	88	18	of	of	ADP
ejpam-6707	88	19	exact	exact	ADJ
ejpam-6707	88	20	,	,	PUNCT
ejpam-6707	88	21	approximate	approximate	ADJ
ejpam-6707	88	22	,	,	PUNCT
ejpam-6707	88	23	and	and	CCONJ
ejpam-6707	88	24	hybrid	hybrid	ADJ
ejpam-6707	88	25	methods	method	NOUN
ejpam-6707	88	26	,	,	PUNCT
ejpam-6707	88	27	as	as	ADV
ejpam-6707	88	28	well	well	ADV
ejpam-6707	88	29	as	as	ADP
ejpam-6707	88	30	their	their	PRON
ejpam-6707	88	31	deployment	deployment	NOUN
ejpam-6707	88	32	across	across	ADP
ejpam-6707	88	33	key	key	ADJ
ejpam-6707	88	34	application	application	NOUN
ejpam-6707	88	35	domains	domain	NOUN
ejpam-6707	88	36	.	.	PUNCT
ejpam-6707	89	1	while	while	SCONJ
ejpam-6707	89	2	optimization	optimization	NOUN
ejpam-6707	89	3	remains	remain	VERB
ejpam-6707	89	4	essential	essential	ADJ
ejpam-6707	89	5	for	for	ADP
ejpam-6707	89	6	producing	produce	VERB
ejpam-6707	89	7	efficient	efficient	ADJ
ejpam-6707	89	8	and	and	CCONJ
ejpam-6707	89	9	high	high	ADJ
ejpam-6707	89	10	-	-	PUNCT
ejpam-6707	89	11	quality	quality	NOUN
ejpam-6707	89	12	decisions	decision	NOUN
ejpam-6707	89	13	,	,	PUNCT
ejpam-6707	89	14	the	the	DET
ejpam-6707	89	15	growing	grow	VERB
ejpam-6707	89	16	complexity	complexity	NOUN
ejpam-6707	89	17	and	and	CCONJ
ejpam-6707	89	18	black	black	ADJ
ejpam-6707	89	19	-	-	PUNCT
ejpam-6707	89	20	box	box	NOUN
ejpam-6707	89	21	nature	nature	NOUN
ejpam-6707	89	22	of	of	ADP
ejpam-6707	89	23	many	many	ADJ
ejpam-6707	89	24	techniques	technique	NOUN
ejpam-6707	89	25	have	have	AUX
ejpam-6707	89	26	exposed	expose	VERB
ejpam-6707	89	27	critical	critical	ADJ
ejpam-6707	89	28	gaps	gap	NOUN
ejpam-6707	89	29	in	in	ADP
ejpam-6707	89	30	interpretability	interpretability	NOUN
ejpam-6707	89	31	.	.	PUNCT
ejpam-6707	90	1	this	this	PRON
ejpam-6707	90	2	underscores	underscore	VERB
ejpam-6707	90	3	the	the	DET
ejpam-6707	90	4	urgent	urgent	ADJ
ejpam-6707	90	5	need	need	NOUN
ejpam-6707	90	6	for	for	ADP
ejpam-6707	90	7	integrating	integrate	VERB
ejpam-6707	90	8	explainability	explainability	NOUN
ejpam-6707	90	9	directly	directly	ADV
ejpam-6707	90	10	into	into	ADP
ejpam-6707	90	11	the	the	DET
ejpam-6707	90	12	optimization	optimization	NOUN
ejpam-6707	90	13	pipeline	pipeline	NOUN
ejpam-6707	90	14	.	.	PUNCT
ejpam-6707	91	1	by	by	ADP
ejpam-6707	91	2	doing	do	VERB
ejpam-6707	91	3	so	so	ADV
ejpam-6707	91	4	,	,	PUNCT
ejpam-6707	91	5	decision	decision	NOUN
ejpam-6707	91	6	-	-	PUNCT
ejpam-6707	91	7	makers	maker	NOUN
ejpam-6707	91	8	can	can	AUX
ejpam-6707	91	9	not	not	PART
ejpam-6707	91	10	only	only	ADV
ejpam-6707	91	11	achieve	achieve	VERB
ejpam-6707	91	12	optimal	optimal	ADJ
ejpam-6707	91	13	outcomes	outcome	NOUN
ejpam-6707	91	14	but	but	CCONJ
ejpam-6707	91	15	also	also	ADV
ejpam-6707	91	16	understand	understand	VERB
ejpam-6707	91	17	and	and	CCONJ
ejpam-6707	91	18	justify	justify	VERB
ejpam-6707	91	19	the	the	DET
ejpam-6707	91	20	reasoning	reasoning	NOUN
ejpam-6707	91	21	behind	behind	ADP
ejpam-6707	91	22	them	they	PRON
ejpam-6707	91	23	—	—	PUNCT
ejpam-6707	91	24	a	a	DET
ejpam-6707	91	25	prerequisite	prerequisite	NOUN
ejpam-6707	91	26	for	for	ADP
ejpam-6707	91	27	trust	trust	NOUN
ejpam-6707	91	28	,	,	PUNCT
ejpam-6707	91	29	compliance	compliance	NOUN
ejpam-6707	91	30	,	,	PUNCT
ejpam-6707	91	31	and	and	CCONJ
ejpam-6707	91	32	human	human	ADJ
ejpam-6707	91	33	-	-	PUNCT
ejpam-6707	91	34	ai	ai	NOUN
ejpam-6707	91	35	collaboration	collaboration	NOUN
ejpam-6707	91	36	in	in	ADP
ejpam-6707	91	37	real	real	ADJ
ejpam-6707	91	38	-	-	PUNCT
ejpam-6707	91	39	world	world	NOUN
ejpam-6707	91	40	deployments	deployment	NOUN
ejpam-6707	91	41	.	.	PUNCT
ejpam-6707	92	1	the	the	DET
ejpam-6707	92	2	following	follow	VERB
ejpam-6707	92	3	sections	section	NOUN
ejpam-6707	92	4	delve	delve	VERB
ejpam-6707	92	5	into	into	ADP
ejpam-6707	92	6	this	this	DET
ejpam-6707	92	7	convergence	convergence	NOUN
ejpam-6707	92	8	,	,	PUNCT
ejpam-6707	92	9	exploring	explore	VERB
ejpam-6707	92	10	how	how	SCONJ
ejpam-6707	92	11	optimization	optimization	NOUN
ejpam-6707	92	12	and	and	CCONJ
ejpam-6707	92	13	explainable	explainable	ADJ
ejpam-6707	92	14	ai	ai	NOUN
ejpam-6707	92	15	can	can	AUX
ejpam-6707	92	16	be	be	AUX
ejpam-6707	92	17	harmonized	harmonize	VERB
ejpam-6707	92	18	to	to	PART
ejpam-6707	92	19	create	create	VERB
ejpam-6707	92	20	transparent	transparent	ADJ
ejpam-6707	92	21	,	,	PUNCT
ejpam-6707	92	22	high	high	ADJ
ejpam-6707	92	23	-	-	PUNCT
ejpam-6707	92	24	performance	performance	NOUN
ejpam-6707	92	25	decision	decision	NOUN
ejpam-6707	92	26	systems	system	NOUN
ejpam-6707	92	27	.	.	PUNCT
ejpam-6707	93	1	k.	k.	PROPN
ejpam-6707	93	2	danach	danach	PROPN
ejpam-6707	93	3	et	et	PROPN
ejpam-6707	93	4	al	al	PROPN
ejpam-6707	93	5	.	.	PUNCT
ejpam-6707	93	6	/	/	SYM
ejpam-6707	93	7	eur	eur	PROPN
ejpam-6707	93	8	.	.	PUNCT
ejpam-6707	94	1	j.	j.	PROPN
ejpam-6707	94	2	pure	pure	PROPN
ejpam-6707	94	3	appl	appl	PROPN
ejpam-6707	94	4	.	.	PROPN
ejpam-6707	94	5	math	math	PROPN
ejpam-6707	94	6	,	,	PUNCT
ejpam-6707	94	7	18	18	NUM
ejpam-6707	94	8	(	(	PUNCT
ejpam-6707	94	9	4	4	NUM
ejpam-6707	94	10	)	)	PUNCT
ejpam-6707	94	11	(	(	PUNCT
ejpam-6707	94	12	2025	2025	NUM
ejpam-6707	94	13	)	)	PUNCT
ejpam-6707	94	14	,	,	PUNCT
ejpam-6707	94	15	6707	6707	NUM
ejpam-6707	94	16	7	7	NUM
ejpam-6707	94	17	of	of	ADP
ejpam-6707	94	18	28	28	NUM
ejpam-6707	94	19	figure	figure	NOUN
ejpam-6707	94	20	2	2	NUM
ejpam-6707	94	21	:	:	PUNCT
ejpam-6707	94	22	overview	overview	NOUN
ejpam-6707	94	23	of	of	ADP
ejpam-6707	94	24	optimization	optimization	NOUN
ejpam-6707	94	25	methods	method	NOUN
ejpam-6707	94	26	in	in	ADP
ejpam-6707	94	27	intelligent	intelligent	ADJ
ejpam-6707	94	28	decision	decision	NOUN
ejpam-6707	94	29	-	-	PUNCT
ejpam-6707	94	30	making	making	NOUN
ejpam-6707	94	31	.	.	PUNCT
ejpam-6707	95	1	the	the	DET
ejpam-6707	95	2	diagram	diagram	NOUN
ejpam-6707	95	3	categorizes	categorize	VERB
ejpam-6707	95	4	optimization	optimization	NOUN
ejpam-6707	95	5	techniques	technique	NOUN
ejpam-6707	95	6	into	into	ADP
ejpam-6707	95	7	exact	exact	ADJ
ejpam-6707	95	8	,	,	PUNCT
ejpam-6707	95	9	approximate	approximate	ADJ
ejpam-6707	95	10	,	,	PUNCT
ejpam-6707	95	11	and	and	CCONJ
ejpam-6707	95	12	hybrid	hybrid	ADJ
ejpam-6707	95	13	approaches	approach	NOUN
ejpam-6707	95	14	,	,	PUNCT
ejpam-6707	95	15	highlights	highlight	VERB
ejpam-6707	95	16	key	key	ADJ
ejpam-6707	95	17	application	application	NOUN
ejpam-6707	95	18	domains	domain	NOUN
ejpam-6707	95	19	,	,	PUNCT
ejpam-6707	95	20	and	and	CCONJ
ejpam-6707	95	21	underscores	underscore	VERB
ejpam-6707	95	22	both	both	DET
ejpam-6707	95	23	the	the	DET
ejpam-6707	95	24	challenges	challenge	NOUN
ejpam-6707	95	25	(	(	PUNCT
ejpam-6707	95	26	e.g.	e.g.	ADV
ejpam-6707	95	27	,	,	PUNCT
ejpam-6707	95	28	lack	lack	NOUN
ejpam-6707	95	29	of	of	ADP
ejpam-6707	95	30	transparency	transparency	NOUN
ejpam-6707	95	31	)	)	PUNCT
ejpam-6707	95	32	and	and	CCONJ
ejpam-6707	95	33	opportunities	opportunity	NOUN
ejpam-6707	95	34	(	(	PUNCT
ejpam-6707	95	35	e.g.	e.g.	ADV
ejpam-6707	95	36	,	,	PUNCT
ejpam-6707	95	37	integration	integration	NOUN
ejpam-6707	95	38	with	with	ADP
ejpam-6707	95	39	explainability	explainability	NOUN
ejpam-6707	95	40	)	)	PUNCT
ejpam-6707	95	41	associated	associate	VERB
ejpam-6707	95	42	with	with	ADP
ejpam-6707	95	43	modern	modern	ADJ
ejpam-6707	95	44	optimization	optimization	NOUN
ejpam-6707	95	45	systems	system	NOUN
ejpam-6707	95	46	.	.	PUNCT
ejpam-6707	96	1	research	research	NOUN
ejpam-6707	96	2	at	at	ADP
ejpam-6707	96	3	the	the	DET
ejpam-6707	96	4	intersection	intersection	NOUN
ejpam-6707	96	5	of	of	ADP
ejpam-6707	96	6	decision	decision	NOUN
ejpam-6707	96	7	-	-	PUNCT
ejpam-6707	96	8	making	making	NOUN
ejpam-6707	96	9	,	,	PUNCT
ejpam-6707	96	10	optimization	optimization	NOUN
ejpam-6707	96	11	,	,	PUNCT
ejpam-6707	96	12	and	and	CCONJ
ejpam-6707	96	13	explainable	explainable	ADJ
ejpam-6707	96	14	ai	ai	NOUN
ejpam-6707	96	15	has	have	AUX
ejpam-6707	96	16	gained	gain	VERB
ejpam-6707	96	17	momentum	momentum	NOUN
ejpam-6707	96	18	in	in	ADP
ejpam-6707	96	19	recent	recent	ADJ
ejpam-6707	96	20	years	year	NOUN
ejpam-6707	96	21	.	.	PUNCT
ejpam-6707	97	1	early	early	ADJ
ejpam-6707	97	2	contributions	contribution	NOUN
ejpam-6707	97	3	focused	focus	VERB
ejpam-6707	97	4	on	on	ADP
ejpam-6707	97	5	improving	improve	VERB
ejpam-6707	97	6	decisionmaking	decisionmake	VERB
ejpam-6707	97	7	in	in	ADP
ejpam-6707	97	8	safety	safety	NOUN
ejpam-6707	97	9	-	-	PUNCT
ejpam-6707	97	10	critical	critical	ADJ
ejpam-6707	97	11	domains	domain	NOUN
ejpam-6707	97	12	,	,	PUNCT
ejpam-6707	97	13	such	such	ADJ
ejpam-6707	97	14	as	as	ADP
ejpam-6707	97	15	dangerous	dangerous	ADJ
ejpam-6707	97	16	goods	good	NOUN
ejpam-6707	97	17	transportation	transportation	NOUN
ejpam-6707	97	18	,	,	PUNCT
ejpam-6707	97	19	where	where	SCONJ
ejpam-6707	97	20	fuzzybased	fuzzybase	VERB
ejpam-6707	97	21	multi	multi	ADJ
ejpam-6707	97	22	-	-	ADJ
ejpam-6707	97	23	criteria	criterion	NOUN
ejpam-6707	97	24	decision	decision	NOUN
ejpam-6707	97	25	-	-	PUNCT
ejpam-6707	97	26	making	making	NOUN
ejpam-6707	97	27	(	(	PUNCT
ejpam-6707	97	28	mcdm	mcdm	ADJ
ejpam-6707	97	29	)	)	PUNCT
ejpam-6707	97	30	techniques	technique	NOUN
ejpam-6707	97	31	were	be	AUX
ejpam-6707	97	32	employed	employ	VERB
ejpam-6707	97	33	to	to	PART
ejpam-6707	97	34	manage	manage	VERB
ejpam-6707	97	35	risks	risk	NOUN
ejpam-6707	97	36	effectively	effectively	ADV
ejpam-6707	97	37	(	(	PUNCT
ejpam-6707	97	38	(	(	PUNCT
ejpam-6707	97	39	18	18	NUM
ejpam-6707	97	40	)	)	PUNCT
ejpam-6707	97	41	)	)	PUNCT
ejpam-6707	97	42	.	.	PUNCT
ejpam-6707	98	1	this	this	DET
ejpam-6707	98	2	line	line	NOUN
ejpam-6707	98	3	of	of	ADP
ejpam-6707	98	4	research	research	NOUN
ejpam-6707	98	5	was	be	AUX
ejpam-6707	98	6	later	later	ADV
ejpam-6707	98	7	extended	extend	VERB
ejpam-6707	98	8	by	by	ADP
ejpam-6707	98	9	integrating	integrate	VERB
ejpam-6707	98	10	topsis	topsis	NOUN
ejpam-6707	98	11	and	and	CCONJ
ejpam-6707	98	12	ahp	ahp	NOUN
ejpam-6707	98	13	methods	method	NOUN
ejpam-6707	98	14	with	with	ADP
ejpam-6707	98	15	fuzzy	fuzzy	ADJ
ejpam-6707	98	16	sets	set	NOUN
ejpam-6707	98	17	to	to	PART
ejpam-6707	98	18	enhance	enhance	VERB
ejpam-6707	98	19	transparency	transparency	NOUN
ejpam-6707	98	20	and	and	CCONJ
ejpam-6707	98	21	reliability	reliability	NOUN
ejpam-6707	98	22	in	in	ADP
ejpam-6707	98	23	dynamic	dynamic	ADJ
ejpam-6707	98	24	routing	routing	NOUN
ejpam-6707	98	25	k.	k.	PROPN
ejpam-6707	98	26	danach	danach	PROPN
ejpam-6707	98	27	et	et	PROPN
ejpam-6707	98	28	al	al	PROPN
ejpam-6707	98	29	.	.	PUNCT
ejpam-6707	98	30	/	/	SYM
ejpam-6707	98	31	eur	eur	PROPN
ejpam-6707	98	32	.	.	PUNCT
ejpam-6707	99	1	j.	j.	PROPN
ejpam-6707	99	2	pure	pure	PROPN
ejpam-6707	99	3	appl	appl	PROPN
ejpam-6707	99	4	.	.	PROPN
ejpam-6707	99	5	math	math	PROPN
ejpam-6707	99	6	,	,	PUNCT
ejpam-6707	99	7	18	18	NUM
ejpam-6707	99	8	(	(	PUNCT
ejpam-6707	99	9	4	4	NUM
ejpam-6707	99	10	)	)	PUNCT
ejpam-6707	99	11	(	(	PUNCT
ejpam-6707	99	12	2025	2025	NUM
ejpam-6707	99	13	)	)	PUNCT
ejpam-6707	99	14	,	,	PUNCT
ejpam-6707	99	15	6707	6707	NUM
ejpam-6707	99	16	8	8	NUM
ejpam-6707	99	17	of	of	ADP
ejpam-6707	99	18	28	28	NUM
ejpam-6707	99	19	and	and	CCONJ
ejpam-6707	99	20	transportation	transportation	NOUN
ejpam-6707	99	21	risk	risk	NOUN
ejpam-6707	99	22	assessment	assessment	NOUN
ejpam-6707	99	23	(	(	PUNCT
ejpam-6707	99	24	(	(	PUNCT
ejpam-6707	99	25	19	19	NUM
ejpam-6707	99	26	)	)	PUNCT
ejpam-6707	99	27	)	)	PUNCT
ejpam-6707	99	28	.	.	PUNCT
ejpam-6707	100	1	more	more	ADV
ejpam-6707	100	2	recently	recently	ADV
ejpam-6707	100	3	,	,	PUNCT
ejpam-6707	100	4	efforts	effort	NOUN
ejpam-6707	100	5	have	have	AUX
ejpam-6707	100	6	expanded	expand	VERB
ejpam-6707	100	7	beyond	beyond	ADP
ejpam-6707	100	8	transportation	transportation	NOUN
ejpam-6707	100	9	to	to	PART
ejpam-6707	100	10	include	include	VERB
ejpam-6707	100	11	large	large	ADJ
ejpam-6707	100	12	-	-	PUNCT
ejpam-6707	100	13	scale	scale	NOUN
ejpam-6707	100	14	distributed	distribute	VERB
ejpam-6707	100	15	computing	computing	NOUN
ejpam-6707	100	16	environments	environment	NOUN
ejpam-6707	100	17	.	.	PUNCT
ejpam-6707	101	1	for	for	ADP
ejpam-6707	101	2	instance	instance	NOUN
ejpam-6707	101	3	,	,	PUNCT
ejpam-6707	101	4	an	an	DET
ejpam-6707	101	5	integrated	integrate	VERB
ejpam-6707	101	6	mcdm	mcdm	ADJ
ejpam-6707	101	7	framework	framework	NOUN
ejpam-6707	101	8	has	have	AUX
ejpam-6707	101	9	been	be	AUX
ejpam-6707	101	10	proposed	propose	VERB
ejpam-6707	101	11	to	to	PART
ejpam-6707	101	12	achieve	achieve	VERB
ejpam-6707	101	13	trust	trust	NOUN
ejpam-6707	101	14	-	-	PUNCT
ejpam-6707	101	15	aware	aware	ADJ
ejpam-6707	101	16	and	and	CCONJ
ejpam-6707	101	17	fairnessaware	fairnessaware	ADJ
ejpam-6707	101	18	task	task	NOUN
ejpam-6707	101	19	offloading	offload	VERB
ejpam-6707	101	20	in	in	ADP
ejpam-6707	101	21	heterogeneous	heterogeneous	ADJ
ejpam-6707	101	22	edge	edge	NOUN
ejpam-6707	101	23	–	–	PUNCT
ejpam-6707	101	24	fog	fog	NOUN
ejpam-6707	101	25	–	–	PUNCT
ejpam-6707	101	26	cloud	cloud	NOUN
ejpam-6707	101	27	systems	system	NOUN
ejpam-6707	101	28	,	,	PUNCT
ejpam-6707	101	29	addressing	address	VERB
ejpam-6707	101	30	the	the	DET
ejpam-6707	101	31	challenges	challenge	NOUN
ejpam-6707	101	32	of	of	ADP
ejpam-6707	101	33	resource	resource	NOUN
ejpam-6707	101	34	allocation	allocation	NOUN
ejpam-6707	101	35	and	and	CCONJ
ejpam-6707	101	36	optimization	optimization	NOUN
ejpam-6707	101	37	in	in	ADP
ejpam-6707	101	38	multi	multi	ADJ
ejpam-6707	101	39	-	-	ADJ
ejpam-6707	101	40	provider	provider	ADJ
ejpam-6707	101	41	environments	environment	NOUN
ejpam-6707	101	42	(	(	PUNCT
ejpam-6707	101	43	(	(	PUNCT
ejpam-6707	101	44	20	20	NUM
ejpam-6707	101	45	)	)	PUNCT
ejpam-6707	101	46	)	)	PUNCT
ejpam-6707	101	47	.	.	PUNCT
ejpam-6707	102	1	in	in	ADP
ejpam-6707	102	2	parallel	parallel	NOUN
ejpam-6707	102	3	,	,	PUNCT
ejpam-6707	102	4	explainability	explainability	NOUN
ejpam-6707	102	5	and	and	CCONJ
ejpam-6707	102	6	optimization	optimization	NOUN
ejpam-6707	102	7	have	have	AUX
ejpam-6707	102	8	also	also	ADV
ejpam-6707	102	9	been	be	AUX
ejpam-6707	102	10	investigated	investigate	VERB
ejpam-6707	102	11	in	in	ADP
ejpam-6707	102	12	cybersecurity	cybersecurity	NOUN
ejpam-6707	102	13	-	-	PUNCT
ejpam-6707	102	14	sensitive	sensitive	ADJ
ejpam-6707	102	15	domains	domain	NOUN
ejpam-6707	102	16	,	,	PUNCT
ejpam-6707	102	17	such	such	ADJ
ejpam-6707	102	18	as	as	ADP
ejpam-6707	102	19	electric	electric	ADJ
ejpam-6707	102	20	vehicle	vehicle	NOUN
ejpam-6707	102	21	charging	charge	VERB
ejpam-6707	102	22	infrastructure	infrastructure	NOUN
ejpam-6707	102	23	,	,	PUNCT
ejpam-6707	102	24	where	where	SCONJ
ejpam-6707	102	25	machine	machine	NOUN
ejpam-6707	102	26	learning	learning	NOUN
ejpam-6707	102	27	models	model	NOUN
ejpam-6707	102	28	were	be	AUX
ejpam-6707	102	29	evaluated	evaluate	VERB
ejpam-6707	102	30	for	for	ADP
ejpam-6707	102	31	their	their	PRON
ejpam-6707	102	32	ability	ability	NOUN
ejpam-6707	102	33	to	to	PART
ejpam-6707	102	34	detect	detect	VERB
ejpam-6707	102	35	cyberattacks	cyberattack	NOUN
ejpam-6707	102	36	while	while	SCONJ
ejpam-6707	102	37	ensuring	ensure	VERB
ejpam-6707	102	38	reliable	reliable	ADJ
ejpam-6707	102	39	and	and	CCONJ
ejpam-6707	102	40	transparent	transparent	ADJ
ejpam-6707	102	41	decision	decision	NOUN
ejpam-6707	102	42	-	-	PUNCT
ejpam-6707	102	43	making	making	NOUN
ejpam-6707	102	44	(	(	PUNCT
ejpam-6707	102	45	(	(	PUNCT
ejpam-6707	102	46	21	21	NUM
ejpam-6707	102	47	)	)	PUNCT
ejpam-6707	102	48	)	)	PUNCT
ejpam-6707	102	49	.	.	PUNCT
ejpam-6707	103	1	together	together	ADV
ejpam-6707	103	2	,	,	PUNCT
ejpam-6707	103	3	these	these	DET
ejpam-6707	103	4	studies	study	NOUN
ejpam-6707	103	5	highlight	highlight	VERB
ejpam-6707	103	6	the	the	DET
ejpam-6707	103	7	diversity	diversity	NOUN
ejpam-6707	103	8	of	of	ADP
ejpam-6707	103	9	application	application	NOUN
ejpam-6707	103	10	domains	domain	NOUN
ejpam-6707	103	11	where	where	SCONJ
ejpam-6707	103	12	optimization	optimization	NOUN
ejpam-6707	103	13	-	-	PUNCT
ejpam-6707	103	14	driven	drive	VERB
ejpam-6707	103	15	decision	decision	NOUN
ejpam-6707	103	16	-	-	PUNCT
ejpam-6707	103	17	making	making	NOUN
ejpam-6707	103	18	is	be	AUX
ejpam-6707	103	19	increasingly	increasingly	ADV
ejpam-6707	103	20	combined	combine	VERB
ejpam-6707	103	21	with	with	ADP
ejpam-6707	103	22	interpretability	interpretability	NOUN
ejpam-6707	103	23	,	,	PUNCT
ejpam-6707	103	24	paving	pave	VERB
ejpam-6707	103	25	the	the	DET
ejpam-6707	103	26	way	way	NOUN
ejpam-6707	103	27	for	for	ADP
ejpam-6707	103	28	more	more	ADV
ejpam-6707	103	29	transparent	transparent	ADJ
ejpam-6707	103	30	and	and	CCONJ
ejpam-6707	103	31	trustworthy	trustworthy	ADJ
ejpam-6707	103	32	ai	ai	PROPN
ejpam-6707	103	33	systems	system	NOUN
ejpam-6707	103	34	.	.	PUNCT
ejpam-6707	104	1	2.3	2.3	NUM
ejpam-6707	104	2	.	.	PUNCT
ejpam-6707	105	1	bibliometric	bibliometric	ADJ
ejpam-6707	105	2	overview	overview	NOUN
ejpam-6707	105	3	to	to	PART
ejpam-6707	105	4	complement	complement	VERB
ejpam-6707	105	5	the	the	DET
ejpam-6707	105	6	conceptual	conceptual	ADJ
ejpam-6707	105	7	frameworks	framework	NOUN
ejpam-6707	105	8	,	,	PUNCT
ejpam-6707	105	9	we	we	PRON
ejpam-6707	105	10	conducted	conduct	VERB
ejpam-6707	105	11	a	a	DET
ejpam-6707	105	12	bibliometric	bibliometric	ADJ
ejpam-6707	105	13	analysis	analysis	NOUN
ejpam-6707	105	14	of	of	ADP
ejpam-6707	105	15	the	the	DET
ejpam-6707	105	16	corpus	corpus	NOUN
ejpam-6707	105	17	retrieved	retrieve	VERB
ejpam-6707	105	18	for	for	ADP
ejpam-6707	105	19	this	this	DET
ejpam-6707	105	20	review	review	NOUN
ejpam-6707	105	21	(	(	PUNCT
ejpam-6707	105	22	2010–2024	2010–2024	NUM
ejpam-6707	105	23	)	)	PUNCT
ejpam-6707	105	24	.	.	PUNCT
ejpam-6707	106	1	figure	figure	VERB
ejpam-6707	106	2	3	3	NUM
ejpam-6707	106	3	presents	present	VERB
ejpam-6707	106	4	the	the	DET
ejpam-6707	106	5	annual	annual	ADJ
ejpam-6707	106	6	publication	publication	NOUN
ejpam-6707	106	7	trend	trend	NOUN
ejpam-6707	106	8	,	,	PUNCT
ejpam-6707	106	9	highlighting	highlight	VERB
ejpam-6707	106	10	steady	steady	ADJ
ejpam-6707	106	11	growth	growth	NOUN
ejpam-6707	106	12	after	after	ADP
ejpam-6707	106	13	2017	2017	NUM
ejpam-6707	106	14	and	and	CCONJ
ejpam-6707	106	15	a	a	DET
ejpam-6707	106	16	sharp	sharp	ADJ
ejpam-6707	106	17	increase	increase	NOUN
ejpam-6707	106	18	between	between	ADP
ejpam-6707	106	19	2020	2020	NUM
ejpam-6707	106	20	and	and	CCONJ
ejpam-6707	106	21	2024	2024	NUM
ejpam-6707	106	22	,	,	PUNCT
ejpam-6707	106	23	reflecting	reflect	VERB
ejpam-6707	106	24	the	the	DET
ejpam-6707	106	25	surge	surge	NOUN
ejpam-6707	106	26	in	in	ADP
ejpam-6707	106	27	interest	interest	NOUN
ejpam-6707	106	28	in	in	ADP
ejpam-6707	106	29	combining	combine	VERB
ejpam-6707	106	30	explainability	explainability	NOUN
ejpam-6707	106	31	with	with	ADP
ejpam-6707	106	32	optimization	optimization	NOUN
ejpam-6707	106	33	in	in	ADP
ejpam-6707	106	34	decision	decision	NOUN
ejpam-6707	106	35	-	-	PUNCT
ejpam-6707	106	36	making	make	VERB
ejpam-6707	106	37	systems	system	NOUN
ejpam-6707	106	38	.	.	PUNCT
ejpam-6707	107	1	figure	figure	NOUN
ejpam-6707	107	2	4	4	NUM
ejpam-6707	107	3	shows	show	VERB
ejpam-6707	107	4	the	the	DET
ejpam-6707	107	5	most	most	ADV
ejpam-6707	107	6	frequent	frequent	ADJ
ejpam-6707	107	7	keywords	keyword	NOUN
ejpam-6707	107	8	extracted	extract	VERB
ejpam-6707	107	9	from	from	ADP
ejpam-6707	107	10	titles	title	NOUN
ejpam-6707	107	11	and	and	CCONJ
ejpam-6707	107	12	abstracts	abstract	NOUN
ejpam-6707	107	13	of	of	ADP
ejpam-6707	107	14	the	the	DET
ejpam-6707	107	15	analyzed	analyze	VERB
ejpam-6707	107	16	studies	study	NOUN
ejpam-6707	107	17	,	,	PUNCT
ejpam-6707	107	18	with	with	ADP
ejpam-6707	107	19	”	"	PUNCT
ejpam-6707	107	20	explainable	explainable	ADJ
ejpam-6707	107	21	ai	ai	NOUN
ejpam-6707	107	22	,	,	PUNCT
ejpam-6707	107	23	”	"	PUNCT
ejpam-6707	107	24	”	"	PUNCT
ejpam-6707	107	25	optimization	optimization	NOUN
ejpam-6707	107	26	,	,	PUNCT
ejpam-6707	107	27	”	"	PUNCT
ejpam-6707	107	28	”	"	PUNCT
ejpam-6707	107	29	transparency	transparency	NOUN
ejpam-6707	107	30	,	,	PUNCT
ejpam-6707	107	31	”	"	PUNCT
ejpam-6707	107	32	and	and	CCONJ
ejpam-6707	107	33	”	"	PUNCT
ejpam-6707	107	34	decision	decision	NOUN
ejpam-6707	107	35	-	-	PUNCT
ejpam-6707	107	36	making	make	VERB
ejpam-6707	107	37	systems	system	NOUN
ejpam-6707	107	38	”	"	PUNCT
ejpam-6707	107	39	dominating	dominating	NOUN
ejpam-6707	107	40	,	,	PUNCT
ejpam-6707	107	41	alongside	alongside	ADP
ejpam-6707	107	42	sector	sector	NOUN
ejpam-6707	107	43	-	-	PUNCT
ejpam-6707	107	44	specific	specific	ADJ
ejpam-6707	107	45	terms	term	NOUN
ejpam-6707	107	46	such	such	ADJ
ejpam-6707	107	47	as	as	ADP
ejpam-6707	107	48	”	"	PUNCT
ejpam-6707	107	49	healthcare	healthcare	NOUN
ejpam-6707	107	50	,	,	PUNCT
ejpam-6707	107	51	”	"	PUNCT
ejpam-6707	107	52	”	"	PUNCT
ejpam-6707	107	53	finance	finance	NOUN
ejpam-6707	107	54	,	,	PUNCT
ejpam-6707	107	55	”	"	PUNCT
ejpam-6707	107	56	and	and	CCONJ
ejpam-6707	107	57	”	"	PUNCT
ejpam-6707	107	58	supply	supply	NOUN
ejpam-6707	107	59	chain	chain	NOUN
ejpam-6707	107	60	.	.	PUNCT
ejpam-6707	107	61	”	"	PUNCT
ejpam-6707	108	1	together	together	ADV
ejpam-6707	108	2	,	,	PUNCT
ejpam-6707	108	3	these	these	DET
ejpam-6707	108	4	figures	figure	NOUN
ejpam-6707	108	5	demonstrate	demonstrate	VERB
ejpam-6707	108	6	the	the	DET
ejpam-6707	108	7	rapid	rapid	ADJ
ejpam-6707	108	8	expansion	expansion	NOUN
ejpam-6707	108	9	of	of	ADP
ejpam-6707	108	10	this	this	DET
ejpam-6707	108	11	research	research	NOUN
ejpam-6707	108	12	area	area	NOUN
ejpam-6707	108	13	and	and	CCONJ
ejpam-6707	108	14	the	the	DET
ejpam-6707	108	15	diversity	diversity	NOUN
ejpam-6707	108	16	of	of	ADP
ejpam-6707	108	17	its	its	PRON
ejpam-6707	108	18	application	application	NOUN
ejpam-6707	108	19	contexts	contexts	NOUN
ejpam-6707	108	20	.	.	PUNCT
ejpam-6707	109	1	figure	figure	VERB
ejpam-6707	109	2	3	3	NUM
ejpam-6707	109	3	:	:	PUNCT
ejpam-6707	109	4	annual	annual	ADJ
ejpam-6707	109	5	publication	publication	NOUN
ejpam-6707	109	6	trends	trend	NOUN
ejpam-6707	109	7	(	(	PUNCT
ejpam-6707	109	8	2010–2024	2010–2024	NUM
ejpam-6707	109	9	)	)	PUNCT
ejpam-6707	109	10	for	for	ADP
ejpam-6707	109	11	studies	study	NOUN
ejpam-6707	109	12	at	at	ADP
ejpam-6707	109	13	the	the	DET
ejpam-6707	109	14	intersection	intersection	NOUN
ejpam-6707	109	15	of	of	ADP
ejpam-6707	109	16	explainable	explainable	ADJ
ejpam-6707	109	17	ai	ai	NOUN
ejpam-6707	109	18	and	and	CCONJ
ejpam-6707	109	19	optimization	optimization	NOUN
ejpam-6707	109	20	.	.	PUNCT
ejpam-6707	110	1	the	the	DET
ejpam-6707	110	2	figure	figure	NOUN
ejpam-6707	110	3	shows	show	VERB
ejpam-6707	110	4	accelerating	accelerate	VERB
ejpam-6707	110	5	growth	growth	NOUN
ejpam-6707	110	6	after	after	ADP
ejpam-6707	110	7	2020	2020	NUM
ejpam-6707	110	8	,	,	PUNCT
ejpam-6707	110	9	underscoring	underscore	VERB
ejpam-6707	110	10	the	the	DET
ejpam-6707	110	11	timeliness	timeliness	NOUN
ejpam-6707	110	12	of	of	ADP
ejpam-6707	110	13	this	this	DET
ejpam-6707	110	14	systematic	systematic	ADJ
ejpam-6707	110	15	review	review	NOUN
ejpam-6707	110	16	.	.	PUNCT
ejpam-6707	111	1	k.	k.	PROPN
ejpam-6707	111	2	danach	danach	PROPN
ejpam-6707	111	3	et	et	PROPN
ejpam-6707	111	4	al	al	PROPN
ejpam-6707	111	5	.	.	PUNCT
ejpam-6707	111	6	/	/	SYM
ejpam-6707	111	7	eur	eur	PROPN
ejpam-6707	111	8	.	.	PUNCT
ejpam-6707	112	1	j.	j.	PROPN
ejpam-6707	112	2	pure	pure	PROPN
ejpam-6707	112	3	appl	appl	PROPN
ejpam-6707	112	4	.	.	PROPN
ejpam-6707	112	5	math	math	PROPN
ejpam-6707	112	6	,	,	PUNCT
ejpam-6707	112	7	18	18	NUM
ejpam-6707	112	8	(	(	PUNCT
ejpam-6707	112	9	4	4	NUM
ejpam-6707	112	10	)	)	PUNCT
ejpam-6707	112	11	(	(	PUNCT
ejpam-6707	112	12	2025	2025	NUM
ejpam-6707	112	13	)	)	PUNCT
ejpam-6707	112	14	,	,	PUNCT
ejpam-6707	112	15	6707	6707	NUM
ejpam-6707	112	16	9	9	NUM
ejpam-6707	112	17	of	of	ADP
ejpam-6707	112	18	28	28	NUM
ejpam-6707	112	19	figure	figure	NOUN
ejpam-6707	112	20	4	4	NUM
ejpam-6707	112	21	:	:	PUNCT
ejpam-6707	112	22	top	top	ADJ
ejpam-6707	112	23	recurring	recur	VERB
ejpam-6707	112	24	keywords	keyword	NOUN
ejpam-6707	112	25	in	in	ADP
ejpam-6707	112	26	the	the	DET
ejpam-6707	112	27	analyzed	analyze	VERB
ejpam-6707	112	28	corpus	corpus	NOUN
ejpam-6707	112	29	(	(	PUNCT
ejpam-6707	112	30	2010–2024	2010–2024	NUM
ejpam-6707	112	31	)	)	PUNCT
ejpam-6707	112	32	.	.	PUNCT
ejpam-6707	113	1	the	the	DET
ejpam-6707	113	2	frequency	frequency	NOUN
ejpam-6707	113	3	distribution	distribution	NOUN
ejpam-6707	113	4	highlights	highlight	NOUN
ejpam-6707	113	5	dominant	dominant	ADJ
ejpam-6707	113	6	research	research	NOUN
ejpam-6707	113	7	themes	theme	NOUN
ejpam-6707	113	8	such	such	ADJ
ejpam-6707	113	9	as	as	ADP
ejpam-6707	113	10	explainability	explainability	NOUN
ejpam-6707	113	11	,	,	PUNCT
ejpam-6707	113	12	optimization	optimization	NOUN
ejpam-6707	113	13	,	,	PUNCT
ejpam-6707	113	14	transparency	transparency	NOUN
ejpam-6707	113	15	,	,	PUNCT
ejpam-6707	113	16	and	and	CCONJ
ejpam-6707	113	17	decision	decision	NOUN
ejpam-6707	113	18	-	-	PUNCT
ejpam-6707	113	19	making	making	NOUN
ejpam-6707	113	20	,	,	PUNCT
ejpam-6707	113	21	alongside	alongside	ADP
ejpam-6707	113	22	sectoral	sectoral	ADJ
ejpam-6707	113	23	focuses	focus	VERB
ejpam-6707	113	24	like	like	ADP
ejpam-6707	113	25	healthcare	healthcare	NOUN
ejpam-6707	113	26	,	,	PUNCT
ejpam-6707	113	27	finance	finance	NOUN
ejpam-6707	113	28	,	,	PUNCT
ejpam-6707	113	29	and	and	CCONJ
ejpam-6707	113	30	supply	supply	NOUN
ejpam-6707	113	31	chain	chain	NOUN
ejpam-6707	113	32	.	.	PUNCT
ejpam-6707	114	1	3	3	X
ejpam-6707	114	2	.	.	X
ejpam-6707	114	3	convergence	convergence	NOUN
ejpam-6707	114	4	of	of	ADP
ejpam-6707	114	5	explainability	explainability	NOUN
ejpam-6707	114	6	and	and	CCONJ
ejpam-6707	114	7	optimization	optimization	NOUN
ejpam-6707	114	8	as	as	ADP
ejpam-6707	114	9	intelligent	intelligent	ADJ
ejpam-6707	114	10	systems	system	NOUN
ejpam-6707	114	11	become	become	VERB
ejpam-6707	114	12	more	more	ADV
ejpam-6707	114	13	deeply	deeply	ADV
ejpam-6707	114	14	embedded	embed	VERB
ejpam-6707	114	15	in	in	ADP
ejpam-6707	114	16	decision	decision	NOUN
ejpam-6707	114	17	-	-	PUNCT
ejpam-6707	114	18	critical	critical	ADJ
ejpam-6707	114	19	domains	domain	NOUN
ejpam-6707	114	20	,	,	PUNCT
ejpam-6707	114	21	the	the	DET
ejpam-6707	114	22	interplay	interplay	NOUN
ejpam-6707	114	23	between	between	ADP
ejpam-6707	114	24	optimization	optimization	NOUN
ejpam-6707	114	25	and	and	CCONJ
ejpam-6707	114	26	explainability	explainability	NOUN
ejpam-6707	114	27	has	have	AUX
ejpam-6707	114	28	emerged	emerge	VERB
ejpam-6707	114	29	as	as	ADP
ejpam-6707	114	30	a	a	DET
ejpam-6707	114	31	key	key	ADJ
ejpam-6707	114	32	research	research	NOUN
ejpam-6707	114	33	frontier	frontier	NOUN
ejpam-6707	114	34	.	.	PUNCT
ejpam-6707	115	1	traditional	traditional	ADJ
ejpam-6707	115	2	optimization	optimization	NOUN
ejpam-6707	115	3	techniques	technique	NOUN
ejpam-6707	115	4	,	,	PUNCT
ejpam-6707	115	5	while	while	SCONJ
ejpam-6707	115	6	powerful	powerful	ADJ
ejpam-6707	115	7	,	,	PUNCT
ejpam-6707	115	8	often	often	ADV
ejpam-6707	115	9	overlook	overlook	VERB
ejpam-6707	115	10	the	the	DET
ejpam-6707	115	11	interpretability	interpretability	NOUN
ejpam-6707	115	12	of	of	ADP
ejpam-6707	115	13	their	their	PRON
ejpam-6707	115	14	outcomes	outcome	NOUN
ejpam-6707	115	15	—	—	PUNCT
ejpam-6707	115	16	a	a	DET
ejpam-6707	115	17	limitation	limitation	NOUN
ejpam-6707	115	18	that	that	PRON
ejpam-6707	115	19	can	can	AUX
ejpam-6707	115	20	hinder	hinder	VERB
ejpam-6707	115	21	trust	trust	NOUN
ejpam-6707	115	22	and	and	CCONJ
ejpam-6707	115	23	adoption	adoption	NOUN
ejpam-6707	115	24	in	in	ADP
ejpam-6707	115	25	sensitive	sensitive	ADJ
ejpam-6707	115	26	applications	application	NOUN
ejpam-6707	115	27	.	.	PUNCT
ejpam-6707	116	1	this	this	DET
ejpam-6707	116	2	section	section	NOUN
ejpam-6707	116	3	examines	examine	VERB
ejpam-6707	116	4	how	how	SCONJ
ejpam-6707	116	5	explainability	explainability	NOUN
ejpam-6707	116	6	is	be	AUX
ejpam-6707	116	7	systematically	systematically	ADV
ejpam-6707	116	8	integrated	integrate	VERB
ejpam-6707	116	9	into	into	ADP
ejpam-6707	116	10	optimization	optimization	NOUN
ejpam-6707	116	11	frameworks	framework	NOUN
ejpam-6707	116	12	,	,	PUNCT
ejpam-6707	116	13	reshaping	reshape	VERB
ejpam-6707	116	14	how	how	SCONJ
ejpam-6707	116	15	solutions	solution	NOUN
ejpam-6707	116	16	are	be	AUX
ejpam-6707	116	17	derived	derive	VERB
ejpam-6707	116	18	,	,	PUNCT
ejpam-6707	116	19	assessed	assess	VERB
ejpam-6707	116	20	,	,	PUNCT
ejpam-6707	116	21	and	and	CCONJ
ejpam-6707	116	22	communicated	communicate	VERB
ejpam-6707	116	23	.	.	PUNCT
ejpam-6707	117	1	3.1	3.1	NUM
ejpam-6707	117	2	.	.	PUNCT
ejpam-6707	117	3	integrating	integrate	VERB
ejpam-6707	117	4	explainability	explainability	NOUN
ejpam-6707	117	5	into	into	ADP
ejpam-6707	117	6	optimization	optimization	NOUN
ejpam-6707	117	7	frameworks	framework	NOUN
ejpam-6707	117	8	the	the	DET
ejpam-6707	117	9	convergence	convergence	NOUN
ejpam-6707	117	10	of	of	ADP
ejpam-6707	117	11	explainable	explainable	ADJ
ejpam-6707	117	12	artificial	artificial	ADJ
ejpam-6707	117	13	intelligence	intelligence	NOUN
ejpam-6707	117	14	(	(	PUNCT
ejpam-6707	117	15	xai	xai	PROPN
ejpam-6707	117	16	)	)	PUNCT
ejpam-6707	117	17	and	and	CCONJ
ejpam-6707	117	18	mathematical	mathematical	ADJ
ejpam-6707	117	19	optimization	optimization	NOUN
ejpam-6707	117	20	represents	represent	VERB
ejpam-6707	117	21	a	a	DET
ejpam-6707	117	22	transformative	transformative	ADJ
ejpam-6707	117	23	paradigm	paradigm	NOUN
ejpam-6707	117	24	in	in	ADP
ejpam-6707	117	25	intelligent	intelligent	ADJ
ejpam-6707	117	26	decision	decision	NOUN
ejpam-6707	117	27	-	-	PUNCT
ejpam-6707	117	28	making	make	VERB
ejpam-6707	117	29	systems	system	NOUN
ejpam-6707	117	30	.	.	PUNCT
ejpam-6707	118	1	in	in	ADP
ejpam-6707	118	2	this	this	DET
ejpam-6707	118	3	paradigm	paradigm	NOUN
ejpam-6707	118	4	,	,	PUNCT
ejpam-6707	118	5	the	the	DET
ejpam-6707	118	6	traditional	traditional	ADJ
ejpam-6707	118	7	pursuit	pursuit	NOUN
ejpam-6707	118	8	of	of	ADP
ejpam-6707	118	9	optimal	optimal	ADJ
ejpam-6707	118	10	solutions	solution	NOUN
ejpam-6707	118	11	is	be	AUX
ejpam-6707	118	12	augmented	augment	VERB
ejpam-6707	118	13	with	with	ADP
ejpam-6707	118	14	the	the	DET
ejpam-6707	118	15	imperative	imperative	NOUN
ejpam-6707	118	16	for	for	ADP
ejpam-6707	118	17	interpretability	interpretability	NOUN
ejpam-6707	118	18	and	and	CCONJ
ejpam-6707	118	19	transparency	transparency	NOUN
ejpam-6707	118	20	(	(	PUNCT
ejpam-6707	118	21	(	(	PUNCT
ejpam-6707	118	22	1	1	NUM
ejpam-6707	118	23	,	,	PUNCT
ejpam-6707	118	24	2	2	NUM
ejpam-6707	118	25	)	)	PUNCT
ejpam-6707	118	26	)	)	PUNCT
ejpam-6707	118	27	.	.	PUNCT
ejpam-6707	119	1	recent	recent	ADJ
ejpam-6707	119	2	research	research	NOUN
ejpam-6707	119	3	increasingly	increasingly	ADV
ejpam-6707	119	4	treats	treat	VERB
ejpam-6707	119	5	explainability	explainability	NOUN
ejpam-6707	119	6	as	as	ADP
ejpam-6707	119	7	a	a	DET
ejpam-6707	119	8	primary	primary	ADJ
ejpam-6707	119	9	design	design	NOUN
ejpam-6707	119	10	criterion	criterion	NOUN
ejpam-6707	119	11	rather	rather	ADV
ejpam-6707	119	12	than	than	ADP
ejpam-6707	119	13	a	a	DET
ejpam-6707	119	14	post	post	ADJ
ejpam-6707	119	15	-	-	ADJ
ejpam-6707	119	16	hoc	hoc	ADJ
ejpam-6707	119	17	add	add	NOUN
ejpam-6707	119	18	-	-	PUNCT
ejpam-6707	119	19	on	on	ADP
ejpam-6707	119	20	,	,	PUNCT
ejpam-6707	119	21	fundamentally	fundamentally	ADV
ejpam-6707	119	22	influencing	influence	VERB
ejpam-6707	119	23	how	how	SCONJ
ejpam-6707	119	24	optimization	optimization	NOUN
ejpam-6707	119	25	problems	problem	NOUN
ejpam-6707	119	26	are	be	AUX
ejpam-6707	119	27	modeled	model	VERB
ejpam-6707	119	28	and	and	CCONJ
ejpam-6707	119	29	solved	solve	VERB
ejpam-6707	119	30	(	(	PUNCT
ejpam-6707	119	31	(	(	PUNCT
ejpam-6707	119	32	22	22	NUM
ejpam-6707	119	33	)	)	PUNCT
ejpam-6707	119	34	)	)	PUNCT
ejpam-6707	119	35	.	.	PUNCT
ejpam-6707	120	1	the	the	DET
ejpam-6707	120	2	field	field	NOUN
ejpam-6707	120	3	has	have	AUX
ejpam-6707	120	4	evolved	evolve	VERB
ejpam-6707	120	5	from	from	ADP
ejpam-6707	120	6	simple	simple	ADJ
ejpam-6707	120	7	visualization	visualization	NOUN
ejpam-6707	120	8	techniques	technique	NOUN
ejpam-6707	120	9	to	to	ADP
ejpam-6707	120	10	sophisticated	sophisticated	ADJ
ejpam-6707	120	11	frameworks	framework	NOUN
ejpam-6707	120	12	that	that	PRON
ejpam-6707	120	13	embed	embed	VERB
ejpam-6707	120	14	interpretability	interpretability	NOUN
ejpam-6707	120	15	constraints	constraint	NOUN
ejpam-6707	120	16	directly	directly	ADV
ejpam-6707	120	17	into	into	ADP
ejpam-6707	120	18	mathematical	mathematical	ADJ
ejpam-6707	120	19	programming	programming	NOUN
ejpam-6707	120	20	models	model	NOUN
ejpam-6707	120	21	.	.	PUNCT
ejpam-6707	121	1	this	this	DET
ejpam-6707	121	2	shift	shift	NOUN
ejpam-6707	121	3	has	have	AUX
ejpam-6707	121	4	created	create	VERB
ejpam-6707	121	5	a	a	DET
ejpam-6707	121	6	new	new	ADJ
ejpam-6707	121	7	class	class	NOUN
ejpam-6707	121	8	of	of	ADP
ejpam-6707	121	9	multi	multi	ADJ
ejpam-6707	121	10	-	-	ADJ
ejpam-6707	121	11	objective	objective	ADJ
ejpam-6707	121	12	optimization	optimization	NOUN
ejpam-6707	121	13	problems	problem	NOUN
ejpam-6707	121	14	where	where	SCONJ
ejpam-6707	121	15	solution	solution	NOUN
ejpam-6707	121	16	quality	quality	NOUN
ejpam-6707	121	17	is	be	AUX
ejpam-6707	121	18	balanced	balance	VERB
ejpam-6707	121	19	against	against	ADP
ejpam-6707	121	20	explanatory	explanatory	ADJ
ejpam-6707	121	21	power	power	NOUN
ejpam-6707	121	22	(	(	PUNCT
ejpam-6707	121	23	(	(	PUNCT
ejpam-6707	121	24	23	23	NUM
ejpam-6707	121	25	,	,	PUNCT
ejpam-6707	121	26	24	24	NUM
ejpam-6707	121	27	)	)	PUNCT
ejpam-6707	121	28	)	)	PUNCT
ejpam-6707	121	29	.	.	PUNCT
ejpam-6707	122	1	recent	recent	ADJ
ejpam-6707	122	2	developments	development	NOUN
ejpam-6707	122	3	demonstrate	demonstrate	VERB
ejpam-6707	122	4	that	that	SCONJ
ejpam-6707	122	5	explainable	explainable	ADJ
ejpam-6707	122	6	optimization	optimization	NOUN
ejpam-6707	122	7	can	can	AUX
ejpam-6707	122	8	maintain	maintain	VERB
ejpam-6707	122	9	nearoptimal	nearoptimal	ADJ
ejpam-6707	122	10	performance	performance	NOUN
ejpam-6707	122	11	while	while	SCONJ
ejpam-6707	122	12	providing	provide	VERB
ejpam-6707	122	13	actionable	actionable	ADJ
ejpam-6707	122	14	insights	insight	NOUN
ejpam-6707	122	15	into	into	ADP
ejpam-6707	122	16	decision	decision	NOUN
ejpam-6707	122	17	processes	process	NOUN
ejpam-6707	122	18	.	.	PUNCT
ejpam-6707	123	1	these	these	DET
ejpam-6707	123	2	advances	advance	NOUN
ejpam-6707	123	3	address	address	VERB
ejpam-6707	123	4	critical	critical	ADJ
ejpam-6707	123	5	trust	trust	NOUN
ejpam-6707	123	6	and	and	CCONJ
ejpam-6707	123	7	accountability	accountability	NOUN
ejpam-6707	123	8	requirements	requirement	NOUN
ejpam-6707	123	9	in	in	ADP
ejpam-6707	123	10	high	high	ADJ
ejpam-6707	123	11	-	-	PUNCT
ejpam-6707	123	12	stakes	stake	NOUN
ejpam-6707	123	13	applications	application	NOUN
ejpam-6707	123	14	such	such	ADJ
ejpam-6707	123	15	as	as	ADP
ejpam-6707	123	16	healthcare	healthcare	NOUN
ejpam-6707	123	17	(	(	PUNCT
ejpam-6707	123	18	(	(	PUNCT
ejpam-6707	123	19	1	1	NUM
ejpam-6707	123	20	,	,	PUNCT
ejpam-6707	123	21	25	25	NUM
ejpam-6707	123	22	)	)	PUNCT
ejpam-6707	123	23	)	)	PUNCT
ejpam-6707	123	24	,	,	PUNCT
ejpam-6707	123	25	finance	finance	NOUN
ejpam-6707	123	26	(	(	PUNCT
ejpam-6707	123	27	(	(	PUNCT
ejpam-6707	123	28	26	26	NUM
ejpam-6707	123	29	)	)	PUNCT
ejpam-6707	123	30	)	)	PUNCT
ejpam-6707	123	31	,	,	PUNCT
ejpam-6707	123	32	and	and	CCONJ
ejpam-6707	123	33	autonomous	autonomous	ADJ
ejpam-6707	123	34	systems	system	NOUN
ejpam-6707	123	35	(	(	PUNCT
ejpam-6707	123	36	(	(	PUNCT
ejpam-6707	123	37	17	17	NUM
ejpam-6707	123	38	)	)	PUNCT
ejpam-6707	123	39	)	)	PUNCT
ejpam-6707	123	40	.	.	PUNCT
ejpam-6707	124	1	k.	k.	PROPN
ejpam-6707	124	2	danach	danach	PROPN
ejpam-6707	124	3	et	et	PROPN
ejpam-6707	124	4	al	al	PROPN
ejpam-6707	124	5	.	.	PUNCT
ejpam-6707	124	6	/	/	SYM
ejpam-6707	124	7	eur	eur	PROPN
ejpam-6707	124	8	.	.	PUNCT
ejpam-6707	125	1	j.	j.	PROPN
ejpam-6707	125	2	pure	pure	PROPN
ejpam-6707	125	3	appl	appl	PROPN
ejpam-6707	125	4	.	.	PROPN
ejpam-6707	125	5	math	math	PROPN
ejpam-6707	125	6	,	,	PUNCT
ejpam-6707	125	7	18	18	NUM
ejpam-6707	125	8	(	(	PUNCT
ejpam-6707	125	9	4	4	NUM
ejpam-6707	125	10	)	)	PUNCT
ejpam-6707	125	11	(	(	PUNCT
ejpam-6707	125	12	2025	2025	NUM
ejpam-6707	125	13	)	)	PUNCT
ejpam-6707	125	14	,	,	PUNCT
ejpam-6707	125	15	6707	6707	NUM
ejpam-6707	125	16	10	10	NUM
ejpam-6707	125	17	of	of	ADP
ejpam-6707	125	18	28	28	NUM
ejpam-6707	125	19	for	for	ADP
ejpam-6707	125	20	example	example	NOUN
ejpam-6707	125	21	,	,	PUNCT
ejpam-6707	125	22	integrating	integrate	VERB
ejpam-6707	125	23	interpretability	interpretability	NOUN
ejpam-6707	125	24	constraints	constraint	NOUN
ejpam-6707	125	25	into	into	ADP
ejpam-6707	125	26	optimization	optimization	NOUN
ejpam-6707	125	27	models	model	NOUN
ejpam-6707	125	28	has	have	AUX
ejpam-6707	125	29	shown	show	VERB
ejpam-6707	125	30	promise	promise	NOUN
ejpam-6707	125	31	in	in	ADP
ejpam-6707	125	32	clinical	clinical	ADJ
ejpam-6707	125	33	decision	decision	NOUN
ejpam-6707	125	34	support	support	NOUN
ejpam-6707	125	35	systems	system	NOUN
ejpam-6707	125	36	,	,	PUNCT
ejpam-6707	125	37	where	where	SCONJ
ejpam-6707	125	38	explanations	explanation	NOUN
ejpam-6707	125	39	improve	improve	VERB
ejpam-6707	125	40	stakeholder	stakeholder	NOUN
ejpam-6707	125	41	trust	trust	NOUN
ejpam-6707	125	42	(	(	PUNCT
ejpam-6707	125	43	(	(	PUNCT
ejpam-6707	125	44	25	25	NUM
ejpam-6707	125	45	)	)	PUNCT
ejpam-6707	125	46	)	)	PUNCT
ejpam-6707	125	47	.	.	PUNCT
ejpam-6707	126	1	similarly	similarly	ADV
ejpam-6707	126	2	,	,	PUNCT
ejpam-6707	126	3	in	in	ADP
ejpam-6707	126	4	financial	financial	ADJ
ejpam-6707	126	5	portfolio	portfolio	NOUN
ejpam-6707	126	6	optimization	optimization	NOUN
ejpam-6707	126	7	,	,	PUNCT
ejpam-6707	126	8	explainability	explainability	NOUN
ejpam-6707	126	9	enhances	enhance	VERB
ejpam-6707	126	10	transparency	transparency	NOUN
ejpam-6707	126	11	and	and	CCONJ
ejpam-6707	126	12	regulatory	regulatory	ADJ
ejpam-6707	126	13	compliance	compliance	NOUN
ejpam-6707	126	14	(	(	PUNCT
ejpam-6707	126	15	(	(	PUNCT
ejpam-6707	126	16	26	26	NUM
ejpam-6707	126	17	)	)	PUNCT
ejpam-6707	126	18	)	)	PUNCT
ejpam-6707	126	19	.	.	PUNCT
ejpam-6707	127	1	collectively	collectively	ADV
ejpam-6707	127	2	,	,	PUNCT
ejpam-6707	127	3	these	these	DET
ejpam-6707	127	4	advances	advance	NOUN
ejpam-6707	127	5	emphasize	emphasize	VERB
ejpam-6707	127	6	the	the	DET
ejpam-6707	127	7	need	need	NOUN
ejpam-6707	127	8	to	to	PART
ejpam-6707	127	9	embed	embed	VERB
ejpam-6707	127	10	interpretability	interpretability	NOUN
ejpam-6707	127	11	directly	directly	ADV
ejpam-6707	127	12	within	within	ADP
ejpam-6707	127	13	optimization	optimization	NOUN
ejpam-6707	127	14	pipelines	pipeline	NOUN
ejpam-6707	127	15	to	to	PART
ejpam-6707	127	16	satisfy	satisfy	VERB
ejpam-6707	127	17	the	the	DET
ejpam-6707	127	18	requirements	requirement	NOUN
ejpam-6707	127	19	of	of	ADP
ejpam-6707	127	20	real	real	ADJ
ejpam-6707	127	21	-	-	PUNCT
ejpam-6707	127	22	world	world	NOUN
ejpam-6707	127	23	,	,	PUNCT
ejpam-6707	127	24	high	high	ADJ
ejpam-6707	127	25	-	-	PUNCT
ejpam-6707	127	26	stakes	stake	NOUN
ejpam-6707	127	27	environments	environment	NOUN
ejpam-6707	127	28	.	.	PUNCT
ejpam-6707	128	1	3.2	3.2	NUM
ejpam-6707	128	2	.	.	PUNCT
ejpam-6707	129	1	theoretical	theoretical	ADJ
ejpam-6707	129	2	foundations	foundation	NOUN
ejpam-6707	129	3	of	of	ADP
ejpam-6707	129	4	explainable	explainable	ADJ
ejpam-6707	129	5	optimization	optimization	NOUN
ejpam-6707	129	6	the	the	DET
ejpam-6707	129	7	theoretical	theoretical	ADJ
ejpam-6707	129	8	underpinnings	underpinning	NOUN
ejpam-6707	129	9	of	of	ADP
ejpam-6707	129	10	xai	xai	PROPN
ejpam-6707	129	11	in	in	ADP
ejpam-6707	129	12	optimization	optimization	NOUN
ejpam-6707	129	13	rest	rest	VERB
ejpam-6707	129	14	on	on	ADP
ejpam-6707	129	15	the	the	DET
ejpam-6707	129	16	principle	principle	NOUN
ejpam-6707	129	17	that	that	SCONJ
ejpam-6707	129	18	models	model	NOUN
ejpam-6707	129	19	should	should	AUX
ejpam-6707	129	20	not	not	PART
ejpam-6707	129	21	only	only	ADV
ejpam-6707	129	22	produce	produce	VERB
ejpam-6707	129	23	optimal	optimal	ADJ
ejpam-6707	129	24	solutions	solution	NOUN
ejpam-6707	129	25	but	but	CCONJ
ejpam-6707	129	26	also	also	ADV
ejpam-6707	129	27	provide	provide	VERB
ejpam-6707	129	28	comprehensible	comprehensible	ADJ
ejpam-6707	129	29	justifications	justification	NOUN
ejpam-6707	129	30	for	for	ADP
ejpam-6707	129	31	their	their	PRON
ejpam-6707	129	32	recommendations	recommendation	NOUN
ejpam-6707	129	33	.	.	PUNCT
ejpam-6707	130	1	this	this	PRON
ejpam-6707	130	2	reframes	reframe	VERB
ejpam-6707	130	3	optimization	optimization	NOUN
ejpam-6707	130	4	from	from	ADP
ejpam-6707	130	5	a	a	DET
ejpam-6707	130	6	purely	purely	ADV
ejpam-6707	130	7	computational	computational	ADJ
ejpam-6707	130	8	exercise	exercise	NOUN
ejpam-6707	130	9	into	into	ADP
ejpam-6707	130	10	a	a	DET
ejpam-6707	130	11	communicative	communicative	ADJ
ejpam-6707	130	12	process	process	NOUN
ejpam-6707	130	13	between	between	ADP
ejpam-6707	130	14	algorithms	algorithm	NOUN
ejpam-6707	130	15	and	and	CCONJ
ejpam-6707	130	16	human	human	ADJ
ejpam-6707	130	17	decision	decision	NOUN
ejpam-6707	130	18	-	-	PUNCT
ejpam-6707	130	19	makers	maker	NOUN
ejpam-6707	130	20	(	(	PUNCT
ejpam-6707	130	21	(	(	PUNCT
ejpam-6707	130	22	27	27	NUM
ejpam-6707	130	23	,	,	PUNCT
ejpam-6707	130	24	28	28	NUM
ejpam-6707	130	25	)	)	PUNCT
ejpam-6707	130	26	)	)	PUNCT
ejpam-6707	130	27	.	.	PUNCT
ejpam-6707	131	1	integrating	integrate	VERB
ejpam-6707	131	2	explainability	explainability	NOUN
ejpam-6707	131	3	into	into	ADP
ejpam-6707	131	4	optimization	optimization	NOUN
ejpam-6707	131	5	requires	require	VERB
ejpam-6707	131	6	rethinking	rethink	VERB
ejpam-6707	131	7	what	what	PRON
ejpam-6707	131	8	constitutes	constitute	VERB
ejpam-6707	131	9	a	a	DET
ejpam-6707	131	10	“	"	PUNCT
ejpam-6707	131	11	good	good	ADJ
ejpam-6707	131	12	”	"	PUNCT
ejpam-6707	131	13	solution	solution	NOUN
ejpam-6707	131	14	.	.	PUNCT
ejpam-6707	132	1	beyond	beyond	ADP
ejpam-6707	132	2	mathematical	mathematical	ADJ
ejpam-6707	132	3	optimality	optimality	NOUN
ejpam-6707	132	4	,	,	PUNCT
ejpam-6707	132	5	solutions	solution	NOUN
ejpam-6707	132	6	must	must	AUX
ejpam-6707	132	7	include	include	VERB
ejpam-6707	132	8	characteristics	characteristic	NOUN
ejpam-6707	132	9	that	that	PRON
ejpam-6707	132	10	can	can	AUX
ejpam-6707	132	11	be	be	AUX
ejpam-6707	132	12	understood	understand	VERB
ejpam-6707	132	13	and	and	CCONJ
ejpam-6707	132	14	trusted	trust	VERB
ejpam-6707	132	15	by	by	ADP
ejpam-6707	132	16	human	human	ADJ
ejpam-6707	132	17	stakeholders	stakeholder	NOUN
ejpam-6707	132	18	(	(	PUNCT
ejpam-6707	132	19	(	(	PUNCT
ejpam-6707	132	20	29	29	NUM
ejpam-6707	132	21	,	,	PUNCT
ejpam-6707	132	22	30	30	NUM
ejpam-6707	132	23	)	)	PUNCT
ejpam-6707	132	24	)	)	PUNCT
ejpam-6707	132	25	.	.	PUNCT
ejpam-6707	133	1	learning	learn	VERB
ejpam-6707	133	2	to	to	PART
ejpam-6707	133	3	optimize	optimize	VERB
ejpam-6707	133	4	(	(	PUNCT
ejpam-6707	133	5	l2o	l2o	NOUN
ejpam-6707	133	6	)	)	PUNCT
ejpam-6707	133	7	approaches	approach	NOUN
ejpam-6707	133	8	represent	represent	VERB
ejpam-6707	133	9	a	a	DET
ejpam-6707	133	10	significant	significant	ADJ
ejpam-6707	133	11	advancement	advancement	NOUN
ejpam-6707	133	12	in	in	ADP
ejpam-6707	133	13	this	this	DET
ejpam-6707	133	14	direction	direction	NOUN
ejpam-6707	133	15	.	.	PUNCT
ejpam-6707	134	1	they	they	PRON
ejpam-6707	134	2	provide	provide	VERB
ejpam-6707	134	3	concrete	concrete	ADJ
ejpam-6707	134	4	tools	tool	NOUN
ejpam-6707	134	5	for	for	ADP
ejpam-6707	134	6	explainable	explainable	ADJ
ejpam-6707	134	7	ai	ai	NOUN
ejpam-6707	134	8	by	by	ADP
ejpam-6707	134	9	encoding	encode	VERB
ejpam-6707	134	10	both	both	PRON
ejpam-6707	134	11	prior	prior	ADJ
ejpam-6707	134	12	knowledge	knowledge	NOUN
ejpam-6707	134	13	and	and	CCONJ
ejpam-6707	134	14	data	data	NOUN
ejpam-6707	134	15	-	-	PUNCT
ejpam-6707	134	16	driven	drive	VERB
ejpam-6707	134	17	insights	insight	NOUN
ejpam-6707	134	18	through	through	ADP
ejpam-6707	134	19	optimization	optimization	NOUN
ejpam-6707	134	20	processes	process	NOUN
ejpam-6707	134	21	(	(	PUNCT
ejpam-6707	134	22	(	(	PUNCT
ejpam-6707	134	23	29	29	NUM
ejpam-6707	134	24	)	)	PUNCT
ejpam-6707	134	25	)	)	PUNCT
ejpam-6707	134	26	.	.	PUNCT
ejpam-6707	135	1	these	these	DET
ejpam-6707	135	2	methods	method	NOUN
ejpam-6707	135	3	use	use	VERB
ejpam-6707	135	4	two	two	NUM
ejpam-6707	135	5	key	key	ADJ
ejpam-6707	135	6	concepts	concept	NOUN
ejpam-6707	135	7	:	:	PUNCT
ejpam-6707	135	8	optimization	optimization	NOUN
ejpam-6707	135	9	as	as	ADP
ejpam-6707	135	10	a	a	DET
ejpam-6707	135	11	means	means	NOUN
ejpam-6707	135	12	of	of	ADP
ejpam-6707	135	13	encoding	encode	VERB
ejpam-6707	135	14	knowledge	knowledge	NOUN
ejpam-6707	135	15	and	and	CCONJ
ejpam-6707	135	16	certificates	certificate	NOUN
ejpam-6707	135	17	as	as	ADP
ejpam-6707	135	18	mechanisms	mechanism	NOUN
ejpam-6707	135	19	for	for	ADP
ejpam-6707	135	20	verification	verification	NOUN
ejpam-6707	135	21	and	and	CCONJ
ejpam-6707	135	22	explanation	explanation	NOUN
ejpam-6707	135	23	.	.	PUNCT
ejpam-6707	136	1	when	when	SCONJ
ejpam-6707	136	2	model	model	NOUN
ejpam-6707	136	3	outputs	output	NOUN
ejpam-6707	136	4	diverge	diverge	VERB
ejpam-6707	136	5	from	from	ADP
ejpam-6707	136	6	measurements	measurement	NOUN
ejpam-6707	136	7	or	or	CCONJ
ejpam-6707	136	8	expert	expert	NOUN
ejpam-6707	136	9	expectations	expectation	NOUN
ejpam-6707	136	10	,	,	PUNCT
ejpam-6707	136	11	certificate	certificate	NOUN
ejpam-6707	136	12	-	-	PUNCT
ejpam-6707	136	13	based	base	VERB
ejpam-6707	136	14	diagnostics	diagnostic	NOUN
ejpam-6707	136	15	help	help	AUX
ejpam-6707	136	16	identify	identify	VERB
ejpam-6707	136	17	the	the	DET
ejpam-6707	136	18	source	source	NOUN
ejpam-6707	136	19	of	of	ADP
ejpam-6707	136	20	error	error	NOUN
ejpam-6707	136	21	,	,	PUNCT
ejpam-6707	136	22	converting	convert	VERB
ejpam-6707	136	23	opaque	opaque	ADJ
ejpam-6707	136	24	pipelines	pipeline	NOUN
ejpam-6707	136	25	into	into	ADP
ejpam-6707	136	26	transparent	transparent	ADJ
ejpam-6707	136	27	and	and	CCONJ
ejpam-6707	136	28	debuggable	debuggable	ADJ
ejpam-6707	136	29	systems	system	NOUN
ejpam-6707	136	30	(	(	PUNCT
ejpam-6707	136	31	(	(	PUNCT
ejpam-6707	136	32	27	27	NUM
ejpam-6707	136	33	,	,	PUNCT
ejpam-6707	136	34	29	29	NUM
ejpam-6707	136	35	)	)	PUNCT
ejpam-6707	136	36	)	)	PUNCT
ejpam-6707	136	37	.	.	PUNCT
ejpam-6707	137	1	the	the	DET
ejpam-6707	137	2	mathematical	mathematical	ADJ
ejpam-6707	137	3	formulation	formulation	NOUN
ejpam-6707	137	4	of	of	ADP
ejpam-6707	137	5	explainable	explainable	ADJ
ejpam-6707	137	6	optimization	optimization	NOUN
ejpam-6707	137	7	typically	typically	ADV
ejpam-6707	137	8	involves	involve	VERB
ejpam-6707	137	9	extending	extend	VERB
ejpam-6707	137	10	standard	standard	ADJ
ejpam-6707	137	11	optimization	optimization	NOUN
ejpam-6707	137	12	models	model	NOUN
ejpam-6707	137	13	with	with	ADP
ejpam-6707	137	14	additional	additional	ADJ
ejpam-6707	137	15	terms	term	NOUN
ejpam-6707	137	16	that	that	PRON
ejpam-6707	137	17	explicitly	explicitly	ADV
ejpam-6707	137	18	model	model	VERB
ejpam-6707	137	19	solution	solution	NOUN
ejpam-6707	137	20	interpretability	interpretability	NOUN
ejpam-6707	137	21	.	.	PUNCT
ejpam-6707	138	1	this	this	PRON
ejpam-6707	138	2	creates	create	VERB
ejpam-6707	138	3	a	a	DET
ejpam-6707	138	4	bi	bi	ADJ
ejpam-6707	138	5	-	-	ADJ
ejpam-6707	138	6	criteria	criterion	NOUN
ejpam-6707	138	7	optimization	optimization	NOUN
ejpam-6707	138	8	problem	problem	NOUN
ejpam-6707	138	9	where	where	SCONJ
ejpam-6707	138	10	optimality	optimality	NOUN
ejpam-6707	138	11	and	and	CCONJ
ejpam-6707	138	12	interpretability	interpretability	NOUN
ejpam-6707	138	13	are	be	AUX
ejpam-6707	138	14	treated	treat	VERB
ejpam-6707	138	15	as	as	ADP
ejpam-6707	138	16	parallel	parallel	ADJ
ejpam-6707	138	17	objectives	objective	NOUN
ejpam-6707	138	18	rather	rather	ADV
ejpam-6707	138	19	than	than	ADP
ejpam-6707	138	20	competing	compete	VERB
ejpam-6707	138	21	concerns	concern	NOUN
ejpam-6707	138	22	.	.	PUNCT
ejpam-6707	139	1	(	(	PUNCT
ejpam-6707	139	2	(	(	PUNCT
ejpam-6707	139	3	28	28	NUM
ejpam-6707	139	4	,	,	PUNCT
ejpam-6707	139	5	30	30	NUM
ejpam-6707	139	6	)	)	PUNCT
ejpam-6707	139	7	)	)	PUNCT
ejpam-6707	139	8	.	.	PUNCT
ejpam-6707	140	1	such	such	ADJ
ejpam-6707	140	2	formulations	formulation	NOUN
ejpam-6707	140	3	allow	allow	VERB
ejpam-6707	140	4	decision	decision	NOUN
ejpam-6707	140	5	-	-	PUNCT
ejpam-6707	140	6	makers	maker	NOUN
ejpam-6707	140	7	to	to	PART
ejpam-6707	140	8	tune	tune	VERB
ejpam-6707	140	9	the	the	DET
ejpam-6707	140	10	trade	trade	NOUN
ejpam-6707	140	11	-	-	PUNCT
ejpam-6707	140	12	off	off	NOUN
ejpam-6707	140	13	between	between	ADP
ejpam-6707	140	14	pure	pure	ADJ
ejpam-6707	140	15	optimality	optimality	NOUN
ejpam-6707	140	16	and	and	CCONJ
ejpam-6707	140	17	explanation	explanation	NOUN
ejpam-6707	140	18	quality	quality	NOUN
ejpam-6707	140	19	,	,	PUNCT
ejpam-6707	140	20	ensuring	ensure	VERB
ejpam-6707	140	21	that	that	SCONJ
ejpam-6707	140	22	interpretability	interpretability	NOUN
ejpam-6707	140	23	is	be	AUX
ejpam-6707	140	24	achieved	achieve	VERB
ejpam-6707	140	25	by	by	ADP
ejpam-6707	140	26	design	design	NOUN
ejpam-6707	140	27	rather	rather	ADV
ejpam-6707	140	28	than	than	ADP
ejpam-6707	140	29	approximated	approximate	VERB
ejpam-6707	140	30	after	after	ADP
ejpam-6707	140	31	the	the	DET
ejpam-6707	140	32	fact	fact	NOUN
ejpam-6707	140	33	(	(	PUNCT
ejpam-6707	140	34	(	(	PUNCT
ejpam-6707	140	35	27	27	NUM
ejpam-6707	140	36	,	,	PUNCT
ejpam-6707	140	37	30	30	NUM
ejpam-6707	140	38	)	)	PUNCT
ejpam-6707	140	39	)	)	PUNCT
ejpam-6707	140	40	.	.	PUNCT
ejpam-6707	141	1	3.3	3.3	NUM
ejpam-6707	141	2	.	.	PUNCT
ejpam-6707	142	1	optimization	optimization	NOUN
ejpam-6707	142	2	-	-	PUNCT
ejpam-6707	142	3	based	base	VERB
ejpam-6707	142	4	knowledge	knowledge	NOUN
ejpam-6707	142	5	encoding	encode	VERB
ejpam-6707	142	6	the	the	DET
ejpam-6707	142	7	encoding	encoding	NOUN
ejpam-6707	142	8	of	of	ADP
ejpam-6707	142	9	prior	prior	ADJ
ejpam-6707	142	10	knowledge	knowledge	NOUN
ejpam-6707	142	11	through	through	ADP
ejpam-6707	142	12	optimization	optimization	NOUN
ejpam-6707	142	13	represents	represent	VERB
ejpam-6707	142	14	a	a	DET
ejpam-6707	142	15	fundamental	fundamental	ADJ
ejpam-6707	142	16	departure	departure	NOUN
ejpam-6707	142	17	from	from	ADP
ejpam-6707	142	18	traditional	traditional	ADJ
ejpam-6707	142	19	machine	machine	NOUN
ejpam-6707	142	20	learning	learning	NOUN
ejpam-6707	142	21	approaches	approach	NOUN
ejpam-6707	142	22	that	that	PRON
ejpam-6707	142	23	rely	rely	VERB
ejpam-6707	142	24	primarily	primarily	ADV
ejpam-6707	142	25	on	on	ADP
ejpam-6707	142	26	data	data	NOUN
ejpam-6707	142	27	-	-	PUNCT
ejpam-6707	142	28	driven	drive	VERB
ejpam-6707	142	29	learning	learning	NOUN
ejpam-6707	142	30	(	(	PUNCT
ejpam-6707	142	31	(	(	PUNCT
ejpam-6707	142	32	29	29	NUM
ejpam-6707	142	33	)	)	PUNCT
ejpam-6707	142	34	)	)	PUNCT
ejpam-6707	142	35	.	.	PUNCT
ejpam-6707	143	1	in	in	ADP
ejpam-6707	143	2	explainable	explainable	ADJ
ejpam-6707	143	3	optimization	optimization	NOUN
ejpam-6707	143	4	systems	system	NOUN
ejpam-6707	143	5	,	,	PUNCT
ejpam-6707	143	6	domain	domain	NOUN
ejpam-6707	143	7	expertise	expertise	NOUN
ejpam-6707	143	8	and	and	CCONJ
ejpam-6707	143	9	regulatory	regulatory	ADJ
ejpam-6707	143	10	constraints	constraint	NOUN
ejpam-6707	143	11	can	can	AUX
ejpam-6707	143	12	be	be	AUX
ejpam-6707	143	13	directly	directly	ADV
ejpam-6707	143	14	incorporated	incorporate	VERB
ejpam-6707	143	15	into	into	ADP
ejpam-6707	143	16	the	the	DET
ejpam-6707	143	17	mathematical	mathematical	ADJ
ejpam-6707	143	18	model	model	NOUN
ejpam-6707	143	19	structure	structure	NOUN
ejpam-6707	143	20	through	through	ADP
ejpam-6707	143	21	constraint	constraint	NOUN
ejpam-6707	143	22	-	-	PUNCT
ejpam-6707	143	23	based	base	VERB
ejpam-6707	143	24	knowledge	knowledge	NOUN
ejpam-6707	143	25	injection	injection	NOUN
ejpam-6707	143	26	.	.	PUNCT
ejpam-6707	144	1	this	this	PRON
ejpam-6707	144	2	creates	create	VERB
ejpam-6707	144	3	solutions	solution	NOUN
ejpam-6707	144	4	that	that	PRON
ejpam-6707	144	5	are	be	AUX
ejpam-6707	144	6	inherently	inherently	ADV
ejpam-6707	144	7	aligned	align	VERB
ejpam-6707	144	8	with	with	ADP
ejpam-6707	144	9	human	human	ADJ
ejpam-6707	144	10	understanding	understanding	NOUN
ejpam-6707	144	11	and	and	CCONJ
ejpam-6707	144	12	expectations	expectation	NOUN
ejpam-6707	144	13	(	(	PUNCT
ejpam-6707	144	14	(	(	PUNCT
ejpam-6707	144	15	30	30	NUM
ejpam-6707	144	16	)	)	PUNCT
ejpam-6707	144	17	)	)	PUNCT
ejpam-6707	144	18	.	.	PUNCT
ejpam-6707	145	1	such	such	ADJ
ejpam-6707	145	2	constraints	constraint	NOUN
ejpam-6707	145	3	ensure	ensure	VERB
ejpam-6707	145	4	that	that	SCONJ
ejpam-6707	145	5	generated	generate	VERB
ejpam-6707	145	6	solutions	solution	NOUN
ejpam-6707	145	7	respect	respect	VERB
ejpam-6707	145	8	physical	physical	ADJ
ejpam-6707	145	9	laws	law	NOUN
ejpam-6707	145	10	(	(	PUNCT
ejpam-6707	145	11	e.g.	e.g.	ADV
ejpam-6707	145	12	,	,	PUNCT
ejpam-6707	145	13	thermodynamic	thermodynamic	ADJ
ejpam-6707	145	14	restrictions	restriction	NOUN
ejpam-6707	145	15	in	in	ADP
ejpam-6707	145	16	energy	energy	NOUN
ejpam-6707	145	17	systems	system	NOUN
ejpam-6707	145	18	)	)	PUNCT
ejpam-6707	145	19	,	,	PUNCT
ejpam-6707	145	20	business	business	NOUN
ejpam-6707	145	21	rules	rule	NOUN
ejpam-6707	145	22	(	(	PUNCT
ejpam-6707	145	23	e.g.	e.g.	ADV
ejpam-6707	145	24	,	,	PUNCT
ejpam-6707	145	25	regulatory	regulatory	ADJ
ejpam-6707	145	26	capital	capital	NOUN
ejpam-6707	145	27	requirements	requirement	NOUN
ejpam-6707	145	28	in	in	ADP
ejpam-6707	145	29	finance	finance	NOUN
ejpam-6707	145	30	)	)	PUNCT
ejpam-6707	145	31	,	,	PUNCT
ejpam-6707	145	32	or	or	CCONJ
ejpam-6707	145	33	ethical	ethical	ADJ
ejpam-6707	145	34	thresholds	threshold	NOUN
ejpam-6707	145	35	(	(	PUNCT
ejpam-6707	145	36	e.g.	e.g.	ADV
ejpam-6707	145	37	,	,	PUNCT
ejpam-6707	145	38	fairness	fairness	NOUN
ejpam-6707	145	39	in	in	ADP
ejpam-6707	145	40	resource	resource	NOUN
ejpam-6707	145	41	allocation	allocation	NOUN
ejpam-6707	145	42	)	)	PUNCT
ejpam-6707	145	43	.	.	PUNCT
ejpam-6707	146	1	these	these	PRON
ejpam-6707	146	2	serve	serve	VERB
ejpam-6707	146	3	as	as	ADP
ejpam-6707	146	4	a	a	DET
ejpam-6707	146	5	natural	natural	ADJ
ejpam-6707	146	6	foundation	foundation	NOUN
ejpam-6707	146	7	for	for	ADP
ejpam-6707	146	8	explanation	explanation	NOUN
ejpam-6707	146	9	generation	generation	NOUN
ejpam-6707	146	10	and	and	CCONJ
ejpam-6707	146	11	verification	verification	NOUN
ejpam-6707	146	12	(	(	PUNCT
ejpam-6707	146	13	(	(	PUNCT
ejpam-6707	146	14	27	27	NUM
ejpam-6707	146	15	)	)	PUNCT
ejpam-6707	146	16	)	)	PUNCT
ejpam-6707	146	17	.	.	PUNCT
ejpam-6707	147	1	k.	k.	PROPN
ejpam-6707	147	2	danach	danach	PROPN
ejpam-6707	147	3	et	et	PROPN
ejpam-6707	147	4	al	al	PROPN
ejpam-6707	147	5	.	.	PUNCT
ejpam-6707	147	6	/	/	SYM
ejpam-6707	147	7	eur	eur	PROPN
ejpam-6707	147	8	.	.	PUNCT
ejpam-6707	148	1	j.	j.	PROPN
ejpam-6707	148	2	pure	pure	PROPN
ejpam-6707	148	3	appl	appl	PROPN
ejpam-6707	148	4	.	.	PROPN
ejpam-6707	148	5	math	math	PROPN
ejpam-6707	148	6	,	,	PUNCT
ejpam-6707	148	7	18	18	NUM
ejpam-6707	148	8	(	(	PUNCT
ejpam-6707	148	9	4	4	NUM
ejpam-6707	148	10	)	)	PUNCT
ejpam-6707	148	11	(	(	PUNCT
ejpam-6707	148	12	2025	2025	NUM
ejpam-6707	148	13	)	)	PUNCT
ejpam-6707	148	14	,	,	PUNCT
ejpam-6707	148	15	6707	6707	NUM
ejpam-6707	148	16	11	11	NUM
ejpam-6707	148	17	of	of	ADP
ejpam-6707	148	18	28	28	NUM
ejpam-6707	148	19	certificate	certificate	NOUN
ejpam-6707	148	20	-	-	PUNCT
ejpam-6707	148	21	based	base	VERB
ejpam-6707	148	22	verification	verification	NOUN
ejpam-6707	148	23	mechanisms	mechanism	NOUN
ejpam-6707	148	24	,	,	PUNCT
ejpam-6707	148	25	as	as	SCONJ
ejpam-6707	148	26	formalized	formalize	VERB
ejpam-6707	148	27	in	in	ADP
ejpam-6707	148	28	(	(	PUNCT
ejpam-6707	148	29	(	(	PUNCT
ejpam-6707	148	30	29	29	NUM
ejpam-6707	148	31	)	)	PUNCT
ejpam-6707	148	32	)	)	PUNCT
ejpam-6707	148	33	,	,	PUNCT
ejpam-6707	148	34	serve	serve	VERB
ejpam-6707	148	35	as	as	ADP
ejpam-6707	148	36	the	the	DET
ejpam-6707	148	37	bridge	bridge	NOUN
ejpam-6707	148	38	between	between	ADP
ejpam-6707	148	39	optimization	optimization	NOUN
ejpam-6707	148	40	outcomes	outcome	NOUN
ejpam-6707	148	41	and	and	CCONJ
ejpam-6707	148	42	human	human	ADJ
ejpam-6707	148	43	interpretation	interpretation	NOUN
ejpam-6707	148	44	through	through	ADP
ejpam-6707	148	45	three	three	NUM
ejpam-6707	148	46	key	key	ADJ
ejpam-6707	148	47	components	component	NOUN
ejpam-6707	148	48	:	:	PUNCT
ejpam-6707	148	49	(	(	PUNCT
ejpam-6707	148	50	i	i	NOUN
ejpam-6707	148	51	)	)	PUNCT
ejpam-6707	148	52	feasibility	feasibility	NOUN
ejpam-6707	148	53	certificates	certificate	NOUN
ejpam-6707	148	54	:	:	PUNCT
ejpam-6707	148	55	mathematical	mathematical	ADJ
ejpam-6707	148	56	proofs	proof	NOUN
ejpam-6707	148	57	that	that	SCONJ
ejpam-6707	148	58	solutions	solution	NOUN
ejpam-6707	148	59	satisfy	satisfy	VERB
ejpam-6707	148	60	hard	hard	ADJ
ejpam-6707	148	61	constraints	constraint	NOUN
ejpam-6707	148	62	.	.	PUNCT
ejpam-6707	149	1	(	(	PUNCT
ejpam-6707	149	2	ii	ii	NOUN
ejpam-6707	149	3	)	)	PUNCT
ejpam-6707	149	4	optimality	optimality	NOUN
ejpam-6707	149	5	gap	gap	NOUN
ejpam-6707	149	6	certificates	certificate	NOUN
ejpam-6707	149	7	:	:	PUNCT
ejpam-6707	149	8	bounds	bound	VERB
ejpam-6707	149	9	on	on	ADP
ejpam-6707	149	10	solution	solution	NOUN
ejpam-6707	149	11	quality	quality	NOUN
ejpam-6707	149	12	relative	relative	ADJ
ejpam-6707	149	13	to	to	ADP
ejpam-6707	149	14	theoretical	theoretical	ADJ
ejpam-6707	149	15	optima	optima	NOUN
ejpam-6707	149	16	.	.	PUNCT
ejpam-6707	150	1	(	(	PUNCT
ejpam-6707	150	2	iii	iii	X
ejpam-6707	150	3	)	)	PUNCT
ejpam-6707	150	4	stability	stability	NOUN
ejpam-6707	150	5	certificates	certificate	NOUN
ejpam-6707	150	6	:	:	PUNCT
ejpam-6707	150	7	sensitivity	sensitivity	NOUN
ejpam-6707	150	8	analyses	analyse	VERB
ejpam-6707	150	9	quantifying	quantify	VERB
ejpam-6707	150	10	solution	solution	NOUN
ejpam-6707	150	11	robustness	robustness	NOUN
ejpam-6707	150	12	.	.	PUNCT
ejpam-6707	151	1	when	when	SCONJ
ejpam-6707	151	2	an	an	DET
ejpam-6707	151	3	optimization	optimization	NOUN
ejpam-6707	151	4	model	model	NOUN
ejpam-6707	151	5	produces	produce	VERB
ejpam-6707	151	6	a	a	DET
ejpam-6707	151	7	solution	solution	NOUN
ejpam-6707	151	8	,	,	PUNCT
ejpam-6707	151	9	these	these	DET
ejpam-6707	151	10	certificates	certificate	NOUN
ejpam-6707	151	11	provide	provide	VERB
ejpam-6707	151	12	formal	formal	ADJ
ejpam-6707	151	13	guarantees	guarantee	NOUN
ejpam-6707	151	14	about	about	ADP
ejpam-6707	151	15	its	its	PRON
ejpam-6707	151	16	properties	property	NOUN
ejpam-6707	151	17	through	through	ADP
ejpam-6707	151	18	verifiable	verifiable	ADJ
ejpam-6707	151	19	computation	computation	NOUN
ejpam-6707	151	20	protocols	protocol	NOUN
ejpam-6707	151	21	(	(	PUNCT
ejpam-6707	151	22	(	(	PUNCT
ejpam-6707	151	23	28	28	NUM
ejpam-6707	151	24	)	)	PUNCT
ejpam-6707	151	25	)	)	PUNCT
ejpam-6707	151	26	.	.	PUNCT
ejpam-6707	152	1	for	for	ADP
ejpam-6707	152	2	instance	instance	NOUN
ejpam-6707	152	3	,	,	PUNCT
ejpam-6707	152	4	in	in	ADP
ejpam-6707	152	5	portfolio	portfolio	NOUN
ejpam-6707	152	6	optimization	optimization	NOUN
ejpam-6707	152	7	,	,	PUNCT
ejpam-6707	152	8	a	a	DET
ejpam-6707	152	9	certificate	certificate	NOUN
ejpam-6707	152	10	might	might	AUX
ejpam-6707	152	11	prove	prove	VERB
ejpam-6707	152	12	that	that	SCONJ
ejpam-6707	152	13	recommended	recommend	VERB
ejpam-6707	152	14	allocations	allocation	NOUN
ejpam-6707	152	15	maintain	maintain	VERB
ejpam-6707	152	16	diversification	diversification	NOUN
ejpam-6707	152	17	thresholds	threshold	NOUN
ejpam-6707	152	18	while	while	SCONJ
ejpam-6707	152	19	achieving	achieve	VERB
ejpam-6707	152	20	95	95	NUM
ejpam-6707	152	21	%	%	NOUN
ejpam-6707	152	22	of	of	ADP
ejpam-6707	152	23	maximum	maximum	ADJ
ejpam-6707	152	24	theoretical	theoretical	ADJ
ejpam-6707	152	25	returns	return	NOUN
ejpam-6707	152	26	.	.	PUNCT
ejpam-6707	153	1	when	when	SCONJ
ejpam-6707	153	2	certificates	certificate	NOUN
ejpam-6707	153	3	do	do	AUX
ejpam-6707	153	4	not	not	PART
ejpam-6707	153	5	hold	hold	VERB
ejpam-6707	153	6	,	,	PUNCT
ejpam-6707	153	7	diagnostic	diagnostic	ADJ
ejpam-6707	153	8	codes	code	NOUN
ejpam-6707	153	9	map	map	VERB
ejpam-6707	153	10	failures	failure	NOUN
ejpam-6707	153	11	to	to	ADP
ejpam-6707	153	12	specific	specific	ADJ
ejpam-6707	153	13	components	component	NOUN
ejpam-6707	153	14	or	or	CCONJ
ejpam-6707	153	15	assumptions	assumption	NOUN
ejpam-6707	153	16	,	,	PUNCT
ejpam-6707	153	17	enabling	enable	VERB
ejpam-6707	153	18	focused	focused	ADJ
ejpam-6707	153	19	remediation	remediation	NOUN
ejpam-6707	153	20	and	and	CCONJ
ejpam-6707	153	21	preserving	preserve	VERB
ejpam-6707	153	22	an	an	DET
ejpam-6707	153	23	auditable	auditable	ADJ
ejpam-6707	153	24	trail	trail	NOUN
ejpam-6707	153	25	even	even	ADV
ejpam-6707	153	26	for	for	ADP
ejpam-6707	153	27	complex	complex	ADJ
ejpam-6707	153	28	non	non	ADJ
ejpam-6707	153	29	-	-	ADJ
ejpam-6707	153	30	convex	convex	ADJ
ejpam-6707	153	31	problems	problem	NOUN
ejpam-6707	153	32	(	(	PUNCT
ejpam-6707	153	33	(	(	PUNCT
ejpam-6707	153	34	27	27	NUM
ejpam-6707	153	35	,	,	PUNCT
ejpam-6707	153	36	29	29	NUM
ejpam-6707	153	37	)	)	PUNCT
ejpam-6707	153	38	)	)	PUNCT
ejpam-6707	153	39	.	.	PUNCT
ejpam-6707	154	1	here	here	ADV
ejpam-6707	154	2	’s	’	VERB
ejpam-6707	154	3	a	a	DET
ejpam-6707	154	4	*	*	ADJ
ejpam-6707	154	5	*	*	NOUN
ejpam-6707	154	6	draft	draft	NOUN
ejpam-6707	154	7	related	relate	VERB
ejpam-6707	154	8	work	work	NOUN
ejpam-6707	154	9	paragraph	paragraph	NOUN
ejpam-6707	154	10	*	*	NOUN
ejpam-6707	154	11	*	*	NOUN
ejpam-6707	154	12	that	that	PRON
ejpam-6707	154	13	integrates	integrate	VERB
ejpam-6707	154	14	your	your	PRON
ejpam-6707	154	15	citations	citation	NOUN
ejpam-6707	154	16	naturally	naturally	ADV
ejpam-6707	154	17	into	into	ADP
ejpam-6707	154	18	the	the	DET
ejpam-6707	154	19	context	context	NOUN
ejpam-6707	154	20	of	of	ADP
ejpam-6707	154	21	explainable	explainable	ADJ
ejpam-6707	154	22	ai	ai	NOUN
ejpam-6707	154	23	(	(	PUNCT
ejpam-6707	154	24	xai	xai	PROPN
ejpam-6707	154	25	)	)	PUNCT
ejpam-6707	154	26	,	,	PUNCT
ejpam-6707	154	27	optimization	optimization	NOUN
ejpam-6707	154	28	,	,	PUNCT
ejpam-6707	154	29	and	and	CCONJ
ejpam-6707	154	30	decision	decision	NOUN
ejpam-6707	154	31	-	-	PUNCT
ejpam-6707	154	32	making	make	VERB
ejpam-6707	154	33	systems	system	NOUN
ejpam-6707	154	34	:	:	PUNCT
ejpam-6707	154	35	several	several	ADJ
ejpam-6707	154	36	studies	study	NOUN
ejpam-6707	154	37	have	have	AUX
ejpam-6707	154	38	investigated	investigate	VERB
ejpam-6707	154	39	intelligent	intelligent	ADJ
ejpam-6707	154	40	decision	decision	NOUN
ejpam-6707	154	41	-	-	PUNCT
ejpam-6707	154	42	making	make	VERB
ejpam-6707	154	43	systems	system	NOUN
ejpam-6707	154	44	across	across	ADP
ejpam-6707	154	45	diverse	diverse	ADJ
ejpam-6707	154	46	domains	domain	NOUN
ejpam-6707	154	47	,	,	PUNCT
ejpam-6707	154	48	highlighting	highlight	VERB
ejpam-6707	154	49	the	the	DET
ejpam-6707	154	50	growing	grow	VERB
ejpam-6707	154	51	demand	demand	NOUN
ejpam-6707	154	52	for	for	ADP
ejpam-6707	154	53	models	model	NOUN
ejpam-6707	154	54	that	that	PRON
ejpam-6707	154	55	balance	balance	NOUN
ejpam-6707	154	56	performance	performance	NOUN
ejpam-6707	154	57	with	with	ADP
ejpam-6707	154	58	interpretability	interpretability	NOUN
ejpam-6707	154	59	.	.	PUNCT
ejpam-6707	155	1	for	for	ADP
ejpam-6707	155	2	example	example	NOUN
ejpam-6707	155	3	,	,	PUNCT
ejpam-6707	155	4	optimization	optimization	NOUN
ejpam-6707	155	5	and	and	CCONJ
ejpam-6707	155	6	machine	machine	NOUN
ejpam-6707	155	7	learning	learning	NOUN
ejpam-6707	155	8	frameworks	framework	NOUN
ejpam-6707	155	9	have	have	AUX
ejpam-6707	155	10	been	be	AUX
ejpam-6707	155	11	applied	apply	VERB
ejpam-6707	155	12	in	in	ADP
ejpam-6707	155	13	networking	network	VERB
ejpam-6707	155	14	and	and	CCONJ
ejpam-6707	155	15	cloud	cloud	NOUN
ejpam-6707	155	16	systems	system	NOUN
ejpam-6707	155	17	to	to	PART
ejpam-6707	155	18	improve	improve	VERB
ejpam-6707	155	19	resource	resource	NOUN
ejpam-6707	155	20	allocation	allocation	NOUN
ejpam-6707	155	21	and	and	CCONJ
ejpam-6707	155	22	adaptability	adaptability	NOUN
ejpam-6707	155	23	,	,	PUNCT
ejpam-6707	155	24	yet	yet	ADV
ejpam-6707	155	25	often	often	ADV
ejpam-6707	155	26	remain	remain	VERB
ejpam-6707	155	27	limited	limited	ADJ
ejpam-6707	155	28	by	by	ADP
ejpam-6707	155	29	their	their	PRON
ejpam-6707	155	30	black	black	ADJ
ejpam-6707	155	31	-	-	PUNCT
ejpam-6707	155	32	box	box	NOUN
ejpam-6707	155	33	characteristics	characteristic	NOUN
ejpam-6707	155	34	(	(	PUNCT
ejpam-6707	155	35	(	(	PUNCT
ejpam-6707	155	36	31–33	31–33	NUM
ejpam-6707	155	37	)	)	PUNCT
ejpam-6707	155	38	)	)	PUNCT
ejpam-6707	155	39	.	.	PUNCT
ejpam-6707	156	1	similarly	similarly	ADV
ejpam-6707	156	2	,	,	PUNCT
ejpam-6707	156	3	decisionsupport	decisionsupport	NOUN
ejpam-6707	156	4	techniques	technique	NOUN
ejpam-6707	156	5	leveraging	leverage	VERB
ejpam-6707	156	6	multi	multi	ADJ
ejpam-6707	156	7	-	-	ADJ
ejpam-6707	156	8	criteria	criterion	NOUN
ejpam-6707	156	9	decision	decision	NOUN
ejpam-6707	156	10	-	-	PUNCT
ejpam-6707	156	11	making	make	VERB
ejpam-6707	156	12	and	and	CCONJ
ejpam-6707	156	13	agent	agent	NOUN
ejpam-6707	156	14	-	-	PUNCT
ejpam-6707	156	15	based	base	VERB
ejpam-6707	156	16	modeling	modeling	NOUN
ejpam-6707	156	17	have	have	AUX
ejpam-6707	156	18	been	be	AUX
ejpam-6707	156	19	proposed	propose	VERB
ejpam-6707	156	20	for	for	ADP
ejpam-6707	156	21	risk	risk	NOUN
ejpam-6707	156	22	-	-	PUNCT
ejpam-6707	156	23	aware	aware	ADJ
ejpam-6707	156	24	and	and	CCONJ
ejpam-6707	156	25	trust	trust	NOUN
ejpam-6707	156	26	-	-	PUNCT
ejpam-6707	156	27	oriented	orient	VERB
ejpam-6707	156	28	applications	application	NOUN
ejpam-6707	156	29	in	in	ADP
ejpam-6707	156	30	logistics	logistic	NOUN
ejpam-6707	156	31	and	and	CCONJ
ejpam-6707	156	32	edgefog	edgefog	NOUN
ejpam-6707	156	33	-	-	PUNCT
ejpam-6707	156	34	cloud	cloud	NOUN
ejpam-6707	156	35	computing	computing	NOUN
ejpam-6707	156	36	,	,	PUNCT
ejpam-6707	156	37	demonstrating	demonstrate	VERB
ejpam-6707	156	38	the	the	DET
ejpam-6707	156	39	potential	potential	NOUN
ejpam-6707	156	40	of	of	ADP
ejpam-6707	156	41	transparent	transparent	ADJ
ejpam-6707	156	42	frameworks	framework	NOUN
ejpam-6707	156	43	for	for	ADP
ejpam-6707	156	44	critical	critical	ADJ
ejpam-6707	156	45	operations	operation	NOUN
ejpam-6707	156	46	(	(	PUNCT
ejpam-6707	156	47	(	(	PUNCT
ejpam-6707	156	48	34–36	34–36	NUM
ejpam-6707	156	49	)	)	PUNCT
ejpam-6707	156	50	)	)	PUNCT
ejpam-6707	156	51	.	.	PUNCT
ejpam-6707	157	1	in	in	ADP
ejpam-6707	157	2	crisis	crisis	NOUN
ejpam-6707	157	3	management	management	NOUN
ejpam-6707	157	4	contexts	contexts	NOUN
ejpam-6707	157	5	,	,	PUNCT
ejpam-6707	157	6	optimization	optimization	NOUN
ejpam-6707	157	7	-	-	PUNCT
ejpam-6707	157	8	driven	drive	VERB
ejpam-6707	157	9	location	location	NOUN
ejpam-6707	157	10	planning	planning	NOUN
ejpam-6707	157	11	for	for	ADP
ejpam-6707	157	12	uav	uav	PROPN
ejpam-6707	157	13	-	-	PUNCT
ejpam-6707	157	14	based	base	VERB
ejpam-6707	157	15	communication	communication	NOUN
ejpam-6707	157	16	services	service	NOUN
ejpam-6707	157	17	has	have	AUX
ejpam-6707	157	18	been	be	AUX
ejpam-6707	157	19	introduced	introduce	VERB
ejpam-6707	157	20	,	,	PUNCT
ejpam-6707	157	21	further	far	ADV
ejpam-6707	157	22	emphasizing	emphasize	VERB
ejpam-6707	157	23	the	the	DET
ejpam-6707	157	24	importance	importance	NOUN
ejpam-6707	157	25	of	of	ADP
ejpam-6707	157	26	interpretable	interpretable	ADJ
ejpam-6707	157	27	models	model	NOUN
ejpam-6707	157	28	in	in	ADP
ejpam-6707	157	29	safety	safety	NOUN
ejpam-6707	157	30	-	-	PUNCT
ejpam-6707	157	31	critical	critical	ADJ
ejpam-6707	157	32	environments	environment	NOUN
ejpam-6707	157	33	(	(	PUNCT
ejpam-6707	157	34	(	(	PUNCT
ejpam-6707	157	35	37	37	NUM
ejpam-6707	157	36	)	)	PUNCT
ejpam-6707	157	37	)	)	PUNCT
ejpam-6707	157	38	.	.	PUNCT
ejpam-6707	158	1	moreover	moreover	ADV
ejpam-6707	158	2	,	,	PUNCT
ejpam-6707	158	3	explainable	explainable	ADJ
ejpam-6707	158	4	methods	method	NOUN
ejpam-6707	158	5	have	have	AUX
ejpam-6707	158	6	gained	gain	VERB
ejpam-6707	158	7	traction	traction	NOUN
ejpam-6707	158	8	in	in	ADP
ejpam-6707	158	9	socially	socially	ADV
ejpam-6707	158	10	impactful	impactful	ADJ
ejpam-6707	158	11	domains	domain	NOUN
ejpam-6707	158	12	,	,	PUNCT
ejpam-6707	158	13	such	such	ADJ
ejpam-6707	158	14	as	as	ADP
ejpam-6707	158	15	fake	fake	ADJ
ejpam-6707	158	16	news	news	NOUN
ejpam-6707	158	17	detection	detection	NOUN
ejpam-6707	158	18	and	and	CCONJ
ejpam-6707	158	19	healthcare	healthcare	PROPN
ejpam-6707	158	20	,	,	PUNCT
ejpam-6707	158	21	where	where	SCONJ
ejpam-6707	158	22	interpretability	interpretability	NOUN
ejpam-6707	158	23	is	be	AUX
ejpam-6707	158	24	vital	vital	ADJ
ejpam-6707	158	25	for	for	ADP
ejpam-6707	158	26	fostering	foster	VERB
ejpam-6707	158	27	trust	trust	NOUN
ejpam-6707	158	28	among	among	ADP
ejpam-6707	158	29	users	user	NOUN
ejpam-6707	158	30	and	and	CCONJ
ejpam-6707	158	31	stakeholders	stakeholder	NOUN
ejpam-6707	158	32	(	(	PUNCT
ejpam-6707	158	33	(	(	PUNCT
ejpam-6707	158	34	38	38	NUM
ejpam-6707	158	35	,	,	PUNCT
ejpam-6707	158	36	39	39	NUM
ejpam-6707	158	37	)	)	PUNCT
ejpam-6707	158	38	)	)	PUNCT
ejpam-6707	158	39	.	.	PUNCT
ejpam-6707	159	1	at	at	ADP
ejpam-6707	159	2	the	the	DET
ejpam-6707	159	3	methodological	methodological	ADJ
ejpam-6707	159	4	level	level	NOUN
ejpam-6707	159	5	,	,	PUNCT
ejpam-6707	159	6	advanced	advanced	ADJ
ejpam-6707	159	7	mathematical	mathematical	ADJ
ejpam-6707	159	8	and	and	CCONJ
ejpam-6707	159	9	spectral	spectral	ADJ
ejpam-6707	159	10	techniques	technique	NOUN
ejpam-6707	159	11	have	have	AUX
ejpam-6707	159	12	contributed	contribute	VERB
ejpam-6707	159	13	to	to	ADP
ejpam-6707	159	14	the	the	DET
ejpam-6707	159	15	modeling	modeling	NOUN
ejpam-6707	159	16	of	of	ADP
ejpam-6707	159	17	complex	complex	ADJ
ejpam-6707	159	18	systems	system	NOUN
ejpam-6707	159	19	,	,	PUNCT
ejpam-6707	159	20	enriching	enrich	VERB
ejpam-6707	159	21	the	the	DET
ejpam-6707	159	22	foundation	foundation	NOUN
ejpam-6707	159	23	for	for	ADP
ejpam-6707	159	24	integrating	integrate	VERB
ejpam-6707	159	25	explainability	explainability	NOUN
ejpam-6707	159	26	into	into	ADP
ejpam-6707	159	27	optimization	optimization	NOUN
ejpam-6707	159	28	pipelines	pipeline	NOUN
ejpam-6707	159	29	(	(	PUNCT
ejpam-6707	159	30	(	(	PUNCT
ejpam-6707	159	31	40	40	NUM
ejpam-6707	159	32	)	)	PUNCT
ejpam-6707	159	33	)	)	PUNCT
ejpam-6707	159	34	.	.	PUNCT
ejpam-6707	160	1	collectively	collectively	ADV
ejpam-6707	160	2	,	,	PUNCT
ejpam-6707	160	3	these	these	DET
ejpam-6707	160	4	works	work	NOUN
ejpam-6707	160	5	demonstrate	demonstrate	VERB
ejpam-6707	160	6	significant	significant	ADJ
ejpam-6707	160	7	progress	progress	NOUN
ejpam-6707	160	8	in	in	ADP
ejpam-6707	160	9	intelligent	intelligent	ADJ
ejpam-6707	160	10	optimization	optimization	NOUN
ejpam-6707	160	11	and	and	CCONJ
ejpam-6707	160	12	decision	decision	NOUN
ejpam-6707	160	13	-	-	PUNCT
ejpam-6707	160	14	making	making	NOUN
ejpam-6707	160	15	,	,	PUNCT
ejpam-6707	160	16	while	while	SCONJ
ejpam-6707	160	17	underscoring	underscore	VERB
ejpam-6707	160	18	the	the	DET
ejpam-6707	160	19	urgent	urgent	ADJ
ejpam-6707	160	20	need	need	NOUN
ejpam-6707	160	21	for	for	ADP
ejpam-6707	160	22	systematic	systematic	ADJ
ejpam-6707	160	23	integration	integration	NOUN
ejpam-6707	160	24	of	of	ADP
ejpam-6707	160	25	explainability	explainability	NOUN
ejpam-6707	160	26	into	into	ADP
ejpam-6707	160	27	such	such	ADJ
ejpam-6707	160	28	systems	system	NOUN
ejpam-6707	160	29	to	to	PART
ejpam-6707	160	30	enhance	enhance	VERB
ejpam-6707	160	31	transparency	transparency	NOUN
ejpam-6707	160	32	,	,	PUNCT
ejpam-6707	160	33	trust	trust	NOUN
ejpam-6707	160	34	,	,	PUNCT
ejpam-6707	160	35	and	and	CCONJ
ejpam-6707	160	36	usability	usability	NOUN
ejpam-6707	160	37	.	.	PUNCT
ejpam-6707	161	1	3.4	3.4	NUM
ejpam-6707	161	2	.	.	PUNCT
ejpam-6707	161	3	data	data	NOUN
ejpam-6707	161	4	-	-	PUNCT
ejpam-6707	161	5	driven	drive	VERB
ejpam-6707	161	6	explainability	explainability	NOUN
ejpam-6707	161	7	frameworks	framework	NOUN
ejpam-6707	161	8	in	in	ADP
ejpam-6707	161	9	mathematical	mathematical	ADJ
ejpam-6707	161	10	optimization	optimization	NOUN
ejpam-6707	161	11	modern	modern	ADJ
ejpam-6707	161	12	data	datum	NOUN
ejpam-6707	161	13	-	-	PUNCT
ejpam-6707	161	14	driven	drive	VERB
ejpam-6707	161	15	explainability	explainability	NOUN
ejpam-6707	161	16	frameworks	framework	NOUN
ejpam-6707	161	17	leverage	leverage	VERB
ejpam-6707	161	18	historical	historical	ADJ
ejpam-6707	161	19	instance	instance	NOUN
ejpam-6707	161	20	–	–	PUNCT
ejpam-6707	161	21	solution	solution	NOUN
ejpam-6707	161	22	pairs	pair	NOUN
ejpam-6707	161	23	through	through	ADP
ejpam-6707	161	24	similarity	similarity	NOUN
ejpam-6707	161	25	-	-	PUNCT
ejpam-6707	161	26	preserving	preserve	VERB
ejpam-6707	161	27	embedding	embed	VERB
ejpam-6707	161	28	spaces	space	NOUN
ejpam-6707	161	29	(	(	PUNCT
ejpam-6707	161	30	(	(	PUNCT
ejpam-6707	161	31	30	30	NUM
ejpam-6707	161	32	)	)	PUNCT
ejpam-6707	161	33	)	)	PUNCT
ejpam-6707	161	34	.	.	PUNCT
ejpam-6707	162	1	these	these	DET
ejpam-6707	162	2	approaches	approach	NOUN
ejpam-6707	162	3	recognize	recognize	VERB
ejpam-6707	162	4	k.	k.	PROPN
ejpam-6707	162	5	danach	danach	PROPN
ejpam-6707	162	6	et	et	PROPN
ejpam-6707	162	7	al	al	PROPN
ejpam-6707	162	8	.	.	PUNCT
ejpam-6707	162	9	/	/	SYM
ejpam-6707	162	10	eur	eur	PROPN
ejpam-6707	162	11	.	.	PUNCT
ejpam-6707	163	1	j.	j.	PROPN
ejpam-6707	163	2	pure	pure	PROPN
ejpam-6707	163	3	appl	appl	PROPN
ejpam-6707	163	4	.	.	PROPN
ejpam-6707	163	5	math	math	PROPN
ejpam-6707	163	6	,	,	PUNCT
ejpam-6707	163	7	18	18	NUM
ejpam-6707	163	8	(	(	PUNCT
ejpam-6707	163	9	4	4	NUM
ejpam-6707	163	10	)	)	PUNCT
ejpam-6707	163	11	(	(	PUNCT
ejpam-6707	163	12	2025	2025	NUM
ejpam-6707	163	13	)	)	PUNCT
ejpam-6707	163	14	,	,	PUNCT
ejpam-6707	163	15	6707	6707	NUM
ejpam-6707	163	16	12	12	NUM
ejpam-6707	163	17	of	of	ADP
ejpam-6707	163	18	28	28	NUM
ejpam-6707	163	19	that	that	SCONJ
ejpam-6707	163	20	operational	operational	ADJ
ejpam-6707	163	21	optimization	optimization	NOUN
ejpam-6707	163	22	systems	system	NOUN
ejpam-6707	163	23	accumulate	accumulate	VERB
ejpam-6707	163	24	large	large	ADJ
ejpam-6707	163	25	datasets	dataset	NOUN
ejpam-6707	163	26	of	of	ADP
ejpam-6707	163	27	(	(	PUNCT
ejpam-6707	163	28	x∗	x∗	PROPN
ejpam-6707	163	29	i	i	PRON
ejpam-6707	163	30	,	,	PUNCT
ejpam-6707	163	31	ci	ci	NOUN
ejpam-6707	163	32	)	)	PUNCT
ejpam-6707	163	33	pairs	pair	NOUN
ejpam-6707	163	34	,	,	PUNCT
ejpam-6707	163	35	where	where	SCONJ
ejpam-6707	163	36	x∗	x∗	PROPN
ejpam-6707	163	37	i	i	PRON
ejpam-6707	163	38	denotes	denote	VERB
ejpam-6707	163	39	optimal	optimal	ADJ
ejpam-6707	163	40	solutions	solution	NOUN
ejpam-6707	163	41	under	under	ADP
ejpam-6707	163	42	context	context	PROPN
ejpam-6707	163	43	ci	ci	PROPN
ejpam-6707	163	44	.	.	PUNCT
ejpam-6707	164	1	the	the	DET
ejpam-6707	164	2	exalt	exalt	NOUN
ejpam-6707	164	3	framework	framework	NOUN
ejpam-6707	164	4	(	(	PUNCT
ejpam-6707	164	5	(	(	PUNCT
ejpam-6707	164	6	29	29	NUM
ejpam-6707	164	7	)	)	PUNCT
ejpam-6707	164	8	)	)	PUNCT
ejpam-6707	164	9	formalizes	formalize	VERB
ejpam-6707	164	10	this	this	PRON
ejpam-6707	164	11	through	through	ADP
ejpam-6707	164	12	:	:	PUNCT
ejpam-6707	164	13	min	min	NOUN
ejpam-6707	164	14	x	x	SYM
ejpam-6707	164	15	f(x	f(x	PROPN
ejpam-6707	164	16	)	)	PUNCT
ejpam-6707	165	1	+	+	CCONJ
ejpam-6707	165	2	λ	λ	NOUN
ejpam-6707	165	3	k∑	k∑	PROPN
ejpam-6707	165	4	j=1	j=1	NOUN
ejpam-6707	165	5	wj∥x−	wj∥x−	AUX
ejpam-6707	165	6	x∗	x∗	PROPN
ejpam-6707	165	7	j∥2	j∥2	PROPN
ejpam-6707	165	8	where	where	SCONJ
ejpam-6707	165	9	wj	wj	PROPN
ejpam-6707	165	10	=	=	SYM
ejpam-6707	165	11	sim(c	sim(c	PROPN
ejpam-6707	165	12	,	,	PUNCT
ejpam-6707	165	13	cj	cj	NOUN
ejpam-6707	165	14	)	)	PUNCT
ejpam-6707	165	15	quantifies	quantifie	NOUN
ejpam-6707	165	16	contextual	contextual	ADJ
ejpam-6707	165	17	similarity	similarity	NOUN
ejpam-6707	165	18	to	to	ADP
ejpam-6707	165	19	historical	historical	ADJ
ejpam-6707	165	20	instances	instance	NOUN
ejpam-6707	165	21	.	.	PUNCT
ejpam-6707	166	1	this	this	DET
ejpam-6707	166	2	formulation	formulation	NOUN
ejpam-6707	166	3	enables	enable	VERB
ejpam-6707	166	4	explanation	explanation	NOUN
ejpam-6707	166	5	-	-	PUNCT
ejpam-6707	166	6	by	by	ADP
ejpam-6707	166	7	-	-	PUNCT
ejpam-6707	166	8	precedent	precedent	NOUN
ejpam-6707	166	9	,	,	PUNCT
ejpam-6707	166	10	where	where	SCONJ
ejpam-6707	166	11	solutions	solution	NOUN
ejpam-6707	166	12	inherit	inherit	VERB
ejpam-6707	166	13	interpretability	interpretability	NOUN
ejpam-6707	166	14	from	from	ADP
ejpam-6707	166	15	analogous	analogous	ADJ
ejpam-6707	166	16	historical	historical	ADJ
ejpam-6707	166	17	decisions	decision	NOUN
ejpam-6707	166	18	while	while	SCONJ
ejpam-6707	166	19	maintaining	maintain	VERB
ejpam-6707	166	20	pareto	pareto	ADJ
ejpam-6707	166	21	optimality	optimality	NOUN
ejpam-6707	166	22	in	in	ADP
ejpam-6707	166	23	the	the	DET
ejpam-6707	166	24	combined	combine	VERB
ejpam-6707	166	25	space	space	NOUN
ejpam-6707	166	26	of	of	ADP
ejpam-6707	166	27	performance	performance	NOUN
ejpam-6707	166	28	and	and	CCONJ
ejpam-6707	166	29	explanation	explanation	NOUN
ejpam-6707	166	30	quality	quality	NOUN
ejpam-6707	166	31	(	(	PUNCT
ejpam-6707	166	32	(	(	PUNCT
ejpam-6707	166	33	28	28	NUM
ejpam-6707	166	34	)	)	PUNCT
ejpam-6707	166	35	)	)	PUNCT
ejpam-6707	166	36	.	.	PUNCT
ejpam-6707	167	1	the	the	DET
ejpam-6707	167	2	framework	framework	NOUN
ejpam-6707	167	3	’s	’s	PART
ejpam-6707	167	4	explanatory	explanatory	ADJ
ejpam-6707	167	5	power	power	NOUN
ejpam-6707	167	6	stems	stem	VERB
ejpam-6707	167	7	from	from	ADP
ejpam-6707	167	8	its	its	PRON
ejpam-6707	167	9	dual	dual	ADJ
ejpam-6707	167	10	attention	attention	NOUN
ejpam-6707	167	11	mechanism	mechanism	NOUN
ejpam-6707	167	12	:	:	PUNCT
ejpam-6707	167	13	•	•	NUM
ejpam-6707	167	14	feature	feature	NOUN
ejpam-6707	167	15	-	-	PUNCT
ejpam-6707	167	16	level	level	NOUN
ejpam-6707	167	17	similarity	similarity	NOUN
ejpam-6707	167	18	:	:	PUNCT
ejpam-6707	167	19	matches	match	VERB
ejpam-6707	167	20	problem	problem	NOUN
ejpam-6707	167	21	characteristics	characteristic	NOUN
ejpam-6707	167	22	using	use	VERB
ejpam-6707	167	23	domain	domain	NOUN
ejpam-6707	167	24	-	-	PUNCT
ejpam-6707	167	25	specific	specific	ADJ
ejpam-6707	167	26	metrics	metric	NOUN
ejpam-6707	167	27	(	(	PUNCT
ejpam-6707	167	28	e.g.	e.g.	ADV
ejpam-6707	167	29	,	,	PUNCT
ejpam-6707	167	30	patient	patient	ADJ
ejpam-6707	167	31	similarity	similarity	NOUN
ejpam-6707	167	32	indices	index	NOUN
ejpam-6707	167	33	in	in	ADP
ejpam-6707	167	34	healthcare	healthcare	PROPN
ejpam-6707	167	35	scheduling	scheduling	NOUN
ejpam-6707	167	36	)	)	PUNCT
ejpam-6707	167	37	.	.	PUNCT
ejpam-6707	168	1	•	•	NUM
ejpam-6707	168	2	solution	solution	NOUN
ejpam-6707	168	3	-	-	PUNCT
ejpam-6707	168	4	pattern	pattern	NOUN
ejpam-6707	168	5	alignment	alignment	NOUN
ejpam-6707	168	6	:	:	PUNCT
ejpam-6707	168	7	enforces	enforce	VERB
ejpam-6707	168	8	consistency	consistency	NOUN
ejpam-6707	168	9	with	with	ADP
ejpam-6707	168	10	historical	historical	ADJ
ejpam-6707	168	11	decision	decision	NOUN
ejpam-6707	168	12	templates	template	NOUN
ejpam-6707	168	13	through	through	ADP
ejpam-6707	168	14	regularized	regularize	VERB
ejpam-6707	168	15	optimization	optimization	NOUN
ejpam-6707	168	16	.	.	PUNCT
ejpam-6707	169	1	as	as	SCONJ
ejpam-6707	169	2	demonstrated	demonstrate	VERB
ejpam-6707	169	3	in	in	ADP
ejpam-6707	169	4	supply	supply	NOUN
ejpam-6707	169	5	chain	chain	NOUN
ejpam-6707	169	6	optimization	optimization	NOUN
ejpam-6707	169	7	case	case	NOUN
ejpam-6707	169	8	studies	study	NOUN
ejpam-6707	169	9	(	(	PUNCT
ejpam-6707	169	10	(	(	PUNCT
ejpam-6707	169	11	30	30	NUM
ejpam-6707	169	12	)	)	PUNCT
ejpam-6707	169	13	)	)	PUNCT
ejpam-6707	169	14	,	,	PUNCT
ejpam-6707	169	15	this	this	DET
ejpam-6707	169	16	approach	approach	NOUN
ejpam-6707	169	17	reduces	reduce	VERB
ejpam-6707	169	18	explanation	explanation	NOUN
ejpam-6707	169	19	generation	generation	NOUN
ejpam-6707	169	20	time	time	NOUN
ejpam-6707	169	21	by	by	ADP
ejpam-6707	169	22	72	72	NUM
ejpam-6707	169	23	%	%	NOUN
ejpam-6707	169	24	compared	compare	VERB
ejpam-6707	169	25	to	to	ADP
ejpam-6707	169	26	post	post	ADJ
ejpam-6707	169	27	-	-	ADJ
ejpam-6707	169	28	hoc	hoc	ADJ
ejpam-6707	169	29	methods	method	NOUN
ejpam-6707	169	30	while	while	SCONJ
ejpam-6707	169	31	maintaining	maintain	VERB
ejpam-6707	169	32	98	98	NUM
ejpam-6707	169	33	%	%	NOUN
ejpam-6707	169	34	solution	solution	NOUN
ejpam-6707	169	35	optimality	optimality	NOUN
ejpam-6707	169	36	.	.	PUNCT
ejpam-6707	170	1	the	the	DET
ejpam-6707	170	2	framework	framework	NOUN
ejpam-6707	170	3	also	also	ADV
ejpam-6707	170	4	extends	extend	VERB
ejpam-6707	170	5	to	to	ADP
ejpam-6707	170	6	dynamic	dynamic	ADJ
ejpam-6707	170	7	environments	environment	NOUN
ejpam-6707	170	8	through	through	ADP
ejpam-6707	170	9	explanation	explanation	NOUN
ejpam-6707	170	10	-	-	PUNCT
ejpam-6707	170	11	aware	aware	ADJ
ejpam-6707	170	12	reoptimization	reoptimization	NOUN
ejpam-6707	170	13	:	:	PUNCT
ejpam-6707	170	14	x∗	x∗	PROPN
ejpam-6707	171	1	t+1	t+1	X
ejpam-6707	171	2	=	=	PUNCT
ejpam-6707	171	3	arg	arg	NOUN
ejpam-6707	171	4	min	min	NOUN
ejpam-6707	171	5	x	x	SYM
ejpam-6707	171	6	[	[	PUNCT
ejpam-6707	171	7	ft(x	ft(x	NOUN
ejpam-6707	171	8	)	)	PUNCT
ejpam-6707	172	1	+	+	CCONJ
ejpam-6707	172	2	γ∥x−	γ∥x−	ADJ
ejpam-6707	172	3	x∗	x∗	PROPN
ejpam-6707	172	4	t	t	X
ejpam-6707	172	5	∥2	∥2	PROPN
ejpam-6707	172	6	]	]	PUNCT
ejpam-6707	172	7	where	where	SCONJ
ejpam-6707	172	8	the	the	DET
ejpam-6707	172	9	regularization	regularization	NOUN
ejpam-6707	172	10	term	term	NOUN
ejpam-6707	172	11	γ∥x−	γ∥x−	NOUN
ejpam-6707	172	12	x∗	x∗	PROPN
ejpam-6707	172	13	t	t	PROPN
ejpam-6707	172	14	∥2	∥2	PRON
ejpam-6707	172	15	ensures	ensure	VERB
ejpam-6707	172	16	explanation	explanation	NOUN
ejpam-6707	172	17	continuity	continuity	NOUN
ejpam-6707	172	18	across	across	ADP
ejpam-6707	172	19	temporal	temporal	ADJ
ejpam-6707	172	20	decision	decision	NOUN
ejpam-6707	172	21	points	point	NOUN
ejpam-6707	172	22	(	(	PUNCT
ejpam-6707	172	23	(	(	PUNCT
ejpam-6707	172	24	29	29	NUM
ejpam-6707	172	25	)	)	PUNCT
ejpam-6707	172	26	)	)	PUNCT
ejpam-6707	172	27	.	.	PUNCT
ejpam-6707	173	1	this	this	DET
ejpam-6707	173	2	temporal	temporal	ADJ
ejpam-6707	173	3	smoothing	smooth	VERB
ejpam-6707	173	4	mitigates	mitigate	NOUN
ejpam-6707	173	5	“	"	PUNCT
ejpam-6707	173	6	explanation	explanation	NOUN
ejpam-6707	173	7	jitter	jitter	NOUN
ejpam-6707	173	8	,	,	PUNCT
ejpam-6707	173	9	”	"	PUNCT
ejpam-6707	173	10	in	in	ADP
ejpam-6707	173	11	which	which	PRON
ejpam-6707	173	12	small	small	ADJ
ejpam-6707	173	13	input	input	NOUN
ejpam-6707	173	14	changes	change	NOUN
ejpam-6707	173	15	produce	produce	VERB
ejpam-6707	173	16	markedly	markedly	ADV
ejpam-6707	173	17	different	different	ADJ
ejpam-6707	173	18	yet	yet	CCONJ
ejpam-6707	173	19	equally	equally	ADV
ejpam-6707	173	20	optimal	optimal	ADJ
ejpam-6707	173	21	solutions	solution	NOUN
ejpam-6707	173	22	—	—	PUNCT
ejpam-6707	173	23	a	a	DET
ejpam-6707	173	24	practical	practical	ADJ
ejpam-6707	173	25	obstacle	obstacle	NOUN
ejpam-6707	173	26	to	to	ADP
ejpam-6707	173	27	adoption	adoption	NOUN
ejpam-6707	173	28	(	(	PUNCT
ejpam-6707	173	29	(	(	PUNCT
ejpam-6707	173	30	27	27	NUM
ejpam-6707	173	31	)	)	PUNCT
ejpam-6707	173	32	)	)	PUNCT
ejpam-6707	173	33	.	.	PUNCT
ejpam-6707	174	1	the	the	DET
ejpam-6707	174	2	integration	integration	NOUN
ejpam-6707	174	3	of	of	ADP
ejpam-6707	174	4	data	data	NOUN
ejpam-6707	174	5	-	-	PUNCT
ejpam-6707	174	6	driven	drive	VERB
ejpam-6707	174	7	explanations	explanation	NOUN
ejpam-6707	174	8	with	with	ADP
ejpam-6707	174	9	certificate	certificate	NOUN
ejpam-6707	174	10	-	-	PUNCT
ejpam-6707	174	11	based	base	VERB
ejpam-6707	174	12	verification	verification	NOUN
ejpam-6707	174	13	creates	create	VERB
ejpam-6707	174	14	a	a	DET
ejpam-6707	174	15	closed	closed	ADJ
ejpam-6707	174	16	-	-	PUNCT
ejpam-6707	174	17	loop	loop	NOUN
ejpam-6707	174	18	system	system	NOUN
ejpam-6707	174	19	where	where	SCONJ
ejpam-6707	174	20	solutions	solution	NOUN
ejpam-6707	174	21	are	be	AUX
ejpam-6707	174	22	simultaneously	simultaneously	ADV
ejpam-6707	174	23	:	:	PUNCT
ejpam-6707	174	24	(	(	PUNCT
ejpam-6707	174	25	i	i	NOUN
ejpam-6707	174	26	)	)	PUNCT
ejpam-6707	174	27	mathematically	mathematically	ADV
ejpam-6707	174	28	optimal	optimal	ADJ
ejpam-6707	174	29	within	within	ADP
ejpam-6707	174	30	specified	specified	ADJ
ejpam-6707	174	31	tolerances	tolerance	NOUN
ejpam-6707	174	32	,	,	PUNCT
ejpam-6707	174	33	(	(	PUNCT
ejpam-6707	174	34	ii	ii	NOUN
ejpam-6707	174	35	)	)	PUNCT
ejpam-6707	174	36	contextually	contextually	ADV
ejpam-6707	174	37	justified	justify	VERB
ejpam-6707	174	38	through	through	ADP
ejpam-6707	174	39	historical	historical	ADJ
ejpam-6707	174	40	precedents	precedent	NOUN
ejpam-6707	174	41	,	,	PUNCT
ejpam-6707	174	42	(	(	PUNCT
ejpam-6707	174	43	iii	iii	NOUN
ejpam-6707	174	44	)	)	PUNCT
ejpam-6707	174	45	formally	formally	ADV
ejpam-6707	174	46	verifiable	verifiable	ADJ
ejpam-6707	174	47	through	through	ADP
ejpam-6707	174	48	computational	computational	ADJ
ejpam-6707	174	49	certificates	certificate	NOUN
ejpam-6707	174	50	.	.	PUNCT
ejpam-6707	175	1	together	together	ADV
ejpam-6707	175	2	,	,	PUNCT
ejpam-6707	175	3	these	these	DET
ejpam-6707	175	4	properties	property	NOUN
ejpam-6707	175	5	address	address	VERB
ejpam-6707	175	6	the	the	DET
ejpam-6707	175	7	long	long	ADV
ejpam-6707	175	8	-	-	PUNCT
ejpam-6707	175	9	standing	stand	VERB
ejpam-6707	175	10	tension	tension	NOUN
ejpam-6707	175	11	among	among	ADP
ejpam-6707	175	12	solution	solution	NOUN
ejpam-6707	175	13	quality	quality	NOUN
ejpam-6707	175	14	,	,	PUNCT
ejpam-6707	175	15	explanation	explanation	NOUN
ejpam-6707	175	16	fidelity	fidelity	NOUN
ejpam-6707	175	17	,	,	PUNCT
ejpam-6707	175	18	and	and	CCONJ
ejpam-6707	175	19	verification	verification	NOUN
ejpam-6707	175	20	complexity	complexity	NOUN
ejpam-6707	175	21	—	—	PUNCT
ejpam-6707	175	22	the	the	DET
ejpam-6707	175	23	“	"	PUNCT
ejpam-6707	175	24	explainability	explainability	NOUN
ejpam-6707	175	25	trilemma	trilemma	NOUN
ejpam-6707	175	26	.	.	PUNCT
ejpam-6707	175	27	”	"	PUNCT
ejpam-6707	176	1	early	early	ADJ
ejpam-6707	176	2	implementations	implementation	NOUN
ejpam-6707	176	3	in	in	ADP
ejpam-6707	176	4	domains	domain	NOUN
ejpam-6707	176	5	such	such	ADJ
ejpam-6707	176	6	as	as	ADP
ejpam-6707	176	7	healthcare	healthcare	NOUN
ejpam-6707	176	8	logistics	logistic	NOUN
ejpam-6707	176	9	and	and	CCONJ
ejpam-6707	176	10	derivatives	derivative	NOUN
ejpam-6707	176	11	pricing	pricing	NOUN
ejpam-6707	176	12	demonstrate	demonstrate	NOUN
ejpam-6707	176	13	error	error	NOUN
ejpam-6707	176	14	reduction	reduction	NOUN
ejpam-6707	176	15	rates	rate	NOUN
ejpam-6707	176	16	of	of	ADP
ejpam-6707	176	17	41–68	41–68	NUM
ejpam-6707	176	18	%	%	NOUN
ejpam-6707	176	19	compared	compare	VERB
ejpam-6707	176	20	to	to	ADP
ejpam-6707	176	21	black	black	ADJ
ejpam-6707	176	22	-	-	PUNCT
ejpam-6707	176	23	box	box	NOUN
ejpam-6707	176	24	optimization	optimization	NOUN
ejpam-6707	176	25	approaches	approach	NOUN
ejpam-6707	176	26	(	(	PUNCT
ejpam-6707	176	27	(	(	PUNCT
ejpam-6707	176	28	28–30	28–30	NOUN
ejpam-6707	176	29	)	)	PUNCT
ejpam-6707	176	30	)	)	PUNCT
ejpam-6707	176	31	.	.	PUNCT
ejpam-6707	177	1	k.	k.	PROPN
ejpam-6707	177	2	danach	danach	PROPN
ejpam-6707	177	3	et	et	PROPN
ejpam-6707	177	4	al	al	PROPN
ejpam-6707	177	5	.	.	PUNCT
ejpam-6707	177	6	/	/	SYM
ejpam-6707	177	7	eur	eur	PROPN
ejpam-6707	177	8	.	.	PUNCT
ejpam-6707	178	1	j.	j.	PROPN
ejpam-6707	178	2	pure	pure	PROPN
ejpam-6707	178	3	appl	appl	PROPN
ejpam-6707	178	4	.	.	PROPN
ejpam-6707	178	5	math	math	PROPN
ejpam-6707	178	6	,	,	PUNCT
ejpam-6707	178	7	18	18	NUM
ejpam-6707	178	8	(	(	PUNCT
ejpam-6707	178	9	4	4	NUM
ejpam-6707	178	10	)	)	PUNCT
ejpam-6707	178	11	(	(	PUNCT
ejpam-6707	178	12	2025	2025	NUM
ejpam-6707	178	13	)	)	PUNCT
ejpam-6707	178	14	,	,	PUNCT
ejpam-6707	178	15	6707	6707	NUM
ejpam-6707	178	16	13	13	NUM
ejpam-6707	178	17	of	of	ADP
ejpam-6707	178	18	28	28	NUM
ejpam-6707	178	19	4	4	NUM
ejpam-6707	178	20	.	.	PUNCT
ejpam-6707	179	1	architectures	architecture	NOUN
ejpam-6707	179	2	,	,	PUNCT
ejpam-6707	179	3	algorithms	algorithm	NOUN
ejpam-6707	179	4	,	,	PUNCT
ejpam-6707	179	5	and	and	CCONJ
ejpam-6707	179	6	applications	application	NOUN
ejpam-6707	179	7	building	build	VERB
ejpam-6707	179	8	on	on	ADP
ejpam-6707	179	9	the	the	DET
ejpam-6707	179	10	conceptual	conceptual	ADJ
ejpam-6707	179	11	integration	integration	NOUN
ejpam-6707	179	12	of	of	ADP
ejpam-6707	179	13	explainability	explainability	NOUN
ejpam-6707	179	14	and	and	CCONJ
ejpam-6707	179	15	optimization	optimization	NOUN
ejpam-6707	179	16	,	,	PUNCT
ejpam-6707	179	17	this	this	DET
ejpam-6707	179	18	section	section	NOUN
ejpam-6707	179	19	delves	delve	VERB
ejpam-6707	179	20	into	into	ADP
ejpam-6707	179	21	the	the	DET
ejpam-6707	179	22	algorithmic	algorithmic	ADJ
ejpam-6707	179	23	and	and	CCONJ
ejpam-6707	179	24	architectural	architectural	ADJ
ejpam-6707	179	25	foundations	foundation	NOUN
ejpam-6707	179	26	that	that	PRON
ejpam-6707	179	27	enable	enable	VERB
ejpam-6707	179	28	scalable	scalable	ADJ
ejpam-6707	179	29	and	and	CCONJ
ejpam-6707	179	30	interpretable	interpretable	ADJ
ejpam-6707	179	31	intelligent	intelligent	ADJ
ejpam-6707	179	32	systems	system	NOUN
ejpam-6707	179	33	.	.	PUNCT
ejpam-6707	180	1	we	we	PRON
ejpam-6707	180	2	focus	focus	VERB
ejpam-6707	180	3	on	on	ADP
ejpam-6707	180	4	the	the	DET
ejpam-6707	180	5	computational	computational	ADJ
ejpam-6707	180	6	effects	effect	NOUN
ejpam-6707	180	7	of	of	ADP
ejpam-6707	180	8	embedding	embed	VERB
ejpam-6707	180	9	interpretability	interpretability	NOUN
ejpam-6707	180	10	into	into	ADP
ejpam-6707	180	11	optimization	optimization	NOUN
ejpam-6707	180	12	pipelines	pipeline	NOUN
ejpam-6707	180	13	and	and	CCONJ
ejpam-6707	180	14	present	present	ADJ
ejpam-6707	180	15	strategies	strategy	NOUN
ejpam-6707	180	16	that	that	PRON
ejpam-6707	180	17	mitigate	mitigate	VERB
ejpam-6707	180	18	complexity	complexity	NOUN
ejpam-6707	180	19	while	while	SCONJ
ejpam-6707	180	20	preserving	preserve	VERB
ejpam-6707	180	21	solution	solution	NOUN
ejpam-6707	180	22	quality	quality	NOUN
ejpam-6707	180	23	.	.	PUNCT
ejpam-6707	181	1	the	the	DET
ejpam-6707	181	2	discussion	discussion	NOUN
ejpam-6707	181	3	begins	begin	VERB
ejpam-6707	181	4	with	with	ADP
ejpam-6707	181	5	tractability	tractability	NOUN
ejpam-6707	181	6	considerations	consideration	NOUN
ejpam-6707	181	7	,	,	PUNCT
ejpam-6707	181	8	followed	follow	VERB
ejpam-6707	181	9	by	by	ADP
ejpam-6707	181	10	methods	method	NOUN
ejpam-6707	181	11	that	that	PRON
ejpam-6707	181	12	balance	balance	VERB
ejpam-6707	181	13	expressiveness	expressiveness	NOUN
ejpam-6707	181	14	with	with	ADP
ejpam-6707	181	15	efficiency	efficiency	NOUN
ejpam-6707	181	16	,	,	PUNCT
ejpam-6707	181	17	and	and	CCONJ
ejpam-6707	181	18	concludes	conclude	VERB
ejpam-6707	181	19	with	with	ADP
ejpam-6707	181	20	application	application	NOUN
ejpam-6707	181	21	-	-	PUNCT
ejpam-6707	181	22	oriented	orient	VERB
ejpam-6707	181	23	techniques	technique	NOUN
ejpam-6707	181	24	.	.	PUNCT
ejpam-6707	182	1	4.1	4.1	NUM
ejpam-6707	182	2	.	.	PUNCT
ejpam-6707	182	3	complexity	complexity	NOUN
ejpam-6707	182	4	and	and	CCONJ
ejpam-6707	182	5	design	design	NOUN
ejpam-6707	182	6	strategies	strategy	NOUN
ejpam-6707	182	7	4.1.1	4.1.1	NUM
ejpam-6707	182	8	.	.	PUNCT
ejpam-6707	183	1	computational	computational	ADJ
ejpam-6707	183	2	complexity	complexity	NOUN
ejpam-6707	183	3	considerations	consideration	NOUN
ejpam-6707	183	4	the	the	DET
ejpam-6707	183	5	integration	integration	NOUN
ejpam-6707	183	6	of	of	ADP
ejpam-6707	183	7	explainability	explainability	NOUN
ejpam-6707	183	8	constraints	constraint	NOUN
ejpam-6707	183	9	into	into	ADP
ejpam-6707	183	10	optimization	optimization	NOUN
ejpam-6707	183	11	models	model	NOUN
ejpam-6707	183	12	raises	raise	VERB
ejpam-6707	183	13	important	important	ADJ
ejpam-6707	183	14	questions	question	NOUN
ejpam-6707	183	15	about	about	ADP
ejpam-6707	183	16	computational	computational	ADJ
ejpam-6707	183	17	tractability	tractability	NOUN
ejpam-6707	183	18	.	.	PUNCT
ejpam-6707	184	1	it	it	PRON
ejpam-6707	184	2	is	be	AUX
ejpam-6707	184	3	well	well	ADV
ejpam-6707	184	4	established	establish	VERB
ejpam-6707	184	5	that	that	SCONJ
ejpam-6707	184	6	many	many	ADJ
ejpam-6707	184	7	straightforward	straightforward	ADJ
ejpam-6707	184	8	explainable	explainable	ADJ
ejpam-6707	184	9	optimization	optimization	NOUN
ejpam-6707	184	10	formulations	formulation	NOUN
ejpam-6707	184	11	are	be	AUX
ejpam-6707	184	12	np	np	NOUN
ejpam-6707	184	13	-	-	PUNCT
ejpam-6707	184	14	hard	hard	ADJ
ejpam-6707	184	15	,	,	PUNCT
ejpam-6707	184	16	significantly	significantly	ADV
ejpam-6707	184	17	increasing	increase	VERB
ejpam-6707	184	18	the	the	DET
ejpam-6707	184	19	computational	computational	ADJ
ejpam-6707	184	20	burden	burden	NOUN
ejpam-6707	184	21	compared	compare	VERB
ejpam-6707	184	22	to	to	ADP
ejpam-6707	184	23	their	their	PRON
ejpam-6707	184	24	traditional	traditional	ADJ
ejpam-6707	184	25	counterparts	counterpart	NOUN
ejpam-6707	184	26	(	(	PUNCT
ejpam-6707	184	27	(	(	PUNCT
ejpam-6707	184	28	28	28	NUM
ejpam-6707	184	29	,	,	PUNCT
ejpam-6707	184	30	29	29	NUM
ejpam-6707	184	31	)	)	PUNCT
ejpam-6707	184	32	)	)	PUNCT
ejpam-6707	184	33	.	.	PUNCT
ejpam-6707	185	1	this	this	PRON
ejpam-6707	185	2	occurs	occur	VERB
ejpam-6707	185	3	because	because	SCONJ
ejpam-6707	185	4	explainability	explainability	NOUN
ejpam-6707	185	5	constraints	constraint	NOUN
ejpam-6707	185	6	frequently	frequently	ADV
ejpam-6707	185	7	introduce	introduce	VERB
ejpam-6707	185	8	combinatorial	combinatorial	ADJ
ejpam-6707	185	9	restrictions	restriction	NOUN
ejpam-6707	185	10	that	that	PRON
ejpam-6707	185	11	reduce	reduce	VERB
ejpam-6707	185	12	the	the	DET
ejpam-6707	185	13	feasible	feasible	ADJ
ejpam-6707	185	14	solution	solution	NOUN
ejpam-6707	185	15	space	space	NOUN
ejpam-6707	185	16	or	or	CCONJ
ejpam-6707	185	17	require	require	VERB
ejpam-6707	185	18	additional	additional	ADJ
ejpam-6707	185	19	verification	verification	NOUN
ejpam-6707	185	20	steps	step	NOUN
ejpam-6707	185	21	.	.	PUNCT
ejpam-6707	186	1	despite	despite	SCONJ
ejpam-6707	186	2	this	this	PRON
ejpam-6707	186	3	,	,	PUNCT
ejpam-6707	186	4	tractability	tractability	NOUN
ejpam-6707	186	5	can	can	AUX
ejpam-6707	186	6	often	often	ADV
ejpam-6707	186	7	be	be	AUX
ejpam-6707	186	8	preserved	preserve	VERB
ejpam-6707	186	9	under	under	ADP
ejpam-6707	186	10	specific	specific	ADJ
ejpam-6707	186	11	problem	problem	NOUN
ejpam-6707	186	12	structures	structure	NOUN
ejpam-6707	186	13	.	.	PUNCT
ejpam-6707	187	1	for	for	ADP
ejpam-6707	187	2	example	example	NOUN
ejpam-6707	187	3	,	,	PUNCT
ejpam-6707	187	4	in	in	ADP
ejpam-6707	187	5	polynomial	polynomial	ADJ
ejpam-6707	187	6	optimization	optimization	NOUN
ejpam-6707	187	7	problems	problem	NOUN
ejpam-6707	187	8	where	where	SCONJ
ejpam-6707	187	9	features	feature	NOUN
ejpam-6707	187	10	are	be	AUX
ejpam-6707	187	11	modeled	model	VERB
ejpam-6707	187	12	as	as	ADP
ejpam-6707	187	13	structured	structured	ADJ
ejpam-6707	187	14	subsets	subset	NOUN
ejpam-6707	187	15	,	,	PUNCT
ejpam-6707	187	16	explainability	explainability	NOUN
ejpam-6707	187	17	constraints	constraint	NOUN
ejpam-6707	187	18	can	can	AUX
ejpam-6707	187	19	be	be	AUX
ejpam-6707	187	20	embedded	embed	VERB
ejpam-6707	187	21	without	without	ADP
ejpam-6707	187	22	losing	lose	VERB
ejpam-6707	187	23	polynomial	polynomial	ADJ
ejpam-6707	187	24	solvability	solvability	NOUN
ejpam-6707	187	25	(	(	PUNCT
ejpam-6707	187	26	(	(	PUNCT
ejpam-6707	187	27	30	30	NUM
ejpam-6707	187	28	)	)	PUNCT
ejpam-6707	187	29	)	)	PUNCT
ejpam-6707	187	30	.	.	PUNCT
ejpam-6707	188	1	a	a	DET
ejpam-6707	188	2	notable	notable	ADJ
ejpam-6707	188	3	case	case	NOUN
ejpam-6707	188	4	is	be	AUX
ejpam-6707	188	5	the	the	DET
ejpam-6707	188	6	explainable	explainable	ADJ
ejpam-6707	188	7	shortest	short	ADJ
ejpam-6707	188	8	path	path	NOUN
ejpam-6707	188	9	problem	problem	NOUN
ejpam-6707	188	10	,	,	PUNCT
ejpam-6707	188	11	where	where	SCONJ
ejpam-6707	188	12	feature	feature	NOUN
ejpam-6707	188	13	sets	set	NOUN
ejpam-6707	188	14	are	be	AUX
ejpam-6707	188	15	defined	define	VERB
ejpam-6707	188	16	over	over	ADP
ejpam-6707	188	17	edge	edge	NOUN
ejpam-6707	188	18	subsets	subset	NOUN
ejpam-6707	188	19	,	,	PUNCT
ejpam-6707	188	20	allowing	allow	VERB
ejpam-6707	188	21	efficient	efficient	ADJ
ejpam-6707	188	22	solution	solution	NOUN
ejpam-6707	188	23	despite	despite	SCONJ
ejpam-6707	188	24	added	add	VERB
ejpam-6707	188	25	interpretability	interpretability	NOUN
ejpam-6707	188	26	requirements	requirement	NOUN
ejpam-6707	188	27	(	(	PUNCT
ejpam-6707	188	28	(	(	PUNCT
ejpam-6707	188	29	29	29	NUM
ejpam-6707	188	30	)	)	PUNCT
ejpam-6707	188	31	)	)	PUNCT
ejpam-6707	188	32	.	.	PUNCT
ejpam-6707	189	1	computational	computational	ADJ
ejpam-6707	189	2	experiments	experiment	NOUN
ejpam-6707	189	3	on	on	ADP
ejpam-6707	189	4	both	both	CCONJ
ejpam-6707	189	5	synthetic	synthetic	ADJ
ejpam-6707	189	6	and	and	CCONJ
ejpam-6707	189	7	real	real	ADJ
ejpam-6707	189	8	-	-	PUNCT
ejpam-6707	189	9	world	world	NOUN
ejpam-6707	189	10	datasets	dataset	NOUN
ejpam-6707	189	11	indicate	indicate	VERB
ejpam-6707	189	12	that	that	SCONJ
ejpam-6707	189	13	enforcing	enforce	VERB
ejpam-6707	189	14	explainable	explainable	ADJ
ejpam-6707	189	15	path	path	NOUN
ejpam-6707	189	16	constraints	constraint	NOUN
ejpam-6707	189	17	typically	typically	ADV
ejpam-6707	189	18	increases	increase	VERB
ejpam-6707	189	19	solution	solution	NOUN
ejpam-6707	189	20	cost	cost	NOUN
ejpam-6707	189	21	by	by	ADP
ejpam-6707	189	22	only	only	ADV
ejpam-6707	189	23	a	a	DET
ejpam-6707	189	24	small	small	ADJ
ejpam-6707	189	25	margin	margin	NOUN
ejpam-6707	189	26	(	(	PUNCT
ejpam-6707	189	27	(	(	PUNCT
ejpam-6707	189	28	28	28	NUM
ejpam-6707	189	29	)	)	PUNCT
ejpam-6707	189	30	)	)	PUNCT
ejpam-6707	189	31	.	.	PUNCT
ejpam-6707	190	1	these	these	DET
ejpam-6707	190	2	findings	finding	NOUN
ejpam-6707	190	3	suggest	suggest	VERB
ejpam-6707	190	4	that	that	SCONJ
ejpam-6707	190	5	the	the	DET
ejpam-6707	190	6	trade	trade	NOUN
ejpam-6707	190	7	-	-	PUNCT
ejpam-6707	190	8	off	off	NOUN
ejpam-6707	190	9	between	between	ADP
ejpam-6707	190	10	optimality	optimality	NOUN
ejpam-6707	190	11	and	and	CCONJ
ejpam-6707	190	12	interpretability	interpretability	NOUN
ejpam-6707	190	13	can	can	AUX
ejpam-6707	190	14	be	be	AUX
ejpam-6707	190	15	favorable	favorable	ADJ
ejpam-6707	190	16	in	in	ADP
ejpam-6707	190	17	practice	practice	NOUN
ejpam-6707	190	18	.	.	PUNCT
ejpam-6707	191	1	this	this	PRON
ejpam-6707	191	2	challenges	challenge	VERB
ejpam-6707	191	3	the	the	DET
ejpam-6707	191	4	common	common	ADJ
ejpam-6707	191	5	perception	perception	NOUN
ejpam-6707	191	6	that	that	SCONJ
ejpam-6707	191	7	interpretability	interpretability	NOUN
ejpam-6707	191	8	inevitably	inevitably	ADV
ejpam-6707	191	9	entails	entail	VERB
ejpam-6707	191	10	performance	performance	NOUN
ejpam-6707	191	11	loss	loss	NOUN
ejpam-6707	191	12	,	,	PUNCT
ejpam-6707	191	13	and	and	CCONJ
ejpam-6707	191	14	demonstrates	demonstrate	VERB
ejpam-6707	191	15	that	that	SCONJ
ejpam-6707	191	16	real	real	ADJ
ejpam-6707	191	17	-	-	PUNCT
ejpam-6707	191	18	world	world	NOUN
ejpam-6707	191	19	deployments	deployment	NOUN
ejpam-6707	191	20	can	can	AUX
ejpam-6707	191	21	achieve	achieve	VERB
ejpam-6707	191	22	both	both	PRON
ejpam-6707	191	23	.	.	PUNCT
ejpam-6707	192	1	such	such	ADJ
ejpam-6707	192	2	results	result	NOUN
ejpam-6707	192	3	motivate	motivate	VERB
ejpam-6707	192	4	algorithmic	algorithmic	ADJ
ejpam-6707	192	5	strategies	strategy	NOUN
ejpam-6707	192	6	that	that	PRON
ejpam-6707	192	7	exploit	exploit	VERB
ejpam-6707	192	8	problem	problem	NOUN
ejpam-6707	192	9	structure	structure	NOUN
ejpam-6707	192	10	,	,	PUNCT
ejpam-6707	192	11	such	such	ADJ
ejpam-6707	192	12	as	as	ADP
ejpam-6707	192	13	decomposition	decomposition	NOUN
ejpam-6707	192	14	methods	method	NOUN
ejpam-6707	192	15	and	and	CCONJ
ejpam-6707	192	16	approximation	approximation	NOUN
ejpam-6707	192	17	algorithms	algorithm	NOUN
ejpam-6707	192	18	,	,	PUNCT
ejpam-6707	192	19	which	which	PRON
ejpam-6707	192	20	enable	enable	VERB
ejpam-6707	192	21	explainable	explainable	ADJ
ejpam-6707	192	22	optimization	optimization	NOUN
ejpam-6707	192	23	to	to	PART
ejpam-6707	192	24	scale	scale	VERB
ejpam-6707	192	25	efficiently	efficiently	ADV
ejpam-6707	192	26	.	.	PUNCT
ejpam-6707	193	1	they	they	PRON
ejpam-6707	193	2	also	also	ADV
ejpam-6707	193	3	highlight	highlight	VERB
ejpam-6707	193	4	the	the	DET
ejpam-6707	193	5	importance	importance	NOUN
ejpam-6707	193	6	of	of	ADP
ejpam-6707	193	7	designing	design	VERB
ejpam-6707	193	8	feature	feature	NOUN
ejpam-6707	193	9	representations	representation	NOUN
ejpam-6707	193	10	that	that	PRON
ejpam-6707	193	11	are	be	AUX
ejpam-6707	193	12	expressive	expressive	ADJ
ejpam-6707	193	13	enough	enough	ADV
ejpam-6707	193	14	for	for	ADP
ejpam-6707	193	15	interpretability	interpretability	NOUN
ejpam-6707	193	16	while	while	SCONJ
ejpam-6707	193	17	remaining	remain	VERB
ejpam-6707	193	18	computationally	computationally	ADV
ejpam-6707	193	19	feasible	feasible	ADJ
ejpam-6707	193	20	.	.	PUNCT
ejpam-6707	194	1	4.1.2	4.1.2	X
ejpam-6707	194	2	.	.	PUNCT
ejpam-6707	194	3	computational	computational	ADJ
ejpam-6707	194	4	complexity	complexity	NOUN
ejpam-6707	194	5	and	and	CCONJ
ejpam-6707	194	6	performance	performance	NOUN
ejpam-6707	194	7	trade	trade	NOUN
ejpam-6707	194	8	-	-	PUNCT
ejpam-6707	194	9	offs	off	NOUN
ejpam-6707	194	10	beyond	beyond	ADP
ejpam-6707	194	11	tractability	tractability	NOUN
ejpam-6707	194	12	,	,	PUNCT
ejpam-6707	194	13	a	a	DET
ejpam-6707	194	14	critical	critical	ADJ
ejpam-6707	194	15	issue	issue	NOUN
ejpam-6707	194	16	is	be	AUX
ejpam-6707	194	17	how	how	SCONJ
ejpam-6707	194	18	explainability	explainability	NOUN
ejpam-6707	194	19	constraints	constraint	NOUN
ejpam-6707	194	20	reshape	reshape	VERB
ejpam-6707	194	21	computational	computational	ADJ
ejpam-6707	194	22	complexity	complexity	NOUN
ejpam-6707	194	23	and	and	CCONJ
ejpam-6707	194	24	solution	solution	NOUN
ejpam-6707	194	25	performance	performance	NOUN
ejpam-6707	194	26	.	.	PUNCT
ejpam-6707	195	1	in	in	ADP
ejpam-6707	195	2	practice	practice	NOUN
ejpam-6707	195	3	,	,	PUNCT
ejpam-6707	195	4	deployments	deployment	NOUN
ejpam-6707	195	5	must	must	AUX
ejpam-6707	195	6	often	often	ADV
ejpam-6707	195	7	meet	meet	VERB
ejpam-6707	195	8	strict	strict	ADJ
ejpam-6707	195	9	time	time	NOUN
ejpam-6707	195	10	and	and	CCONJ
ejpam-6707	195	11	resource	resource	NOUN
ejpam-6707	195	12	budgets	budget	NOUN
ejpam-6707	195	13	,	,	PUNCT
ejpam-6707	195	14	making	make	VERB
ejpam-6707	195	15	these	these	DET
ejpam-6707	195	16	trade	trade	NOUN
ejpam-6707	195	17	-	-	PUNCT
ejpam-6707	195	18	offs	off	NOUN
ejpam-6707	195	19	highly	highly	ADV
ejpam-6707	195	20	relevant	relevant	ADJ
ejpam-6707	195	21	.	.	PUNCT
ejpam-6707	196	1	k.	k.	PROPN
ejpam-6707	196	2	danach	danach	PROPN
ejpam-6707	196	3	et	et	PROPN
ejpam-6707	196	4	al	al	PROPN
ejpam-6707	196	5	.	.	PUNCT
ejpam-6707	196	6	/	/	SYM
ejpam-6707	196	7	eur	eur	PROPN
ejpam-6707	196	8	.	.	PUNCT
ejpam-6707	197	1	j.	j.	PROPN
ejpam-6707	197	2	pure	pure	PROPN
ejpam-6707	197	3	appl	appl	PROPN
ejpam-6707	197	4	.	.	PROPN
ejpam-6707	197	5	math	math	PROPN
ejpam-6707	197	6	,	,	PUNCT
ejpam-6707	197	7	18	18	NUM
ejpam-6707	197	8	(	(	PUNCT
ejpam-6707	197	9	4	4	NUM
ejpam-6707	197	10	)	)	PUNCT
ejpam-6707	197	11	(	(	PUNCT
ejpam-6707	197	12	2025	2025	NUM
ejpam-6707	197	13	)	)	PUNCT
ejpam-6707	197	14	,	,	PUNCT
ejpam-6707	197	15	6707	6707	NUM
ejpam-6707	197	16	14	14	NUM
ejpam-6707	197	17	of	of	ADP
ejpam-6707	197	18	28	28	NUM
ejpam-6707	197	19	research	research	NOUN
ejpam-6707	197	20	indicates	indicate	VERB
ejpam-6707	197	21	that	that	SCONJ
ejpam-6707	197	22	the	the	DET
ejpam-6707	197	23	impact	impact	NOUN
ejpam-6707	197	24	of	of	ADP
ejpam-6707	197	25	explainability	explainability	NOUN
ejpam-6707	197	26	constraints	constraint	NOUN
ejpam-6707	197	27	varies	vary	VERB
ejpam-6707	197	28	significantly	significantly	ADV
ejpam-6707	197	29	across	across	ADP
ejpam-6707	197	30	problem	problem	NOUN
ejpam-6707	197	31	classes	class	NOUN
ejpam-6707	197	32	.	.	PUNCT
ejpam-6707	198	1	for	for	ADP
ejpam-6707	198	2	some	some	PRON
ejpam-6707	198	3	,	,	PUNCT
ejpam-6707	198	4	such	such	ADJ
ejpam-6707	198	5	as	as	ADP
ejpam-6707	198	6	shortest	short	ADJ
ejpam-6707	198	7	path	path	NOUN
ejpam-6707	198	8	problems	problem	NOUN
ejpam-6707	198	9	with	with	ADP
ejpam-6707	198	10	edge	edge	NOUN
ejpam-6707	198	11	-	-	PUNCT
ejpam-6707	198	12	based	base	VERB
ejpam-6707	198	13	features	feature	NOUN
ejpam-6707	198	14	,	,	PUNCT
ejpam-6707	198	15	polynomial	polynomial	ADJ
ejpam-6707	198	16	solvability	solvability	NOUN
ejpam-6707	198	17	is	be	AUX
ejpam-6707	198	18	preserved	preserve	VERB
ejpam-6707	198	19	(	(	PUNCT
ejpam-6707	198	20	(	(	PUNCT
ejpam-6707	198	21	29	29	NUM
ejpam-6707	198	22	)	)	PUNCT
ejpam-6707	198	23	)	)	PUNCT
ejpam-6707	198	24	.	.	PUNCT
ejpam-6707	199	1	for	for	ADP
ejpam-6707	199	2	others	other	NOUN
ejpam-6707	199	3	,	,	PUNCT
ejpam-6707	199	4	more	more	ADJ
ejpam-6707	199	5	general	general	ADJ
ejpam-6707	199	6	requirements	requirement	NOUN
ejpam-6707	199	7	lead	lead	VERB
ejpam-6707	199	8	to	to	ADP
ejpam-6707	199	9	np	np	ADJ
ejpam-6707	199	10	-	-	PUNCT
ejpam-6707	199	11	hard	hard	ADJ
ejpam-6707	199	12	formulations	formulation	NOUN
ejpam-6707	199	13	that	that	PRON
ejpam-6707	199	14	require	require	VERB
ejpam-6707	199	15	heuristics	heuristic	NOUN
ejpam-6707	199	16	or	or	CCONJ
ejpam-6707	199	17	approximation	approximation	NOUN
ejpam-6707	199	18	methods	method	NOUN
ejpam-6707	199	19	(	(	PUNCT
ejpam-6707	199	20	(	(	PUNCT
ejpam-6707	199	21	28	28	NUM
ejpam-6707	199	22	)	)	PUNCT
ejpam-6707	199	23	)	)	PUNCT
ejpam-6707	199	24	.	.	PUNCT
ejpam-6707	200	1	interestingly	interestingly	ADV
ejpam-6707	200	2	,	,	PUNCT
ejpam-6707	200	3	empirical	empirical	ADJ
ejpam-6707	200	4	studies	study	NOUN
ejpam-6707	200	5	reveal	reveal	VERB
ejpam-6707	200	6	that	that	SCONJ
ejpam-6707	200	7	explainability	explainability	NOUN
ejpam-6707	200	8	can	can	AUX
ejpam-6707	200	9	sometimes	sometimes	ADV
ejpam-6707	200	10	enhance	enhance	VERB
ejpam-6707	200	11	solution	solution	NOUN
ejpam-6707	200	12	quality	quality	NOUN
ejpam-6707	200	13	.	.	PUNCT
ejpam-6707	201	1	by	by	ADP
ejpam-6707	201	2	embedding	embed	VERB
ejpam-6707	201	3	domain	domain	NOUN
ejpam-6707	201	4	knowledge	knowledge	NOUN
ejpam-6707	201	5	or	or	CCONJ
ejpam-6707	201	6	historical	historical	ADJ
ejpam-6707	201	7	decision	decision	NOUN
ejpam-6707	201	8	patterns	pattern	NOUN
ejpam-6707	201	9	into	into	ADP
ejpam-6707	201	10	optimization	optimization	NOUN
ejpam-6707	201	11	,	,	PUNCT
ejpam-6707	201	12	constraints	constraint	NOUN
ejpam-6707	201	13	act	act	VERB
ejpam-6707	201	14	not	not	PART
ejpam-6707	201	15	only	only	ADV
ejpam-6707	201	16	as	as	ADP
ejpam-6707	201	17	interpretability	interpretability	NOUN
ejpam-6707	201	18	mechanisms	mechanism	NOUN
ejpam-6707	201	19	but	but	CCONJ
ejpam-6707	201	20	also	also	ADV
ejpam-6707	201	21	as	as	ADP
ejpam-6707	201	22	regularizers	regularizer	NOUN
ejpam-6707	201	23	that	that	PRON
ejpam-6707	201	24	improve	improve	VERB
ejpam-6707	201	25	robustness	robustness	NOUN
ejpam-6707	201	26	(	(	PUNCT
ejpam-6707	201	27	(	(	PUNCT
ejpam-6707	201	28	27	27	NUM
ejpam-6707	201	29	)	)	PUNCT
ejpam-6707	201	30	)	)	PUNCT
ejpam-6707	201	31	.	.	PUNCT
ejpam-6707	202	1	this	this	PRON
ejpam-6707	202	2	indicates	indicate	VERB
ejpam-6707	202	3	that	that	SCONJ
ejpam-6707	202	4	explainability	explainability	NOUN
ejpam-6707	202	5	and	and	CCONJ
ejpam-6707	202	6	optimality	optimality	NOUN
ejpam-6707	202	7	can	can	AUX
ejpam-6707	202	8	be	be	AUX
ejpam-6707	202	9	complementary	complementary	ADJ
ejpam-6707	202	10	rather	rather	ADV
ejpam-6707	202	11	than	than	ADP
ejpam-6707	202	12	competitive	competitive	ADJ
ejpam-6707	202	13	,	,	PUNCT
ejpam-6707	202	14	especially	especially	ADV
ejpam-6707	202	15	when	when	SCONJ
ejpam-6707	202	16	algorithms	algorithm	NOUN
ejpam-6707	202	17	are	be	AUX
ejpam-6707	202	18	combined	combine	VERB
ejpam-6707	202	19	with	with	ADP
ejpam-6707	202	20	human	human	ADJ
ejpam-6707	202	21	expertise	expertise	NOUN
ejpam-6707	202	22	(	(	PUNCT
ejpam-6707	202	23	(	(	PUNCT
ejpam-6707	202	24	29	29	NUM
ejpam-6707	202	25	)	)	PUNCT
ejpam-6707	202	26	)	)	PUNCT
ejpam-6707	202	27	.	.	PUNCT
ejpam-6707	203	1	4.1.3	4.1.3	X
ejpam-6707	203	2	.	.	PUNCT
ejpam-6707	203	3	algorithmic	algorithmic	ADJ
ejpam-6707	203	4	design	design	NOUN
ejpam-6707	203	5	for	for	ADP
ejpam-6707	203	6	explainable	explainable	ADJ
ejpam-6707	203	7	optimization	optimization	NOUN
ejpam-6707	203	8	while	while	SCONJ
ejpam-6707	203	9	complexity	complexity	NOUN
ejpam-6707	203	10	analyses	analysis	NOUN
ejpam-6707	203	11	establish	establish	VERB
ejpam-6707	203	12	the	the	DET
ejpam-6707	203	13	theoretical	theoretical	ADJ
ejpam-6707	203	14	burden	burden	NOUN
ejpam-6707	203	15	,	,	PUNCT
ejpam-6707	203	16	algorithmic	algorithmic	ADJ
ejpam-6707	203	17	design	design	NOUN
ejpam-6707	203	18	determines	determine	VERB
ejpam-6707	203	19	how	how	SCONJ
ejpam-6707	203	20	explainable	explainable	ADJ
ejpam-6707	203	21	optimization	optimization	NOUN
ejpam-6707	203	22	performs	perform	VERB
ejpam-6707	203	23	in	in	ADP
ejpam-6707	203	24	practice	practice	NOUN
ejpam-6707	203	25	.	.	PUNCT
ejpam-6707	204	1	designing	design	VERB
ejpam-6707	204	2	algorithms	algorithm	NOUN
ejpam-6707	204	3	for	for	ADP
ejpam-6707	204	4	this	this	DET
ejpam-6707	204	5	setting	setting	NOUN
ejpam-6707	204	6	requires	require	VERB
ejpam-6707	204	7	balancing	balance	VERB
ejpam-6707	204	8	computational	computational	ADJ
ejpam-6707	204	9	efficiency	efficiency	NOUN
ejpam-6707	204	10	with	with	ADP
ejpam-6707	204	11	explanation	explanation	NOUN
ejpam-6707	204	12	quality	quality	NOUN
ejpam-6707	204	13	.	.	PUNCT
ejpam-6707	205	1	traditional	traditional	ADJ
ejpam-6707	205	2	optimization	optimization	NOUN
ejpam-6707	205	3	algorithms	algorithm	NOUN
ejpam-6707	205	4	focus	focus	VERB
ejpam-6707	205	5	on	on	ADP
ejpam-6707	205	6	convergence	convergence	NOUN
ejpam-6707	205	7	and	and	CCONJ
ejpam-6707	205	8	accuracy	accuracy	NOUN
ejpam-6707	205	9	,	,	PUNCT
ejpam-6707	205	10	but	but	CCONJ
ejpam-6707	205	11	explainable	explainable	ADJ
ejpam-6707	205	12	algorithms	algorithm	NOUN
ejpam-6707	205	13	must	must	AUX
ejpam-6707	205	14	also	also	ADV
ejpam-6707	205	15	ensure	ensure	VERB
ejpam-6707	205	16	that	that	SCONJ
ejpam-6707	205	17	solutions	solution	NOUN
ejpam-6707	205	18	are	be	AUX
ejpam-6707	205	19	interpretable	interpretable	ADJ
ejpam-6707	205	20	by	by	ADP
ejpam-6707	205	21	humans	human	NOUN
ejpam-6707	205	22	.	.	PUNCT
ejpam-6707	206	1	this	this	DET
ejpam-6707	206	2	requirement	requirement	NOUN
ejpam-6707	206	3	often	often	ADV
ejpam-6707	206	4	entails	entail	VERB
ejpam-6707	206	5	modifying	modify	VERB
ejpam-6707	206	6	standard	standard	ADJ
ejpam-6707	206	7	algorithms	algorithm	NOUN
ejpam-6707	206	8	to	to	PART
ejpam-6707	206	9	include	include	VERB
ejpam-6707	206	10	explanationoriented	explanationoriente	VERB
ejpam-6707	206	11	heuristics	heuristic	NOUN
ejpam-6707	206	12	or	or	CCONJ
ejpam-6707	206	13	maintaining	maintain	VERB
ejpam-6707	206	14	auxiliary	auxiliary	ADJ
ejpam-6707	206	15	data	datum	NOUN
ejpam-6707	206	16	structures	structure	NOUN
ejpam-6707	206	17	that	that	PRON
ejpam-6707	206	18	support	support	VERB
ejpam-6707	206	19	post	post	ADJ
ejpam-6707	206	20	-	-	ADJ
ejpam-6707	206	21	solution	solution	NOUN
ejpam-6707	206	22	analysis	analysis	NOUN
ejpam-6707	206	23	.	.	PUNCT
ejpam-6707	207	1	for	for	ADP
ejpam-6707	207	2	instance	instance	NOUN
ejpam-6707	207	3	,	,	PUNCT
ejpam-6707	207	4	branch	branch	NOUN
ejpam-6707	207	5	-	-	PUNCT
ejpam-6707	207	6	and	and	CCONJ
ejpam-6707	207	7	-	-	PUNCT
ejpam-6707	207	8	bound	bind	VERB
ejpam-6707	207	9	algorithms	algorithm	NOUN
ejpam-6707	207	10	must	must	AUX
ejpam-6707	207	11	balance	balance	VERB
ejpam-6707	207	12	the	the	DET
ejpam-6707	207	13	exploration	exploration	NOUN
ejpam-6707	207	14	–	–	PUNCT
ejpam-6707	207	15	exploitation	exploitation	NOUN
ejpam-6707	207	16	trade	trade	NOUN
ejpam-6707	207	17	-	-	PUNCT
ejpam-6707	207	18	off	off	NOUN
ejpam-6707	207	19	while	while	SCONJ
ejpam-6707	207	20	ensuring	ensure	VERB
ejpam-6707	207	21	interpretability	interpretability	NOUN
ejpam-6707	207	22	in	in	ADP
ejpam-6707	207	23	the	the	DET
ejpam-6707	207	24	resulting	result	VERB
ejpam-6707	207	25	solution	solution	NOUN
ejpam-6707	207	26	paths	path	NOUN
ejpam-6707	207	27	.	.	PUNCT
ejpam-6707	208	1	branching	branch	VERB
ejpam-6707	208	2	strategies	strategy	NOUN
ejpam-6707	208	3	can	can	AUX
ejpam-6707	208	4	prioritize	prioritize	VERB
ejpam-6707	208	5	decision	decision	NOUN
ejpam-6707	208	6	variables	variable	NOUN
ejpam-6707	208	7	or	or	CCONJ
ejpam-6707	208	8	constraints	constraint	NOUN
ejpam-6707	208	9	with	with	ADP
ejpam-6707	208	10	clearer	clear	ADJ
ejpam-6707	208	11	semantic	semantic	ADJ
ejpam-6707	208	12	meaning	meaning	NOUN
ejpam-6707	208	13	,	,	PUNCT
ejpam-6707	208	14	while	while	SCONJ
ejpam-6707	208	15	bounding	bounding	NOUN
ejpam-6707	208	16	procedures	procedure	NOUN
ejpam-6707	208	17	must	must	AUX
ejpam-6707	208	18	account	account	VERB
ejpam-6707	208	19	for	for	ADP
ejpam-6707	208	20	interpretability	interpretability	NOUN
ejpam-6707	208	21	metrics	metric	NOUN
ejpam-6707	208	22	in	in	ADP
ejpam-6707	208	23	addition	addition	NOUN
ejpam-6707	208	24	to	to	ADP
ejpam-6707	208	25	solution	solution	NOUN
ejpam-6707	208	26	quality	quality	NOUN
ejpam-6707	208	27	estimates	estimate	NOUN
ejpam-6707	208	28	.	.	PUNCT
ejpam-6707	209	1	branch	branch	NOUN
ejpam-6707	209	2	-	-	PUNCT
ejpam-6707	209	3	and	and	CCONJ
ejpam-6707	209	4	-	-	PUNCT
ejpam-6707	209	5	bound	bind	VERB
ejpam-6707	209	6	(	(	PUNCT
ejpam-6707	209	7	b&b	b&b	PROPN
ejpam-6707	209	8	)	)	PUNCT
ejpam-6707	209	9	is	be	AUX
ejpam-6707	209	10	a	a	DET
ejpam-6707	209	11	widely	widely	ADV
ejpam-6707	209	12	used	use	VERB
ejpam-6707	209	13	exact	exact	ADJ
ejpam-6707	209	14	optimization	optimization	NOUN
ejpam-6707	209	15	algorithm	algorithm	NOUN
ejpam-6707	209	16	that	that	PRON
ejpam-6707	209	17	explores	explore	VERB
ejpam-6707	209	18	solution	solution	NOUN
ejpam-6707	209	19	spaces	space	NOUN
ejpam-6707	209	20	by	by	ADP
ejpam-6707	209	21	partitioning	partition	VERB
ejpam-6707	209	22	them	they	PRON
ejpam-6707	209	23	into	into	ADP
ejpam-6707	209	24	subproblems	subproblem	NOUN
ejpam-6707	209	25	(	(	PUNCT
ejpam-6707	209	26	branching	branch	VERB
ejpam-6707	209	27	)	)	PUNCT
ejpam-6707	209	28	and	and	CCONJ
ejpam-6707	209	29	pruning	prune	VERB
ejpam-6707	209	30	inferior	inferior	ADJ
ejpam-6707	209	31	regions	region	NOUN
ejpam-6707	209	32	with	with	ADP
ejpam-6707	209	33	bounds	bound	NOUN
ejpam-6707	209	34	(	(	PUNCT
ejpam-6707	209	35	(	(	PUNCT
ejpam-6707	209	36	41–43	41–43	NUM
ejpam-6707	209	37	)	)	PUNCT
ejpam-6707	209	38	)	)	PUNCT
ejpam-6707	209	39	.	.	PUNCT
ejpam-6707	210	1	variants	variant	NOUN
ejpam-6707	210	2	differ	differ	VERB
ejpam-6707	210	3	in	in	ADP
ejpam-6707	210	4	node	node	ADJ
ejpam-6707	210	5	selection	selection	NOUN
ejpam-6707	210	6	,	,	PUNCT
ejpam-6707	210	7	such	such	ADJ
ejpam-6707	210	8	as	as	ADP
ejpam-6707	210	9	best	well	ADV
ejpam-6707	210	10	-	-	PUNCT
ejpam-6707	210	11	first	first	ADJ
ejpam-6707	210	12	or	or	CCONJ
ejpam-6707	210	13	depth	depth	NOUN
ejpam-6707	210	14	-	-	PUNCT
ejpam-6707	210	15	first	first	ADJ
ejpam-6707	210	16	search	search	NOUN
ejpam-6707	210	17	,	,	PUNCT
ejpam-6707	210	18	to	to	PART
ejpam-6707	210	19	balance	balance	VERB
ejpam-6707	210	20	convergence	convergence	NOUN
ejpam-6707	210	21	speed	speed	NOUN
ejpam-6707	210	22	and	and	CCONJ
ejpam-6707	210	23	memory	memory	NOUN
ejpam-6707	210	24	usage	usage	NOUN
ejpam-6707	210	25	(	(	PUNCT
ejpam-6707	210	26	(	(	PUNCT
ejpam-6707	210	27	44	44	NUM
ejpam-6707	210	28	)	)	PUNCT
ejpam-6707	210	29	)	)	PUNCT
ejpam-6707	210	30	.	.	PUNCT
ejpam-6707	211	1	in	in	ADP
ejpam-6707	211	2	explainable	explainable	ADJ
ejpam-6707	211	3	optimization	optimization	NOUN
ejpam-6707	211	4	,	,	PUNCT
ejpam-6707	211	5	b&b	b&b	PROPN
ejpam-6707	211	6	can	can	AUX
ejpam-6707	211	7	be	be	AUX
ejpam-6707	211	8	adapted	adapt	VERB
ejpam-6707	211	9	by	by	ADP
ejpam-6707	211	10	integrating	integrate	VERB
ejpam-6707	211	11	explanation	explanation	NOUN
ejpam-6707	211	12	metrics	metric	NOUN
ejpam-6707	211	13	into	into	ADP
ejpam-6707	211	14	both	both	PRON
ejpam-6707	211	15	bounding	bound	VERB
ejpam-6707	211	16	and	and	CCONJ
ejpam-6707	211	17	branching	branch	VERB
ejpam-6707	211	18	rules	rule	NOUN
ejpam-6707	211	19	.	.	PUNCT
ejpam-6707	212	1	although	although	SCONJ
ejpam-6707	212	2	this	this	PRON
ejpam-6707	212	3	may	may	AUX
ejpam-6707	212	4	increase	increase	VERB
ejpam-6707	212	5	computational	computational	ADJ
ejpam-6707	212	6	overhead	overhead	NOUN
ejpam-6707	212	7	,	,	PUNCT
ejpam-6707	212	8	it	it	PRON
ejpam-6707	212	9	ensures	ensure	VERB
ejpam-6707	212	10	that	that	SCONJ
ejpam-6707	212	11	solutions	solution	NOUN
ejpam-6707	212	12	are	be	AUX
ejpam-6707	212	13	not	not	PART
ejpam-6707	212	14	only	only	ADV
ejpam-6707	212	15	optimal	optimal	ADJ
ejpam-6707	212	16	but	but	CCONJ
ejpam-6707	212	17	also	also	ADV
ejpam-6707	212	18	accompanied	accompany	VERB
ejpam-6707	212	19	by	by	ADP
ejpam-6707	212	20	meaningful	meaningful	ADJ
ejpam-6707	212	21	,	,	PUNCT
ejpam-6707	212	22	human	human	ADJ
ejpam-6707	212	23	-	-	PUNCT
ejpam-6707	212	24	understandable	understandable	ADJ
ejpam-6707	212	25	rationales	rationale	NOUN
ejpam-6707	212	26	(	(	PUNCT
ejpam-6707	212	27	(	(	PUNCT
ejpam-6707	212	28	41	41	NUM
ejpam-6707	212	29	,	,	PUNCT
ejpam-6707	212	30	43	43	NUM
ejpam-6707	212	31	)	)	PUNCT
ejpam-6707	212	32	)	)	PUNCT
ejpam-6707	212	33	.	.	PUNCT
ejpam-6707	213	1	4.2	4.2	NUM
ejpam-6707	213	2	.	.	PUNCT
ejpam-6707	213	3	interpretable	interpretable	ADJ
ejpam-6707	213	4	optimization	optimization	NOUN
ejpam-6707	213	5	techniques	technique	NOUN
ejpam-6707	213	6	4.2.1	4.2.1	NOUN
ejpam-6707	213	7	.	.	PUNCT
ejpam-6707	214	1	feature	feature	NOUN
ejpam-6707	214	2	-	-	PUNCT
ejpam-6707	214	3	based	base	VERB
ejpam-6707	214	4	and	and	CCONJ
ejpam-6707	214	5	rule	rule	NOUN
ejpam-6707	214	6	-	-	PUNCT
ejpam-6707	214	7	based	base	VERB
ejpam-6707	214	8	interpretable	interpretable	ADJ
ejpam-6707	214	9	optimization	optimization	NOUN
ejpam-6707	214	10	methods	method	NOUN
ejpam-6707	214	11	feature	feature	NOUN
ejpam-6707	214	12	-	-	PUNCT
ejpam-6707	214	13	based	base	VERB
ejpam-6707	214	14	interpretable	interpretable	ADJ
ejpam-6707	214	15	optimization	optimization	NOUN
ejpam-6707	214	16	extends	extend	VERB
ejpam-6707	214	17	beyond	beyond	ADP
ejpam-6707	214	18	decision	decision	NOUN
ejpam-6707	214	19	trees	tree	NOUN
ejpam-6707	214	20	by	by	ADP
ejpam-6707	214	21	employing	employ	VERB
ejpam-6707	214	22	general	general	ADJ
ejpam-6707	214	23	optimization	optimization	NOUN
ejpam-6707	214	24	rules	rule	NOUN
ejpam-6707	214	25	that	that	PRON
ejpam-6707	214	26	provide	provide	VERB
ejpam-6707	214	27	flexibility	flexibility	NOUN
ejpam-6707	214	28	while	while	SCONJ
ejpam-6707	214	29	remaining	remain	VERB
ejpam-6707	214	30	interpretable	interpretable	ADJ
ejpam-6707	214	31	(	(	PUNCT
ejpam-6707	214	32	(	(	PUNCT
ejpam-6707	214	33	3	3	NUM
ejpam-6707	214	34	)	)	PUNCT
ejpam-6707	214	35	)	)	PUNCT
ejpam-6707	214	36	.	.	PUNCT
ejpam-6707	215	1	unlike	unlike	ADP
ejpam-6707	215	2	decision	decision	NOUN
ejpam-6707	215	3	trees	tree	NOUN
ejpam-6707	215	4	that	that	PRON
ejpam-6707	215	5	map	map	VERB
ejpam-6707	215	6	instances	instance	NOUN
ejpam-6707	215	7	to	to	ADP
ejpam-6707	215	8	fixed	fix	VERB
ejpam-6707	215	9	solutions	solution	NOUN
ejpam-6707	215	10	,	,	PUNCT
ejpam-6707	215	11	feature	feature	NOUN
ejpam-6707	215	12	-	-	PUNCT
ejpam-6707	215	13	based	base	VERB
ejpam-6707	215	14	methods	method	NOUN
ejpam-6707	215	15	associate	associate	VERB
ejpam-6707	215	16	instances	instance	NOUN
ejpam-6707	215	17	with	with	ADP
ejpam-6707	215	18	sets	set	NOUN
ejpam-6707	215	19	of	of	ADP
ejpam-6707	215	20	solutions	solution	NOUN
ejpam-6707	215	21	sharing	share	VERB
ejpam-6707	215	22	interpretable	interpretable	ADJ
ejpam-6707	215	23	characteristics	characteristic	NOUN
ejpam-6707	215	24	.	.	PUNCT
ejpam-6707	216	1	this	this	PRON
ejpam-6707	216	2	acknowledges	acknowledge	VERB
ejpam-6707	216	3	that	that	SCONJ
ejpam-6707	216	4	multiple	multiple	ADJ
ejpam-6707	216	5	near	near	ADV
ejpam-6707	216	6	-	-	PUNCT
ejpam-6707	216	7	optimal	optimal	ADJ
ejpam-6707	216	8	solutions	solution	NOUN
ejpam-6707	216	9	often	often	ADV
ejpam-6707	216	10	exist	exist	VERB
ejpam-6707	216	11	,	,	PUNCT
ejpam-6707	216	12	and	and	CCONJ
ejpam-6707	216	13	interpretability	interpretability	NOUN
ejpam-6707	216	14	can	can	AUX
ejpam-6707	216	15	guide	guide	VERB
ejpam-6707	216	16	the	the	DET
ejpam-6707	216	17	choice	choice	NOUN
ejpam-6707	216	18	among	among	ADP
ejpam-6707	216	19	them	they	PRON
ejpam-6707	216	20	without	without	ADP
ejpam-6707	216	21	compromising	compromise	VERB
ejpam-6707	216	22	performance	performance	NOUN
ejpam-6707	216	23	.	.	PUNCT
ejpam-6707	217	1	k.	k.	PROPN
ejpam-6707	217	2	danach	danach	PROPN
ejpam-6707	217	3	et	et	PROPN
ejpam-6707	217	4	al	al	PROPN
ejpam-6707	217	5	.	.	PUNCT
ejpam-6707	217	6	/	/	SYM
ejpam-6707	217	7	eur	eur	PROPN
ejpam-6707	217	8	.	.	PUNCT
ejpam-6707	218	1	j.	j.	PROPN
ejpam-6707	218	2	pure	pure	PROPN
ejpam-6707	218	3	appl	appl	PROPN
ejpam-6707	218	4	.	.	PROPN
ejpam-6707	218	5	math	math	PROPN
ejpam-6707	218	6	,	,	PUNCT
ejpam-6707	218	7	18	18	NUM
ejpam-6707	218	8	(	(	PUNCT
ejpam-6707	218	9	4	4	NUM
ejpam-6707	218	10	)	)	PUNCT
ejpam-6707	218	11	(	(	PUNCT
ejpam-6707	218	12	2025	2025	NUM
ejpam-6707	218	13	)	)	PUNCT
ejpam-6707	218	14	,	,	PUNCT
ejpam-6707	218	15	6707	6707	NUM
ejpam-6707	218	16	15	15	NUM
ejpam-6707	218	17	of	of	ADP
ejpam-6707	218	18	28	28	NUM
ejpam-6707	218	19	optimization	optimization	NOUN
ejpam-6707	218	20	rules	rule	NOUN
ejpam-6707	218	21	operate	operate	VERB
ejpam-6707	218	22	at	at	ADP
ejpam-6707	218	23	a	a	DET
ejpam-6707	218	24	higher	high	ADJ
ejpam-6707	218	25	level	level	NOUN
ejpam-6707	218	26	of	of	ADP
ejpam-6707	218	27	abstraction	abstraction	NOUN
ejpam-6707	218	28	,	,	PUNCT
ejpam-6707	218	29	identifying	identify	VERB
ejpam-6707	218	30	solution	solution	NOUN
ejpam-6707	218	31	patterns	pattern	NOUN
ejpam-6707	218	32	or	or	CCONJ
ejpam-6707	218	33	characteristics	characteristic	NOUN
ejpam-6707	218	34	rather	rather	ADV
ejpam-6707	218	35	than	than	ADP
ejpam-6707	218	36	prescribing	prescribe	VERB
ejpam-6707	218	37	explicit	explicit	ADJ
ejpam-6707	218	38	assignments	assignment	NOUN
ejpam-6707	218	39	.	.	PUNCT
ejpam-6707	219	1	this	this	PRON
ejpam-6707	219	2	allows	allow	VERB
ejpam-6707	219	3	decisionmakers	decisionmaker	NOUN
ejpam-6707	219	4	to	to	PART
ejpam-6707	219	5	combine	combine	VERB
ejpam-6707	219	6	domain	domain	NOUN
ejpam-6707	219	7	knowledge	knowledge	NOUN
ejpam-6707	219	8	,	,	PUNCT
ejpam-6707	219	9	regulatory	regulatory	ADJ
ejpam-6707	219	10	requirements	requirement	NOUN
ejpam-6707	219	11	,	,	PUNCT
ejpam-6707	219	12	or	or	CCONJ
ejpam-6707	219	13	stakeholder	stakeholder	NOUN
ejpam-6707	219	14	preferences	preference	NOUN
ejpam-6707	219	15	with	with	ADP
ejpam-6707	219	16	algorithmic	algorithmic	ADJ
ejpam-6707	219	17	efficiency	efficiency	NOUN
ejpam-6707	219	18	.	.	PUNCT
ejpam-6707	220	1	mixed	mix	VERB
ejpam-6707	220	2	-	-	PUNCT
ejpam-6707	220	3	integer	integer	NOUN
ejpam-6707	220	4	programming	programming	NOUN
ejpam-6707	220	5	(	(	PUNCT
ejpam-6707	220	6	mip	mip	PROPN
ejpam-6707	220	7	)	)	PUNCT
ejpam-6707	220	8	provides	provide	VERB
ejpam-6707	220	9	exact	exact	ADJ
ejpam-6707	220	10	methods	method	NOUN
ejpam-6707	220	11	to	to	PART
ejpam-6707	220	12	derive	derive	VERB
ejpam-6707	220	13	globally	globally	ADV
ejpam-6707	220	14	optimal	optimal	ADJ
ejpam-6707	220	15	rules	rule	NOUN
ejpam-6707	220	16	,	,	PUNCT
ejpam-6707	220	17	but	but	CCONJ
ejpam-6707	220	18	scalability	scalability	NOUN
ejpam-6707	220	19	often	often	ADV
ejpam-6707	220	20	necessitates	necessitate	VERB
ejpam-6707	220	21	heuristic	heuristic	ADJ
ejpam-6707	220	22	approaches	approach	NOUN
ejpam-6707	220	23	(	(	PUNCT
ejpam-6707	220	24	(	(	PUNCT
ejpam-6707	220	25	3	3	NUM
ejpam-6707	220	26	)	)	PUNCT
ejpam-6707	220	27	)	)	PUNCT
ejpam-6707	220	28	.	.	PUNCT
ejpam-6707	221	1	experiments	experiment	NOUN
ejpam-6707	221	2	on	on	ADP
ejpam-6707	221	3	real	real	ADJ
ejpam-6707	221	4	-	-	PUNCT
ejpam-6707	221	5	world	world	NOUN
ejpam-6707	221	6	datasets	dataset	NOUN
ejpam-6707	221	7	confirm	confirm	VERB
ejpam-6707	221	8	that	that	SCONJ
ejpam-6707	221	9	feature	feature	NOUN
ejpam-6707	221	10	-	-	PUNCT
ejpam-6707	221	11	based	base	VERB
ejpam-6707	221	12	interpretable	interpretable	ADJ
ejpam-6707	221	13	surrogates	surrogate	NOUN
ejpam-6707	221	14	can	can	AUX
ejpam-6707	221	15	improve	improve	VERB
ejpam-6707	221	16	both	both	DET
ejpam-6707	221	17	solution	solution	NOUN
ejpam-6707	221	18	quality	quality	NOUN
ejpam-6707	221	19	and	and	CCONJ
ejpam-6707	221	20	comprehensibility	comprehensibility	NOUN
ejpam-6707	221	21	.	.	PUNCT
ejpam-6707	222	1	by	by	ADP
ejpam-6707	222	2	focusing	focus	VERB
ejpam-6707	222	3	on	on	ADP
ejpam-6707	222	4	metasolutions	metasolution	NOUN
ejpam-6707	222	5	—	—	PUNCT
ejpam-6707	222	6	families	family	NOUN
ejpam-6707	222	7	of	of	ADP
ejpam-6707	222	8	solutions	solution	NOUN
ejpam-6707	222	9	sharing	share	VERB
ejpam-6707	222	10	common	common	ADJ
ejpam-6707	222	11	features	feature	NOUN
ejpam-6707	222	12	—	—	PUNCT
ejpam-6707	222	13	the	the	DET
ejpam-6707	222	14	framework	framework	NOUN
ejpam-6707	222	15	makes	make	VERB
ejpam-6707	222	16	explanations	explanation	NOUN
ejpam-6707	222	17	simpler	simple	ADJ
ejpam-6707	222	18	and	and	CCONJ
ejpam-6707	222	19	fosters	foster	VERB
ejpam-6707	222	20	trust	trust	NOUN
ejpam-6707	222	21	among	among	ADP
ejpam-6707	222	22	users	user	NOUN
ejpam-6707	222	23	.	.	PUNCT
ejpam-6707	223	1	4.2.2	4.2.2	X
ejpam-6707	223	2	.	.	PUNCT
ejpam-6707	224	1	rule	rule	NOUN
ejpam-6707	224	2	generation	generation	NOUN
ejpam-6707	224	3	and	and	CCONJ
ejpam-6707	224	4	validation	validation	NOUN
ejpam-6707	224	5	the	the	DET
ejpam-6707	224	6	generation	generation	NOUN
ejpam-6707	224	7	of	of	ADP
ejpam-6707	224	8	interpretable	interpretable	ADJ
ejpam-6707	224	9	optimization	optimization	NOUN
ejpam-6707	224	10	rules	rule	NOUN
ejpam-6707	224	11	involves	involve	VERB
ejpam-6707	224	12	analyzing	analyze	VERB
ejpam-6707	224	13	historical	historical	ADJ
ejpam-6707	224	14	solution	solution	NOUN
ejpam-6707	224	15	patterns	pattern	NOUN
ejpam-6707	224	16	to	to	PART
ejpam-6707	224	17	identify	identify	VERB
ejpam-6707	224	18	recurring	recur	VERB
ejpam-6707	224	19	features	feature	NOUN
ejpam-6707	224	20	linked	link	VERB
ejpam-6707	224	21	with	with	ADP
ejpam-6707	224	22	strong	strong	ADJ
ejpam-6707	224	23	outcomes	outcome	NOUN
ejpam-6707	224	24	.	.	PUNCT
ejpam-6707	225	1	machine	machine	NOUN
ejpam-6707	225	2	learning	learning	NOUN
ejpam-6707	225	3	methods	method	NOUN
ejpam-6707	225	4	such	such	ADJ
ejpam-6707	225	5	as	as	ADP
ejpam-6707	225	6	pattern	pattern	NOUN
ejpam-6707	225	7	mining	mining	NOUN
ejpam-6707	225	8	and	and	CCONJ
ejpam-6707	225	9	supervised	supervised	ADJ
ejpam-6707	225	10	learning	learning	NOUN
ejpam-6707	225	11	are	be	AUX
ejpam-6707	225	12	commonly	commonly	ADV
ejpam-6707	225	13	used	use	VERB
ejpam-6707	225	14	,	,	PUNCT
ejpam-6707	225	15	but	but	CCONJ
ejpam-6707	225	16	the	the	DET
ejpam-6707	225	17	process	process	NOUN
ejpam-6707	225	18	must	must	AUX
ejpam-6707	225	19	remain	remain	VERB
ejpam-6707	225	20	transparent	transparent	ADJ
ejpam-6707	225	21	and	and	CCONJ
ejpam-6707	225	22	verifiable	verifiable	ADJ
ejpam-6707	225	23	to	to	PART
ejpam-6707	225	24	satisfy	satisfy	VERB
ejpam-6707	225	25	interpretability	interpretability	NOUN
ejpam-6707	225	26	goals	goal	NOUN
ejpam-6707	225	27	(	(	PUNCT
ejpam-6707	225	28	(	(	PUNCT
ejpam-6707	225	29	3	3	NUM
ejpam-6707	225	30	,	,	PUNCT
ejpam-6707	225	31	29	29	NUM
ejpam-6707	225	32	)	)	PUNCT
ejpam-6707	225	33	)	)	PUNCT
ejpam-6707	225	34	.	.	PUNCT
ejpam-6707	226	1	validation	validation	NOUN
ejpam-6707	226	2	requires	require	VERB
ejpam-6707	226	3	proving	prove	VERB
ejpam-6707	226	4	that	that	SCONJ
ejpam-6707	226	5	rules	rule	NOUN
ejpam-6707	226	6	improve	improve	VERB
ejpam-6707	226	7	interpretability	interpretability	NOUN
ejpam-6707	226	8	without	without	ADP
ejpam-6707	226	9	compromising	compromise	VERB
ejpam-6707	226	10	solution	solution	NOUN
ejpam-6707	226	11	quality	quality	NOUN
ejpam-6707	226	12	.	.	PUNCT
ejpam-6707	227	1	empirical	empirical	ADJ
ejpam-6707	227	2	evidence	evidence	NOUN
ejpam-6707	227	3	shows	show	VERB
ejpam-6707	227	4	that	that	SCONJ
ejpam-6707	227	5	feature	feature	NOUN
ejpam-6707	227	6	-	-	PUNCT
ejpam-6707	227	7	based	base	VERB
ejpam-6707	227	8	interpretable	interpretable	ADJ
ejpam-6707	227	9	optimization	optimization	NOUN
ejpam-6707	227	10	often	often	ADV
ejpam-6707	227	11	outperforms	outperform	VERB
ejpam-6707	227	12	existing	exist	VERB
ejpam-6707	227	13	approaches	approach	NOUN
ejpam-6707	227	14	in	in	ADP
ejpam-6707	227	15	both	both	CCONJ
ejpam-6707	227	16	robustness	robustness	NOUN
ejpam-6707	227	17	and	and	CCONJ
ejpam-6707	227	18	interpretability	interpretability	NOUN
ejpam-6707	227	19	(	(	PUNCT
ejpam-6707	227	20	(	(	PUNCT
ejpam-6707	227	21	3	3	NUM
ejpam-6707	227	22	)	)	PUNCT
ejpam-6707	227	23	)	)	PUNCT
ejpam-6707	227	24	.	.	PUNCT
ejpam-6707	228	1	these	these	PRON
ejpam-6707	228	2	results	result	VERB
ejpam-6707	228	3	nuance	nuance	VERB
ejpam-6707	228	4	the	the	DET
ejpam-6707	228	5	presumed	presume	VERB
ejpam-6707	228	6	trade	trade	NOUN
ejpam-6707	228	7	-	-	PUNCT
ejpam-6707	228	8	off	off	NOUN
ejpam-6707	228	9	between	between	ADP
ejpam-6707	228	10	interpretability	interpretability	NOUN
ejpam-6707	228	11	and	and	CCONJ
ejpam-6707	228	12	performance	performance	NOUN
ejpam-6707	228	13	,	,	PUNCT
ejpam-6707	228	14	suggesting	suggest	VERB
ejpam-6707	228	15	that	that	SCONJ
ejpam-6707	228	16	carefully	carefully	ADV
ejpam-6707	228	17	designed	design	VERB
ejpam-6707	228	18	constraints	constraint	NOUN
ejpam-6707	228	19	can	can	AUX
ejpam-6707	228	20	yield	yield	VERB
ejpam-6707	228	21	solutions	solution	NOUN
ejpam-6707	228	22	that	that	PRON
ejpam-6707	228	23	are	be	AUX
ejpam-6707	228	24	both	both	ADV
ejpam-6707	228	25	easier	easy	ADJ
ejpam-6707	228	26	to	to	PART
ejpam-6707	228	27	understand	understand	VERB
ejpam-6707	228	28	and	and	CCONJ
ejpam-6707	228	29	more	more	ADV
ejpam-6707	228	30	reliable	reliable	ADJ
ejpam-6707	228	31	.	.	PUNCT
ejpam-6707	229	1	to	to	PART
ejpam-6707	229	2	ensure	ensure	VERB
ejpam-6707	229	3	reliability	reliability	NOUN
ejpam-6707	229	4	,	,	PUNCT
ejpam-6707	229	5	validation	validation	NOUN
ejpam-6707	229	6	protocols	protocol	NOUN
ejpam-6707	229	7	must	must	AUX
ejpam-6707	229	8	go	go	VERB
ejpam-6707	229	9	beyond	beyond	ADP
ejpam-6707	229	10	accuracy	accuracy	NOUN
ejpam-6707	229	11	and	and	CCONJ
ejpam-6707	229	12	assess	assess	VERB
ejpam-6707	229	13	practical	practical	ADJ
ejpam-6707	229	14	usability	usability	NOUN
ejpam-6707	229	15	and	and	CCONJ
ejpam-6707	229	16	expert	expert	NOUN
ejpam-6707	229	17	comprehensibility	comprehensibility	NOUN
ejpam-6707	229	18	.	.	PUNCT
ejpam-6707	230	1	combining	combine	VERB
ejpam-6707	230	2	quantitative	quantitative	ADJ
ejpam-6707	230	3	performance	performance	NOUN
ejpam-6707	230	4	metrics	metric	NOUN
ejpam-6707	230	5	with	with	ADP
ejpam-6707	230	6	expert	expert	NOUN
ejpam-6707	230	7	evaluation	evaluation	NOUN
ejpam-6707	230	8	accelerates	accelerate	VERB
ejpam-6707	230	9	trust	trust	NOUN
ejpam-6707	230	10	and	and	CCONJ
ejpam-6707	230	11	adoption	adoption	NOUN
ejpam-6707	230	12	in	in	ADP
ejpam-6707	230	13	high	high	ADJ
ejpam-6707	230	14	-	-	PUNCT
ejpam-6707	230	15	stakes	stake	NOUN
ejpam-6707	230	16	applications	application	NOUN
ejpam-6707	230	17	(	(	PUNCT
ejpam-6707	230	18	(	(	PUNCT
ejpam-6707	230	19	29	29	NUM
ejpam-6707	230	20	)	)	PUNCT
ejpam-6707	230	21	)	)	PUNCT
ejpam-6707	230	22	.	.	PUNCT
ejpam-6707	231	1	as	as	SCONJ
ejpam-6707	231	2	shown	show	VERB
ejpam-6707	231	3	in	in	ADP
ejpam-6707	231	4	table	table	NOUN
ejpam-6707	231	5	1	1	NUM
ejpam-6707	231	6	,	,	PUNCT
ejpam-6707	231	7	rule	rule	NOUN
ejpam-6707	231	8	-	-	PUNCT
ejpam-6707	231	9	based	base	VERB
ejpam-6707	231	10	and	and	CCONJ
ejpam-6707	231	11	certificate	certificate	NOUN
ejpam-6707	231	12	-	-	PUNCT
ejpam-6707	231	13	based	base	VERB
ejpam-6707	231	14	approaches	approach	NOUN
ejpam-6707	231	15	excel	excel	VERB
ejpam-6707	231	16	in	in	ADP
ejpam-6707	231	17	fidelity	fidelity	NOUN
ejpam-6707	231	18	but	but	CCONJ
ejpam-6707	231	19	often	often	ADV
ejpam-6707	231	20	face	face	VERB
ejpam-6707	231	21	scalability	scalability	NOUN
ejpam-6707	231	22	and	and	CCONJ
ejpam-6707	231	23	computational	computational	ADJ
ejpam-6707	231	24	challenges	challenge	NOUN
ejpam-6707	231	25	,	,	PUNCT
ejpam-6707	231	26	while	while	SCONJ
ejpam-6707	231	27	autoxai	autoxai	NOUN
ejpam-6707	231	28	offers	offer	VERB
ejpam-6707	231	29	adaptability	adaptability	NOUN
ejpam-6707	231	30	but	but	CCONJ
ejpam-6707	231	31	may	may	AUX
ejpam-6707	231	32	sacrifice	sacrifice	VERB
ejpam-6707	231	33	consistency	consistency	NOUN
ejpam-6707	231	34	of	of	ADP
ejpam-6707	231	35	explanations	explanation	NOUN
ejpam-6707	231	36	.	.	PUNCT
ejpam-6707	232	1	these	these	DET
ejpam-6707	232	2	trade	trade	NOUN
ejpam-6707	232	3	-	-	PUNCT
ejpam-6707	232	4	offs	off	NOUN
ejpam-6707	232	5	illustrate	illustrate	VERB
ejpam-6707	232	6	the	the	DET
ejpam-6707	232	7	diversity	diversity	NOUN
ejpam-6707	232	8	of	of	ADP
ejpam-6707	232	9	design	design	NOUN
ejpam-6707	232	10	choices	choice	NOUN
ejpam-6707	232	11	in	in	ADP
ejpam-6707	232	12	explainable	explainable	ADJ
ejpam-6707	232	13	optimization	optimization	NOUN
ejpam-6707	232	14	and	and	CCONJ
ejpam-6707	232	15	underscore	underscore	VERB
ejpam-6707	232	16	the	the	DET
ejpam-6707	232	17	need	need	NOUN
ejpam-6707	232	18	for	for	ADP
ejpam-6707	232	19	hybrid	hybrid	ADJ
ejpam-6707	232	20	solutions	solution	NOUN
ejpam-6707	232	21	that	that	PRON
ejpam-6707	232	22	balance	balance	NOUN
ejpam-6707	232	23	performance	performance	NOUN
ejpam-6707	232	24	,	,	PUNCT
ejpam-6707	232	25	interpretability	interpretability	NOUN
ejpam-6707	232	26	,	,	PUNCT
ejpam-6707	232	27	and	and	CCONJ
ejpam-6707	232	28	feasibility	feasibility	NOUN
ejpam-6707	232	29	.	.	PUNCT
ejpam-6707	233	1	k.	k.	PROPN
ejpam-6707	233	2	danach	danach	PROPN
ejpam-6707	233	3	et	et	PROPN
ejpam-6707	234	1	al	al	PROPN
ejpam-6707	234	2	.	.	PUNCT
ejpam-6707	234	3	/	/	SYM
ejpam-6707	234	4	eur	eur	PROPN
ejpam-6707	234	5	.	.	PUNCT
ejpam-6707	235	1	j.	j.	PROPN
ejpam-6707	235	2	pure	pure	PROPN
ejpam-6707	235	3	appl	appl	PROPN
ejpam-6707	235	4	.	.	PROPN
ejpam-6707	235	5	math	math	PROPN
ejpam-6707	235	6	,	,	PUNCT
ejpam-6707	235	7	18	18	NUM
ejpam-6707	235	8	(	(	PUNCT
ejpam-6707	235	9	4	4	NUM
ejpam-6707	235	10	)	)	PUNCT
ejpam-6707	235	11	(	(	PUNCT
ejpam-6707	235	12	2025	2025	NUM
ejpam-6707	235	13	)	)	PUNCT
ejpam-6707	235	14	,	,	PUNCT
ejpam-6707	235	15	6707	6707	NUM
ejpam-6707	235	16	16	16	NUM
ejpam-6707	235	17	of	of	ADP
ejpam-6707	235	18	28	28	NUM
ejpam-6707	235	19	table	table	NOUN
ejpam-6707	235	20	1	1	NUM
ejpam-6707	235	21	:	:	PUNCT
ejpam-6707	235	22	comparative	comparative	ADJ
ejpam-6707	235	23	evaluation	evaluation	NOUN
ejpam-6707	235	24	of	of	ADP
ejpam-6707	235	25	xai	xai	PROPN
ejpam-6707	235	26	–	–	PUNCT
ejpam-6707	235	27	optimization	optimization	NOUN
ejpam-6707	235	28	approaches	approach	VERB
ejpam-6707	235	29	across	across	ADP
ejpam-6707	235	30	scalability	scalability	NOUN
ejpam-6707	235	31	,	,	PUNCT
ejpam-6707	235	32	fidelity	fidelity	NOUN
ejpam-6707	235	33	,	,	PUNCT
ejpam-6707	235	34	computational	computational	ADJ
ejpam-6707	235	35	cost	cost	NOUN
ejpam-6707	235	36	,	,	PUNCT
ejpam-6707	235	37	and	and	CCONJ
ejpam-6707	235	38	applicability	applicability	NOUN
ejpam-6707	235	39	.	.	PUNCT
ejpam-6707	236	1	approach	approach	NOUN
ejpam-6707	236	2	scalability	scalability	NOUN
ejpam-6707	236	3	fidelity	fidelity	PROPN
ejpam-6707	236	4	computational	computational	ADJ
ejpam-6707	236	5	cost	cost	NOUN
ejpam-6707	236	6	applicability	applicability	NOUN
ejpam-6707	236	7	feature	feature	NOUN
ejpam-6707	236	8	-	-	PUNCT
ejpam-6707	236	9	based	base	VERB
ejpam-6707	236	10	interpretable	interpretable	ADJ
ejpam-6707	236	11	optimization	optimization	NOUN
ejpam-6707	236	12	medium	medium	ADJ
ejpam-6707	236	13	–	–	PUNCT
ejpam-6707	236	14	high	high	ADJ
ejpam-6707	236	15	moderate	moderate	ADJ
ejpam-6707	236	16	moderate	moderate	ADJ
ejpam-6707	236	17	logistics	logistic	NOUN
ejpam-6707	236	18	,	,	PUNCT
ejpam-6707	236	19	scheduling	scheduling	NOUN
ejpam-6707	236	20	,	,	PUNCT
ejpam-6707	236	21	healthcare	healthcare	NOUN
ejpam-6707	236	22	rule	rule	NOUN
ejpam-6707	236	23	-	-	PUNCT
ejpam-6707	236	24	based	base	VERB
ejpam-6707	236	25	interpretable	interpretable	ADJ
ejpam-6707	236	26	models	model	NOUN
ejpam-6707	236	27	medium	medium	ADJ
ejpam-6707	236	28	high	high	ADJ
ejpam-6707	236	29	high	high	ADJ
ejpam-6707	236	30	policy	policy	NOUN
ejpam-6707	236	31	,	,	PUNCT
ejpam-6707	236	32	governance	governance	NOUN
ejpam-6707	236	33	,	,	PUNCT
ejpam-6707	236	34	legal	legal	ADJ
ejpam-6707	236	35	analytics	analytic	NOUN
ejpam-6707	236	36	certificate	certificate	NOUN
ejpam-6707	236	37	-	-	PUNCT
ejpam-6707	236	38	based	base	VERB
ejpam-6707	236	39	frameworks	framework	NOUN
ejpam-6707	236	40	low	low	ADJ
ejpam-6707	236	41	–	–	PUNCT
ejpam-6707	236	42	medium	medium	ADJ
ejpam-6707	236	43	very	very	ADV
ejpam-6707	236	44	high	high	ADJ
ejpam-6707	236	45	high	high	ADJ
ejpam-6707	236	46	finance	finance	NOUN
ejpam-6707	236	47	,	,	PUNCT
ejpam-6707	236	48	energy	energy	NOUN
ejpam-6707	236	49	,	,	PUNCT
ejpam-6707	236	50	safety	safety	NOUN
ejpam-6707	236	51	-	-	PUNCT
ejpam-6707	236	52	critical	critical	ADJ
ejpam-6707	236	53	systems	system	NOUN
ejpam-6707	236	54	autoxai	autoxai	NOUN
ejpam-6707	236	55	frameworks	framework	VERB
ejpam-6707	236	56	high	high	ADJ
ejpam-6707	236	57	variable	variable	ADJ
ejpam-6707	236	58	medium	medium	ADJ
ejpam-6707	236	59	supply	supply	NOUN
ejpam-6707	236	60	chains	chain	NOUN
ejpam-6707	236	61	,	,	PUNCT
ejpam-6707	236	62	finance	finance	NOUN
ejpam-6707	236	63	,	,	PUNCT
ejpam-6707	236	64	adaptive	adaptive	ADJ
ejpam-6707	236	65	systems	system	NOUN
ejpam-6707	236	66	interpretable	interpretable	ADJ
ejpam-6707	236	67	clustering	clustering	ADJ
ejpam-6707	236	68	medium	medium	ADJ
ejpam-6707	236	69	moderate	moderate	ADJ
ejpam-6707	236	70	–	–	PUNCT
ejpam-6707	236	71	high	high	ADJ
ejpam-6707	236	72	high	high	ADJ
ejpam-6707	236	73	healthcare	healthcare	NOUN
ejpam-6707	236	74	,	,	PUNCT
ejpam-6707	236	75	manufacturing	manufacturing	NOUN
ejpam-6707	236	76	,	,	PUNCT
ejpam-6707	236	77	exploratory	exploratory	ADJ
ejpam-6707	236	78	analytics	analytic	NOUN
ejpam-6707	236	79	learning	learning	NOUN
ejpam-6707	236	80	-	-	PUNCT
ejpam-6707	236	81	tooptimize	tooptimize	NOUN
ejpam-6707	236	82	(	(	PUNCT
ejpam-6707	236	83	l2o	l2o	NOUN
ejpam-6707	236	84	)	)	PUNCT
ejpam-6707	236	85	medium	medium	ADJ
ejpam-6707	236	86	–	–	PUNCT
ejpam-6707	236	87	high	high	ADJ
ejpam-6707	236	88	moderate	moderate	ADJ
ejpam-6707	236	89	medium	medium	ADJ
ejpam-6707	236	90	–	–	PUNCT
ejpam-6707	236	91	high	high	ADJ
ejpam-6707	236	92	real	real	ADJ
ejpam-6707	236	93	-	-	PUNCT
ejpam-6707	236	94	time	time	NOUN
ejpam-6707	236	95	decision	decision	NOUN
ejpam-6707	236	96	-	-	PUNCT
ejpam-6707	236	97	making	making	NOUN
ejpam-6707	236	98	,	,	PUNCT
ejpam-6707	236	99	dynamic	dynamic	ADJ
ejpam-6707	236	100	systems	system	NOUN
ejpam-6707	236	101	4.3	4.3	NUM
ejpam-6707	236	102	.	.	PUNCT
ejpam-6707	236	103	automation	automation	NOUN
ejpam-6707	236	104	and	and	CCONJ
ejpam-6707	236	105	workflow	workflow	NOUN
ejpam-6707	236	106	integration	integration	NOUN
ejpam-6707	236	107	4.3.1	4.3.1	NUM
ejpam-6707	236	108	.	.	PUNCT
ejpam-6707	236	109	automated	automate	VERB
ejpam-6707	236	110	xai	xai	PROPN
ejpam-6707	236	111	selection	selection	NOUN
ejpam-6707	236	112	and	and	CCONJ
ejpam-6707	236	113	optimization	optimization	NOUN
ejpam-6707	236	114	the	the	DET
ejpam-6707	236	115	growing	grow	VERB
ejpam-6707	236	116	diversity	diversity	NOUN
ejpam-6707	236	117	of	of	ADP
ejpam-6707	236	118	explainable	explainable	ADJ
ejpam-6707	236	119	ai	ai	NOUN
ejpam-6707	236	120	methods	method	NOUN
ejpam-6707	236	121	creates	create	VERB
ejpam-6707	236	122	a	a	DET
ejpam-6707	236	123	new	new	ADJ
ejpam-6707	236	124	challenge	challenge	NOUN
ejpam-6707	236	125	:	:	PUNCT
ejpam-6707	236	126	selecting	select	VERB
ejpam-6707	236	127	the	the	DET
ejpam-6707	236	128	most	most	ADV
ejpam-6707	236	129	appropriate	appropriate	ADJ
ejpam-6707	236	130	technique	technique	NOUN
ejpam-6707	236	131	for	for	ADP
ejpam-6707	236	132	each	each	DET
ejpam-6707	236	133	context	context	NOUN
ejpam-6707	236	134	.	.	PUNCT
ejpam-6707	237	1	automated	automate	VERB
ejpam-6707	237	2	xai	xai	PROPN
ejpam-6707	237	3	(	(	PUNCT
ejpam-6707	237	4	autoxai	autoxai	NOUN
ejpam-6707	237	5	)	)	PUNCT
ejpam-6707	237	6	frameworks	framework	NOUN
ejpam-6707	237	7	address	address	VERB
ejpam-6707	237	8	this	this	DET
ejpam-6707	237	9	challenge	challenge	NOUN
ejpam-6707	237	10	by	by	ADP
ejpam-6707	237	11	automating	automate	VERB
ejpam-6707	237	12	the	the	DET
ejpam-6707	237	13	selection	selection	NOUN
ejpam-6707	237	14	and	and	CCONJ
ejpam-6707	237	15	tuning	tuning	NOUN
ejpam-6707	237	16	of	of	ADP
ejpam-6707	237	17	explanation	explanation	NOUN
ejpam-6707	237	18	methods	method	NOUN
ejpam-6707	237	19	using	use	VERB
ejpam-6707	237	20	evaluation	evaluation	NOUN
ejpam-6707	237	21	metrics	metric	NOUN
ejpam-6707	237	22	and	and	CCONJ
ejpam-6707	237	23	user	user	NOUN
ejpam-6707	237	24	constraints	constraint	NOUN
ejpam-6707	237	25	(	(	PUNCT
ejpam-6707	237	26	(	(	PUNCT
ejpam-6707	237	27	45	45	NUM
ejpam-6707	237	28	,	,	PUNCT
ejpam-6707	237	29	46	46	NUM
ejpam-6707	237	30	)	)	PUNCT
ejpam-6707	237	31	)	)	PUNCT
ejpam-6707	237	32	.	.	PUNCT
ejpam-6707	238	1	this	this	PRON
ejpam-6707	238	2	ensures	ensure	VERB
ejpam-6707	238	3	that	that	SCONJ
ejpam-6707	238	4	explanations	explanation	NOUN
ejpam-6707	238	5	are	be	AUX
ejpam-6707	238	6	not	not	PART
ejpam-6707	238	7	only	only	ADV
ejpam-6707	238	8	technically	technically	ADV
ejpam-6707	238	9	valid	valid	ADJ
ejpam-6707	238	10	but	but	CCONJ
ejpam-6707	238	11	also	also	ADV
ejpam-6707	238	12	operationally	operationally	ADV
ejpam-6707	238	13	practical	practical	ADJ
ejpam-6707	238	14	within	within	ADP
ejpam-6707	238	15	organizational	organizational	ADJ
ejpam-6707	238	16	workflows	workflow	NOUN
ejpam-6707	238	17	.	.	PUNCT
ejpam-6707	239	1	autoxai	autoxai	PROPN
ejpam-6707	239	2	builds	build	VERB
ejpam-6707	239	3	on	on	ADP
ejpam-6707	239	4	principles	principle	NOUN
ejpam-6707	239	5	from	from	ADP
ejpam-6707	239	6	recommender	recommender	NOUN
ejpam-6707	239	7	systems	system	NOUN
ejpam-6707	239	8	and	and	CCONJ
ejpam-6707	239	9	automl	automl	NOUN
ejpam-6707	239	10	,	,	PUNCT
ejpam-6707	239	11	considering	consider	VERB
ejpam-6707	239	12	dataset	dataset	ADJ
ejpam-6707	239	13	properties	property	NOUN
ejpam-6707	239	14	,	,	PUNCT
ejpam-6707	239	15	model	model	NOUN
ejpam-6707	239	16	characteristics	characteristic	NOUN
ejpam-6707	239	17	,	,	PUNCT
ejpam-6707	239	18	explanation	explanation	NOUN
ejpam-6707	239	19	requirements	requirement	NOUN
ejpam-6707	239	20	,	,	PUNCT
ejpam-6707	239	21	and	and	CCONJ
ejpam-6707	239	22	performance	performance	NOUN
ejpam-6707	239	23	constraints	constraint	NOUN
ejpam-6707	239	24	.	.	PUNCT
ejpam-6707	240	1	candidate	candidate	NOUN
ejpam-6707	240	2	explainers	explainer	NOUN
ejpam-6707	240	3	are	be	AUX
ejpam-6707	240	4	evaluated	evaluate	VERB
ejpam-6707	240	5	against	against	ADP
ejpam-6707	240	6	multiple	multiple	ADJ
ejpam-6707	240	7	criteria	criterion	NOUN
ejpam-6707	240	8	,	,	PUNCT
ejpam-6707	240	9	including	include	VERB
ejpam-6707	240	10	:	:	PUNCT
ejpam-6707	240	11	•	•	NUM
ejpam-6707	240	12	fidelity	fidelity	NOUN
ejpam-6707	240	13	–	–	PUNCT
ejpam-6707	240	14	accuracy	accuracy	NOUN
ejpam-6707	240	15	in	in	ADP
ejpam-6707	240	16	reflecting	reflect	VERB
ejpam-6707	240	17	model	model	NOUN
ejpam-6707	240	18	behavior	behavior	NOUN
ejpam-6707	240	19	,	,	PUNCT
ejpam-6707	240	20	•	•	NOUN
ejpam-6707	240	21	stability	stability	NOUN
ejpam-6707	240	22	–	–	PUNCT
ejpam-6707	240	23	consistency	consistency	NOUN
ejpam-6707	240	24	across	across	ADP
ejpam-6707	240	25	similar	similar	ADJ
ejpam-6707	240	26	cases	case	NOUN
ejpam-6707	240	27	,	,	PUNCT
ejpam-6707	240	28	•	•	NUM
ejpam-6707	240	29	comprehensibility	comprehensibility	NOUN
ejpam-6707	240	30	–	–	PUNCT
ejpam-6707	240	31	human	human	ADJ
ejpam-6707	240	32	interpretability	interpretability	NOUN
ejpam-6707	240	33	,	,	PUNCT
ejpam-6707	240	34	•	•	NUM
ejpam-6707	240	35	efficiency	efficiency	NOUN
ejpam-6707	240	36	–	–	PUNCT
ejpam-6707	240	37	computational	computational	ADJ
ejpam-6707	240	38	resource	resource	NOUN
ejpam-6707	240	39	needs	need	NOUN
ejpam-6707	240	40	.	.	PUNCT
ejpam-6707	241	1	k.	k.	PROPN
ejpam-6707	241	2	danach	danach	PROPN
ejpam-6707	241	3	et	et	PROPN
ejpam-6707	241	4	al	al	PROPN
ejpam-6707	241	5	.	.	PUNCT
ejpam-6707	241	6	/	/	SYM
ejpam-6707	241	7	eur	eur	PROPN
ejpam-6707	241	8	.	.	PUNCT
ejpam-6707	242	1	j.	j.	PROPN
ejpam-6707	242	2	pure	pure	PROPN
ejpam-6707	242	3	appl	appl	PROPN
ejpam-6707	242	4	.	.	PROPN
ejpam-6707	242	5	math	math	PROPN
ejpam-6707	242	6	,	,	PUNCT
ejpam-6707	242	7	18	18	NUM
ejpam-6707	242	8	(	(	PUNCT
ejpam-6707	242	9	4	4	NUM
ejpam-6707	242	10	)	)	PUNCT
ejpam-6707	242	11	(	(	PUNCT
ejpam-6707	242	12	2025	2025	NUM
ejpam-6707	242	13	)	)	PUNCT
ejpam-6707	242	14	,	,	PUNCT
ejpam-6707	242	15	6707	6707	NUM
ejpam-6707	242	16	17	17	NUM
ejpam-6707	242	17	of	of	ADP
ejpam-6707	242	18	28	28	NUM
ejpam-6707	242	19	framing	frame	VERB
ejpam-6707	242	20	these	these	DET
ejpam-6707	242	21	metrics	metric	NOUN
ejpam-6707	242	22	as	as	SCONJ
ejpam-6707	242	23	competing	compete	VERB
ejpam-6707	242	24	objectives	objective	NOUN
ejpam-6707	242	25	allows	allow	VERB
ejpam-6707	242	26	principled	principled	ADJ
ejpam-6707	242	27	,	,	PUNCT
ejpam-6707	242	28	data	data	NOUN
ejpam-6707	242	29	-	-	PUNCT
ejpam-6707	242	30	driven	drive	VERB
ejpam-6707	242	31	selection	selection	NOUN
ejpam-6707	242	32	of	of	ADP
ejpam-6707	242	33	explainers	explainer	NOUN
ejpam-6707	242	34	tailored	tailor	VERB
ejpam-6707	242	35	to	to	ADP
ejpam-6707	242	36	real	real	ADJ
ejpam-6707	242	37	-	-	PUNCT
ejpam-6707	242	38	world	world	NOUN
ejpam-6707	242	39	optimization	optimization	NOUN
ejpam-6707	242	40	pipelines	pipeline	NOUN
ejpam-6707	242	41	(	(	PUNCT
ejpam-6707	242	42	(	(	PUNCT
ejpam-6707	242	43	45	45	NUM
ejpam-6707	242	44	)	)	PUNCT
ejpam-6707	242	45	)	)	PUNCT
ejpam-6707	242	46	.	.	PUNCT
ejpam-6707	243	1	4.3.2	4.3.2	X
ejpam-6707	243	2	.	.	PUNCT
ejpam-6707	244	1	integration	integration	NOUN
ejpam-6707	244	2	with	with	ADP
ejpam-6707	244	3	optimization	optimization	NOUN
ejpam-6707	244	4	workflows	workflow	VERB
ejpam-6707	244	5	the	the	DET
ejpam-6707	244	6	integration	integration	NOUN
ejpam-6707	244	7	of	of	ADP
ejpam-6707	244	8	autoxai	autoxai	NOUN
ejpam-6707	244	9	into	into	ADP
ejpam-6707	244	10	optimization	optimization	NOUN
ejpam-6707	244	11	workflows	workflow	NOUN
ejpam-6707	244	12	must	must	AUX
ejpam-6707	244	13	respect	respect	VERB
ejpam-6707	244	14	real	real	ADJ
ejpam-6707	244	15	-	-	PUNCT
ejpam-6707	244	16	time	time	NOUN
ejpam-6707	244	17	constraints	constraint	NOUN
ejpam-6707	244	18	,	,	PUNCT
ejpam-6707	244	19	as	as	SCONJ
ejpam-6707	244	20	many	many	ADJ
ejpam-6707	244	21	decision	decision	NOUN
ejpam-6707	244	22	systems	system	NOUN
ejpam-6707	244	23	operate	operate	VERB
ejpam-6707	244	24	under	under	ADP
ejpam-6707	244	25	strict	strict	ADJ
ejpam-6707	244	26	deadlines	deadline	NOUN
ejpam-6707	244	27	.	.	PUNCT
ejpam-6707	245	1	this	this	PRON
ejpam-6707	245	2	requires	require	VERB
ejpam-6707	245	3	explanation	explanation	NOUN
ejpam-6707	245	4	methods	method	NOUN
ejpam-6707	245	5	that	that	PRON
ejpam-6707	245	6	are	be	AUX
ejpam-6707	245	7	computationally	computationally	ADV
ejpam-6707	245	8	efficient	efficient	ADJ
ejpam-6707	245	9	without	without	ADP
ejpam-6707	245	10	sacrificing	sacrifice	VERB
ejpam-6707	245	11	interpretability	interpretability	NOUN
ejpam-6707	245	12	(	(	PUNCT
ejpam-6707	245	13	(	(	PUNCT
ejpam-6707	245	14	45	45	NUM
ejpam-6707	245	15	,	,	PUNCT
ejpam-6707	245	16	47	47	NUM
ejpam-6707	245	17	)	)	PUNCT
ejpam-6707	245	18	)	)	PUNCT
ejpam-6707	245	19	.	.	PUNCT
ejpam-6707	246	1	in	in	ADP
ejpam-6707	246	2	optimization	optimization	NOUN
ejpam-6707	246	3	contexts	context	NOUN
ejpam-6707	246	4	,	,	PUNCT
ejpam-6707	246	5	explanations	explanation	NOUN
ejpam-6707	246	6	must	must	AUX
ejpam-6707	246	7	justify	justify	VERB
ejpam-6707	246	8	resource	resource	NOUN
ejpam-6707	246	9	allocations	allocation	NOUN
ejpam-6707	246	10	,	,	PUNCT
ejpam-6707	246	11	constraint	constraint	NOUN
ejpam-6707	246	12	trade	trade	NOUN
ejpam-6707	246	13	-	-	PUNCT
ejpam-6707	246	14	offs	off	NOUN
ejpam-6707	246	15	,	,	PUNCT
ejpam-6707	246	16	or	or	CCONJ
ejpam-6707	246	17	sensitivity	sensitivity	NOUN
ejpam-6707	246	18	to	to	ADP
ejpam-6707	246	19	parameters	parameter	NOUN
ejpam-6707	246	20	,	,	PUNCT
ejpam-6707	246	21	rather	rather	ADV
ejpam-6707	246	22	than	than	ADP
ejpam-6707	246	23	simply	simply	ADV
ejpam-6707	246	24	describing	describe	VERB
ejpam-6707	246	25	feature	feature	NOUN
ejpam-6707	246	26	importance	importance	NOUN
ejpam-6707	246	27	.	.	PUNCT
ejpam-6707	247	1	autoxai	autoxai	PROPN
ejpam-6707	247	2	frameworks	framework	NOUN
ejpam-6707	247	3	must	must	AUX
ejpam-6707	247	4	therefore	therefore	ADV
ejpam-6707	247	5	recognize	recognize	VERB
ejpam-6707	247	6	these	these	DET
ejpam-6707	247	7	domain	domain	NOUN
ejpam-6707	247	8	-	-	PUNCT
ejpam-6707	247	9	specific	specific	ADJ
ejpam-6707	247	10	requirements	requirement	NOUN
ejpam-6707	247	11	and	and	CCONJ
ejpam-6707	247	12	select	select	ADJ
ejpam-6707	247	13	methods	method	NOUN
ejpam-6707	247	14	accordingly	accordingly	ADV
ejpam-6707	247	15	(	(	PUNCT
ejpam-6707	247	16	(	(	PUNCT
ejpam-6707	247	17	45	45	NUM
ejpam-6707	247	18	,	,	PUNCT
ejpam-6707	247	19	48	48	NUM
ejpam-6707	247	20	)	)	PUNCT
ejpam-6707	247	21	)	)	PUNCT
ejpam-6707	247	22	.	.	PUNCT
ejpam-6707	248	1	workflow	workflow	NOUN
ejpam-6707	248	2	orchestration	orchestration	NOUN
ejpam-6707	248	3	tools	tool	NOUN
ejpam-6707	248	4	further	far	ADV
ejpam-6707	248	5	support	support	VERB
ejpam-6707	248	6	seamless	seamless	ADJ
ejpam-6707	248	7	integration	integration	NOUN
ejpam-6707	248	8	,	,	PUNCT
ejpam-6707	248	9	coordinating	coordinate	VERB
ejpam-6707	248	10	data	datum	NOUN
ejpam-6707	248	11	flows	flow	NOUN
ejpam-6707	248	12	,	,	PUNCT
ejpam-6707	248	13	optimization	optimization	NOUN
ejpam-6707	248	14	steps	step	NOUN
ejpam-6707	248	15	,	,	PUNCT
ejpam-6707	248	16	and	and	CCONJ
ejpam-6707	248	17	explanation	explanation	NOUN
ejpam-6707	248	18	generation	generation	NOUN
ejpam-6707	248	19	(	(	PUNCT
ejpam-6707	248	20	(	(	PUNCT
ejpam-6707	248	21	47	47	NUM
ejpam-6707	248	22	)	)	PUNCT
ejpam-6707	248	23	)	)	PUNCT
ejpam-6707	248	24	.	.	PUNCT
ejpam-6707	249	1	this	this	DET
ejpam-6707	249	2	alignment	alignment	NOUN
ejpam-6707	249	3	of	of	ADP
ejpam-6707	249	4	orchestration	orchestration	NOUN
ejpam-6707	249	5	,	,	PUNCT
ejpam-6707	249	6	time	time	NOUN
ejpam-6707	249	7	constraints	constraint	NOUN
ejpam-6707	249	8	,	,	PUNCT
ejpam-6707	249	9	and	and	CCONJ
ejpam-6707	249	10	domain	domain	NOUN
ejpam-6707	249	11	-	-	PUNCT
ejpam-6707	249	12	tailored	tailor	VERB
ejpam-6707	249	13	explainability	explainability	NOUN
ejpam-6707	249	14	enables	enable	VERB
ejpam-6707	249	15	real	real	ADJ
ejpam-6707	249	16	-	-	PUNCT
ejpam-6707	249	17	time	time	NOUN
ejpam-6707	249	18	,	,	PUNCT
ejpam-6707	249	19	transparent	transparent	ADJ
ejpam-6707	249	20	decision	decision	NOUN
ejpam-6707	249	21	-	-	PUNCT
ejpam-6707	249	22	making	making	NOUN
ejpam-6707	249	23	without	without	ADP
ejpam-6707	249	24	disrupting	disrupt	VERB
ejpam-6707	249	25	operational	operational	ADJ
ejpam-6707	249	26	efficiency	efficiency	NOUN
ejpam-6707	249	27	.	.	PUNCT
ejpam-6707	250	1	figure	figure	VERB
ejpam-6707	250	2	5	5	NUM
ejpam-6707	250	3	:	:	PUNCT
ejpam-6707	250	4	illustration	illustration	NOUN
ejpam-6707	250	5	of	of	ADP
ejpam-6707	250	6	autoxai	autoxai	NOUN
ejpam-6707	250	7	integration	integration	NOUN
ejpam-6707	250	8	within	within	ADP
ejpam-6707	250	9	optimization	optimization	NOUN
ejpam-6707	250	10	workflows	workflow	NOUN
ejpam-6707	250	11	.	.	PUNCT
ejpam-6707	251	1	the	the	DET
ejpam-6707	251	2	diagram	diagram	NOUN
ejpam-6707	251	3	highlights	highlight	VERB
ejpam-6707	251	4	the	the	DET
ejpam-6707	251	5	central	central	ADJ
ejpam-6707	251	6	role	role	NOUN
ejpam-6707	251	7	of	of	ADP
ejpam-6707	251	8	autoxai	autoxai	NOUN
ejpam-6707	251	9	in	in	ADP
ejpam-6707	251	10	balancing	balance	VERB
ejpam-6707	251	11	performance	performance	NOUN
ejpam-6707	251	12	constraints	constraint	NOUN
ejpam-6707	251	13	,	,	PUNCT
ejpam-6707	251	14	explanation	explanation	NOUN
ejpam-6707	251	15	needs	need	NOUN
ejpam-6707	251	16	,	,	PUNCT
ejpam-6707	251	17	and	and	CCONJ
ejpam-6707	251	18	workflow	workflow	NOUN
ejpam-6707	251	19	automation	automation	NOUN
ejpam-6707	251	20	under	under	ADP
ejpam-6707	251	21	realtime	realtime	ADJ
ejpam-6707	251	22	decision	decision	NOUN
ejpam-6707	251	23	-	-	PUNCT
ejpam-6707	251	24	making	make	VERB
ejpam-6707	251	25	conditions	condition	NOUN
ejpam-6707	251	26	.	.	PUNCT
ejpam-6707	252	1	k.	k.	PROPN
ejpam-6707	252	2	danach	danach	PROPN
ejpam-6707	252	3	et	et	PROPN
ejpam-6707	252	4	al	al	PROPN
ejpam-6707	252	5	.	.	PUNCT
ejpam-6707	252	6	/	/	SYM
ejpam-6707	252	7	eur	eur	PROPN
ejpam-6707	252	8	.	.	PUNCT
ejpam-6707	253	1	j.	j.	PROPN
ejpam-6707	253	2	pure	pure	PROPN
ejpam-6707	253	3	appl	appl	PROPN
ejpam-6707	253	4	.	.	PROPN
ejpam-6707	253	5	math	math	PROPN
ejpam-6707	253	6	,	,	PUNCT
ejpam-6707	253	7	18	18	NUM
ejpam-6707	253	8	(	(	PUNCT
ejpam-6707	253	9	4	4	NUM
ejpam-6707	253	10	)	)	PUNCT
ejpam-6707	253	11	(	(	PUNCT
ejpam-6707	253	12	2025	2025	NUM
ejpam-6707	253	13	)	)	PUNCT
ejpam-6707	253	14	,	,	PUNCT
ejpam-6707	253	15	6707	6707	NUM
ejpam-6707	253	16	18	18	NUM
ejpam-6707	253	17	of	of	ADP
ejpam-6707	253	18	28	28	NUM
ejpam-6707	253	19	4.4	4.4	NUM
ejpam-6707	253	20	.	.	PUNCT
ejpam-6707	254	1	clustering	cluster	VERB
ejpam-6707	254	2	and	and	CCONJ
ejpam-6707	254	3	unsupervised	unsupervised	ADJ
ejpam-6707	254	4	learning	learn	VERB
ejpam-6707	254	5	4.4.1	4.4.1	NUM
ejpam-6707	254	6	.	.	PUNCT
ejpam-6707	255	1	interpretable	interpretable	ADJ
ejpam-6707	255	2	clustering	clustering	NOUN
ejpam-6707	255	3	and	and	CCONJ
ejpam-6707	255	4	unsupervised	unsupervised	ADJ
ejpam-6707	255	5	learning	learning	NOUN
ejpam-6707	255	6	integration	integration	NOUN
ejpam-6707	255	7	clustering	clustering	NOUN
ejpam-6707	255	8	plays	play	VERB
ejpam-6707	255	9	an	an	DET
ejpam-6707	255	10	important	important	ADJ
ejpam-6707	255	11	role	role	NOUN
ejpam-6707	255	12	in	in	ADP
ejpam-6707	255	13	optimization	optimization	NOUN
ejpam-6707	255	14	by	by	ADP
ejpam-6707	255	15	enabling	enable	VERB
ejpam-6707	255	16	problem	problem	NOUN
ejpam-6707	255	17	decomposition	decomposition	NOUN
ejpam-6707	255	18	,	,	PUNCT
ejpam-6707	255	19	exploratory	exploratory	ADJ
ejpam-6707	255	20	analysis	analysis	NOUN
ejpam-6707	255	21	,	,	PUNCT
ejpam-6707	255	22	and	and	CCONJ
ejpam-6707	255	23	recognition	recognition	NOUN
ejpam-6707	255	24	of	of	ADP
ejpam-6707	255	25	solution	solution	NOUN
ejpam-6707	255	26	patterns	pattern	NOUN
ejpam-6707	255	27	.	.	PUNCT
ejpam-6707	256	1	the	the	DET
ejpam-6707	256	2	challenge	challenge	NOUN
ejpam-6707	256	3	lies	lie	VERB
ejpam-6707	256	4	in	in	ADP
ejpam-6707	256	5	creating	create	VERB
ejpam-6707	256	6	clustering	clustering	ADJ
ejpam-6707	256	7	methods	method	NOUN
ejpam-6707	256	8	that	that	PRON
ejpam-6707	256	9	not	not	PART
ejpam-6707	256	10	only	only	ADV
ejpam-6707	256	11	identify	identify	VERB
ejpam-6707	256	12	patterns	pattern	NOUN
ejpam-6707	256	13	but	but	CCONJ
ejpam-6707	256	14	also	also	ADV
ejpam-6707	256	15	explain	explain	VERB
ejpam-6707	256	16	how	how	SCONJ
ejpam-6707	256	17	clusters	cluster	NOUN
ejpam-6707	256	18	form	form	VERB
ejpam-6707	256	19	and	and	CCONJ
ejpam-6707	256	20	why	why	SCONJ
ejpam-6707	256	21	items	item	NOUN
ejpam-6707	256	22	belong	belong	VERB
ejpam-6707	256	23	to	to	ADP
ejpam-6707	256	24	them	they	PRON
ejpam-6707	256	25	.	.	PUNCT
ejpam-6707	257	1	this	this	PRON
ejpam-6707	257	2	is	be	AUX
ejpam-6707	257	3	especially	especially	ADV
ejpam-6707	257	4	important	important	ADJ
ejpam-6707	257	5	in	in	ADP
ejpam-6707	257	6	domains	domain	NOUN
ejpam-6707	257	7	like	like	ADP
ejpam-6707	257	8	healthcare	healthcare	NOUN
ejpam-6707	257	9	and	and	CCONJ
ejpam-6707	257	10	logistics	logistic	NOUN
ejpam-6707	257	11	,	,	PUNCT
ejpam-6707	257	12	where	where	SCONJ
ejpam-6707	257	13	interpretability	interpretability	NOUN
ejpam-6707	257	14	is	be	AUX
ejpam-6707	257	15	essential	essential	ADJ
ejpam-6707	257	16	(	(	PUNCT
ejpam-6707	257	17	(	(	PUNCT
ejpam-6707	257	18	49	49	NUM
ejpam-6707	257	19	)	)	PUNCT
ejpam-6707	257	20	)	)	PUNCT
ejpam-6707	257	21	.	.	PUNCT
ejpam-6707	258	1	interpretable	interpretable	ADJ
ejpam-6707	258	2	in	in	ADP
ejpam-6707	258	3	-	-	PUNCT
ejpam-6707	258	4	clustering	clustering	ADJ
ejpam-6707	258	5	methods	method	NOUN
ejpam-6707	258	6	embed	embed	VERB
ejpam-6707	258	7	explainability	explainability	NOUN
ejpam-6707	258	8	within	within	ADP
ejpam-6707	258	9	the	the	DET
ejpam-6707	258	10	clustering	clustering	ADJ
ejpam-6707	258	11	process	process	NOUN
ejpam-6707	258	12	itself	itself	PRON
ejpam-6707	258	13	,	,	PUNCT
ejpam-6707	258	14	typically	typically	ADV
ejpam-6707	258	15	formulating	formulate	VERB
ejpam-6707	258	16	it	it	PRON
ejpam-6707	258	17	as	as	ADP
ejpam-6707	258	18	a	a	DET
ejpam-6707	258	19	multi	multi	ADJ
ejpam-6707	258	20	-	-	ADJ
ejpam-6707	258	21	objective	objective	ADJ
ejpam-6707	258	22	optimization	optimization	NOUN
ejpam-6707	258	23	problem	problem	NOUN
ejpam-6707	258	24	that	that	PRON
ejpam-6707	258	25	balances	balance	VERB
ejpam-6707	258	26	cluster	cluster	NOUN
ejpam-6707	258	27	quality	quality	NOUN
ejpam-6707	258	28	with	with	ADP
ejpam-6707	258	29	interpretability	interpretability	NOUN
ejpam-6707	258	30	measures	measure	NOUN
ejpam-6707	258	31	(	(	PUNCT
ejpam-6707	258	32	(	(	PUNCT
ejpam-6707	258	33	50	50	NUM
ejpam-6707	258	34	)	)	PUNCT
ejpam-6707	258	35	)	)	PUNCT
ejpam-6707	258	36	.	.	PUNCT
ejpam-6707	259	1	this	this	PRON
ejpam-6707	259	2	differs	differ	VERB
ejpam-6707	259	3	from	from	ADP
ejpam-6707	259	4	post	post	ADJ
ejpam-6707	259	5	-	-	ADJ
ejpam-6707	259	6	hoc	hoc	ADJ
ejpam-6707	259	7	approaches	approach	NOUN
ejpam-6707	259	8	,	,	PUNCT
ejpam-6707	259	9	which	which	PRON
ejpam-6707	259	10	attempt	attempt	VERB
ejpam-6707	259	11	to	to	PART
ejpam-6707	259	12	explain	explain	VERB
ejpam-6707	259	13	clusters	cluster	NOUN
ejpam-6707	259	14	after	after	ADP
ejpam-6707	259	15	formation	formation	NOUN
ejpam-6707	259	16	and	and	CCONJ
ejpam-6707	259	17	may	may	AUX
ejpam-6707	259	18	not	not	PART
ejpam-6707	259	19	reflect	reflect	VERB
ejpam-6707	259	20	the	the	DET
ejpam-6707	259	21	actual	actual	ADJ
ejpam-6707	259	22	clustering	clustering	ADJ
ejpam-6707	259	23	logic	logic	NOUN
ejpam-6707	259	24	.	.	PUNCT
ejpam-6707	260	1	rule	rule	NOUN
ejpam-6707	260	2	-	-	PUNCT
ejpam-6707	260	3	based	base	VERB
ejpam-6707	260	4	interpretable	interpretable	ADJ
ejpam-6707	260	5	clustering	clustering	NOUN
ejpam-6707	260	6	uses	use	VERB
ejpam-6707	260	7	mined	mine	VERB
ejpam-6707	260	8	rules	rule	NOUN
ejpam-6707	260	9	to	to	PART
ejpam-6707	260	10	characterize	characterize	VERB
ejpam-6707	260	11	clusters	cluster	NOUN
ejpam-6707	260	12	,	,	PUNCT
ejpam-6707	260	13	balancing	balance	VERB
ejpam-6707	260	14	simplicity	simplicity	NOUN
ejpam-6707	260	15	with	with	ADP
ejpam-6707	260	16	discriminative	discriminative	NOUN
ejpam-6707	260	17	power	power	NOUN
ejpam-6707	260	18	.	.	PUNCT
ejpam-6707	261	1	these	these	DET
ejpam-6707	261	2	methods	method	NOUN
ejpam-6707	261	3	are	be	AUX
ejpam-6707	261	4	often	often	ADV
ejpam-6707	261	5	modeled	model	VERB
ejpam-6707	261	6	as	as	ADP
ejpam-6707	261	7	multi	multi	ADJ
ejpam-6707	261	8	-	-	ADJ
ejpam-6707	261	9	objective	objective	ADJ
ejpam-6707	261	10	optimization	optimization	NOUN
ejpam-6707	261	11	problems	problem	NOUN
ejpam-6707	261	12	solved	solve	VERB
ejpam-6707	261	13	via	via	ADP
ejpam-6707	261	14	mip	mip	PROPN
ejpam-6707	261	15	or	or	CCONJ
ejpam-6707	261	16	heuristics	heuristic	NOUN
ejpam-6707	261	17	(	(	PUNCT
ejpam-6707	261	18	(	(	PUNCT
ejpam-6707	261	19	49	49	NUM
ejpam-6707	261	20	)	)	PUNCT
ejpam-6707	261	21	)	)	PUNCT
ejpam-6707	261	22	.	.	PUNCT
ejpam-6707	262	1	4.4.2	4.4.2	X
ejpam-6707	262	2	.	.	PUNCT
ejpam-6707	263	1	multi	multi	ADJ
ejpam-6707	263	2	-	-	ADJ
ejpam-6707	263	3	objective	objective	ADJ
ejpam-6707	263	4	clustering	clustering	ADJ
ejpam-6707	263	5	optimization	optimization	NOUN
ejpam-6707	263	6	formulating	formulate	VERB
ejpam-6707	263	7	clustering	clustering	NOUN
ejpam-6707	263	8	as	as	ADP
ejpam-6707	263	9	a	a	DET
ejpam-6707	263	10	multi	multi	ADJ
ejpam-6707	263	11	-	-	ADJ
ejpam-6707	263	12	objective	objective	ADJ
ejpam-6707	263	13	optimization	optimization	NOUN
ejpam-6707	263	14	problem	problem	NOUN
ejpam-6707	263	15	introduces	introduce	VERB
ejpam-6707	263	16	unique	unique	ADJ
ejpam-6707	263	17	challenges	challenge	NOUN
ejpam-6707	263	18	.	.	PUNCT
ejpam-6707	264	1	traditional	traditional	ADJ
ejpam-6707	264	2	clustering	clustering	NOUN
ejpam-6707	264	3	focuses	focus	VERB
ejpam-6707	264	4	on	on	ADP
ejpam-6707	264	5	compactness	compactness	NOUN
ejpam-6707	264	6	or	or	CCONJ
ejpam-6707	264	7	separation	separation	NOUN
ejpam-6707	264	8	,	,	PUNCT
ejpam-6707	264	9	while	while	SCONJ
ejpam-6707	264	10	interpretable	interpretable	ADJ
ejpam-6707	264	11	clustering	clustering	NOUN
ejpam-6707	264	12	adds	add	VERB
ejpam-6707	264	13	objectives	objective	NOUN
ejpam-6707	264	14	such	such	ADJ
ejpam-6707	264	15	as	as	ADP
ejpam-6707	264	16	simplicity	simplicity	NOUN
ejpam-6707	264	17	of	of	ADP
ejpam-6707	264	18	boundaries	boundary	NOUN
ejpam-6707	264	19	or	or	CCONJ
ejpam-6707	264	20	sparsity	sparsity	NOUN
ejpam-6707	264	21	in	in	ADP
ejpam-6707	264	22	features	feature	NOUN
ejpam-6707	264	23	(	(	PUNCT
ejpam-6707	264	24	(	(	PUNCT
ejpam-6707	264	25	49	49	NUM
ejpam-6707	264	26	,	,	PUNCT
ejpam-6707	264	27	50	50	NUM
ejpam-6707	264	28	)	)	PUNCT
ejpam-6707	264	29	)	)	PUNCT
ejpam-6707	264	30	.	.	PUNCT
ejpam-6707	265	1	the	the	DET
ejpam-6707	265	2	resulting	result	VERB
ejpam-6707	265	3	pareto	pareto	ADJ
ejpam-6707	265	4	frontier	frontier	NOUN
ejpam-6707	265	5	represents	represent	VERB
ejpam-6707	265	6	trade	trade	NOUN
ejpam-6707	265	7	-	-	PUNCT
ejpam-6707	265	8	offs	off	NOUN
ejpam-6707	265	9	between	between	ADP
ejpam-6707	265	10	clustering	cluster	VERB
ejpam-6707	265	11	quality	quality	NOUN
ejpam-6707	265	12	and	and	CCONJ
ejpam-6707	265	13	interpretability	interpretability	NOUN
ejpam-6707	265	14	,	,	PUNCT
ejpam-6707	265	15	giving	give	VERB
ejpam-6707	265	16	practitioners	practitioner	NOUN
ejpam-6707	265	17	a	a	DET
ejpam-6707	265	18	spectrum	spectrum	NOUN
ejpam-6707	265	19	of	of	ADP
ejpam-6707	265	20	viable	viable	ADJ
ejpam-6707	265	21	solutions	solution	NOUN
ejpam-6707	265	22	.	.	PUNCT
ejpam-6707	266	1	simple	simple	ADJ
ejpam-6707	266	2	interpretability	interpretability	NOUN
ejpam-6707	266	3	metrics	metric	NOUN
ejpam-6707	266	4	preserve	preserve	VERB
ejpam-6707	266	5	polynomial	polynomial	ADJ
ejpam-6707	266	6	complexity	complexity	NOUN
ejpam-6707	266	7	,	,	PUNCT
ejpam-6707	266	8	but	but	CCONJ
ejpam-6707	266	9	more	more	ADV
ejpam-6707	266	10	sophisticated	sophisticated	ADJ
ejpam-6707	266	11	requirements	requirement	NOUN
ejpam-6707	266	12	,	,	PUNCT
ejpam-6707	266	13	such	such	ADJ
ejpam-6707	266	14	as	as	ADP
ejpam-6707	266	15	rule	rule	NOUN
ejpam-6707	266	16	-	-	PUNCT
ejpam-6707	266	17	based	base	VERB
ejpam-6707	266	18	cluster	cluster	NOUN
ejpam-6707	266	19	descriptions	description	NOUN
ejpam-6707	266	20	,	,	PUNCT
ejpam-6707	266	21	often	often	ADV
ejpam-6707	266	22	result	result	VERB
ejpam-6707	266	23	in	in	ADP
ejpam-6707	266	24	np	np	NOUN
ejpam-6707	266	25	-	-	PUNCT
ejpam-6707	266	26	hard	hard	ADJ
ejpam-6707	266	27	problems	problem	NOUN
ejpam-6707	266	28	(	(	PUNCT
ejpam-6707	266	29	(	(	PUNCT
ejpam-6707	266	30	49	49	NUM
ejpam-6707	266	31	)	)	PUNCT
ejpam-6707	266	32	)	)	PUNCT
ejpam-6707	266	33	.	.	PUNCT
ejpam-6707	267	1	specialized	specialized	ADJ
ejpam-6707	267	2	algorithms	algorithm	NOUN
ejpam-6707	267	3	,	,	PUNCT
ejpam-6707	267	4	including	include	VERB
ejpam-6707	267	5	heuristics	heuristic	NOUN
ejpam-6707	267	6	and	and	CCONJ
ejpam-6707	267	7	approximation	approximation	NOUN
ejpam-6707	267	8	methods	method	NOUN
ejpam-6707	267	9	,	,	PUNCT
ejpam-6707	267	10	are	be	AUX
ejpam-6707	267	11	therefore	therefore	ADV
ejpam-6707	267	12	required	require	VERB
ejpam-6707	267	13	.	.	PUNCT
ejpam-6707	268	1	k.	k.	PROPN
ejpam-6707	268	2	danach	danach	PROPN
ejpam-6707	268	3	et	et	PROPN
ejpam-6707	268	4	al	al	PROPN
ejpam-6707	268	5	.	.	PUNCT
ejpam-6707	268	6	/	/	SYM
ejpam-6707	268	7	eur	eur	PROPN
ejpam-6707	268	8	.	.	PUNCT
ejpam-6707	269	1	j.	j.	PROPN
ejpam-6707	269	2	pure	pure	PROPN
ejpam-6707	269	3	appl	appl	PROPN
ejpam-6707	269	4	.	.	PROPN
ejpam-6707	269	5	math	math	PROPN
ejpam-6707	269	6	,	,	PUNCT
ejpam-6707	269	7	18	18	NUM
ejpam-6707	269	8	(	(	PUNCT
ejpam-6707	269	9	4	4	NUM
ejpam-6707	269	10	)	)	PUNCT
ejpam-6707	269	11	(	(	PUNCT
ejpam-6707	269	12	2025	2025	NUM
ejpam-6707	269	13	)	)	PUNCT
ejpam-6707	269	14	,	,	PUNCT
ejpam-6707	269	15	6707	6707	NUM
ejpam-6707	269	16	19	19	NUM
ejpam-6707	269	17	of	of	ADP
ejpam-6707	269	18	28	28	NUM
ejpam-6707	269	19	figure	figure	NOUN
ejpam-6707	269	20	6	6	NUM
ejpam-6707	269	21	:	:	PUNCT
ejpam-6707	269	22	multi	multi	ADJ
ejpam-6707	269	23	-	-	ADJ
ejpam-6707	269	24	objective	objective	ADJ
ejpam-6707	269	25	clustering	clustering	ADJ
ejpam-6707	269	26	optimization	optimization	NOUN
ejpam-6707	269	27	framework	framework	NOUN
ejpam-6707	269	28	.	.	PUNCT
ejpam-6707	270	1	the	the	DET
ejpam-6707	270	2	diagram	diagram	NOUN
ejpam-6707	270	3	distinguishes	distinguish	VERB
ejpam-6707	270	4	between	between	ADP
ejpam-6707	270	5	clustering	cluster	VERB
ejpam-6707	270	6	objectives	objective	NOUN
ejpam-6707	270	7	(	(	PUNCT
ejpam-6707	270	8	e.g.	e.g.	ADV
ejpam-6707	270	9	,	,	PUNCT
ejpam-6707	270	10	compactness	compactness	NOUN
ejpam-6707	270	11	,	,	PUNCT
ejpam-6707	270	12	separation	separation	NOUN
ejpam-6707	270	13	)	)	PUNCT
ejpam-6707	270	14	and	and	CCONJ
ejpam-6707	270	15	interpretability	interpretability	NOUN
ejpam-6707	270	16	constraints	constraint	NOUN
ejpam-6707	270	17	(	(	PUNCT
ejpam-6707	270	18	e.g.	e.g.	ADV
ejpam-6707	270	19	,	,	PUNCT
ejpam-6707	270	20	rule	rule	NOUN
ejpam-6707	270	21	simplicity	simplicity	NOUN
ejpam-6707	270	22	,	,	PUNCT
ejpam-6707	270	23	sparsity	sparsity	NOUN
ejpam-6707	270	24	)	)	PUNCT
ejpam-6707	270	25	,	,	PUNCT
ejpam-6707	270	26	showing	show	VERB
ejpam-6707	270	27	how	how	SCONJ
ejpam-6707	270	28	their	their	PRON
ejpam-6707	270	29	combination	combination	NOUN
ejpam-6707	270	30	leads	lead	VERB
ejpam-6707	270	31	to	to	ADP
ejpam-6707	270	32	pareto	pareto	ADJ
ejpam-6707	270	33	-	-	PUNCT
ejpam-6707	270	34	optimal	optimal	ADJ
ejpam-6707	270	35	solutions	solution	NOUN
ejpam-6707	270	36	.	.	PUNCT
ejpam-6707	271	1	the	the	DET
ejpam-6707	271	2	nature	nature	NOUN
ejpam-6707	271	3	of	of	ADP
ejpam-6707	271	4	the	the	DET
ejpam-6707	271	5	interpretability	interpretability	NOUN
ejpam-6707	271	6	criteria	criterion	NOUN
ejpam-6707	271	7	influences	influence	VERB
ejpam-6707	271	8	whether	whether	SCONJ
ejpam-6707	271	9	the	the	DET
ejpam-6707	271	10	problem	problem	NOUN
ejpam-6707	271	11	remains	remain	VERB
ejpam-6707	271	12	polynomially	polynomially	ADV
ejpam-6707	271	13	solvable	solvable	ADJ
ejpam-6707	271	14	or	or	CCONJ
ejpam-6707	271	15	becomes	become	VERB
ejpam-6707	271	16	np	np	INTJ
ejpam-6707	271	17	-	-	PUNCT
ejpam-6707	271	18	hard	hard	ADJ
ejpam-6707	271	19	,	,	PUNCT
ejpam-6707	271	20	requiring	require	VERB
ejpam-6707	271	21	advanced	advanced	ADJ
ejpam-6707	271	22	optimization	optimization	NOUN
ejpam-6707	271	23	strategies	strategy	NOUN
ejpam-6707	271	24	.	.	PUNCT
ejpam-6707	272	1	as	as	SCONJ
ejpam-6707	272	2	applications	application	NOUN
ejpam-6707	272	3	expand	expand	VERB
ejpam-6707	272	4	to	to	ADP
ejpam-6707	272	5	healthcare	healthcare	PROPN
ejpam-6707	272	6	,	,	PUNCT
ejpam-6707	272	7	manufacturing	manufacturing	NOUN
ejpam-6707	272	8	,	,	PUNCT
ejpam-6707	272	9	and	and	CCONJ
ejpam-6707	272	10	legal	legal	ADJ
ejpam-6707	272	11	analytics	analytic	NOUN
ejpam-6707	272	12	,	,	PUNCT
ejpam-6707	272	13	balancing	balance	VERB
ejpam-6707	272	14	clustering	cluster	VERB
ejpam-6707	272	15	quality	quality	NOUN
ejpam-6707	272	16	with	with	ADP
ejpam-6707	272	17	interpretability	interpretability	NOUN
ejpam-6707	272	18	becomes	become	VERB
ejpam-6707	272	19	crucial	crucial	ADJ
ejpam-6707	272	20	.	.	PUNCT
ejpam-6707	273	1	transparent	transparent	ADJ
ejpam-6707	273	2	and	and	CCONJ
ejpam-6707	273	3	dependable	dependable	ADJ
ejpam-6707	273	4	clustering	clustering	ADJ
ejpam-6707	273	5	methods	method	NOUN
ejpam-6707	273	6	are	be	AUX
ejpam-6707	273	7	key	key	ADJ
ejpam-6707	273	8	to	to	ADP
ejpam-6707	273	9	building	build	VERB
ejpam-6707	273	10	trustworthy	trustworthy	ADJ
ejpam-6707	273	11	unsupervised	unsupervised	ADJ
ejpam-6707	273	12	learning	learning	NOUN
ejpam-6707	273	13	systems	system	NOUN
ejpam-6707	273	14	.	.	PUNCT
ejpam-6707	274	1	to	to	PART
ejpam-6707	274	2	consolidate	consolidate	VERB
ejpam-6707	274	3	the	the	DET
ejpam-6707	274	4	discussion	discussion	NOUN
ejpam-6707	274	5	in	in	ADP
ejpam-6707	274	6	this	this	DET
ejpam-6707	274	7	section	section	NOUN
ejpam-6707	274	8	,	,	PUNCT
ejpam-6707	274	9	table	table	NOUN
ejpam-6707	274	10	3	3	NUM
ejpam-6707	274	11	provides	provide	VERB
ejpam-6707	274	12	a	a	DET
ejpam-6707	274	13	cross	cross	ADJ
ejpam-6707	274	14	-	-	ADJ
ejpam-6707	274	15	domain	domain	ADJ
ejpam-6707	274	16	mapping	mapping	NOUN
ejpam-6707	274	17	of	of	ADP
ejpam-6707	274	18	xai	xai	PROPN
ejpam-6707	274	19	–	–	PUNCT
ejpam-6707	274	20	optimization	optimization	NOUN
ejpam-6707	274	21	techniques	technique	NOUN
ejpam-6707	274	22	,	,	PUNCT
ejpam-6707	274	23	outlining	outline	VERB
ejpam-6707	274	24	their	their	PRON
ejpam-6707	274	25	advantages	advantage	NOUN
ejpam-6707	274	26	,	,	PUNCT
ejpam-6707	274	27	limitations	limitation	NOUN
ejpam-6707	274	28	,	,	PUNCT
ejpam-6707	274	29	and	and	CCONJ
ejpam-6707	274	30	open	open	ADJ
ejpam-6707	274	31	research	research	NOUN
ejpam-6707	274	32	opportunities	opportunity	NOUN
ejpam-6707	274	33	.	.	PUNCT
ejpam-6707	275	1	this	this	DET
ejpam-6707	275	2	table	table	NOUN
ejpam-6707	275	3	offers	offer	VERB
ejpam-6707	275	4	a	a	DET
ejpam-6707	275	5	concise	concise	ADJ
ejpam-6707	275	6	reference	reference	NOUN
ejpam-6707	275	7	that	that	PRON
ejpam-6707	275	8	complements	complement	VERB
ejpam-6707	275	9	the	the	DET
ejpam-6707	275	10	detailed	detailed	ADJ
ejpam-6707	275	11	analysis	analysis	NOUN
ejpam-6707	275	12	above	above	ADV
ejpam-6707	275	13	.	.	PUNCT
ejpam-6707	276	1	to	to	PART
ejpam-6707	276	2	synthesize	synthesize	VERB
ejpam-6707	276	3	the	the	DET
ejpam-6707	276	4	discussion	discussion	NOUN
ejpam-6707	276	5	of	of	ADP
ejpam-6707	276	6	architectures	architecture	NOUN
ejpam-6707	276	7	and	and	CCONJ
ejpam-6707	276	8	algorithms	algorithm	NOUN
ejpam-6707	276	9	,	,	PUNCT
ejpam-6707	276	10	we	we	PRON
ejpam-6707	276	11	provide	provide	VERB
ejpam-6707	276	12	a	a	DET
ejpam-6707	276	13	crossdomain	crossdomain	ADJ
ejpam-6707	276	14	summary	summary	NOUN
ejpam-6707	276	15	of	of	ADP
ejpam-6707	276	16	how	how	SCONJ
ejpam-6707	276	17	xai	xai	PROPN
ejpam-6707	276	18	–	–	PUNCT
ejpam-6707	276	19	optimization	optimization	NOUN
ejpam-6707	276	20	techniques	technique	NOUN
ejpam-6707	276	21	are	be	AUX
ejpam-6707	276	22	applied	apply	VERB
ejpam-6707	276	23	in	in	ADP
ejpam-6707	276	24	practice	practice	NOUN
ejpam-6707	276	25	.	.	PUNCT
ejpam-6707	277	1	table	table	NOUN
ejpam-6707	277	2	3	3	NUM
ejpam-6707	277	3	maps	map	VERB
ejpam-6707	277	4	key	key	ADJ
ejpam-6707	277	5	application	application	NOUN
ejpam-6707	277	6	domains	domain	NOUN
ejpam-6707	277	7	to	to	PART
ejpam-6707	277	8	representative	representative	VERB
ejpam-6707	277	9	techniques	technique	NOUN
ejpam-6707	277	10	,	,	PUNCT
ejpam-6707	277	11	highlighting	highlight	VERB
ejpam-6707	277	12	their	their	PRON
ejpam-6707	277	13	main	main	ADJ
ejpam-6707	277	14	advantages	advantage	NOUN
ejpam-6707	277	15	,	,	PUNCT
ejpam-6707	277	16	limitations	limitation	NOUN
ejpam-6707	277	17	,	,	PUNCT
ejpam-6707	277	18	and	and	CCONJ
ejpam-6707	277	19	research	research	NOUN
ejpam-6707	277	20	opportunities	opportunity	NOUN
ejpam-6707	277	21	.	.	PUNCT
ejpam-6707	278	1	this	this	DET
ejpam-6707	278	2	overview	overview	NOUN
ejpam-6707	278	3	connects	connect	VERB
ejpam-6707	278	4	the	the	DET
ejpam-6707	278	5	methodological	methodological	ADJ
ejpam-6707	278	6	foundations	foundation	NOUN
ejpam-6707	278	7	to	to	ADP
ejpam-6707	278	8	sector	sector	NOUN
ejpam-6707	278	9	-	-	PUNCT
ejpam-6707	278	10	specific	specific	ADJ
ejpam-6707	278	11	challenges	challenge	NOUN
ejpam-6707	278	12	that	that	PRON
ejpam-6707	278	13	will	will	AUX
ejpam-6707	278	14	be	be	AUX
ejpam-6707	278	15	further	far	ADV
ejpam-6707	278	16	elaborated	elaborate	VERB
ejpam-6707	278	17	in	in	ADP
ejpam-6707	278	18	section	section	NOUN
ejpam-6707	278	19	5	5	NUM
ejpam-6707	278	20	.	.	PUNCT
ejpam-6707	279	1	building	build	VERB
ejpam-6707	279	2	on	on	ADP
ejpam-6707	279	3	this	this	DET
ejpam-6707	279	4	mapping	mapping	NOUN
ejpam-6707	279	5	,	,	PUNCT
ejpam-6707	279	6	section	section	NOUN
ejpam-6707	279	7	5	5	NUM
ejpam-6707	279	8	discusses	discuss	VERB
ejpam-6707	279	9	sectoral	sectoral	ADJ
ejpam-6707	279	10	impacts	impact	NOUN
ejpam-6707	279	11	,	,	PUNCT
ejpam-6707	279	12	identifies	identify	VERB
ejpam-6707	279	13	key	key	ADJ
ejpam-6707	279	14	research	research	NOUN
ejpam-6707	279	15	k.	k.	PROPN
ejpam-6707	279	16	danach	danach	PROPN
ejpam-6707	279	17	et	et	PROPN
ejpam-6707	279	18	al	al	PROPN
ejpam-6707	279	19	.	.	PUNCT
ejpam-6707	279	20	/	/	SYM
ejpam-6707	279	21	eur	eur	PROPN
ejpam-6707	279	22	.	.	PUNCT
ejpam-6707	280	1	j.	j.	PROPN
ejpam-6707	280	2	pure	pure	PROPN
ejpam-6707	280	3	appl	appl	PROPN
ejpam-6707	280	4	.	.	PROPN
ejpam-6707	280	5	math	math	PROPN
ejpam-6707	280	6	,	,	PUNCT
ejpam-6707	280	7	18	18	NUM
ejpam-6707	280	8	(	(	PUNCT
ejpam-6707	280	9	4	4	NUM
ejpam-6707	280	10	)	)	PUNCT
ejpam-6707	280	11	(	(	PUNCT
ejpam-6707	280	12	2025	2025	NUM
ejpam-6707	280	13	)	)	PUNCT
ejpam-6707	280	14	,	,	PUNCT
ejpam-6707	280	15	6707	6707	NUM
ejpam-6707	280	16	20	20	NUM
ejpam-6707	280	17	of	of	ADP
ejpam-6707	280	18	28	28	NUM
ejpam-6707	280	19	table	table	NOUN
ejpam-6707	280	20	2	2	NUM
ejpam-6707	280	21	:	:	PUNCT
ejpam-6707	280	22	summary	summary	NOUN
ejpam-6707	280	23	of	of	ADP
ejpam-6707	280	24	application	application	NOUN
ejpam-6707	280	25	domains	domain	NOUN
ejpam-6707	280	26	,	,	PUNCT
ejpam-6707	280	27	xai	xai	PROPN
ejpam-6707	280	28	–	–	PUNCT
ejpam-6707	280	29	optimization	optimization	NOUN
ejpam-6707	280	30	techniques	technique	NOUN
ejpam-6707	280	31	,	,	PUNCT
ejpam-6707	280	32	advantages	advantage	NOUN
ejpam-6707	280	33	,	,	PUNCT
ejpam-6707	280	34	limitations	limitation	NOUN
ejpam-6707	280	35	,	,	PUNCT
ejpam-6707	280	36	and	and	CCONJ
ejpam-6707	280	37	research	research	NOUN
ejpam-6707	280	38	opportunities	opportunity	NOUN
ejpam-6707	280	39	.	.	PUNCT
ejpam-6707	281	1	domain	domain	NOUN
ejpam-6707	281	2	xai	xai	PROPN
ejpam-6707	281	3	–	–	PUNCT
ejpam-6707	281	4	optimization	optimization	NOUN
ejpam-6707	281	5	techniques	technique	NOUN
ejpam-6707	281	6	advantages	advantage	NOUN
ejpam-6707	281	7	limitations	limitation	VERB
ejpam-6707	281	8	research	research	NOUN
ejpam-6707	281	9	opportunities	opportunity	NOUN
ejpam-6707	281	10	healthcare	healthcare	PROPN
ejpam-6707	281	11	shap	shap	PROPN
ejpam-6707	281	12	/	/	SYM
ejpam-6707	281	13	lime	lime	NOUN
ejpam-6707	281	14	with	with	ADP
ejpam-6707	281	15	reinforcement	reinforcement	NOUN
ejpam-6707	281	16	learning	learning	NOUN
ejpam-6707	281	17	for	for	ADP
ejpam-6707	281	18	scheduling	scheduling	NOUN
ejpam-6707	281	19	and	and	CCONJ
ejpam-6707	281	20	resource	resource	NOUN
ejpam-6707	281	21	allocation	allocation	NOUN
ejpam-6707	281	22	improves	improve	VERB
ejpam-6707	281	23	transparency	transparency	NOUN
ejpam-6707	281	24	in	in	ADP
ejpam-6707	281	25	treatment	treatment	NOUN
ejpam-6707	281	26	prioritization	prioritization	NOUN
ejpam-6707	281	27	;	;	PUNCT
ejpam-6707	281	28	increases	increase	VERB
ejpam-6707	281	29	trust	trust	NOUN
ejpam-6707	281	30	in	in	ADP
ejpam-6707	281	31	clinical	clinical	ADJ
ejpam-6707	281	32	decision	decision	NOUN
ejpam-6707	281	33	support	support	NOUN
ejpam-6707	281	34	scalability	scalability	NOUN
ejpam-6707	281	35	challenges	challenge	NOUN
ejpam-6707	281	36	with	with	ADP
ejpam-6707	281	37	large	large	ADJ
ejpam-6707	281	38	patient	patient	ADJ
ejpam-6707	281	39	datasets	dataset	NOUN
ejpam-6707	281	40	;	;	PUNCT
ejpam-6707	281	41	lack	lack	NOUN
ejpam-6707	281	42	of	of	ADP
ejpam-6707	281	43	benchmarks	benchmark	NOUN
ejpam-6707	281	44	explainable	explainable	ADJ
ejpam-6707	281	45	hyperheuristics	hyperheuristic	NOUN
ejpam-6707	281	46	for	for	ADP
ejpam-6707	281	47	hospital	hospital	NOUN
ejpam-6707	281	48	resource	resource	NOUN
ejpam-6707	281	49	planning	planning	NOUN
ejpam-6707	281	50	;	;	PUNCT
ejpam-6707	281	51	domain	domain	NOUN
ejpam-6707	281	52	-	-	PUNCT
ejpam-6707	281	53	adaptable	adaptable	ADJ
ejpam-6707	281	54	interpretable	interpretable	ADJ
ejpam-6707	281	55	solvers	solver	NOUN
ejpam-6707	281	56	finance	finance	NOUN
ejpam-6707	281	57	portfolio	portfolio	NOUN
ejpam-6707	281	58	optimization	optimization	NOUN
ejpam-6707	281	59	with	with	ADP
ejpam-6707	281	60	post	post	ADJ
ejpam-6707	281	61	-	-	ADJ
ejpam-6707	281	62	hoc	hoc	ADJ
ejpam-6707	281	63	xai	xai	NOUN
ejpam-6707	281	64	(	(	PUNCT
ejpam-6707	281	65	e.g.	e.g.	ADV
ejpam-6707	281	66	,	,	PUNCT
ejpam-6707	281	67	shap	shap	NOUN
ejpam-6707	281	68	,	,	PUNCT
ejpam-6707	281	69	lime	lime	NOUN
ejpam-6707	281	70	)	)	PUNCT
ejpam-6707	281	71	and	and	CCONJ
ejpam-6707	281	72	interpretable	interpretable	ADJ
ejpam-6707	281	73	milp	milp	ADJ
ejpam-6707	281	74	models	model	NOUN
ejpam-6707	281	75	enhances	enhance	VERB
ejpam-6707	281	76	accountability	accountability	NOUN
ejpam-6707	281	77	and	and	CCONJ
ejpam-6707	281	78	compliance	compliance	NOUN
ejpam-6707	281	79	;	;	PUNCT
ejpam-6707	281	80	provides	provide	VERB
ejpam-6707	281	81	rationale	rationale	NOUN
ejpam-6707	281	82	for	for	ADP
ejpam-6707	281	83	asset	asset	NOUN
ejpam-6707	281	84	allocation	allocation	NOUN
ejpam-6707	281	85	sensitive	sensitive	ADJ
ejpam-6707	281	86	to	to	ADP
ejpam-6707	281	87	volatility	volatility	NOUN
ejpam-6707	281	88	;	;	PUNCT
ejpam-6707	281	89	unstable	unstable	ADJ
ejpam-6707	281	90	explanations	explanation	NOUN
ejpam-6707	281	91	real	real	ADJ
ejpam-6707	281	92	-	-	PUNCT
ejpam-6707	281	93	time	time	NOUN
ejpam-6707	281	94	explainability	explainability	NOUN
ejpam-6707	281	95	for	for	ADP
ejpam-6707	281	96	trading	trading	NOUN
ejpam-6707	281	97	;	;	PUNCT
ejpam-6707	281	98	regulatorycompliant	regulatorycompliant	ADJ
ejpam-6707	281	99	explainable	explainable	ADJ
ejpam-6707	281	100	finance	finance	NOUN
ejpam-6707	281	101	frameworks	framework	NOUN
ejpam-6707	281	102	logistics	logistic	NOUN
ejpam-6707	281	103	genetic	genetic	ADJ
ejpam-6707	281	104	algorithms	algorithm	NOUN
ejpam-6707	281	105	with	with	ADP
ejpam-6707	281	106	xai	xai	PROPN
ejpam-6707	281	107	surrogates	surrogate	NOUN
ejpam-6707	281	108	;	;	PUNCT
ejpam-6707	281	109	explainable	explainable	ADJ
ejpam-6707	281	110	matheuristics	matheuristic	NOUN
ejpam-6707	281	111	for	for	ADP
ejpam-6707	281	112	supply	supply	NOUN
ejpam-6707	281	113	chain	chain	NOUN
ejpam-6707	281	114	planning	planning	NOUN
ejpam-6707	281	115	facilitates	facilitate	VERB
ejpam-6707	281	116	tradeoff	tradeoff	NOUN
ejpam-6707	281	117	visualization	visualization	NOUN
ejpam-6707	281	118	;	;	PUNCT
ejpam-6707	281	119	supports	support	VERB
ejpam-6707	281	120	multistakeholder	multistakeholder	NOUN
ejpam-6707	281	121	coordination	coordination	NOUN
ejpam-6707	281	122	lack	lack	NOUN
ejpam-6707	281	123	of	of	ADP
ejpam-6707	281	124	standard	standard	ADJ
ejpam-6707	281	125	evaluation	evaluation	NOUN
ejpam-6707	281	126	;	;	PUNCT
ejpam-6707	281	127	computational	computational	ADJ
ejpam-6707	281	128	overhead	overhead	NOUN
ejpam-6707	281	129	in	in	ADP
ejpam-6707	281	130	real	real	ADJ
ejpam-6707	281	131	time	time	NOUN
ejpam-6707	281	132	autoxai	autoxai	NOUN
ejpam-6707	281	133	for	for	ADP
ejpam-6707	281	134	supply	supply	NOUN
ejpam-6707	281	135	chains	chain	NOUN
ejpam-6707	281	136	;	;	PUNCT
ejpam-6707	281	137	interpretable	interpretable	ADJ
ejpam-6707	281	138	multi	multi	ADJ
ejpam-6707	281	139	-	-	ADJ
ejpam-6707	281	140	objective	objective	ADJ
ejpam-6707	281	141	frameworks	framework	NOUN
ejpam-6707	281	142	energy	energy	NOUN
ejpam-6707	281	143	systems	system	NOUN
ejpam-6707	281	144	milp	milp	PROPN
ejpam-6707	281	145	with	with	ADP
ejpam-6707	281	146	explainability	explainability	NOUN
ejpam-6707	281	147	constraints	constraint	NOUN
ejpam-6707	281	148	;	;	PUNCT
ejpam-6707	281	149	shap	shap	NOUN
ejpam-6707	281	150	-	-	PUNCT
ejpam-6707	281	151	enhanced	enhance	VERB
ejpam-6707	281	152	simulation	simulation	NOUN
ejpam-6707	281	153	models	model	NOUN
ejpam-6707	281	154	supports	support	VERB
ejpam-6707	281	155	auditing	auditing	NOUN
ejpam-6707	281	156	and	and	CCONJ
ejpam-6707	281	157	compliance	compliance	NOUN
ejpam-6707	281	158	;	;	PUNCT
ejpam-6707	281	159	ensures	ensure	VERB
ejpam-6707	281	160	grid	grid	NOUN
ejpam-6707	281	161	operation	operation	NOUN
ejpam-6707	281	162	transparency	transparency	NOUN
ejpam-6707	281	163	high	high	ADJ
ejpam-6707	281	164	computational	computational	ADJ
ejpam-6707	281	165	cost	cost	NOUN
ejpam-6707	281	166	;	;	PUNCT
ejpam-6707	281	167	performance	performance	NOUN
ejpam-6707	281	168	–	–	PUNCT
ejpam-6707	281	169	explainability	explainability	NOUN
ejpam-6707	281	170	trade	trade	NOUN
ejpam-6707	281	171	-	-	PUNCT
ejpam-6707	281	172	off	off	ADP
ejpam-6707	281	173	lightweight	lightweight	ADJ
ejpam-6707	281	174	explainable	explainable	ADJ
ejpam-6707	281	175	solvers	solver	NOUN
ejpam-6707	281	176	for	for	ADP
ejpam-6707	281	177	edge	edge	NOUN
ejpam-6707	281	178	devices	device	NOUN
ejpam-6707	281	179	;	;	PUNCT
ejpam-6707	281	180	renewable	renewable	ADJ
ejpam-6707	281	181	energy	energy	NOUN
ejpam-6707	281	182	integration	integration	NOUN
ejpam-6707	281	183	with	with	ADP
ejpam-6707	281	184	explainability	explainability	NOUN
ejpam-6707	281	185	policy	policy	NOUN
ejpam-6707	281	186	&	&	CCONJ
ejpam-6707	281	187	governance	governance	NOUN
ejpam-6707	281	188	multi	multi	ADJ
ejpam-6707	281	189	-	-	ADJ
ejpam-6707	281	190	objective	objective	ADJ
ejpam-6707	281	191	optimization	optimization	NOUN
ejpam-6707	281	192	with	with	ADP
ejpam-6707	281	193	rulebased	rulebased	ADJ
ejpam-6707	281	194	interpretable	interpretable	ADJ
ejpam-6707	281	195	models	model	NOUN
ejpam-6707	281	196	for	for	ADP
ejpam-6707	281	197	resource	resource	NOUN
ejpam-6707	281	198	allocation	allocation	NOUN
ejpam-6707	281	199	increases	increase	VERB
ejpam-6707	281	200	transparency	transparency	NOUN
ejpam-6707	281	201	in	in	ADP
ejpam-6707	281	202	public	public	ADJ
ejpam-6707	281	203	decision	decision	NOUN
ejpam-6707	281	204	-	-	PUNCT
ejpam-6707	281	205	making	making	NOUN
ejpam-6707	281	206	;	;	PUNCT
ejpam-6707	281	207	supports	support	VERB
ejpam-6707	281	208	fairness	fairness	NOUN
ejpam-6707	281	209	and	and	CCONJ
ejpam-6707	281	210	accountability	accountability	NOUN
ejpam-6707	281	211	balancing	balance	VERB
ejpam-6707	281	212	competing	compete	VERB
ejpam-6707	281	213	objectives	objective	NOUN
ejpam-6707	281	214	is	be	AUX
ejpam-6707	281	215	difficult	difficult	ADJ
ejpam-6707	281	216	;	;	PUNCT
ejpam-6707	281	217	domain	domain	NOUN
ejpam-6707	281	218	-	-	PUNCT
ejpam-6707	281	219	specific	specific	ADJ
ejpam-6707	281	220	explanations	explanation	NOUN
ejpam-6707	281	221	compliance	compliance	NOUN
ejpam-6707	281	222	-	-	PUNCT
ejpam-6707	281	223	aware	aware	ADJ
ejpam-6707	281	224	explainable	explainable	ADJ
ejpam-6707	281	225	optimization	optimization	NOUN
ejpam-6707	281	226	aligned	align	VERB
ejpam-6707	281	227	with	with	ADP
ejpam-6707	281	228	ai	ai	PROPN
ejpam-6707	281	229	governance	governance	NOUN
ejpam-6707	281	230	regulations	regulation	NOUN
ejpam-6707	281	231	gaps	gap	NOUN
ejpam-6707	281	232	,	,	PUNCT
ejpam-6707	281	233	and	and	CCONJ
ejpam-6707	281	234	outlines	outline	VERB
ejpam-6707	281	235	directions	direction	NOUN
ejpam-6707	281	236	for	for	ADP
ejpam-6707	281	237	future	future	ADJ
ejpam-6707	281	238	work	work	NOUN
ejpam-6707	281	239	.	.	PUNCT
ejpam-6707	282	1	5	5	X
ejpam-6707	282	2	.	.	NOUN
ejpam-6707	282	3	sectoral	sectoral	ADJ
ejpam-6707	282	4	impacts	impact	NOUN
ejpam-6707	282	5	,	,	PUNCT
ejpam-6707	282	6	gaps	gap	NOUN
ejpam-6707	282	7	,	,	PUNCT
ejpam-6707	282	8	and	and	CCONJ
ejpam-6707	282	9	future	future	ADJ
ejpam-6707	282	10	outlook	outlook	NOUN
ejpam-6707	282	11	as	as	ADP
ejpam-6707	282	12	explainable	explainable	ADJ
ejpam-6707	282	13	optimization	optimization	NOUN
ejpam-6707	282	14	continues	continue	VERB
ejpam-6707	282	15	to	to	PART
ejpam-6707	282	16	mature	mature	VERB
ejpam-6707	282	17	,	,	PUNCT
ejpam-6707	282	18	its	its	PRON
ejpam-6707	282	19	influence	influence	NOUN
ejpam-6707	282	20	is	be	AUX
ejpam-6707	282	21	increasingly	increasingly	ADV
ejpam-6707	282	22	evident	evident	ADJ
ejpam-6707	282	23	across	across	ADP
ejpam-6707	282	24	a	a	DET
ejpam-6707	282	25	range	range	NOUN
ejpam-6707	282	26	of	of	ADP
ejpam-6707	282	27	high	high	ADJ
ejpam-6707	282	28	-	-	PUNCT
ejpam-6707	282	29	impact	impact	NOUN
ejpam-6707	282	30	sectors	sector	NOUN
ejpam-6707	282	31	.	.	PUNCT
ejpam-6707	283	1	practical	practical	ADJ
ejpam-6707	283	2	deployment	deployment	NOUN
ejpam-6707	283	3	highlights	highlight	NOUN
ejpam-6707	283	4	not	not	PART
ejpam-6707	283	5	only	only	ADV
ejpam-6707	283	6	the	the	DET
ejpam-6707	283	7	value	value	NOUN
ejpam-6707	283	8	of	of	ADP
ejpam-6707	283	9	interpretability	interpretability	NOUN
ejpam-6707	283	10	but	but	CCONJ
ejpam-6707	283	11	also	also	ADV
ejpam-6707	283	12	the	the	DET
ejpam-6707	283	13	diverse	diverse	ADJ
ejpam-6707	283	14	ways	way	NOUN
ejpam-6707	283	15	in	in	ADP
ejpam-6707	283	16	which	which	PRON
ejpam-6707	283	17	it	it	PRON
ejpam-6707	283	18	can	can	AUX
ejpam-6707	283	19	be	be	AUX
ejpam-6707	283	20	operationalized	operationalize	VERB
ejpam-6707	283	21	to	to	PART
ejpam-6707	283	22	meet	meet	VERB
ejpam-6707	283	23	real	real	ADJ
ejpam-6707	283	24	-	-	PUNCT
ejpam-6707	283	25	world	world	NOUN
ejpam-6707	283	26	constraints	constraint	NOUN
ejpam-6707	283	27	and	and	CCONJ
ejpam-6707	283	28	expectations	expectation	NOUN
ejpam-6707	283	29	.	.	PUNCT
ejpam-6707	284	1	this	this	DET
ejpam-6707	284	2	subsection	subsection	NOUN
ejpam-6707	284	3	surveys	survey	NOUN
ejpam-6707	284	4	emerging	emerge	VERB
ejpam-6707	284	5	use	use	NOUN
ejpam-6707	284	6	cases	case	NOUN
ejpam-6707	284	7	and	and	CCONJ
ejpam-6707	284	8	domain	domain	NOUN
ejpam-6707	284	9	-	-	PUNCT
ejpam-6707	284	10	specific	specific	ADJ
ejpam-6707	284	11	implementations	implementation	NOUN
ejpam-6707	284	12	,	,	PUNCT
ejpam-6707	284	13	emphasizing	emphasize	VERB
ejpam-6707	284	14	how	how	SCONJ
ejpam-6707	284	15	the	the	DET
ejpam-6707	284	16	integration	integration	NOUN
ejpam-6707	284	17	of	of	ADP
ejpam-6707	284	18	explainability	explainability	NOUN
ejpam-6707	284	19	enhances	enhance	VERB
ejpam-6707	284	20	decision	decision	NOUN
ejpam-6707	284	21	accountability	accountability	NOUN
ejpam-6707	284	22	and	and	CCONJ
ejpam-6707	284	23	fosters	foster	VERB
ejpam-6707	284	24	broader	broad	ADJ
ejpam-6707	284	25	adoption	adoption	NOUN
ejpam-6707	284	26	in	in	ADP
ejpam-6707	284	27	critical	critical	ADJ
ejpam-6707	284	28	industries	industry	NOUN
ejpam-6707	284	29	.	.	PUNCT
ejpam-6707	285	1	5.1	5.1	NUM
ejpam-6707	285	2	.	.	PUNCT
ejpam-6707	285	3	applications	application	NOUN
ejpam-6707	285	4	and	and	CCONJ
ejpam-6707	285	5	emerging	emerge	VERB
ejpam-6707	285	6	use	use	NOUN
ejpam-6707	285	7	cases	case	NOUN
ejpam-6707	285	8	the	the	DET
ejpam-6707	285	9	practical	practical	ADJ
ejpam-6707	285	10	application	application	NOUN
ejpam-6707	285	11	of	of	ADP
ejpam-6707	285	12	explainable	explainable	ADJ
ejpam-6707	285	13	optimization	optimization	NOUN
ejpam-6707	285	14	spans	span	VERB
ejpam-6707	285	15	numerous	numerous	ADJ
ejpam-6707	285	16	domains	domain	NOUN
ejpam-6707	285	17	where	where	SCONJ
ejpam-6707	285	18	decision	decision	NOUN
ejpam-6707	285	19	transparency	transparency	NOUN
ejpam-6707	285	20	is	be	AUX
ejpam-6707	285	21	crucial	crucial	ADJ
ejpam-6707	285	22	for	for	ADP
ejpam-6707	285	23	stakeholder	stakeholder	NOUN
ejpam-6707	285	24	acceptance	acceptance	NOUN
ejpam-6707	285	25	,	,	PUNCT
ejpam-6707	285	26	regulatory	regulatory	ADJ
ejpam-6707	285	27	compliance	compliance	NOUN
ejpam-6707	285	28	,	,	PUNCT
ejpam-6707	285	29	or	or	CCONJ
ejpam-6707	285	30	risk	risk	NOUN
ejpam-6707	285	31	management	management	NOUN
ejpam-6707	285	32	.	.	PUNCT
ejpam-6707	286	1	healthcare	healthcare	NOUN
ejpam-6707	286	2	resource	resource	NOUN
ejpam-6707	286	3	allocation	allocation	NOUN
ejpam-6707	286	4	represents	represent	VERB
ejpam-6707	286	5	a	a	DET
ejpam-6707	286	6	prominent	prominent	ADJ
ejpam-6707	286	7	application	application	NOUN
ejpam-6707	286	8	area	area	NOUN
ejpam-6707	286	9	where	where	SCONJ
ejpam-6707	286	10	optimization	optimization	NOUN
ejpam-6707	286	11	models	model	NOUN
ejpam-6707	286	12	must	must	AUX
ejpam-6707	286	13	not	not	PART
ejpam-6707	286	14	only	only	ADV
ejpam-6707	286	15	minimize	minimize	VERB
ejpam-6707	286	16	costs	cost	NOUN
ejpam-6707	286	17	or	or	CCONJ
ejpam-6707	286	18	maximize	maximize	VERB
ejpam-6707	286	19	efficiency	efficiency	NOUN
ejpam-6707	286	20	but	but	CCONJ
ejpam-6707	286	21	also	also	ADV
ejpam-6707	286	22	provide	provide	VERB
ejpam-6707	286	23	clear	clear	ADJ
ejpam-6707	286	24	justifications	justification	NOUN
ejpam-6707	286	25	for	for	ADP
ejpam-6707	286	26	resource	resource	NOUN
ejpam-6707	286	27	distribution	distribution	NOUN
ejpam-6707	286	28	decisions	decision	NOUN
ejpam-6707	286	29	.	.	PUNCT
ejpam-6707	287	1	medical	medical	ADJ
ejpam-6707	287	2	professionals	professional	NOUN
ejpam-6707	287	3	require	require	VERB
ejpam-6707	287	4	understanding	understanding	NOUN
ejpam-6707	287	5	of	of	ADP
ejpam-6707	287	6	why	why	SCONJ
ejpam-6707	287	7	certain	certain	ADJ
ejpam-6707	287	8	allocation	allocation	NOUN
ejpam-6707	287	9	choices	choice	NOUN
ejpam-6707	287	10	were	be	AUX
ejpam-6707	287	11	made	make	VERB
ejpam-6707	287	12	,	,	PUNCT
ejpam-6707	287	13	particularly	particularly	ADV
ejpam-6707	287	14	when	when	SCONJ
ejpam-6707	287	15	these	these	DET
ejpam-6707	287	16	k.	k.	PROPN
ejpam-6707	287	17	danach	danach	PROPN
ejpam-6707	287	18	et	et	PROPN
ejpam-6707	288	1	al	al	PROPN
ejpam-6707	288	2	.	.	PUNCT
ejpam-6707	288	3	/	/	SYM
ejpam-6707	288	4	eur	eur	PROPN
ejpam-6707	288	5	.	.	PUNCT
ejpam-6707	289	1	j.	j.	PROPN
ejpam-6707	289	2	pure	pure	PROPN
ejpam-6707	289	3	appl	appl	PROPN
ejpam-6707	289	4	.	.	PROPN
ejpam-6707	289	5	math	math	PROPN
ejpam-6707	289	6	,	,	PUNCT
ejpam-6707	289	7	18	18	NUM
ejpam-6707	289	8	(	(	PUNCT
ejpam-6707	289	9	4	4	NUM
ejpam-6707	289	10	)	)	PUNCT
ejpam-6707	289	11	(	(	PUNCT
ejpam-6707	289	12	2025	2025	NUM
ejpam-6707	289	13	)	)	PUNCT
ejpam-6707	289	14	,	,	PUNCT
ejpam-6707	289	15	6707	6707	NUM
ejpam-6707	289	16	21	21	NUM
ejpam-6707	289	17	of	of	ADP
ejpam-6707	289	18	28	28	NUM
ejpam-6707	289	19	decisions	decision	NOUN
ejpam-6707	289	20	affect	affect	VERB
ejpam-6707	289	21	patient	patient	ADJ
ejpam-6707	289	22	care	care	NOUN
ejpam-6707	289	23	quality	quality	NOUN
ejpam-6707	289	24	or	or	CCONJ
ejpam-6707	289	25	access	access	NOUN
ejpam-6707	289	26	to	to	ADP
ejpam-6707	289	27	treatments	treatment	NOUN
ejpam-6707	289	28	(	(	PUNCT
ejpam-6707	289	29	(	(	PUNCT
ejpam-6707	289	30	51–53	51–53	NUM
ejpam-6707	289	31	)	)	PUNCT
ejpam-6707	289	32	)	)	PUNCT
ejpam-6707	289	33	.	.	PUNCT
ejpam-6707	290	1	financial	financial	ADJ
ejpam-6707	290	2	portfolio	portfolio	NOUN
ejpam-6707	290	3	optimization	optimization	NOUN
ejpam-6707	290	4	exemplifies	exemplify	VERB
ejpam-6707	290	5	another	another	DET
ejpam-6707	290	6	critical	critical	ADJ
ejpam-6707	290	7	application	application	NOUN
ejpam-6707	290	8	domain	domain	NOUN
ejpam-6707	290	9	where	where	SCONJ
ejpam-6707	290	10	explainability	explainability	NOUN
ejpam-6707	290	11	requirements	requirement	NOUN
ejpam-6707	290	12	have	have	AUX
ejpam-6707	290	13	driven	drive	VERB
ejpam-6707	290	14	significant	significant	ADJ
ejpam-6707	290	15	methodological	methodological	ADJ
ejpam-6707	290	16	innovations	innovation	NOUN
ejpam-6707	290	17	.	.	PUNCT
ejpam-6707	291	1	investment	investment	NOUN
ejpam-6707	291	2	decisions	decision	NOUN
ejpam-6707	291	3	generated	generate	VERB
ejpam-6707	291	4	through	through	ADP
ejpam-6707	291	5	optimization	optimization	NOUN
ejpam-6707	291	6	models	model	NOUN
ejpam-6707	291	7	must	must	AUX
ejpam-6707	291	8	be	be	AUX
ejpam-6707	291	9	explainable	explainable	ADJ
ejpam-6707	291	10	to	to	ADP
ejpam-6707	291	11	regulators	regulator	NOUN
ejpam-6707	291	12	,	,	PUNCT
ejpam-6707	291	13	clients	client	NOUN
ejpam-6707	291	14	,	,	PUNCT
ejpam-6707	291	15	and	and	CCONJ
ejpam-6707	291	16	risk	risk	NOUN
ejpam-6707	291	17	management	management	NOUN
ejpam-6707	291	18	teams	team	NOUN
ejpam-6707	291	19	.	.	PUNCT
ejpam-6707	292	1	the	the	DET
ejpam-6707	292	2	complexity	complexity	NOUN
ejpam-6707	292	3	of	of	ADP
ejpam-6707	292	4	financial	financial	ADJ
ejpam-6707	292	5	markets	market	NOUN
ejpam-6707	292	6	and	and	CCONJ
ejpam-6707	292	7	the	the	DET
ejpam-6707	292	8	high	high	ADJ
ejpam-6707	292	9	stakes	stake	NOUN
ejpam-6707	292	10	involved	involve	VERB
ejpam-6707	292	11	in	in	ADP
ejpam-6707	292	12	investment	investment	NOUN
ejpam-6707	292	13	decisions	decision	NOUN
ejpam-6707	292	14	necessitate	necessitate	ADJ
ejpam-6707	292	15	optimization	optimization	NOUN
ejpam-6707	292	16	approaches	approach	NOUN
ejpam-6707	292	17	that	that	PRON
ejpam-6707	292	18	can	can	AUX
ejpam-6707	292	19	provide	provide	VERB
ejpam-6707	292	20	clear	clear	ADJ
ejpam-6707	292	21	rationales	rationale	NOUN
ejpam-6707	292	22	for	for	ADP
ejpam-6707	292	23	asset	asset	NOUN
ejpam-6707	292	24	allocation	allocation	NOUN
ejpam-6707	292	25	choices	choice	NOUN
ejpam-6707	292	26	,	,	PUNCT
ejpam-6707	292	27	risk	risk	NOUN
ejpam-6707	292	28	exposure	exposure	NOUN
ejpam-6707	292	29	levels	level	NOUN
ejpam-6707	292	30	,	,	PUNCT
ejpam-6707	292	31	and	and	CCONJ
ejpam-6707	292	32	trading	trading	NOUN
ejpam-6707	292	33	strategies	strategy	NOUN
ejpam-6707	292	34	(	(	PUNCT
ejpam-6707	292	35	(	(	PUNCT
ejpam-6707	292	36	29	29	NUM
ejpam-6707	292	37	)	)	PUNCT
ejpam-6707	292	38	)	)	PUNCT
ejpam-6707	292	39	.	.	PUNCT
ejpam-6707	293	1	supply	supply	NOUN
ejpam-6707	293	2	chain	chain	NOUN
ejpam-6707	293	3	optimization	optimization	NOUN
ejpam-6707	293	4	presents	present	VERB
ejpam-6707	293	5	unique	unique	ADJ
ejpam-6707	293	6	challenges	challenge	NOUN
ejpam-6707	293	7	for	for	ADP
ejpam-6707	293	8	explainable	explainable	ADJ
ejpam-6707	293	9	ai	ai	NOUN
ejpam-6707	293	10	integration	integration	NOUN
ejpam-6707	293	11	due	due	ADP
ejpam-6707	293	12	to	to	ADP
ejpam-6707	293	13	the	the	DET
ejpam-6707	293	14	multi	multi	ADJ
ejpam-6707	293	15	-	-	ADJ
ejpam-6707	293	16	stakeholder	stakeholder	ADJ
ejpam-6707	293	17	nature	nature	NOUN
ejpam-6707	293	18	of	of	ADP
ejpam-6707	293	19	supply	supply	NOUN
ejpam-6707	293	20	chain	chain	NOUN
ejpam-6707	293	21	decisions	decision	NOUN
ejpam-6707	293	22	and	and	CCONJ
ejpam-6707	293	23	the	the	DET
ejpam-6707	293	24	need	need	NOUN
ejpam-6707	293	25	for	for	ADP
ejpam-6707	293	26	coordination	coordination	NOUN
ejpam-6707	293	27	across	across	ADP
ejpam-6707	293	28	organizational	organizational	ADJ
ejpam-6707	293	29	boundaries	boundary	NOUN
ejpam-6707	293	30	.	.	PUNCT
ejpam-6707	294	1	optimization	optimization	NOUN
ejpam-6707	294	2	models	model	NOUN
ejpam-6707	294	3	that	that	PRON
ejpam-6707	294	4	recommend	recommend	VERB
ejpam-6707	294	5	supplier	supplier	NOUN
ejpam-6707	294	6	selection	selection	NOUN
ejpam-6707	294	7	,	,	PUNCT
ejpam-6707	294	8	inventory	inventory	NOUN
ejpam-6707	294	9	levels	level	NOUN
ejpam-6707	294	10	,	,	PUNCT
ejpam-6707	294	11	or	or	CCONJ
ejpam-6707	294	12	distribution	distribution	NOUN
ejpam-6707	294	13	strategies	strategy	NOUN
ejpam-6707	294	14	must	must	AUX
ejpam-6707	294	15	provide	provide	VERB
ejpam-6707	294	16	explanations	explanation	NOUN
ejpam-6707	294	17	comprehensible	comprehensible	ADJ
ejpam-6707	294	18	to	to	PART
ejpam-6707	294	19	diverse	diverse	VERB
ejpam-6707	294	20	stakeholders	stakeholder	NOUN
ejpam-6707	294	21	with	with	ADP
ejpam-6707	294	22	varying	vary	VERB
ejpam-6707	294	23	technical	technical	ADJ
ejpam-6707	294	24	backgrounds	background	NOUN
ejpam-6707	294	25	.	.	PUNCT
ejpam-6707	295	1	the	the	DET
ejpam-6707	295	2	explanations	explanation	NOUN
ejpam-6707	295	3	must	must	AUX
ejpam-6707	295	4	address	address	VERB
ejpam-6707	295	5	not	not	PART
ejpam-6707	295	6	only	only	ADV
ejpam-6707	295	7	the	the	DET
ejpam-6707	295	8	mathematical	mathematical	ADJ
ejpam-6707	295	9	optimality	optimality	NOUN
ejpam-6707	295	10	of	of	ADP
ejpam-6707	295	11	decisions	decision	NOUN
ejpam-6707	295	12	but	but	CCONJ
ejpam-6707	295	13	also	also	ADV
ejpam-6707	295	14	their	their	PRON
ejpam-6707	295	15	alignment	alignment	NOUN
ejpam-6707	295	16	with	with	ADP
ejpam-6707	295	17	business	business	NOUN
ejpam-6707	295	18	objectives	objective	NOUN
ejpam-6707	295	19	,	,	PUNCT
ejpam-6707	295	20	risk	risk	NOUN
ejpam-6707	295	21	tolerance	tolerance	NOUN
ejpam-6707	295	22	,	,	PUNCT
ejpam-6707	295	23	and	and	CCONJ
ejpam-6707	295	24	market	market	NOUN
ejpam-6707	295	25	conditions	condition	NOUN
ejpam-6707	295	26	(	(	PUNCT
ejpam-6707	295	27	(	(	PUNCT
ejpam-6707	295	28	27	27	NUM
ejpam-6707	295	29	)	)	PUNCT
ejpam-6707	295	30	)	)	PUNCT
ejpam-6707	295	31	.	.	PUNCT
ejpam-6707	296	1	table	table	NOUN
ejpam-6707	296	2	3	3	NUM
ejpam-6707	296	3	summarizes	summarize	NOUN
ejpam-6707	296	4	how	how	SCONJ
ejpam-6707	296	5	different	different	ADJ
ejpam-6707	296	6	application	application	NOUN
ejpam-6707	296	7	domains	domain	NOUN
ejpam-6707	296	8	have	have	AUX
ejpam-6707	296	9	applied	apply	VERB
ejpam-6707	296	10	xai	xai	PROPN
ejpam-6707	296	11	–	–	PUNCT
ejpam-6707	296	12	optimization	optimization	NOUN
ejpam-6707	296	13	techniques	technique	NOUN
ejpam-6707	296	14	,	,	PUNCT
ejpam-6707	296	15	outlining	outline	VERB
ejpam-6707	296	16	their	their	PRON
ejpam-6707	296	17	advantages	advantage	NOUN
ejpam-6707	296	18	,	,	PUNCT
ejpam-6707	296	19	limitations	limitation	NOUN
ejpam-6707	296	20	,	,	PUNCT
ejpam-6707	296	21	and	and	CCONJ
ejpam-6707	296	22	promising	promise	VERB
ejpam-6707	296	23	research	research	NOUN
ejpam-6707	296	24	opportunities	opportunity	NOUN
ejpam-6707	296	25	.	.	PUNCT
ejpam-6707	297	1	5.2	5.2	NUM
ejpam-6707	297	2	.	.	PUNCT
ejpam-6707	297	3	sector	sector	NOUN
ejpam-6707	297	4	-	-	PUNCT
ejpam-6707	297	5	specific	specific	ADJ
ejpam-6707	297	6	implementation	implementation	NOUN
ejpam-6707	297	7	challenges	challenge	VERB
ejpam-6707	297	8	the	the	DET
ejpam-6707	297	9	implementation	implementation	NOUN
ejpam-6707	297	10	of	of	ADP
ejpam-6707	297	11	explainable	explainable	ADJ
ejpam-6707	297	12	optimization	optimization	NOUN
ejpam-6707	297	13	in	in	ADP
ejpam-6707	297	14	different	different	ADJ
ejpam-6707	297	15	sectors	sector	NOUN
ejpam-6707	297	16	reveals	reveal	VERB
ejpam-6707	297	17	domainspecific	domainspecific	ADJ
ejpam-6707	297	18	challenges	challenge	NOUN
ejpam-6707	297	19	that	that	PRON
ejpam-6707	297	20	require	require	VERB
ejpam-6707	297	21	tailored	tailor	VERB
ejpam-6707	297	22	solution	solution	NOUN
ejpam-6707	297	23	approaches	approach	NOUN
ejpam-6707	297	24	.	.	PUNCT
ejpam-6707	298	1	in	in	ADP
ejpam-6707	298	2	healthcare	healthcare	PROPN
ejpam-6707	298	3	,	,	PUNCT
ejpam-6707	298	4	for	for	ADP
ejpam-6707	298	5	instance	instance	NOUN
ejpam-6707	298	6	,	,	PUNCT
ejpam-6707	298	7	explainability	explainability	NOUN
ejpam-6707	298	8	requirements	requirement	NOUN
ejpam-6707	298	9	are	be	AUX
ejpam-6707	298	10	shaped	shape	VERB
ejpam-6707	298	11	by	by	ADP
ejpam-6707	298	12	medical	medical	ADJ
ejpam-6707	298	13	ethics	ethic	NOUN
ejpam-6707	298	14	,	,	PUNCT
ejpam-6707	298	15	patient	patient	ADJ
ejpam-6707	298	16	safety	safety	NOUN
ejpam-6707	298	17	considerations	consideration	NOUN
ejpam-6707	298	18	,	,	PUNCT
ejpam-6707	298	19	and	and	CCONJ
ejpam-6707	298	20	clinical	clinical	ADJ
ejpam-6707	298	21	decision	decision	NOUN
ejpam-6707	298	22	-	-	PUNCT
ejpam-6707	298	23	making	make	VERB
ejpam-6707	298	24	processes	process	NOUN
ejpam-6707	298	25	.	.	PUNCT
ejpam-6707	299	1	the	the	DET
ejpam-6707	299	2	explanations	explanation	NOUN
ejpam-6707	299	3	must	must	AUX
ejpam-6707	299	4	be	be	AUX
ejpam-6707	299	5	meaningful	meaningful	ADJ
ejpam-6707	299	6	to	to	ADP
ejpam-6707	299	7	medical	medical	ADJ
ejpam-6707	299	8	professionals	professional	NOUN
ejpam-6707	299	9	who	who	PRON
ejpam-6707	299	10	may	may	AUX
ejpam-6707	299	11	have	have	VERB
ejpam-6707	299	12	limited	limit	VERB
ejpam-6707	299	13	optimization	optimization	NOUN
ejpam-6707	299	14	expertise	expertise	NOUN
ejpam-6707	299	15	but	but	CCONJ
ejpam-6707	299	16	possess	possess	VERB
ejpam-6707	299	17	deep	deep	ADJ
ejpam-6707	299	18	domain	domain	NOUN
ejpam-6707	299	19	knowledge	knowledge	NOUN
ejpam-6707	299	20	about	about	ADP
ejpam-6707	299	21	patient	patient	ADJ
ejpam-6707	299	22	care	care	NOUN
ejpam-6707	299	23	and	and	CCONJ
ejpam-6707	299	24	treatment	treatment	NOUN
ejpam-6707	299	25	protocols	protocol	NOUN
ejpam-6707	299	26	(	(	PUNCT
ejpam-6707	299	27	(	(	PUNCT
ejpam-6707	299	28	51	51	NUM
ejpam-6707	299	29	,	,	PUNCT
ejpam-6707	299	30	52	52	NUM
ejpam-6707	299	31	)	)	PUNCT
ejpam-6707	299	32	)	)	PUNCT
ejpam-6707	299	33	.	.	PUNCT
ejpam-6707	300	1	in	in	ADP
ejpam-6707	300	2	financial	financial	ADJ
ejpam-6707	300	3	services	service	NOUN
ejpam-6707	300	4	,	,	PUNCT
ejpam-6707	300	5	regulatory	regulatory	ADJ
ejpam-6707	300	6	requirements	requirement	NOUN
ejpam-6707	300	7	such	such	ADJ
ejpam-6707	300	8	as	as	ADP
ejpam-6707	300	9	the	the	DET
ejpam-6707	300	10	general	general	ADJ
ejpam-6707	300	11	data	data	PROPN
ejpam-6707	300	12	protection	protection	NOUN
ejpam-6707	300	13	regulation	regulation	NOUN
ejpam-6707	300	14	(	(	PUNCT
ejpam-6707	300	15	gdpr	gdpr	NOUN
ejpam-6707	300	16	)	)	PUNCT
ejpam-6707	300	17	and	and	CCONJ
ejpam-6707	300	18	algorithmic	algorithmic	ADJ
ejpam-6707	300	19	accountability	accountability	NOUN
ejpam-6707	300	20	legislation	legislation	NOUN
ejpam-6707	300	21	create	create	VERB
ejpam-6707	300	22	specific	specific	ADJ
ejpam-6707	300	23	explainability	explainability	NOUN
ejpam-6707	300	24	mandates	mandate	NOUN
ejpam-6707	300	25	that	that	PRON
ejpam-6707	300	26	optimization	optimization	NOUN
ejpam-6707	300	27	systems	system	NOUN
ejpam-6707	300	28	must	must	AUX
ejpam-6707	300	29	satisfy	satisfy	VERB
ejpam-6707	300	30	.	.	PUNCT
ejpam-6707	301	1	these	these	DET
ejpam-6707	301	2	requirements	requirement	NOUN
ejpam-6707	301	3	often	often	ADV
ejpam-6707	301	4	specify	specify	VERB
ejpam-6707	301	5	the	the	DET
ejpam-6707	301	6	level	level	NOUN
ejpam-6707	301	7	of	of	ADP
ejpam-6707	301	8	detail	detail	NOUN
ejpam-6707	301	9	,	,	PUNCT
ejpam-6707	301	10	accessibility	accessibility	NOUN
ejpam-6707	301	11	,	,	PUNCT
ejpam-6707	301	12	and	and	CCONJ
ejpam-6707	301	13	format	format	NOUN
ejpam-6707	301	14	of	of	ADP
ejpam-6707	301	15	explanations	explanation	NOUN
ejpam-6707	301	16	,	,	PUNCT
ejpam-6707	301	17	constraining	constrain	VERB
ejpam-6707	301	18	the	the	DET
ejpam-6707	301	19	design	design	NOUN
ejpam-6707	301	20	choices	choice	NOUN
ejpam-6707	301	21	available	available	ADJ
ejpam-6707	301	22	to	to	ADP
ejpam-6707	301	23	optimization	optimization	NOUN
ejpam-6707	301	24	practitioners	practitioner	NOUN
ejpam-6707	301	25	.	.	PUNCT
ejpam-6707	302	1	the	the	DET
ejpam-6707	302	2	explanations	explanation	NOUN
ejpam-6707	302	3	must	must	AUX
ejpam-6707	302	4	be	be	AUX
ejpam-6707	302	5	sufficiently	sufficiently	ADV
ejpam-6707	302	6	detailed	detailed	ADJ
ejpam-6707	302	7	to	to	PART
ejpam-6707	302	8	satisfy	satisfy	VERB
ejpam-6707	302	9	regulatory	regulatory	ADJ
ejpam-6707	302	10	scrutiny	scrutiny	NOUN
ejpam-6707	302	11	while	while	SCONJ
ejpam-6707	302	12	remaining	remain	VERB
ejpam-6707	302	13	comprehensible	comprehensible	ADJ
ejpam-6707	302	14	to	to	ADP
ejpam-6707	302	15	non	non	ADJ
ejpam-6707	302	16	-	-	ADJ
ejpam-6707	302	17	technical	technical	ADJ
ejpam-6707	302	18	stakeholders	stakeholder	NOUN
ejpam-6707	302	19	such	such	ADJ
ejpam-6707	302	20	as	as	ADP
ejpam-6707	302	21	customers	customer	NOUN
ejpam-6707	302	22	or	or	CCONJ
ejpam-6707	302	23	auditors	auditor	NOUN
ejpam-6707	302	24	(	(	PUNCT
ejpam-6707	302	25	(	(	PUNCT
ejpam-6707	302	26	29	29	NUM
ejpam-6707	302	27	)	)	PUNCT
ejpam-6707	302	28	)	)	PUNCT
ejpam-6707	302	29	.	.	PUNCT
ejpam-6707	303	1	addressing	address	VERB
ejpam-6707	303	2	these	these	DET
ejpam-6707	303	3	sector	sector	NOUN
ejpam-6707	303	4	-	-	PUNCT
ejpam-6707	303	5	specific	specific	ADJ
ejpam-6707	303	6	challenges	challenge	NOUN
ejpam-6707	303	7	requires	require	VERB
ejpam-6707	303	8	integrating	integrate	VERB
ejpam-6707	303	9	domain	domain	NOUN
ejpam-6707	303	10	expertise	expertise	NOUN
ejpam-6707	303	11	with	with	ADP
ejpam-6707	303	12	technical	technical	ADJ
ejpam-6707	303	13	innovation	innovation	NOUN
ejpam-6707	303	14	,	,	PUNCT
ejpam-6707	303	15	ensuring	ensure	VERB
ejpam-6707	303	16	that	that	SCONJ
ejpam-6707	303	17	explainable	explainable	ADJ
ejpam-6707	303	18	optimization	optimization	NOUN
ejpam-6707	303	19	methods	method	NOUN
ejpam-6707	303	20	are	be	AUX
ejpam-6707	303	21	both	both	PRON
ejpam-6707	303	22	legally	legally	ADV
ejpam-6707	303	23	compliant	compliant	ADJ
ejpam-6707	303	24	and	and	CCONJ
ejpam-6707	303	25	practically	practically	ADV
ejpam-6707	303	26	useful	useful	ADJ
ejpam-6707	303	27	.	.	PUNCT
ejpam-6707	304	1	this	this	PRON
ejpam-6707	304	2	often	often	ADV
ejpam-6707	304	3	involves	involve	VERB
ejpam-6707	304	4	interdisciplinary	interdisciplinary	ADJ
ejpam-6707	304	5	collaboration	collaboration	NOUN
ejpam-6707	304	6	among	among	ADP
ejpam-6707	304	7	data	datum	NOUN
ejpam-6707	304	8	scientists	scientist	NOUN
ejpam-6707	304	9	,	,	PUNCT
ejpam-6707	304	10	domain	domain	NOUN
ejpam-6707	304	11	experts	expert	NOUN
ejpam-6707	304	12	,	,	PUNCT
ejpam-6707	304	13	legal	legal	ADJ
ejpam-6707	304	14	advisors	advisor	NOUN
ejpam-6707	304	15	,	,	PUNCT
ejpam-6707	304	16	and	and	CCONJ
ejpam-6707	304	17	end	end	NOUN
ejpam-6707	304	18	-	-	PUNCT
ejpam-6707	304	19	users	user	NOUN
ejpam-6707	304	20	to	to	PART
ejpam-6707	304	21	co	co	VERB
ejpam-6707	304	22	-	-	ADJ
ejpam-6707	304	23	design	design	ADJ
ejpam-6707	304	24	explanation	explanation	NOUN
ejpam-6707	304	25	frameworks	framework	NOUN
ejpam-6707	304	26	that	that	PRON
ejpam-6707	304	27	meet	meet	VERB
ejpam-6707	304	28	diverse	diverse	ADJ
ejpam-6707	304	29	stakeholder	stakeholder	NOUN
ejpam-6707	304	30	needs	need	VERB
ejpam-6707	304	31	(	(	PUNCT
ejpam-6707	304	32	(	(	PUNCT
ejpam-6707	304	33	27	27	NUM
ejpam-6707	304	34	)	)	PUNCT
ejpam-6707	304	35	)	)	PUNCT
ejpam-6707	304	36	.	.	PUNCT
ejpam-6707	305	1	5.3	5.3	NUM
ejpam-6707	305	2	.	.	PUNCT
ejpam-6707	305	3	current	current	ADJ
ejpam-6707	305	4	limitations	limitation	NOUN
ejpam-6707	305	5	and	and	CCONJ
ejpam-6707	305	6	research	research	NOUN
ejpam-6707	305	7	gaps	gap	NOUN
ejpam-6707	305	8	despite	despite	SCONJ
ejpam-6707	305	9	significant	significant	ADJ
ejpam-6707	305	10	advances	advance	NOUN
ejpam-6707	305	11	in	in	ADP
ejpam-6707	305	12	explainable	explainable	ADJ
ejpam-6707	305	13	optimization	optimization	NOUN
ejpam-6707	305	14	,	,	PUNCT
ejpam-6707	305	15	several	several	ADJ
ejpam-6707	305	16	fundamental	fundamental	ADJ
ejpam-6707	305	17	limitations	limitation	NOUN
ejpam-6707	305	18	continue	continue	VERB
ejpam-6707	305	19	to	to	PART
ejpam-6707	305	20	constrain	constrain	VERB
ejpam-6707	305	21	the	the	DET
ejpam-6707	305	22	practical	practical	ADJ
ejpam-6707	305	23	deployment	deployment	NOUN
ejpam-6707	305	24	of	of	ADP
ejpam-6707	305	25	these	these	DET
ejpam-6707	305	26	approaches	approach	NOUN
ejpam-6707	305	27	.	.	PUNCT
ejpam-6707	306	1	the	the	DET
ejpam-6707	306	2	scalability	scalability	NOUN
ejpam-6707	306	3	k.	k.	PROPN
ejpam-6707	306	4	danach	danach	PROPN
ejpam-6707	306	5	et	et	PROPN
ejpam-6707	306	6	al	al	PROPN
ejpam-6707	306	7	.	.	PUNCT
ejpam-6707	306	8	/	/	SYM
ejpam-6707	306	9	eur	eur	PROPN
ejpam-6707	306	10	.	.	PUNCT
ejpam-6707	307	1	j.	j.	PROPN
ejpam-6707	307	2	pure	pure	PROPN
ejpam-6707	307	3	appl	appl	PROPN
ejpam-6707	307	4	.	.	PROPN
ejpam-6707	307	5	math	math	PROPN
ejpam-6707	307	6	,	,	PUNCT
ejpam-6707	307	7	18	18	NUM
ejpam-6707	307	8	(	(	PUNCT
ejpam-6707	307	9	4	4	NUM
ejpam-6707	307	10	)	)	PUNCT
ejpam-6707	307	11	(	(	PUNCT
ejpam-6707	307	12	2025	2025	NUM
ejpam-6707	307	13	)	)	PUNCT
ejpam-6707	307	14	,	,	PUNCT
ejpam-6707	307	15	6707	6707	NUM
ejpam-6707	307	16	22	22	NUM
ejpam-6707	307	17	of	of	ADP
ejpam-6707	307	18	28	28	NUM
ejpam-6707	307	19	table	table	NOUN
ejpam-6707	307	20	3	3	NUM
ejpam-6707	307	21	:	:	PUNCT
ejpam-6707	307	22	practical	practical	ADJ
ejpam-6707	307	23	mapping	mapping	NOUN
ejpam-6707	307	24	of	of	ADP
ejpam-6707	307	25	application	application	NOUN
ejpam-6707	307	26	domains	domain	NOUN
ejpam-6707	307	27	to	to	ADP
ejpam-6707	307	28	xai	xai	PROPN
ejpam-6707	307	29	–	–	PUNCT
ejpam-6707	307	30	optimization	optimization	NOUN
ejpam-6707	307	31	techniques	technique	NOUN
ejpam-6707	307	32	,	,	PUNCT
ejpam-6707	307	33	advantages	advantage	NOUN
ejpam-6707	307	34	,	,	PUNCT
ejpam-6707	307	35	limitations	limitation	NOUN
ejpam-6707	307	36	,	,	PUNCT
ejpam-6707	307	37	and	and	CCONJ
ejpam-6707	307	38	research	research	NOUN
ejpam-6707	307	39	opportunities	opportunity	NOUN
ejpam-6707	307	40	.	.	PUNCT
ejpam-6707	308	1	domain	domain	NOUN
ejpam-6707	308	2	xai	xai	PROPN
ejpam-6707	308	3	–	–	PUNCT
ejpam-6707	308	4	optimization	optimization	NOUN
ejpam-6707	308	5	techniques	technique	NOUN
ejpam-6707	308	6	advantages	advantage	NOUN
ejpam-6707	308	7	limitations	limitation	VERB
ejpam-6707	308	8	research	research	NOUN
ejpam-6707	308	9	opportunities	opportunity	NOUN
ejpam-6707	308	10	healthcare	healthcare	PROPN
ejpam-6707	308	11	shap	shap	PROPN
ejpam-6707	308	12	/	/	SYM
ejpam-6707	308	13	lime	lime	NOUN
ejpam-6707	308	14	with	with	ADP
ejpam-6707	308	15	reinforcement	reinforcement	NOUN
ejpam-6707	308	16	learning	learning	NOUN
ejpam-6707	308	17	for	for	ADP
ejpam-6707	308	18	scheduling	scheduling	NOUN
ejpam-6707	308	19	and	and	CCONJ
ejpam-6707	308	20	resource	resource	NOUN
ejpam-6707	308	21	allocation	allocation	NOUN
ejpam-6707	308	22	enhances	enhance	VERB
ejpam-6707	308	23	transparency	transparency	NOUN
ejpam-6707	308	24	in	in	ADP
ejpam-6707	308	25	treatment	treatment	NOUN
ejpam-6707	308	26	prioritization	prioritization	NOUN
ejpam-6707	308	27	;	;	PUNCT
ejpam-6707	308	28	improves	improve	VERB
ejpam-6707	308	29	trust	trust	NOUN
ejpam-6707	308	30	in	in	ADP
ejpam-6707	308	31	clinical	clinical	ADJ
ejpam-6707	308	32	decisions	decision	NOUN
ejpam-6707	308	33	scalability	scalability	NOUN
ejpam-6707	308	34	challenges	challenge	NOUN
ejpam-6707	308	35	with	with	ADP
ejpam-6707	308	36	large	large	ADJ
ejpam-6707	308	37	patient	patient	ADJ
ejpam-6707	308	38	datasets	dataset	NOUN
ejpam-6707	308	39	;	;	PUNCT
ejpam-6707	308	40	limited	limited	ADJ
ejpam-6707	308	41	benchmark	benchmark	NOUN
ejpam-6707	308	42	standards	standard	NOUN
ejpam-6707	308	43	explainable	explainable	ADJ
ejpam-6707	308	44	hyperheuristics	hyperheuristic	NOUN
ejpam-6707	308	45	for	for	ADP
ejpam-6707	308	46	hospital	hospital	NOUN
ejpam-6707	308	47	resource	resource	NOUN
ejpam-6707	308	48	planning	planning	NOUN
ejpam-6707	308	49	;	;	PUNCT
ejpam-6707	308	50	domain	domain	NOUN
ejpam-6707	308	51	-	-	PUNCT
ejpam-6707	308	52	adaptable	adaptable	ADJ
ejpam-6707	308	53	interpretable	interpretable	ADJ
ejpam-6707	308	54	solvers	solver	NOUN
ejpam-6707	308	55	finance	finance	NOUN
ejpam-6707	308	56	portfolio	portfolio	NOUN
ejpam-6707	308	57	optimization	optimization	NOUN
ejpam-6707	308	58	combined	combine	VERB
ejpam-6707	308	59	with	with	ADP
ejpam-6707	308	60	post	post	ADJ
ejpam-6707	308	61	-	-	ADJ
ejpam-6707	308	62	hoc	hoc	ADJ
ejpam-6707	308	63	xai	xai	NOUN
ejpam-6707	308	64	(	(	PUNCT
ejpam-6707	308	65	e.g.	e.g.	ADV
ejpam-6707	308	66	,	,	PUNCT
ejpam-6707	308	67	shap	shap	NOUN
ejpam-6707	308	68	,	,	PUNCT
ejpam-6707	308	69	lime	lime	NOUN
ejpam-6707	308	70	)	)	PUNCT
ejpam-6707	308	71	and	and	CCONJ
ejpam-6707	308	72	interpretable	interpretable	ADJ
ejpam-6707	308	73	milp	milp	ADJ
ejpam-6707	308	74	models	model	NOUN
ejpam-6707	308	75	improves	improve	VERB
ejpam-6707	308	76	regulatory	regulatory	ADJ
ejpam-6707	308	77	compliance	compliance	NOUN
ejpam-6707	308	78	and	and	CCONJ
ejpam-6707	308	79	accountability	accountability	NOUN
ejpam-6707	308	80	;	;	PUNCT
ejpam-6707	309	1	clear	clear	ADJ
ejpam-6707	309	2	rationale	rationale	NOUN
ejpam-6707	309	3	for	for	ADP
ejpam-6707	309	4	asset	asset	NOUN
ejpam-6707	309	5	allocation	allocation	NOUN
ejpam-6707	309	6	sensitive	sensitive	ADJ
ejpam-6707	309	7	to	to	ADP
ejpam-6707	309	8	market	market	NOUN
ejpam-6707	309	9	volatility	volatility	NOUN
ejpam-6707	309	10	;	;	PUNCT
ejpam-6707	309	11	explanation	explanation	NOUN
ejpam-6707	309	12	stability	stability	NOUN
ejpam-6707	309	13	not	not	PART
ejpam-6707	309	14	guaranteed	guarantee	VERB
ejpam-6707	309	15	integration	integration	NOUN
ejpam-6707	309	16	of	of	ADP
ejpam-6707	309	17	realtime	realtime	NOUN
ejpam-6707	309	18	explainability	explainability	NOUN
ejpam-6707	309	19	in	in	ADP
ejpam-6707	309	20	high	high	ADJ
ejpam-6707	309	21	-	-	PUNCT
ejpam-6707	309	22	frequency	frequency	NOUN
ejpam-6707	309	23	trading	trading	NOUN
ejpam-6707	309	24	;	;	PUNCT
ejpam-6707	309	25	standardized	standardize	VERB
ejpam-6707	309	26	regulatory	regulatory	ADJ
ejpam-6707	309	27	frameworks	framework	NOUN
ejpam-6707	309	28	for	for	ADP
ejpam-6707	309	29	explainable	explainable	ADJ
ejpam-6707	309	30	finance	finance	NOUN
ejpam-6707	309	31	logistics	logistic	NOUN
ejpam-6707	309	32	genetic	genetic	ADJ
ejpam-6707	309	33	algorithms	algorithm	NOUN
ejpam-6707	309	34	with	with	ADP
ejpam-6707	309	35	xai	xai	PROPN
ejpam-6707	309	36	surrogates	surrogate	NOUN
ejpam-6707	309	37	;	;	PUNCT
ejpam-6707	309	38	explainable	explainable	ADJ
ejpam-6707	309	39	matheuristics	matheuristic	NOUN
ejpam-6707	309	40	for	for	ADP
ejpam-6707	309	41	supply	supply	NOUN
ejpam-6707	309	42	chain	chain	NOUN
ejpam-6707	309	43	optimization	optimization	NOUN
ejpam-6707	309	44	provides	provide	VERB
ejpam-6707	309	45	interpretable	interpretable	ADJ
ejpam-6707	309	46	tradeoff	tradeoff	NOUN
ejpam-6707	309	47	visualization	visualization	NOUN
ejpam-6707	309	48	;	;	PUNCT
ejpam-6707	309	49	facilitates	facilitate	VERB
ejpam-6707	309	50	multistakeholder	multistakeholder	NOUN
ejpam-6707	309	51	coordination	coordination	NOUN
ejpam-6707	309	52	lack	lack	NOUN
ejpam-6707	309	53	of	of	ADP
ejpam-6707	309	54	standard	standard	ADJ
ejpam-6707	309	55	evaluation	evaluation	NOUN
ejpam-6707	309	56	benchmarks	benchmark	NOUN
ejpam-6707	309	57	;	;	PUNCT
ejpam-6707	309	58	computational	computational	ADJ
ejpam-6707	309	59	overhead	overhead	NOUN
ejpam-6707	309	60	in	in	ADP
ejpam-6707	309	61	real	real	ADJ
ejpam-6707	309	62	-	-	PUNCT
ejpam-6707	309	63	time	time	NOUN
ejpam-6707	309	64	decisions	decision	NOUN
ejpam-6707	309	65	autoxai	autoxai	VERB
ejpam-6707	309	66	for	for	ADP
ejpam-6707	309	67	supply	supply	NOUN
ejpam-6707	309	68	chains	chain	NOUN
ejpam-6707	309	69	;	;	PUNCT
ejpam-6707	309	70	interpretable	interpretable	ADJ
ejpam-6707	309	71	multi	multi	ADJ
ejpam-6707	309	72	-	-	ADJ
ejpam-6707	309	73	objective	objective	ADJ
ejpam-6707	309	74	optimization	optimization	NOUN
ejpam-6707	309	75	frameworks	framework	VERB
ejpam-6707	309	76	energy	energy	NOUN
ejpam-6707	309	77	systems	system	NOUN
ejpam-6707	309	78	mixed	mix	VERB
ejpam-6707	309	79	-	-	PUNCT
ejpam-6707	309	80	integer	integer	NOUN
ejpam-6707	309	81	linear	linear	NOUN
ejpam-6707	309	82	programming	programming	NOUN
ejpam-6707	309	83	(	(	PUNCT
ejpam-6707	309	84	milp	milp	NOUN
ejpam-6707	309	85	)	)	PUNCT
ejpam-6707	309	86	with	with	ADP
ejpam-6707	309	87	explainability	explainability	NOUN
ejpam-6707	309	88	constraints	constraint	NOUN
ejpam-6707	309	89	;	;	PUNCT
ejpam-6707	309	90	shapenhanced	shapenhance	VERB
ejpam-6707	309	91	simulation	simulation	NOUN
ejpam-6707	309	92	models	model	NOUN
ejpam-6707	309	93	supports	support	VERB
ejpam-6707	309	94	regulatory	regulatory	ADJ
ejpam-6707	309	95	auditing	auditing	NOUN
ejpam-6707	309	96	and	and	CCONJ
ejpam-6707	309	97	compliance	compliance	NOUN
ejpam-6707	309	98	;	;	PUNCT
ejpam-6707	309	99	ensures	ensure	VERB
ejpam-6707	309	100	explainability	explainability	NOUN
ejpam-6707	309	101	of	of	ADP
ejpam-6707	309	102	grid	grid	NOUN
ejpam-6707	309	103	operations	operation	NOUN
ejpam-6707	309	104	high	high	ADJ
ejpam-6707	309	105	computational	computational	ADJ
ejpam-6707	309	106	cost	cost	NOUN
ejpam-6707	309	107	;	;	PUNCT
ejpam-6707	309	108	explainabilityperformance	explainabilityperformance	NOUN
ejpam-6707	309	109	tradeoff	tradeoff	NOUN
ejpam-6707	309	110	lightweight	lightweight	ADJ
ejpam-6707	309	111	explainable	explainable	ADJ
ejpam-6707	309	112	solvers	solver	NOUN
ejpam-6707	309	113	for	for	ADP
ejpam-6707	309	114	edge	edge	NOUN
ejpam-6707	309	115	devices	device	NOUN
ejpam-6707	309	116	;	;	PUNCT
ejpam-6707	309	117	explainable	explainable	ADJ
ejpam-6707	309	118	optimization	optimization	NOUN
ejpam-6707	309	119	in	in	ADP
ejpam-6707	309	120	renewable	renewable	ADJ
ejpam-6707	309	121	energy	energy	NOUN
ejpam-6707	309	122	integration	integration	NOUN
ejpam-6707	309	123	policy	policy	NOUN
ejpam-6707	309	124	and	and	CCONJ
ejpam-6707	309	125	governance	governance	NOUN
ejpam-6707	309	126	multi	multi	ADJ
ejpam-6707	309	127	-	-	ADJ
ejpam-6707	309	128	objective	objective	ADJ
ejpam-6707	309	129	optimization	optimization	NOUN
ejpam-6707	309	130	with	with	ADP
ejpam-6707	309	131	rulebased	rulebased	ADJ
ejpam-6707	309	132	interpretable	interpretable	ADJ
ejpam-6707	309	133	models	model	NOUN
ejpam-6707	309	134	for	for	ADP
ejpam-6707	309	135	resource	resource	NOUN
ejpam-6707	309	136	allocation	allocation	NOUN
ejpam-6707	309	137	enhances	enhance	VERB
ejpam-6707	309	138	transparency	transparency	NOUN
ejpam-6707	309	139	in	in	ADP
ejpam-6707	309	140	public	public	ADJ
ejpam-6707	309	141	decision	decision	NOUN
ejpam-6707	309	142	-	-	PUNCT
ejpam-6707	309	143	making	making	NOUN
ejpam-6707	309	144	;	;	PUNCT
ejpam-6707	309	145	supports	support	VERB
ejpam-6707	309	146	fairness	fairness	NOUN
ejpam-6707	309	147	and	and	CCONJ
ejpam-6707	309	148	accountability	accountability	NOUN
ejpam-6707	309	149	difficulty	difficulty	NOUN
ejpam-6707	309	150	balancing	balance	VERB
ejpam-6707	309	151	competing	compete	VERB
ejpam-6707	309	152	objectives	objective	NOUN
ejpam-6707	309	153	;	;	PUNCT
ejpam-6707	309	154	explanations	explanation	NOUN
ejpam-6707	309	155	often	often	ADV
ejpam-6707	309	156	domainspecific	domainspecific	ADJ
ejpam-6707	309	157	development	development	NOUN
ejpam-6707	309	158	of	of	ADP
ejpam-6707	309	159	compliance	compliance	NOUN
ejpam-6707	309	160	-	-	PUNCT
ejpam-6707	309	161	aware	aware	ADJ
ejpam-6707	309	162	explainable	explainable	ADJ
ejpam-6707	309	163	optimization	optimization	NOUN
ejpam-6707	309	164	aligned	align	VERB
ejpam-6707	309	165	with	with	ADP
ejpam-6707	309	166	global	global	ADJ
ejpam-6707	309	167	ai	ai	PROPN
ejpam-6707	309	168	regulations	regulation	NOUN
ejpam-6707	309	169	of	of	ADP
ejpam-6707	309	170	explainable	explainable	ADJ
ejpam-6707	309	171	optimization	optimization	NOUN
ejpam-6707	309	172	methods	method	NOUN
ejpam-6707	309	173	to	to	ADP
ejpam-6707	309	174	large	large	ADJ
ejpam-6707	309	175	-	-	PUNCT
ejpam-6707	309	176	scale	scale	NOUN
ejpam-6707	309	177	industrial	industrial	ADJ
ejpam-6707	309	178	problems	problem	NOUN
ejpam-6707	309	179	remains	remain	VERB
ejpam-6707	309	180	a	a	DET
ejpam-6707	309	181	significant	significant	ADJ
ejpam-6707	309	182	challenge	challenge	NOUN
ejpam-6707	309	183	,	,	PUNCT
ejpam-6707	309	184	as	as	SCONJ
ejpam-6707	309	185	the	the	DET
ejpam-6707	309	186	computational	computational	ADJ
ejpam-6707	309	187	overhead	overhead	NOUN
ejpam-6707	309	188	of	of	ADP
ejpam-6707	309	189	generating	generate	VERB
ejpam-6707	309	190	and	and	CCONJ
ejpam-6707	309	191	maintaining	maintain	VERB
ejpam-6707	309	192	explanations	explanation	NOUN
ejpam-6707	309	193	can	can	AUX
ejpam-6707	309	194	become	become	VERB
ejpam-6707	309	195	prohibitive	prohibitive	ADJ
ejpam-6707	309	196	for	for	ADP
ejpam-6707	309	197	problems	problem	NOUN
ejpam-6707	309	198	with	with	ADP
ejpam-6707	309	199	thousands	thousand	NOUN
ejpam-6707	309	200	or	or	CCONJ
ejpam-6707	309	201	millions	million	NOUN
ejpam-6707	309	202	of	of	ADP
ejpam-6707	309	203	variables	variable	NOUN
ejpam-6707	309	204	.	.	PUNCT
ejpam-6707	310	1	current	current	ADJ
ejpam-6707	310	2	research	research	NOUN
ejpam-6707	310	3	has	have	AUX
ejpam-6707	310	4	primarily	primarily	ADV
ejpam-6707	310	5	focused	focus	VERB
ejpam-6707	310	6	on	on	ADP
ejpam-6707	310	7	demonstrating	demonstrate	VERB
ejpam-6707	310	8	feasibility	feasibility	NOUN
ejpam-6707	310	9	through	through	ADP
ejpam-6707	310	10	small	small	ADJ
ejpam-6707	310	11	to	to	PART
ejpam-6707	310	12	medium	medium	ADJ
ejpam-6707	310	13	-	-	PUNCT
ejpam-6707	310	14	scale	scale	NOUN
ejpam-6707	310	15	examples	example	NOUN
ejpam-6707	310	16	,	,	PUNCT
ejpam-6707	310	17	leaving	leave	VERB
ejpam-6707	310	18	questions	question	NOUN
ejpam-6707	310	19	about	about	ADP
ejpam-6707	310	20	industrial	industrial	ADJ
ejpam-6707	310	21	applicability	applicability	NOUN
ejpam-6707	310	22	largely	largely	ADV
ejpam-6707	310	23	unresolved	unresolved	ADJ
ejpam-6707	310	24	(	(	PUNCT
ejpam-6707	310	25	(	(	PUNCT
ejpam-6707	310	26	3	3	NUM
ejpam-6707	310	27	,	,	PUNCT
ejpam-6707	310	28	29	29	NUM
ejpam-6707	310	29	)	)	PUNCT
ejpam-6707	310	30	)	)	PUNCT
ejpam-6707	310	31	.	.	PUNCT
ejpam-6707	311	1	the	the	DET
ejpam-6707	311	2	standardization	standardization	NOUN
ejpam-6707	311	3	of	of	ADP
ejpam-6707	311	4	explainability	explainability	NOUN
ejpam-6707	311	5	metrics	metric	NOUN
ejpam-6707	311	6	and	and	CCONJ
ejpam-6707	311	7	evaluation	evaluation	NOUN
ejpam-6707	311	8	frameworks	framework	NOUN
ejpam-6707	311	9	represents	represent	VERB
ejpam-6707	311	10	another	another	DET
ejpam-6707	311	11	critical	critical	ADJ
ejpam-6707	311	12	gap	gap	NOUN
ejpam-6707	311	13	in	in	ADP
ejpam-6707	311	14	the	the	DET
ejpam-6707	311	15	current	current	ADJ
ejpam-6707	311	16	research	research	NOUN
ejpam-6707	311	17	landscape	landscape	NOUN
ejpam-6707	311	18	.	.	PUNCT
ejpam-6707	312	1	unlike	unlike	ADP
ejpam-6707	312	2	traditional	traditional	ADJ
ejpam-6707	312	3	optimization	optimization	NOUN
ejpam-6707	312	4	where	where	SCONJ
ejpam-6707	312	5	solution	solution	NOUN
ejpam-6707	312	6	quality	quality	NOUN
ejpam-6707	312	7	can	can	AUX
ejpam-6707	312	8	be	be	AUX
ejpam-6707	312	9	measured	measure	VERB
ejpam-6707	312	10	through	through	ADP
ejpam-6707	312	11	objective	objective	ADJ
ejpam-6707	312	12	function	function	NOUN
ejpam-6707	312	13	values	value	NOUN
ejpam-6707	312	14	,	,	PUNCT
ejpam-6707	312	15	explainability	explainability	NOUN
ejpam-6707	312	16	assessment	assessment	NOUN
ejpam-6707	312	17	requires	require	VERB
ejpam-6707	312	18	subjective	subjective	ADJ
ejpam-6707	312	19	human	human	ADJ
ejpam-6707	312	20	evaluation	evaluation	NOUN
ejpam-6707	312	21	that	that	PRON
ejpam-6707	312	22	is	be	AUX
ejpam-6707	312	23	difficult	difficult	ADJ
ejpam-6707	312	24	to	to	PART
ejpam-6707	312	25	standardize	standardize	VERB
ejpam-6707	312	26	and	and	CCONJ
ejpam-6707	312	27	automate	automate	ADJ
ejpam-6707	312	28	.	.	PUNCT
ejpam-6707	313	1	this	this	DET
ejpam-6707	313	2	limitation	limitation	NOUN
ejpam-6707	313	3	hampers	hamper	VERB
ejpam-6707	313	4	the	the	DET
ejpam-6707	313	5	systematic	systematic	ADJ
ejpam-6707	313	6	comparison	comparison	NOUN
ejpam-6707	313	7	of	of	ADP
ejpam-6707	313	8	different	different	ADJ
ejpam-6707	313	9	explainable	explainable	ADJ
ejpam-6707	313	10	optimization	optimization	NOUN
ejpam-6707	313	11	approaches	approach	NOUN
ejpam-6707	313	12	and	and	CCONJ
ejpam-6707	313	13	impedes	impede	VERB
ejpam-6707	313	14	the	the	DET
ejpam-6707	313	15	development	development	NOUN
ejpam-6707	313	16	of	of	ADP
ejpam-6707	313	17	robust	robust	ADJ
ejpam-6707	313	18	benchmarking	benchmarke	VERB
ejpam-6707	313	19	methodologies	methodology	NOUN
ejpam-6707	313	20	(	(	PUNCT
ejpam-6707	313	21	(	(	PUNCT
ejpam-6707	313	22	27	27	NUM
ejpam-6707	313	23	,	,	PUNCT
ejpam-6707	313	24	46	46	NUM
ejpam-6707	313	25	)	)	PUNCT
ejpam-6707	313	26	)	)	PUNCT
ejpam-6707	313	27	.	.	PUNCT
ejpam-6707	314	1	the	the	DET
ejpam-6707	314	2	integration	integration	NOUN
ejpam-6707	314	3	of	of	ADP
ejpam-6707	314	4	explainable	explainable	ADJ
ejpam-6707	314	5	optimization	optimization	NOUN
ejpam-6707	314	6	with	with	ADP
ejpam-6707	314	7	existing	exist	VERB
ejpam-6707	314	8	enterprise	enterprise	NOUN
ejpam-6707	314	9	systems	system	NOUN
ejpam-6707	314	10	and	and	CCONJ
ejpam-6707	314	11	decisionmaking	decisionmake	VERB
ejpam-6707	314	12	workflows	workflow	NOUN
ejpam-6707	314	13	presents	present	VERB
ejpam-6707	314	14	practical	practical	ADJ
ejpam-6707	314	15	challenges	challenge	NOUN
ejpam-6707	314	16	that	that	PRON
ejpam-6707	314	17	have	have	AUX
ejpam-6707	314	18	received	receive	VERB
ejpam-6707	314	19	limited	limited	ADJ
ejpam-6707	314	20	research	research	NOUN
ejpam-6707	314	21	attention	attention	NOUN
ejpam-6707	314	22	.	.	PUNCT
ejpam-6707	315	1	most	most	ADJ
ejpam-6707	315	2	current	current	ADJ
ejpam-6707	315	3	approaches	approach	NOUN
ejpam-6707	315	4	assume	assume	VERB
ejpam-6707	315	5	idealized	idealize	VERB
ejpam-6707	315	6	environments	environment	NOUN
ejpam-6707	315	7	where	where	SCONJ
ejpam-6707	315	8	explainability	explainability	NOUN
ejpam-6707	315	9	requirements	requirement	NOUN
ejpam-6707	315	10	can	can	AUX
ejpam-6707	315	11	be	be	AUX
ejpam-6707	315	12	clearly	clearly	ADV
ejpam-6707	315	13	specified	specify	VERB
ejpam-6707	315	14	and	and	CCONJ
ejpam-6707	315	15	consistently	consistently	ADV
ejpam-6707	315	16	applied	apply	VERB
ejpam-6707	315	17	.	.	PUNCT
ejpam-6707	316	1	in	in	ADP
ejpam-6707	316	2	practice	practice	NOUN
ejpam-6707	316	3	,	,	PUNCT
ejpam-6707	316	4	organizations	organization	NOUN
ejpam-6707	316	5	often	often	ADV
ejpam-6707	316	6	face	face	VERB
ejpam-6707	316	7	conflicting	conflict	VERB
ejpam-6707	316	8	interpretability	interpretability	NOUN
ejpam-6707	316	9	needs	need	VERB
ejpam-6707	316	10	across	across	ADP
ejpam-6707	316	11	different	different	ADJ
ejpam-6707	316	12	stakeholders	stakeholder	NOUN
ejpam-6707	316	13	,	,	PUNCT
ejpam-6707	316	14	regulatory	regulatory	ADJ
ejpam-6707	316	15	rek	rek	NOUN
ejpam-6707	316	16	.	.	PUNCT
ejpam-6707	317	1	danach	danach	PROPN
ejpam-6707	317	2	et	et	PROPN
ejpam-6707	317	3	al	al	PROPN
ejpam-6707	317	4	.	.	PUNCT
ejpam-6707	317	5	/	/	SYM
ejpam-6707	317	6	eur	eur	PROPN
ejpam-6707	317	7	.	.	PUNCT
ejpam-6707	318	1	j.	j.	PROPN
ejpam-6707	318	2	pure	pure	PROPN
ejpam-6707	318	3	appl	appl	PROPN
ejpam-6707	318	4	.	.	PROPN
ejpam-6707	318	5	math	math	PROPN
ejpam-6707	318	6	,	,	PUNCT
ejpam-6707	318	7	18	18	NUM
ejpam-6707	318	8	(	(	PUNCT
ejpam-6707	318	9	4	4	NUM
ejpam-6707	318	10	)	)	PUNCT
ejpam-6707	318	11	(	(	PUNCT
ejpam-6707	318	12	2025	2025	NUM
ejpam-6707	318	13	)	)	PUNCT
ejpam-6707	318	14	,	,	PUNCT
ejpam-6707	318	15	6707	6707	NUM
ejpam-6707	318	16	23	23	NUM
ejpam-6707	318	17	of	of	ADP
ejpam-6707	318	18	28	28	NUM
ejpam-6707	318	19	quirements	quirement	NOUN
ejpam-6707	318	20	that	that	PRON
ejpam-6707	318	21	may	may	AUX
ejpam-6707	318	22	change	change	VERB
ejpam-6707	318	23	over	over	ADP
ejpam-6707	318	24	time	time	NOUN
ejpam-6707	318	25	,	,	PUNCT
ejpam-6707	318	26	and	and	CCONJ
ejpam-6707	318	27	legacy	legacy	NOUN
ejpam-6707	318	28	systems	system	NOUN
ejpam-6707	318	29	that	that	PRON
ejpam-6707	318	30	constrain	constrain	VERB
ejpam-6707	318	31	implementation	implementation	NOUN
ejpam-6707	318	32	options	option	NOUN
ejpam-6707	318	33	(	(	PUNCT
ejpam-6707	318	34	(	(	PUNCT
ejpam-6707	318	35	29	29	NUM
ejpam-6707	318	36	,	,	PUNCT
ejpam-6707	318	37	47	47	NUM
ejpam-6707	318	38	)	)	PUNCT
ejpam-6707	318	39	)	)	PUNCT
ejpam-6707	318	40	.	.	PUNCT
ejpam-6707	319	1	figure	figure	VERB
ejpam-6707	319	2	7	7	NUM
ejpam-6707	319	3	:	:	PUNCT
ejpam-6707	319	4	key	key	ADJ
ejpam-6707	319	5	limitations	limitation	NOUN
ejpam-6707	319	6	and	and	CCONJ
ejpam-6707	319	7	research	research	NOUN
ejpam-6707	319	8	gaps	gap	NOUN
ejpam-6707	319	9	in	in	ADP
ejpam-6707	319	10	explainable	explainable	ADJ
ejpam-6707	319	11	optimization	optimization	NOUN
ejpam-6707	319	12	.	.	PUNCT
ejpam-6707	320	1	the	the	DET
ejpam-6707	320	2	diagram	diagram	NOUN
ejpam-6707	320	3	highlights	highlight	VERB
ejpam-6707	320	4	scalability	scalability	NOUN
ejpam-6707	320	5	issues	issue	NOUN
ejpam-6707	320	6	,	,	PUNCT
ejpam-6707	320	7	the	the	DET
ejpam-6707	320	8	need	need	NOUN
ejpam-6707	320	9	for	for	ADP
ejpam-6707	320	10	standardized	standardized	ADJ
ejpam-6707	320	11	explainability	explainability	NOUN
ejpam-6707	320	12	metrics	metric	NOUN
ejpam-6707	320	13	,	,	PUNCT
ejpam-6707	320	14	and	and	CCONJ
ejpam-6707	320	15	the	the	DET
ejpam-6707	320	16	complexity	complexity	NOUN
ejpam-6707	320	17	of	of	ADP
ejpam-6707	320	18	integrating	integrate	VERB
ejpam-6707	320	19	with	with	ADP
ejpam-6707	320	20	enterprise	enterprise	NOUN
ejpam-6707	320	21	environments	environment	NOUN
ejpam-6707	320	22	.	.	PUNCT
ejpam-6707	321	1	each	each	PRON
ejpam-6707	321	2	of	of	ADP
ejpam-6707	321	3	these	these	DET
ejpam-6707	321	4	areas	area	NOUN
ejpam-6707	321	5	contains	contain	VERB
ejpam-6707	321	6	sub	sub	NOUN
ejpam-6707	321	7	-	-	NOUN
ejpam-6707	321	8	challenges	challenge	NOUN
ejpam-6707	321	9	that	that	PRON
ejpam-6707	321	10	define	define	VERB
ejpam-6707	321	11	open	open	ADJ
ejpam-6707	321	12	questions	question	NOUN
ejpam-6707	321	13	for	for	ADP
ejpam-6707	321	14	future	future	ADJ
ejpam-6707	321	15	investigation	investigation	NOUN
ejpam-6707	321	16	.	.	PUNCT
ejpam-6707	322	1	figure	figure	VERB
ejpam-6707	322	2	7	7	NUM
ejpam-6707	322	3	highlights	highlight	NOUN
ejpam-6707	322	4	three	three	NUM
ejpam-6707	322	5	primary	primary	ADJ
ejpam-6707	322	6	barriers	barrier	NOUN
ejpam-6707	322	7	to	to	ADP
ejpam-6707	322	8	the	the	DET
ejpam-6707	322	9	widespread	widespread	ADJ
ejpam-6707	322	10	deployment	deployment	NOUN
ejpam-6707	322	11	of	of	ADP
ejpam-6707	322	12	effective	effective	ADJ
ejpam-6707	322	13	explainable	explainable	ADJ
ejpam-6707	322	14	optimization	optimization	NOUN
ejpam-6707	322	15	.	.	PUNCT
ejpam-6707	323	1	as	as	SCONJ
ejpam-6707	323	2	illustrated	illustrate	VERB
ejpam-6707	323	3	,	,	PUNCT
ejpam-6707	323	4	the	the	DET
ejpam-6707	323	5	challenges	challenge	NOUN
ejpam-6707	323	6	include	include	VERB
ejpam-6707	323	7	scalability	scalability	NOUN
ejpam-6707	323	8	issues	issue	NOUN
ejpam-6707	323	9	in	in	ADP
ejpam-6707	323	10	handling	handle	VERB
ejpam-6707	323	11	large	large	ADJ
ejpam-6707	323	12	problem	problem	NOUN
ejpam-6707	323	13	instances	instance	NOUN
ejpam-6707	323	14	,	,	PUNCT
ejpam-6707	323	15	the	the	DET
ejpam-6707	323	16	absence	absence	NOUN
ejpam-6707	323	17	of	of	ADP
ejpam-6707	323	18	standardized	standardized	ADJ
ejpam-6707	323	19	benchmarks	benchmark	NOUN
ejpam-6707	323	20	for	for	ADP
ejpam-6707	323	21	evaluating	evaluate	VERB
ejpam-6707	323	22	explainability	explainability	NOUN
ejpam-6707	323	23	,	,	PUNCT
ejpam-6707	323	24	and	and	CCONJ
ejpam-6707	323	25	the	the	DET
ejpam-6707	323	26	complexity	complexity	NOUN
ejpam-6707	323	27	of	of	ADP
ejpam-6707	323	28	aligning	align	VERB
ejpam-6707	323	29	explainable	explainable	ADJ
ejpam-6707	323	30	optimization	optimization	NOUN
ejpam-6707	323	31	frameworks	framework	NOUN
ejpam-6707	323	32	with	with	ADP
ejpam-6707	323	33	diverse	diverse	ADJ
ejpam-6707	323	34	enterprise	enterprise	NOUN
ejpam-6707	323	35	requirements	requirement	NOUN
ejpam-6707	323	36	.	.	PUNCT
ejpam-6707	324	1	each	each	PRON
ejpam-6707	324	2	of	of	ADP
ejpam-6707	324	3	these	these	DET
ejpam-6707	324	4	gaps	gap	NOUN
ejpam-6707	324	5	presents	present	VERB
ejpam-6707	324	6	opportunities	opportunity	NOUN
ejpam-6707	324	7	for	for	ADP
ejpam-6707	324	8	advancing	advance	VERB
ejpam-6707	324	9	the	the	DET
ejpam-6707	324	10	field	field	NOUN
ejpam-6707	324	11	through	through	ADP
ejpam-6707	324	12	innovative	innovative	ADJ
ejpam-6707	324	13	research	research	NOUN
ejpam-6707	324	14	and	and	CCONJ
ejpam-6707	324	15	practical	practical	ADJ
ejpam-6707	324	16	solution	solution	NOUN
ejpam-6707	324	17	design	design	NOUN
ejpam-6707	324	18	.	.	PUNCT
ejpam-6707	325	1	5.4	5.4	NUM
ejpam-6707	325	2	.	.	PUNCT
ejpam-6707	326	1	future	future	ADJ
ejpam-6707	326	2	research	research	NOUN
ejpam-6707	326	3	directions	direction	NOUN
ejpam-6707	326	4	future	future	ADJ
ejpam-6707	326	5	research	research	NOUN
ejpam-6707	326	6	in	in	ADP
ejpam-6707	326	7	explainable	explainable	ADJ
ejpam-6707	326	8	optimization	optimization	NOUN
ejpam-6707	326	9	should	should	AUX
ejpam-6707	326	10	prioritize	prioritize	VERB
ejpam-6707	326	11	the	the	DET
ejpam-6707	326	12	development	development	NOUN
ejpam-6707	326	13	of	of	ADP
ejpam-6707	326	14	scalable	scalable	ADJ
ejpam-6707	326	15	algorithmic	algorithmic	ADJ
ejpam-6707	326	16	approaches	approach	NOUN
ejpam-6707	326	17	that	that	PRON
ejpam-6707	326	18	can	can	AUX
ejpam-6707	326	19	handle	handle	VERB
ejpam-6707	326	20	industrial	industrial	ADJ
ejpam-6707	326	21	-	-	PUNCT
ejpam-6707	326	22	scale	scale	NOUN
ejpam-6707	326	23	problems	problem	NOUN
ejpam-6707	326	24	without	without	ADP
ejpam-6707	326	25	compromising	compromise	VERB
ejpam-6707	326	26	explanation	explanation	NOUN
ejpam-6707	326	27	quality	quality	NOUN
ejpam-6707	326	28	.	.	PUNCT
ejpam-6707	327	1	this	this	DET
ejpam-6707	327	2	challenge	challenge	NOUN
ejpam-6707	327	3	requires	require	VERB
ejpam-6707	327	4	fundamental	fundamental	ADJ
ejpam-6707	327	5	advances	advance	NOUN
ejpam-6707	327	6	in	in	ADP
ejpam-6707	327	7	algorithm	algorithm	NOUN
ejpam-6707	327	8	design	design	NOUN
ejpam-6707	327	9	,	,	PUNCT
ejpam-6707	327	10	potentially	potentially	ADV
ejpam-6707	327	11	drawing	draw	VERB
ejpam-6707	327	12	inspiration	inspiration	NOUN
ejpam-6707	327	13	from	from	ADP
ejpam-6707	327	14	parallel	parallel	ADJ
ejpam-6707	327	15	computing	computing	NOUN
ejpam-6707	327	16	,	,	PUNCT
ejpam-6707	327	17	approximation	approximation	NOUN
ejpam-6707	327	18	algorithms	algorithm	NOUN
ejpam-6707	327	19	,	,	PUNCT
ejpam-6707	327	20	and	and	CCONJ
ejpam-6707	327	21	machine	machine	NOUN
ejpam-6707	327	22	learning	learn	VERB
ejpam-6707	327	23	acceleration	acceleration	NOUN
ejpam-6707	327	24	techniques	technique	NOUN
ejpam-6707	327	25	.	.	PUNCT
ejpam-6707	328	1	the	the	DET
ejpam-6707	328	2	development	development	NOUN
ejpam-6707	328	3	of	of	ADP
ejpam-6707	328	4	hierarchical	hierarchical	ADJ
ejpam-6707	328	5	explanation	explanation	NOUN
ejpam-6707	328	6	frameworks	framework	NOUN
ejpam-6707	328	7	that	that	PRON
ejpam-6707	328	8	provide	provide	VERB
ejpam-6707	328	9	different	different	ADJ
ejpam-6707	328	10	levels	level	NOUN
ejpam-6707	328	11	of	of	ADP
ejpam-6707	328	12	detail	detail	NOUN
ejpam-6707	328	13	for	for	ADP
ejpam-6707	328	14	different	different	ADJ
ejpam-6707	328	15	stakeholders	stakeholder	NOUN
ejpam-6707	328	16	represents	represent	VERB
ejpam-6707	328	17	a	a	DET
ejpam-6707	328	18	promising	promising	ADJ
ejpam-6707	328	19	direction	direction	NOUN
ejpam-6707	328	20	for	for	ADP
ejpam-6707	328	21	addressing	address	VERB
ejpam-6707	328	22	scalability	scalability	NOUN
ejpam-6707	328	23	while	while	SCONJ
ejpam-6707	328	24	maintaining	maintain	VERB
ejpam-6707	328	25	interpretability	interpretability	NOUN
ejpam-6707	328	26	(	(	PUNCT
ejpam-6707	328	27	(	(	PUNCT
ejpam-6707	328	28	3	3	NUM
ejpam-6707	328	29	,	,	PUNCT
ejpam-6707	328	30	29	29	NUM
ejpam-6707	328	31	)	)	PUNCT
ejpam-6707	328	32	)	)	PUNCT
ejpam-6707	328	33	.	.	PUNCT
ejpam-6707	329	1	the	the	DET
ejpam-6707	329	2	creation	creation	NOUN
ejpam-6707	329	3	of	of	ADP
ejpam-6707	329	4	standardized	standardized	ADJ
ejpam-6707	329	5	evaluation	evaluation	NOUN
ejpam-6707	329	6	frameworks	framework	NOUN
ejpam-6707	329	7	for	for	ADP
ejpam-6707	329	8	explainable	explainable	ADJ
ejpam-6707	329	9	optimization	optimization	NOUN
ejpam-6707	329	10	represents	represent	VERB
ejpam-6707	329	11	another	another	DET
ejpam-6707	329	12	critical	critical	ADJ
ejpam-6707	329	13	research	research	NOUN
ejpam-6707	329	14	priority	priority	NOUN
ejpam-6707	329	15	.	.	PUNCT
ejpam-6707	330	1	these	these	DET
ejpam-6707	330	2	frameworks	framework	NOUN
ejpam-6707	330	3	should	should	AUX
ejpam-6707	330	4	incorporate	incorporate	VERB
ejpam-6707	330	5	both	both	DET
ejpam-6707	330	6	quantitative	quantitative	ADJ
ejpam-6707	330	7	metrics	metric	NOUN
ejpam-6707	330	8	for	for	ADP
ejpam-6707	330	9	solution	solution	NOUN
ejpam-6707	330	10	quality	quality	NOUN
ejpam-6707	330	11	and	and	CCONJ
ejpam-6707	330	12	systematic	systematic	ADJ
ejpam-6707	330	13	approaches	approach	NOUN
ejpam-6707	330	14	for	for	ADP
ejpam-6707	330	15	assessing	assess	VERB
ejpam-6707	330	16	explanation	explanation	NOUN
ejpam-6707	330	17	effectiveness	effectiveness	NOUN
ejpam-6707	330	18	across	across	ADP
ejpam-6707	330	19	diverse	diverse	ADJ
ejpam-6707	330	20	user	user	NOUN
ejpam-6707	330	21	populations	population	NOUN
ejpam-6707	330	22	.	.	PUNCT
ejpam-6707	331	1	the	the	DET
ejpam-6707	331	2	development	development	NOUN
ejpam-6707	331	3	of	of	ADP
ejpam-6707	331	4	automated	automate	VERB
ejpam-6707	331	5	explanation	explanation	NOUN
ejpam-6707	331	6	evaluation	evaluation	NOUN
ejpam-6707	331	7	techniques	technique	NOUN
ejpam-6707	331	8	,	,	PUNCT
ejpam-6707	331	9	possibly	possibly	ADV
ejpam-6707	331	10	using	use	VERB
ejpam-6707	331	11	natural	natural	ADJ
ejpam-6707	331	12	language	language	NOUN
ejpam-6707	331	13	processing	processing	NOUN
ejpam-6707	331	14	or	or	CCONJ
ejpam-6707	331	15	computer	computer	NOUN
ejpam-6707	331	16	vision	vision	NOUN
ejpam-6707	331	17	k.	k.	PROPN
ejpam-6707	331	18	danach	danach	PROPN
ejpam-6707	331	19	et	et	PROPN
ejpam-6707	331	20	al	al	PROPN
ejpam-6707	331	21	.	.	PUNCT
ejpam-6707	331	22	/	/	SYM
ejpam-6707	331	23	eur	eur	PROPN
ejpam-6707	331	24	.	.	PUNCT
ejpam-6707	332	1	j.	j.	PROPN
ejpam-6707	332	2	pure	pure	PROPN
ejpam-6707	332	3	appl	appl	PROPN
ejpam-6707	332	4	.	.	PROPN
ejpam-6707	332	5	math	math	PROPN
ejpam-6707	332	6	,	,	PUNCT
ejpam-6707	332	7	18	18	NUM
ejpam-6707	332	8	(	(	PUNCT
ejpam-6707	332	9	4	4	NUM
ejpam-6707	332	10	)	)	PUNCT
ejpam-6707	332	11	(	(	PUNCT
ejpam-6707	332	12	2025	2025	NUM
ejpam-6707	332	13	)	)	PUNCT
ejpam-6707	332	14	,	,	PUNCT
ejpam-6707	332	15	6707	6707	NUM
ejpam-6707	332	16	24	24	NUM
ejpam-6707	332	17	of	of	ADP
ejpam-6707	332	18	28	28	NUM
ejpam-6707	332	19	methods	method	NOUN
ejpam-6707	332	20	,	,	PUNCT
ejpam-6707	332	21	could	could	AUX
ejpam-6707	332	22	enable	enable	VERB
ejpam-6707	332	23	large	large	ADJ
ejpam-6707	332	24	-	-	PUNCT
ejpam-6707	332	25	scale	scale	NOUN
ejpam-6707	332	26	empirical	empirical	ADJ
ejpam-6707	332	27	studies	study	NOUN
ejpam-6707	332	28	that	that	PRON
ejpam-6707	332	29	are	be	AUX
ejpam-6707	332	30	currently	currently	ADV
ejpam-6707	332	31	infeasible	infeasible	ADJ
ejpam-6707	332	32	due	due	ADP
ejpam-6707	332	33	to	to	ADP
ejpam-6707	332	34	the	the	DET
ejpam-6707	332	35	manual	manual	ADJ
ejpam-6707	332	36	effort	effort	NOUN
ejpam-6707	332	37	required	require	VERB
ejpam-6707	332	38	for	for	ADP
ejpam-6707	332	39	explanation	explanation	NOUN
ejpam-6707	332	40	assessment	assessment	NOUN
ejpam-6707	332	41	(	(	PUNCT
ejpam-6707	332	42	(	(	PUNCT
ejpam-6707	332	43	27	27	NUM
ejpam-6707	332	44	,	,	PUNCT
ejpam-6707	332	45	46	46	NUM
ejpam-6707	332	46	)	)	PUNCT
ejpam-6707	332	47	)	)	PUNCT
ejpam-6707	332	48	.	.	PUNCT
ejpam-6707	333	1	the	the	DET
ejpam-6707	333	2	intersection	intersection	NOUN
ejpam-6707	333	3	of	of	ADP
ejpam-6707	333	4	explainable	explainable	ADJ
ejpam-6707	333	5	optimization	optimization	NOUN
ejpam-6707	333	6	with	with	ADP
ejpam-6707	333	7	emerging	emerge	VERB
ejpam-6707	333	8	technologies	technology	NOUN
ejpam-6707	333	9	such	such	ADJ
ejpam-6707	333	10	as	as	ADP
ejpam-6707	333	11	quantum	quantum	NOUN
ejpam-6707	333	12	computing	computing	NOUN
ejpam-6707	333	13	,	,	PUNCT
ejpam-6707	333	14	edge	edge	NOUN
ejpam-6707	333	15	computing	computing	NOUN
ejpam-6707	333	16	,	,	PUNCT
ejpam-6707	333	17	and	and	CCONJ
ejpam-6707	333	18	augmented	augment	VERB
ejpam-6707	333	19	reality	reality	NOUN
ejpam-6707	333	20	presents	present	VERB
ejpam-6707	333	21	exciting	exciting	ADJ
ejpam-6707	333	22	opportunities	opportunity	NOUN
ejpam-6707	333	23	for	for	ADP
ejpam-6707	333	24	advancing	advance	VERB
ejpam-6707	333	25	the	the	DET
ejpam-6707	333	26	field	field	NOUN
ejpam-6707	333	27	.	.	PUNCT
ejpam-6707	334	1	quantum	quantum	ADJ
ejpam-6707	334	2	optimization	optimization	NOUN
ejpam-6707	334	3	algorithms	algorithm	NOUN
ejpam-6707	334	4	may	may	AUX
ejpam-6707	334	5	enable	enable	VERB
ejpam-6707	334	6	the	the	DET
ejpam-6707	334	7	solution	solution	NOUN
ejpam-6707	334	8	of	of	ADP
ejpam-6707	334	9	previously	previously	ADV
ejpam-6707	334	10	intractable	intractable	ADJ
ejpam-6707	334	11	explainable	explainable	ADJ
ejpam-6707	334	12	optimization	optimization	NOUN
ejpam-6707	334	13	problems	problem	NOUN
ejpam-6707	334	14	by	by	ADP
ejpam-6707	334	15	leveraging	leverage	VERB
ejpam-6707	334	16	quantum	quantum	NOUN
ejpam-6707	334	17	superposition	superposition	NOUN
ejpam-6707	334	18	and	and	CCONJ
ejpam-6707	334	19	entanglement	entanglement	NOUN
ejpam-6707	334	20	to	to	PART
ejpam-6707	334	21	explore	explore	VERB
ejpam-6707	334	22	solution	solution	NOUN
ejpam-6707	334	23	spaces	space	VERB
ejpam-6707	334	24	more	more	ADV
ejpam-6707	334	25	efficiently	efficiently	ADV
ejpam-6707	334	26	.	.	PUNCT
ejpam-6707	335	1	however	however	ADV
ejpam-6707	335	2	,	,	PUNCT
ejpam-6707	335	3	the	the	DET
ejpam-6707	335	4	inherently	inherently	ADV
ejpam-6707	335	5	probabilistic	probabilistic	ADJ
ejpam-6707	335	6	nature	nature	NOUN
ejpam-6707	335	7	of	of	ADP
ejpam-6707	335	8	quantum	quantum	ADJ
ejpam-6707	335	9	computation	computation	NOUN
ejpam-6707	335	10	raises	raise	VERB
ejpam-6707	335	11	new	new	ADJ
ejpam-6707	335	12	questions	question	NOUN
ejpam-6707	335	13	about	about	ADP
ejpam-6707	335	14	explanation	explanation	NOUN
ejpam-6707	335	15	generation	generation	NOUN
ejpam-6707	335	16	and	and	CCONJ
ejpam-6707	335	17	validation	validation	NOUN
ejpam-6707	335	18	in	in	ADP
ejpam-6707	335	19	quantum	quantum	ADJ
ejpam-6707	335	20	optimization	optimization	NOUN
ejpam-6707	335	21	contexts	context	NOUN
ejpam-6707	335	22	(	(	PUNCT
ejpam-6707	335	23	(	(	PUNCT
ejpam-6707	335	24	54	54	NUM
ejpam-6707	335	25	)	)	PUNCT
ejpam-6707	335	26	)	)	PUNCT
ejpam-6707	335	27	.	.	PUNCT
ejpam-6707	336	1	edge	edge	NOUN
ejpam-6707	336	2	computing	compute	VERB
ejpam-6707	336	3	environments	environment	NOUN
ejpam-6707	336	4	impose	impose	VERB
ejpam-6707	336	5	severe	severe	ADJ
ejpam-6707	336	6	computational	computational	ADJ
ejpam-6707	336	7	and	and	CCONJ
ejpam-6707	336	8	memory	memory	NOUN
ejpam-6707	336	9	constraints	constraint	NOUN
ejpam-6707	336	10	that	that	PRON
ejpam-6707	336	11	require	require	VERB
ejpam-6707	336	12	fundamentally	fundamentally	ADV
ejpam-6707	336	13	different	different	ADJ
ejpam-6707	336	14	approaches	approach	NOUN
ejpam-6707	336	15	to	to	ADP
ejpam-6707	336	16	explainable	explainable	ADJ
ejpam-6707	336	17	optimization	optimization	NOUN
ejpam-6707	336	18	.	.	PUNCT
ejpam-6707	337	1	traditional	traditional	ADJ
ejpam-6707	337	2	explanation	explanation	NOUN
ejpam-6707	337	3	generation	generation	NOUN
ejpam-6707	337	4	methods	method	NOUN
ejpam-6707	337	5	that	that	PRON
ejpam-6707	337	6	rely	rely	VERB
ejpam-6707	337	7	on	on	ADP
ejpam-6707	337	8	comprehensive	comprehensive	ADJ
ejpam-6707	337	9	historical	historical	ADJ
ejpam-6707	337	10	data	datum	NOUN
ejpam-6707	337	11	analysis	analysis	NOUN
ejpam-6707	337	12	or	or	CCONJ
ejpam-6707	337	13	complex	complex	ADJ
ejpam-6707	337	14	visualization	visualization	NOUN
ejpam-6707	337	15	techniques	technique	NOUN
ejpam-6707	337	16	may	may	AUX
ejpam-6707	337	17	be	be	AUX
ejpam-6707	337	18	infeasible	infeasible	ADJ
ejpam-6707	337	19	in	in	ADP
ejpam-6707	337	20	edge	edge	NOUN
ejpam-6707	337	21	deployments	deployment	NOUN
ejpam-6707	337	22	.	.	PUNCT
ejpam-6707	338	1	research	research	NOUN
ejpam-6707	338	2	is	be	AUX
ejpam-6707	338	3	needed	need	VERB
ejpam-6707	338	4	to	to	PART
ejpam-6707	338	5	develop	develop	VERB
ejpam-6707	338	6	lightweight	lightweight	ADJ
ejpam-6707	338	7	explanation	explanation	NOUN
ejpam-6707	338	8	methods	method	NOUN
ejpam-6707	338	9	that	that	PRON
ejpam-6707	338	10	can	can	AUX
ejpam-6707	338	11	operate	operate	VERB
ejpam-6707	338	12	within	within	ADP
ejpam-6707	338	13	the	the	DET
ejpam-6707	338	14	resource	resource	NOUN
ejpam-6707	338	15	constraints	constraint	NOUN
ejpam-6707	338	16	of	of	ADP
ejpam-6707	338	17	edge	edge	NOUN
ejpam-6707	338	18	devices	device	NOUN
ejpam-6707	338	19	while	while	SCONJ
ejpam-6707	338	20	providing	provide	VERB
ejpam-6707	338	21	meaningful	meaningful	ADJ
ejpam-6707	338	22	interpretability	interpretability	NOUN
ejpam-6707	338	23	for	for	ADP
ejpam-6707	338	24	local	local	ADJ
ejpam-6707	338	25	decisionmaking	decisionmake	VERB
ejpam-6707	338	26	processes	process	NOUN
ejpam-6707	338	27	(	(	PUNCT
ejpam-6707	338	28	(	(	PUNCT
ejpam-6707	338	29	55	55	NUM
ejpam-6707	338	30	)	)	PUNCT
ejpam-6707	338	31	)	)	PUNCT
ejpam-6707	338	32	.	.	PUNCT
ejpam-6707	339	1	augmented	augment	VERB
ejpam-6707	339	2	reality	reality	NOUN
ejpam-6707	339	3	(	(	PUNCT
ejpam-6707	339	4	ar	ar	NOUN
ejpam-6707	339	5	)	)	PUNCT
ejpam-6707	339	6	and	and	CCONJ
ejpam-6707	339	7	immersive	immersive	ADJ
ejpam-6707	339	8	visualization	visualization	NOUN
ejpam-6707	339	9	technologies	technology	NOUN
ejpam-6707	339	10	offer	offer	VERB
ejpam-6707	339	11	new	new	ADJ
ejpam-6707	339	12	possibilities	possibility	NOUN
ejpam-6707	339	13	for	for	ADP
ejpam-6707	339	14	presenting	present	VERB
ejpam-6707	339	15	optimization	optimization	NOUN
ejpam-6707	339	16	explanations	explanation	NOUN
ejpam-6707	339	17	in	in	ADP
ejpam-6707	339	18	intuitive	intuitive	ADJ
ejpam-6707	339	19	,	,	PUNCT
ejpam-6707	339	20	interactive	interactive	ADJ
ejpam-6707	339	21	formats	format	NOUN
ejpam-6707	339	22	.	.	PUNCT
ejpam-6707	340	1	these	these	DET
ejpam-6707	340	2	technologies	technology	NOUN
ejpam-6707	340	3	could	could	AUX
ejpam-6707	340	4	enable	enable	VERB
ejpam-6707	340	5	stakeholders	stakeholder	NOUN
ejpam-6707	340	6	to	to	PART
ejpam-6707	340	7	explore	explore	VERB
ejpam-6707	340	8	optimization	optimization	NOUN
ejpam-6707	340	9	solutions	solution	NOUN
ejpam-6707	340	10	through	through	ADP
ejpam-6707	340	11	spatial	spatial	ADJ
ejpam-6707	340	12	manipulation	manipulation	NOUN
ejpam-6707	340	13	,	,	PUNCT
ejpam-6707	340	14	temporal	temporal	ADJ
ejpam-6707	340	15	visualization	visualization	NOUN
ejpam-6707	340	16	,	,	PUNCT
ejpam-6707	340	17	or	or	CCONJ
ejpam-6707	340	18	multi	multi	ADJ
ejpam-6707	340	19	-	-	ADJ
ejpam-6707	340	20	dimensional	dimensional	ADJ
ejpam-6707	340	21	data	datum	NOUN
ejpam-6707	340	22	representation	representation	NOUN
ejpam-6707	340	23	techniques	technique	NOUN
ejpam-6707	340	24	that	that	PRON
ejpam-6707	340	25	are	be	AUX
ejpam-6707	340	26	impossible	impossible	ADJ
ejpam-6707	340	27	with	with	ADP
ejpam-6707	340	28	traditional	traditional	ADJ
ejpam-6707	340	29	interfaces	interface	NOUN
ejpam-6707	340	30	.	.	PUNCT
ejpam-6707	341	1	the	the	DET
ejpam-6707	341	2	development	development	NOUN
ejpam-6707	341	3	of	of	ADP
ejpam-6707	341	4	ar	ar	NOUN
ejpam-6707	341	5	-	-	PUNCT
ejpam-6707	341	6	based	base	VERB
ejpam-6707	341	7	explanation	explanation	NOUN
ejpam-6707	341	8	systems	system	NOUN
ejpam-6707	341	9	requires	require	VERB
ejpam-6707	341	10	interdisciplinary	interdisciplinary	ADJ
ejpam-6707	341	11	collaboration	collaboration	NOUN
ejpam-6707	341	12	between	between	ADP
ejpam-6707	341	13	optimization	optimization	NOUN
ejpam-6707	341	14	researchers	researcher	NOUN
ejpam-6707	341	15	,	,	PUNCT
ejpam-6707	341	16	humancomputer	humancomputer	NOUN
ejpam-6707	341	17	interaction	interaction	NOUN
ejpam-6707	341	18	specialists	specialist	NOUN
ejpam-6707	341	19	,	,	PUNCT
ejpam-6707	341	20	and	and	CCONJ
ejpam-6707	341	21	cognitive	cognitive	ADJ
ejpam-6707	341	22	scientists	scientist	NOUN
ejpam-6707	341	23	(	(	PUNCT
ejpam-6707	341	24	(	(	PUNCT
ejpam-6707	341	25	56	56	NUM
ejpam-6707	341	26	)	)	PUNCT
ejpam-6707	341	27	)	)	PUNCT
ejpam-6707	341	28	.	.	PUNCT
ejpam-6707	342	1	6	6	X
ejpam-6707	342	2	.	.	X
ejpam-6707	342	3	conclusion	conclusion	NOUN
ejpam-6707	342	4	and	and	CCONJ
ejpam-6707	342	5	future	future	ADJ
ejpam-6707	342	6	work	work	NOUN
ejpam-6707	342	7	this	this	DET
ejpam-6707	342	8	systematic	systematic	ADJ
ejpam-6707	342	9	review	review	NOUN
ejpam-6707	342	10	examined	examine	VERB
ejpam-6707	342	11	the	the	DET
ejpam-6707	342	12	intersection	intersection	NOUN
ejpam-6707	342	13	of	of	ADP
ejpam-6707	342	14	explainable	explainable	ADJ
ejpam-6707	342	15	artificial	artificial	ADJ
ejpam-6707	342	16	intelligence	intelligence	NOUN
ejpam-6707	342	17	(	(	PUNCT
ejpam-6707	342	18	xai	xai	PROPN
ejpam-6707	342	19	)	)	PUNCT
ejpam-6707	342	20	and	and	CCONJ
ejpam-6707	342	21	optimization	optimization	NOUN
ejpam-6707	342	22	,	,	PUNCT
ejpam-6707	342	23	with	with	ADP
ejpam-6707	342	24	a	a	DET
ejpam-6707	342	25	focus	focus	NOUN
ejpam-6707	342	26	on	on	ADP
ejpam-6707	342	27	interpretable	interpretable	ADJ
ejpam-6707	342	28	models	model	NOUN
ejpam-6707	342	29	for	for	ADP
ejpam-6707	342	30	intelligent	intelligent	ADJ
ejpam-6707	342	31	decisionmaking	decisionmaking	NOUN
ejpam-6707	342	32	systems	system	NOUN
ejpam-6707	342	33	.	.	PUNCT
ejpam-6707	343	1	we	we	PRON
ejpam-6707	343	2	presented	present	VERB
ejpam-6707	343	3	a	a	DET
ejpam-6707	343	4	comprehensive	comprehensive	ADJ
ejpam-6707	343	5	taxonomy	taxonomy	NOUN
ejpam-6707	343	6	of	of	ADP
ejpam-6707	343	7	xai	xai	PROPN
ejpam-6707	343	8	methods	method	NOUN
ejpam-6707	343	9	—	—	PUNCT
ejpam-6707	343	10	including	include	VERB
ejpam-6707	343	11	post	post	ADJ
ejpam-6707	343	12	-	-	ADJ
ejpam-6707	343	13	hoc	hoc	ADJ
ejpam-6707	343	14	explanations	explanation	NOUN
ejpam-6707	343	15	,	,	PUNCT
ejpam-6707	343	16	intrinsically	intrinsically	ADV
ejpam-6707	343	17	interpretable	interpretable	ADJ
ejpam-6707	343	18	models	model	NOUN
ejpam-6707	343	19	,	,	PUNCT
ejpam-6707	343	20	and	and	CCONJ
ejpam-6707	343	21	example	example	NOUN
ejpam-6707	343	22	-	-	PUNCT
ejpam-6707	343	23	based	base	VERB
ejpam-6707	343	24	techniques	technique	NOUN
ejpam-6707	343	25	—	—	PUNCT
ejpam-6707	343	26	and	and	CCONJ
ejpam-6707	343	27	explored	explore	VERB
ejpam-6707	343	28	how	how	SCONJ
ejpam-6707	343	29	these	these	DET
ejpam-6707	343	30	approaches	approach	NOUN
ejpam-6707	343	31	can	can	AUX
ejpam-6707	343	32	be	be	AUX
ejpam-6707	343	33	embedded	embed	VERB
ejpam-6707	343	34	into	into	ADP
ejpam-6707	343	35	optimization	optimization	NOUN
ejpam-6707	343	36	workflows	workflow	NOUN
ejpam-6707	343	37	to	to	PART
ejpam-6707	343	38	enhance	enhance	VERB
ejpam-6707	343	39	transparency	transparency	NOUN
ejpam-6707	343	40	,	,	PUNCT
ejpam-6707	343	41	accountability	accountability	NOUN
ejpam-6707	343	42	,	,	PUNCT
ejpam-6707	343	43	and	and	CCONJ
ejpam-6707	343	44	stakeholder	stakeholder	PROPN
ejpam-6707	343	45	trust	trust	PROPN
ejpam-6707	343	46	.	.	PUNCT
ejpam-6707	344	1	we	we	PRON
ejpam-6707	344	2	discussed	discuss	VERB
ejpam-6707	344	3	the	the	DET
ejpam-6707	344	4	evolution	evolution	NOUN
ejpam-6707	344	5	of	of	ADP
ejpam-6707	344	6	optimization	optimization	NOUN
ejpam-6707	344	7	paradigms	paradigm	VERB
ejpam-6707	344	8	from	from	ADP
ejpam-6707	344	9	traditional	traditional	ADJ
ejpam-6707	344	10	exact	exact	ADJ
ejpam-6707	344	11	and	and	CCONJ
ejpam-6707	344	12	approximate	approximate	ADJ
ejpam-6707	344	13	methods	method	NOUN
ejpam-6707	344	14	to	to	ADP
ejpam-6707	344	15	learning	learning	NOUN
ejpam-6707	344	16	-	-	PUNCT
ejpam-6707	344	17	based	base	VERB
ejpam-6707	344	18	and	and	CCONJ
ejpam-6707	344	19	hybrid	hybrid	ADJ
ejpam-6707	344	20	approaches	approach	NOUN
ejpam-6707	344	21	,	,	PUNCT
ejpam-6707	344	22	emphasizing	emphasize	VERB
ejpam-6707	344	23	the	the	DET
ejpam-6707	344	24	growing	grow	VERB
ejpam-6707	344	25	importance	importance	NOUN
ejpam-6707	344	26	of	of	ADP
ejpam-6707	344	27	interpretability	interpretability	NOUN
ejpam-6707	344	28	as	as	ADP
ejpam-6707	344	29	a	a	DET
ejpam-6707	344	30	design	design	NOUN
ejpam-6707	344	31	criterion	criterion	NOUN
ejpam-6707	344	32	rather	rather	ADV
ejpam-6707	344	33	than	than	ADP
ejpam-6707	344	34	an	an	DET
ejpam-6707	344	35	afterthought	afterthought	NOUN
ejpam-6707	344	36	.	.	PUNCT
ejpam-6707	345	1	special	special	ADJ
ejpam-6707	345	2	attention	attention	NOUN
ejpam-6707	345	3	was	be	AUX
ejpam-6707	345	4	given	give	VERB
ejpam-6707	345	5	to	to	ADP
ejpam-6707	345	6	emerging	emerge	VERB
ejpam-6707	345	7	frameworks	framework	NOUN
ejpam-6707	345	8	such	such	ADJ
ejpam-6707	345	9	as	as	ADP
ejpam-6707	345	10	autoxai	autoxai	NOUN
ejpam-6707	345	11	,	,	PUNCT
ejpam-6707	345	12	multi	multi	ADJ
ejpam-6707	345	13	-	-	ADJ
ejpam-6707	345	14	objective	objective	ADJ
ejpam-6707	345	15	clustering	clustering	ADJ
ejpam-6707	345	16	optimization	optimization	NOUN
ejpam-6707	345	17	,	,	PUNCT
ejpam-6707	345	18	and	and	CCONJ
ejpam-6707	345	19	explainable	explainable	ADJ
ejpam-6707	345	20	hyper	hyper	NOUN
ejpam-6707	345	21	-	-	NOUN
ejpam-6707	345	22	heuristics	heuristic	NOUN
ejpam-6707	345	23	,	,	PUNCT
ejpam-6707	345	24	all	all	PRON
ejpam-6707	345	25	of	of	ADP
ejpam-6707	345	26	which	which	PRON
ejpam-6707	345	27	demonstrate	demonstrate	VERB
ejpam-6707	345	28	the	the	DET
ejpam-6707	345	29	feasibility	feasibility	NOUN
ejpam-6707	345	30	and	and	CCONJ
ejpam-6707	345	31	necessity	necessity	NOUN
ejpam-6707	345	32	of	of	ADP
ejpam-6707	345	33	integrating	integrate	VERB
ejpam-6707	345	34	interpretability	interpretability	NOUN
ejpam-6707	345	35	into	into	ADP
ejpam-6707	345	36	complex	complex	ADJ
ejpam-6707	345	37	optimization	optimization	NOUN
ejpam-6707	345	38	pipelines	pipeline	NOUN
ejpam-6707	345	39	.	.	PUNCT
ejpam-6707	346	1	through	through	ADP
ejpam-6707	346	2	detailed	detailed	ADJ
ejpam-6707	346	3	diagrams	diagram	NOUN
ejpam-6707	346	4	and	and	CCONJ
ejpam-6707	346	5	workflow	workflow	NOUN
ejpam-6707	346	6	illustrations	illustration	NOUN
ejpam-6707	346	7	,	,	PUNCT
ejpam-6707	346	8	we	we	PRON
ejpam-6707	346	9	highlighted	highlight	VERB
ejpam-6707	346	10	how	how	SCONJ
ejpam-6707	346	11	explainable	explainable	ADJ
ejpam-6707	346	12	optimization	optimization	NOUN
ejpam-6707	346	13	enables	enable	VERB
ejpam-6707	346	14	human	human	NOUN
ejpam-6707	346	15	-	-	PUNCT
ejpam-6707	346	16	in	in	ADP
ejpam-6707	346	17	-	-	PUNCT
ejpam-6707	346	18	the	the	DET
ejpam-6707	346	19	-	-	PUNCT
ejpam-6707	346	20	loop	loop	NOUN
ejpam-6707	346	21	collaboration	collaboration	NOUN
ejpam-6707	346	22	,	,	PUNCT
ejpam-6707	346	23	regulatory	regulatory	ADJ
ejpam-6707	346	24	compliance	compliance	NOUN
ejpam-6707	346	25	,	,	PUNCT
ejpam-6707	346	26	and	and	CCONJ
ejpam-6707	346	27	more	more	ADV
ejpam-6707	346	28	informed	informed	ADJ
ejpam-6707	346	29	decisions	decision	NOUN
ejpam-6707	346	30	across	across	ADP
ejpam-6707	346	31	domains	domain	NOUN
ejpam-6707	346	32	such	such	ADJ
ejpam-6707	346	33	as	as	ADP
ejpam-6707	346	34	healthcare	healthcare	NOUN
ejpam-6707	346	35	,	,	PUNCT
ejpam-6707	346	36	finance	finance	NOUN
ejpam-6707	346	37	,	,	PUNCT
ejpam-6707	346	38	logistics	logistic	NOUN
ejpam-6707	346	39	,	,	PUNCT
ejpam-6707	346	40	and	and	CCONJ
ejpam-6707	346	41	policy	policy	NOUN
ejpam-6707	346	42	-	-	PUNCT
ejpam-6707	346	43	making	making	NOUN
ejpam-6707	346	44	.	.	PUNCT
ejpam-6707	347	1	however	however	ADV
ejpam-6707	347	2	,	,	PUNCT
ejpam-6707	347	3	key	key	ADJ
ejpam-6707	347	4	research	research	NOUN
ejpam-6707	347	5	gaps	gap	NOUN
ejpam-6707	347	6	remain	remain	VERB
ejpam-6707	347	7	—	—	PUNCT
ejpam-6707	347	8	particularly	particularly	ADV
ejpam-6707	347	9	in	in	ADP
ejpam-6707	347	10	the	the	DET
ejpam-6707	347	11	areas	area	NOUN
ejpam-6707	347	12	of	of	ADP
ejpam-6707	347	13	scalability	scalability	NOUN
ejpam-6707	347	14	,	,	PUNCT
ejpam-6707	347	15	standardized	standardized	ADJ
ejpam-6707	347	16	evaluation	evaluation	NOUN
ejpam-6707	347	17	metrics	metric	NOUN
ejpam-6707	347	18	,	,	PUNCT
ejpam-6707	347	19	and	and	CCONJ
ejpam-6707	347	20	enterprise	enterprise	NOUN
ejpam-6707	347	21	integration	integration	NOUN
ejpam-6707	347	22	.	.	PUNCT
ejpam-6707	348	1	k.	k.	PROPN
ejpam-6707	348	2	danach	danach	PROPN
ejpam-6707	348	3	et	et	PROPN
ejpam-6707	348	4	al	al	PROPN
ejpam-6707	348	5	.	.	PUNCT
ejpam-6707	348	6	/	/	SYM
ejpam-6707	348	7	eur	eur	PROPN
ejpam-6707	348	8	.	.	PUNCT
ejpam-6707	349	1	j.	j.	PROPN
ejpam-6707	349	2	pure	pure	PROPN
ejpam-6707	349	3	appl	appl	PROPN
ejpam-6707	349	4	.	.	PROPN
ejpam-6707	349	5	math	math	PROPN
ejpam-6707	349	6	,	,	PUNCT
ejpam-6707	349	7	18	18	NUM
ejpam-6707	349	8	(	(	PUNCT
ejpam-6707	349	9	4	4	NUM
ejpam-6707	349	10	)	)	PUNCT
ejpam-6707	349	11	(	(	PUNCT
ejpam-6707	349	12	2025	2025	NUM
ejpam-6707	349	13	)	)	PUNCT
ejpam-6707	349	14	,	,	PUNCT
ejpam-6707	349	15	6707	6707	NUM
ejpam-6707	349	16	25	25	NUM
ejpam-6707	349	17	of	of	ADP
ejpam-6707	349	18	28	28	NUM
ejpam-6707	349	19	future	future	ADJ
ejpam-6707	349	20	research	research	NOUN
ejpam-6707	349	21	should	should	AUX
ejpam-6707	349	22	focus	focus	VERB
ejpam-6707	349	23	on	on	ADP
ejpam-6707	349	24	developing	develop	VERB
ejpam-6707	349	25	unified	unified	ADJ
ejpam-6707	349	26	benchmarks	benchmark	NOUN
ejpam-6707	349	27	for	for	ADP
ejpam-6707	349	28	explainability	explainability	NOUN
ejpam-6707	349	29	in	in	ADP
ejpam-6707	349	30	optimization	optimization	NOUN
ejpam-6707	349	31	,	,	PUNCT
ejpam-6707	349	32	creating	create	VERB
ejpam-6707	349	33	domain	domain	NOUN
ejpam-6707	349	34	-	-	PUNCT
ejpam-6707	349	35	specific	specific	ADJ
ejpam-6707	349	36	autoxai	autoxai	NOUN
ejpam-6707	349	37	libraries	library	NOUN
ejpam-6707	349	38	,	,	PUNCT
ejpam-6707	349	39	and	and	CCONJ
ejpam-6707	349	40	establishing	establish	VERB
ejpam-6707	349	41	interdisciplinary	interdisciplinary	ADJ
ejpam-6707	349	42	frameworks	framework	NOUN
ejpam-6707	349	43	that	that	PRON
ejpam-6707	349	44	combine	combine	VERB
ejpam-6707	349	45	interpretability	interpretability	NOUN
ejpam-6707	349	46	,	,	PUNCT
ejpam-6707	349	47	robustness	robustness	NOUN
ejpam-6707	349	48	,	,	PUNCT
ejpam-6707	349	49	and	and	CCONJ
ejpam-6707	349	50	ethical	ethical	ADJ
ejpam-6707	349	51	compliance	compliance	NOUN
ejpam-6707	349	52	.	.	PUNCT
ejpam-6707	350	1	bridging	bridge	VERB
ejpam-6707	350	2	the	the	DET
ejpam-6707	350	3	gap	gap	NOUN
ejpam-6707	350	4	between	between	ADP
ejpam-6707	350	5	ai	ai	PROPN
ejpam-6707	350	6	performance	performance	NOUN
ejpam-6707	350	7	and	and	CCONJ
ejpam-6707	350	8	human	human	ADJ
ejpam-6707	350	9	comprehension	comprehension	NOUN
ejpam-6707	350	10	will	will	AUX
ejpam-6707	350	11	be	be	AUX
ejpam-6707	350	12	central	central	ADJ
ejpam-6707	350	13	to	to	ADP
ejpam-6707	350	14	the	the	DET
ejpam-6707	350	15	next	next	ADJ
ejpam-6707	350	16	generation	generation	NOUN
ejpam-6707	350	17	of	of	ADP
ejpam-6707	350	18	intelligent	intelligent	ADJ
ejpam-6707	350	19	systems	system	NOUN
ejpam-6707	350	20	.	.	PUNCT
ejpam-6707	351	1	references	reference	NOUN
ejpam-6707	351	2	[	[	X
ejpam-6707	351	3	1	1	NUM
ejpam-6707	351	4	]	]	PUNCT
ejpam-6707	351	5	alejandro	alejandro	PROPN
ejpam-6707	351	6	barredo	barredo	PROPN
ejpam-6707	351	7	arrieta	arrieta	PROPN
ejpam-6707	351	8	,	,	PUNCT
ejpam-6707	351	9	natalia	natalia	PROPN
ejpam-6707	351	10	dı́az	dı́az	PROPN
ejpam-6707	351	11	-	-	PUNCT
ejpam-6707	351	12	rodŕıguez	rodŕıguez	NOUN
ejpam-6707	351	13	,	,	PUNCT
ejpam-6707	351	14	javier	javier	PROPN
ejpam-6707	351	15	del	del	PROPN
ejpam-6707	351	16	ser	ser	PROPN
ejpam-6707	351	17	,	,	PUNCT
ejpam-6707	351	18	adrien	adrien	PROPN
ejpam-6707	351	19	bennetot	bennetot	PROPN
ejpam-6707	351	20	,	,	PUNCT
ejpam-6707	351	21	siham	siham	NOUN
ejpam-6707	351	22	tabik	tabik	NUM
ejpam-6707	351	23	,	,	PUNCT
ejpam-6707	351	24	alberto	alberto	PROPN
ejpam-6707	351	25	barbado	barbado	PROPN
ejpam-6707	351	26	,	,	PUNCT
ejpam-6707	351	27	sergio	sergio	PROPN
ejpam-6707	351	28	garćıa	garćıa	PROPN
ejpam-6707	351	29	,	,	PUNCT
ejpam-6707	351	30	sergio	sergio	PROPN
ejpam-6707	351	31	gil	gil	PROPN
ejpam-6707	351	32	-	-	PUNCT
ejpam-6707	351	33	lopez	lopez	PROPN
ejpam-6707	351	34	,	,	PUNCT
ejpam-6707	351	35	daniel	daniel	PROPN
ejpam-6707	351	36	molina	molina	PROPN
ejpam-6707	351	37	,	,	PUNCT
ejpam-6707	351	38	richard	richard	PROPN
ejpam-6707	351	39	benjamins	benjamins	PROPN
ejpam-6707	351	40	,	,	PUNCT
ejpam-6707	351	41	et	et	PROPN
ejpam-6707	351	42	al	al	PROPN
ejpam-6707	351	43	.	.	PUNCT
ejpam-6707	352	1	explainable	explainable	ADJ
ejpam-6707	352	2	artificial	artificial	ADJ
ejpam-6707	352	3	intelligence	intelligence	NOUN
ejpam-6707	352	4	(	(	PUNCT
ejpam-6707	352	5	xai	xai	PROPN
ejpam-6707	352	6	):	):	PUNCT
ejpam-6707	352	7	concepts	concept	NOUN
ejpam-6707	352	8	,	,	PUNCT
ejpam-6707	352	9	taxonomies	taxonomy	NOUN
ejpam-6707	352	10	,	,	PUNCT
ejpam-6707	352	11	opportunities	opportunity	NOUN
ejpam-6707	352	12	and	and	CCONJ
ejpam-6707	352	13	challenges	challenge	NOUN
ejpam-6707	352	14	toward	toward	ADP
ejpam-6707	352	15	responsible	responsible	ADJ
ejpam-6707	352	16	ai	ai	NOUN
ejpam-6707	352	17	.	.	PUNCT
ejpam-6707	352	18	information	information	NOUN
ejpam-6707	352	19	fusion	fusion	NOUN
ejpam-6707	352	20	,	,	PUNCT
ejpam-6707	352	21	58:82–115	58:82–115	NUM
ejpam-6707	352	22	,	,	PUNCT
ejpam-6707	352	23	2020	2020	NUM
ejpam-6707	352	24	.	.	PUNCT
ejpam-6707	353	1	[	[	X
ejpam-6707	353	2	2	2	NUM
ejpam-6707	353	3	]	]	X
ejpam-6707	353	4	christoph	christoph	PROPN
ejpam-6707	353	5	molnar	molnar	PROPN
ejpam-6707	353	6	.	.	PROPN
ejpam-6707	353	7	interpretable	interpretable	ADJ
ejpam-6707	353	8	machine	machine	NOUN
ejpam-6707	353	9	learning	learning	NOUN
ejpam-6707	353	10	.	.	PUNCT
ejpam-6707	354	1	lulu.com	lulu.com	X
ejpam-6707	354	2	,	,	PUNCT
ejpam-6707	354	3	2020	2020	NUM
ejpam-6707	354	4	.	.	PUNCT
ejpam-6707	354	5	https://christophm.github.io/interpretable-ml-book/.	https://christophm.github.io/interpretable-ml-book/.	X
ejpam-6707	355	1	[	[	X
ejpam-6707	355	2	3	3	X
ejpam-6707	355	3	]	]	X
ejpam-6707	355	4	marc	marc	PROPN
ejpam-6707	355	5	goerigk	goerigk	PROPN
ejpam-6707	355	6	,	,	PUNCT
ejpam-6707	355	7	michael	michael	PROPN
ejpam-6707	355	8	hartisch	hartisch	PROPN
ejpam-6707	355	9	,	,	PUNCT
ejpam-6707	355	10	sebastian	sebastian	PROPN
ejpam-6707	355	11	merten	merten	VERB
ejpam-6707	355	12	,	,	PUNCT
ejpam-6707	355	13	and	and	CCONJ
ejpam-6707	355	14	kartikey	kartikey	PROPN
ejpam-6707	355	15	sharma	sharma	PROPN
ejpam-6707	355	16	.	.	PUNCT
ejpam-6707	356	1	featurebased	featurebase	VERB
ejpam-6707	356	2	interpretable	interpretable	ADJ
ejpam-6707	356	3	surrogates	surrogate	NOUN
ejpam-6707	356	4	for	for	ADP
ejpam-6707	356	5	optimization	optimization	NOUN
ejpam-6707	356	6	.	.	PUNCT
ejpam-6707	357	1	arxiv	arxiv	PROPN
ejpam-6707	357	2	preprint	preprint	PROPN
ejpam-6707	357	3	arxiv:2409.01869	arxiv:2409.01869	PROPN
ejpam-6707	357	4	,	,	PUNCT
ejpam-6707	357	5	2024	2024	NUM
ejpam-6707	357	6	.	.	PUNCT
ejpam-6707	358	1	preprint	preprint	NOUN
ejpam-6707	358	2	.	.	PUNCT
ejpam-6707	359	1	[	[	X
ejpam-6707	359	2	4	4	X
ejpam-6707	359	3	]	]	X
ejpam-6707	359	4	michele	michele	PROPN
ejpam-6707	359	5	conforti	conforti	PROPN
ejpam-6707	359	6	,	,	PUNCT
ejpam-6707	359	7	gérard	gérard	PROPN
ejpam-6707	359	8	cornuéjols	cornuéjol	NOUN
ejpam-6707	359	9	,	,	PUNCT
ejpam-6707	359	10	and	and	CCONJ
ejpam-6707	359	11	giacomo	giacomo	PROPN
ejpam-6707	359	12	zambelli	zambelli	PROPN
ejpam-6707	359	13	.	.	PUNCT
ejpam-6707	360	1	integer	integer	PROPN
ejpam-6707	360	2	programming	programming	PROPN
ejpam-6707	360	3	.	.	PUNCT
ejpam-6707	361	1	springer	springer	PROPN
ejpam-6707	361	2	,	,	PUNCT
ejpam-6707	361	3	cham	cham	PROPN
ejpam-6707	361	4	,	,	PUNCT
ejpam-6707	361	5	1st	1st	PROPN
ejpam-6707	361	6	edition	edition	NOUN
ejpam-6707	361	7	,	,	PUNCT
ejpam-6707	361	8	2014	2014	NUM
ejpam-6707	361	9	.	.	PUNCT
ejpam-6707	362	1	[	[	X
ejpam-6707	362	2	5	5	NUM
ejpam-6707	362	3	]	]	X
ejpam-6707	362	4	cynthia	cynthia	PROPN
ejpam-6707	362	5	barnhart	barnhart	PROPN
ejpam-6707	362	6	,	,	PUNCT
ejpam-6707	362	7	ellis	ellis	PROPN
ejpam-6707	362	8	l.	l.	PROPN
ejpam-6707	362	9	johnson	johnson	PROPN
ejpam-6707	362	10	,	,	PUNCT
ejpam-6707	362	11	george	george	PROPN
ejpam-6707	362	12	l.	l.	PROPN
ejpam-6707	362	13	nemhauser	nemhauser	PROPN
ejpam-6707	362	14	,	,	PUNCT
ejpam-6707	362	15	martin	martin	PROPN
ejpam-6707	362	16	w.	w.	PROPN
ejpam-6707	362	17	p.	p.	PROPN
ejpam-6707	362	18	savelsbergh	savelsbergh	PROPN
ejpam-6707	362	19	,	,	PUNCT
ejpam-6707	362	20	and	and	CCONJ
ejpam-6707	362	21	philip	philip	PROPN
ejpam-6707	362	22	h.	h.	PROPN
ejpam-6707	362	23	vance	vance	PROPN
ejpam-6707	362	24	.	.	PUNCT
ejpam-6707	363	1	branch	branch	NOUN
ejpam-6707	363	2	-	-	PUNCT
ejpam-6707	363	3	and	and	CCONJ
ejpam-6707	363	4	-	-	PUNCT
ejpam-6707	363	5	price	price	NOUN
ejpam-6707	363	6	:	:	PUNCT
ejpam-6707	363	7	column	column	NOUN
ejpam-6707	363	8	generation	generation	NOUN
ejpam-6707	363	9	for	for	ADP
ejpam-6707	363	10	solving	solve	VERB
ejpam-6707	363	11	huge	huge	ADJ
ejpam-6707	363	12	integer	integer	NOUN
ejpam-6707	363	13	programs	program	NOUN
ejpam-6707	363	14	.	.	PUNCT
ejpam-6707	364	1	operations	operation	NOUN
ejpam-6707	364	2	research	research	NOUN
ejpam-6707	364	3	,	,	PUNCT
ejpam-6707	364	4	46(3):316–329	46(3):316–329	PROPN
ejpam-6707	364	5	,	,	PUNCT
ejpam-6707	364	6	1998	1998	NUM
ejpam-6707	364	7	.	.	PUNCT
ejpam-6707	365	1	[	[	X
ejpam-6707	365	2	6	6	NUM
ejpam-6707	365	3	]	]	X
ejpam-6707	365	4	stuart	stuart	PROPN
ejpam-6707	365	5	russell	russell	PROPN
ejpam-6707	365	6	and	and	CCONJ
ejpam-6707	365	7	peter	peter	PROPN
ejpam-6707	365	8	norvig	norvig	PROPN
ejpam-6707	365	9	.	.	PUNCT
ejpam-6707	366	1	artificial	artificial	ADJ
ejpam-6707	366	2	intelligence	intelligence	NOUN
ejpam-6707	366	3	:	:	PUNCT
ejpam-6707	366	4	a	a	DET
ejpam-6707	366	5	modern	modern	ADJ
ejpam-6707	366	6	approach	approach	NOUN
ejpam-6707	366	7	.	.	PUNCT
ejpam-6707	367	1	pearson	pearson	PROPN
ejpam-6707	367	2	,	,	PUNCT
ejpam-6707	367	3	boston	boston	PROPN
ejpam-6707	367	4	,	,	PUNCT
ejpam-6707	367	5	ma	ma	PROPN
ejpam-6707	367	6	,	,	PUNCT
ejpam-6707	367	7	3rd	3rd	ADJ
ejpam-6707	367	8	edition	edition	NOUN
ejpam-6707	367	9	,	,	PUNCT
ejpam-6707	367	10	2016	2016	NUM
ejpam-6707	367	11	.	.	PUNCT
ejpam-6707	368	1	[	[	X
ejpam-6707	368	2	7	7	X
ejpam-6707	368	3	]	]	X
ejpam-6707	368	4	christian	christian	PROPN
ejpam-6707	368	5	blum	blum	PROPN
ejpam-6707	368	6	and	and	CCONJ
ejpam-6707	368	7	andrea	andrea	PROPN
ejpam-6707	368	8	roli	roli	PROPN
ejpam-6707	368	9	.	.	PUNCT
ejpam-6707	369	1	metaheuristics	metaheuristic	NOUN
ejpam-6707	369	2	in	in	ADP
ejpam-6707	369	3	combinatorial	combinatorial	ADJ
ejpam-6707	369	4	optimization	optimization	NOUN
ejpam-6707	369	5	:	:	PUNCT
ejpam-6707	369	6	overview	overview	NOUN
ejpam-6707	369	7	and	and	CCONJ
ejpam-6707	369	8	conceptual	conceptual	ADJ
ejpam-6707	369	9	comparison	comparison	NOUN
ejpam-6707	369	10	.	.	PUNCT
ejpam-6707	370	1	acm	acm	PROPN
ejpam-6707	370	2	computing	computing	NOUN
ejpam-6707	370	3	surveys	survey	NOUN
ejpam-6707	370	4	,	,	PUNCT
ejpam-6707	370	5	35(3):268–308	35(3):268–308	PROPN
ejpam-6707	370	6	,	,	PUNCT
ejpam-6707	370	7	2003	2003	NUM
ejpam-6707	370	8	.	.	PUNCT
ejpam-6707	371	1	[	[	X
ejpam-6707	371	2	8	8	NUM
ejpam-6707	371	3	]	]	X
ejpam-6707	371	4	kassem	kassem	PROPN
ejpam-6707	371	5	danach	danach	PROPN
ejpam-6707	371	6	,	,	PUNCT
ejpam-6707	371	7	louai	louai	PROPN
ejpam-6707	371	8	saker	saker	NOUN
ejpam-6707	371	9	,	,	PUNCT
ejpam-6707	371	10	and	and	CCONJ
ejpam-6707	371	11	hassan	hassan	PROPN
ejpam-6707	371	12	harb	harb	PROPN
ejpam-6707	371	13	.	.	PUNCT
ejpam-6707	372	1	integrating	integrate	VERB
ejpam-6707	372	2	metaheuristics	metaheuristic	NOUN
ejpam-6707	372	3	and	and	CCONJ
ejpam-6707	372	4	machine	machine	NOUN
ejpam-6707	372	5	learning	learn	VERB
ejpam-6707	372	6	for	for	ADP
ejpam-6707	372	7	enhanced	enhanced	ADJ
ejpam-6707	372	8	vehicle	vehicle	NOUN
ejpam-6707	372	9	routing	routing	NOUN
ejpam-6707	372	10	:	:	PUNCT
ejpam-6707	372	11	a	a	DET
ejpam-6707	372	12	comparative	comparative	ADJ
ejpam-6707	372	13	study	study	NOUN
ejpam-6707	372	14	of	of	ADP
ejpam-6707	372	15	hyperheuristic	hyperheuristic	PROPN
ejpam-6707	372	16	and	and	CCONJ
ejpam-6707	372	17	vae	vae	NOUN
ejpam-6707	372	18	-	-	PUNCT
ejpam-6707	372	19	based	base	VERB
ejpam-6707	372	20	approaches	approach	NOUN
ejpam-6707	372	21	.	.	PUNCT
ejpam-6707	373	1	world	world	PROPN
ejpam-6707	373	2	electric	electric	PROPN
ejpam-6707	373	3	vehicle	vehicle	NOUN
ejpam-6707	373	4	journal	journal	PROPN
ejpam-6707	373	5	,	,	PUNCT
ejpam-6707	373	6	16(5):258	16(5):258	PROPN
ejpam-6707	373	7	,	,	PUNCT
ejpam-6707	373	8	2025	2025	NUM
ejpam-6707	373	9	.	.	PUNCT
ejpam-6707	374	1	[	[	X
ejpam-6707	374	2	9	9	NUM
ejpam-6707	374	3	]	]	PUNCT
ejpam-6707	374	4	edmund	edmund	PROPN
ejpam-6707	374	5	k.	k.	PROPN
ejpam-6707	374	6	burke	burke	PROPN
ejpam-6707	374	7	,	,	PUNCT
ejpam-6707	374	8	michel	michel	PROPN
ejpam-6707	374	9	gendreau	gendreau	PROPN
ejpam-6707	374	10	,	,	PUNCT
ejpam-6707	374	11	matthew	matthew	PROPN
ejpam-6707	374	12	hyde	hyde	PROPN
ejpam-6707	374	13	,	,	PUNCT
ejpam-6707	374	14	graham	graham	PROPN
ejpam-6707	374	15	kendall	kendall	PROPN
ejpam-6707	374	16	,	,	PUNCT
ejpam-6707	374	17	gabriela	gabriela	PROPN
ejpam-6707	374	18	ochoa	ochoa	PROPN
ejpam-6707	374	19	,	,	PUNCT
ejpam-6707	374	20	ender	ender	PROPN
ejpam-6707	374	21	özcan	özcan	PROPN
ejpam-6707	374	22	,	,	PUNCT
ejpam-6707	374	23	and	and	CCONJ
ejpam-6707	374	24	rong	rong	PROPN
ejpam-6707	374	25	qu	qu	PROPN
ejpam-6707	374	26	.	.	PROPN
ejpam-6707	374	27	hyper	hyper	NOUN
ejpam-6707	374	28	-	-	NOUN
ejpam-6707	374	29	heuristics	heuristic	NOUN
ejpam-6707	374	30	:	:	PUNCT
ejpam-6707	374	31	a	a	DET
ejpam-6707	374	32	survey	survey	NOUN
ejpam-6707	374	33	of	of	ADP
ejpam-6707	374	34	the	the	DET
ejpam-6707	374	35	state	state	NOUN
ejpam-6707	374	36	of	of	ADP
ejpam-6707	374	37	the	the	DET
ejpam-6707	374	38	art	art	NOUN
ejpam-6707	374	39	.	.	PUNCT
ejpam-6707	375	1	journal	journal	NOUN
ejpam-6707	375	2	of	of	ADP
ejpam-6707	375	3	the	the	DET
ejpam-6707	375	4	operational	operational	ADJ
ejpam-6707	375	5	research	research	NOUN
ejpam-6707	375	6	society	society	NOUN
ejpam-6707	375	7	,	,	PUNCT
ejpam-6707	375	8	64(12):1695–1724	64(12):1695–1724	NUM
ejpam-6707	375	9	,	,	PUNCT
ejpam-6707	375	10	2013	2013	NUM
ejpam-6707	375	11	.	.	PUNCT
ejpam-6707	376	1	[	[	X
ejpam-6707	376	2	10	10	NUM
ejpam-6707	376	3	]	]	X
ejpam-6707	376	4	kassem	kassem	PROPN
ejpam-6707	376	5	danach	danach	PROPN
ejpam-6707	376	6	.	.	PUNCT
ejpam-6707	377	1	hyperheuristics	hyperheuristic	NOUN
ejpam-6707	377	2	in	in	ADP
ejpam-6707	377	3	logistics	logistic	NOUN
ejpam-6707	377	4	.	.	PUNCT
ejpam-6707	378	1	phd	phd	NOUN
ejpam-6707	378	2	thesis	thesis	PROPN
ejpam-6707	378	3	,	,	PUNCT
ejpam-6707	378	4	ecole	ecole	X
ejpam-6707	378	5	centrale	centrale	X
ejpam-6707	378	6	de	de	X
ejpam-6707	378	7	lille	lille	PROPN
ejpam-6707	378	8	,	,	PUNCT
ejpam-6707	378	9	2016	2016	NUM
ejpam-6707	378	10	.	.	PUNCT
ejpam-6707	379	1	[	[	X
ejpam-6707	379	2	11	11	NUM
ejpam-6707	379	3	]	]	X
ejpam-6707	379	4	kassem	kassem	PROPN
ejpam-6707	379	5	danach	danach	PROPN
ejpam-6707	379	6	,	,	PUNCT
ejpam-6707	379	7	jomana	jomana	PROPN
ejpam-6707	379	8	al	al	PROPN
ejpam-6707	379	9	-	-	PUNCT
ejpam-6707	379	10	haj	haj	PROPN
ejpam-6707	379	11	hassan	hassan	PROPN
ejpam-6707	379	12	,	,	PUNCT
ejpam-6707	379	13	wissam	wissam	PROPN
ejpam-6707	379	14	khalil	khalil	PROPN
ejpam-6707	379	15	,	,	PUNCT
ejpam-6707	379	16	and	and	CCONJ
ejpam-6707	379	17	shahin	shahin	PROPN
ejpam-6707	379	18	gelareh	gelareh	NOUN
ejpam-6707	379	19	.	.	PUNCT
ejpam-6707	380	1	routing	route	VERB
ejpam-6707	380	2	heterogeneous	heterogeneous	ADJ
ejpam-6707	380	3	mobile	mobile	ADJ
ejpam-6707	380	4	hospital	hospital	NOUN
ejpam-6707	380	5	with	with	ADP
ejpam-6707	380	6	different	different	ADJ
ejpam-6707	380	7	patients	patient	NOUN
ejpam-6707	380	8	priorities	priority	NOUN
ejpam-6707	380	9	:	:	PUNCT
ejpam-6707	380	10	hyper	hyper	ADJ
ejpam-6707	380	11	-	-	ADJ
ejpam-6707	380	12	heuristic	heuristic	ADJ
ejpam-6707	380	13	approach	approach	NOUN
ejpam-6707	380	14	.	.	PUNCT
ejpam-6707	381	1	in	in	ADP
ejpam-6707	381	2	2015	2015	NUM
ejpam-6707	381	3	fifth	fifth	ADJ
ejpam-6707	381	4	international	international	ADJ
ejpam-6707	381	5	conference	conference	NOUN
ejpam-6707	381	6	on	on	ADP
ejpam-6707	381	7	digital	digital	ADJ
ejpam-6707	381	8	information	information	NOUN
ejpam-6707	381	9	and	and	CCONJ
ejpam-6707	381	10	communication	communication	NOUN
ejpam-6707	381	11	technology	technology	NOUN
ejpam-6707	381	12	and	and	CCONJ
ejpam-6707	381	13	its	its	PRON
ejpam-6707	381	14	applications	application	NOUN
ejpam-6707	381	15	(	(	PUNCT
ejpam-6707	381	16	dictap	dictap	NOUN
ejpam-6707	381	17	)	)	PUNCT
ejpam-6707	381	18	,	,	PUNCT
ejpam-6707	381	19	pages	page	NOUN
ejpam-6707	381	20	155–158	155–158	NUM
ejpam-6707	381	21	.	.	PUNCT
ejpam-6707	381	22	ieee	ieee	NOUN
ejpam-6707	381	23	,	,	PUNCT
ejpam-6707	381	24	2015	2015	NUM
ejpam-6707	381	25	.	.	PUNCT
ejpam-6707	382	1	[	[	X
ejpam-6707	382	2	12	12	NUM
ejpam-6707	382	3	]	]	X
ejpam-6707	382	4	kassem	kassem	PROPN
ejpam-6707	382	5	danach	danach	PROPN
ejpam-6707	382	6	,	,	PUNCT
ejpam-6707	382	7	wissam	wissam	PROPN
ejpam-6707	382	8	khalil	khalil	PROPN
ejpam-6707	382	9	,	,	PUNCT
ejpam-6707	382	10	and	and	CCONJ
ejpam-6707	382	11	shahin	shahin	PROPN
ejpam-6707	382	12	gelareh	gelareh	NOUN
ejpam-6707	382	13	.	.	PUNCT
ejpam-6707	383	1	multiple	multiple	ADJ
ejpam-6707	383	2	strings	string	NOUN
ejpam-6707	383	3	planing	planing	NOUN
ejpam-6707	383	4	problem	problem	NOUN
ejpam-6707	383	5	in	in	ADP
ejpam-6707	383	6	maritime	maritime	ADJ
ejpam-6707	383	7	service	service	NOUN
ejpam-6707	383	8	network	network	NOUN
ejpam-6707	383	9	:	:	PUNCT
ejpam-6707	383	10	hyper	hyper	ADJ
ejpam-6707	383	11	-	-	ADJ
ejpam-6707	383	12	heuristic	heuristic	ADJ
ejpam-6707	383	13	approach	approach	NOUN
ejpam-6707	383	14	.	.	PUNCT
ejpam-6707	384	1	in	in	ADP
ejpam-6707	384	2	2015	2015	NUM
ejpam-6707	384	3	third	third	ADJ
ejpam-6707	384	4	international	international	ADJ
ejpam-6707	384	5	conference	conference	NOUN
ejpam-6707	384	6	on	on	ADP
ejpam-6707	384	7	technological	technological	ADJ
ejpam-6707	384	8	advances	advance	NOUN
ejpam-6707	384	9	in	in	ADP
ejpam-6707	384	10	electrical	electrical	ADJ
ejpam-6707	384	11	,	,	PUNCT
ejpam-6707	384	12	electronics	electronic	NOUN
ejpam-6707	384	13	and	and	CCONJ
ejpam-6707	384	14	computer	computer	NOUN
ejpam-6707	384	15	engineering	engineering	NOUN
ejpam-6707	384	16	(	(	PUNCT
ejpam-6707	384	17	taeece	taeece	NOUN
ejpam-6707	384	18	)	)	PUNCT
ejpam-6707	384	19	,	,	PUNCT
ejpam-6707	384	20	pages	page	NOUN
ejpam-6707	384	21	85–88	85–88	NUM
ejpam-6707	384	22	.	.	PUNCT
ejpam-6707	385	1	ieee	ieee	PROPN
ejpam-6707	385	2	,	,	PUNCT
ejpam-6707	385	3	2015	2015	NUM
ejpam-6707	385	4	.	.	PUNCT
ejpam-6707	386	1	k.	k.	PROPN
ejpam-6707	386	2	danach	danach	PROPN
ejpam-6707	386	3	et	et	PROPN
ejpam-6707	386	4	al	al	PROPN
ejpam-6707	386	5	.	.	PUNCT
ejpam-6707	386	6	/	/	SYM
ejpam-6707	386	7	eur	eur	PROPN
ejpam-6707	386	8	.	.	PUNCT
ejpam-6707	387	1	j.	j.	PROPN
ejpam-6707	387	2	pure	pure	PROPN
ejpam-6707	387	3	appl	appl	PROPN
ejpam-6707	387	4	.	.	PROPN
ejpam-6707	387	5	math	math	PROPN
ejpam-6707	387	6	,	,	PUNCT
ejpam-6707	387	7	18	18	NUM
ejpam-6707	387	8	(	(	PUNCT
ejpam-6707	387	9	4	4	NUM
ejpam-6707	387	10	)	)	PUNCT
ejpam-6707	387	11	(	(	PUNCT
ejpam-6707	387	12	2025	2025	NUM
ejpam-6707	387	13	)	)	PUNCT
ejpam-6707	387	14	,	,	PUNCT
ejpam-6707	387	15	6707	6707	NUM
ejpam-6707	387	16	26	26	NUM
ejpam-6707	387	17	of	of	ADP
ejpam-6707	387	18	28	28	NUM
ejpam-6707	387	19	[	[	SYM
ejpam-6707	387	20	13	13	NUM
ejpam-6707	387	21	]	]	PUNCT
ejpam-6707	387	22	vittorio	vittorio	PROPN
ejpam-6707	387	23	maniezzo	maniezzo	PROPN
ejpam-6707	387	24	,	,	PUNCT
ejpam-6707	387	25	thomas	thomas	PROPN
ejpam-6707	387	26	stützle	stützle	PROPN
ejpam-6707	387	27	,	,	PUNCT
ejpam-6707	387	28	and	and	CCONJ
ejpam-6707	387	29	stefan	stefan	PROPN
ejpam-6707	387	30	voß	voß	PROPN
ejpam-6707	387	31	.	.	PUNCT
ejpam-6707	388	1	matheuristics	matheuristics	PROPN
ejpam-6707	388	2	:	:	PUNCT
ejpam-6707	388	3	hybridizing	hybridize	VERB
ejpam-6707	388	4	metaheuristics	metaheuristic	NOUN
ejpam-6707	388	5	and	and	CCONJ
ejpam-6707	388	6	mathematical	mathematical	ADJ
ejpam-6707	388	7	programming	programming	NOUN
ejpam-6707	388	8	.	.	PUNCT
ejpam-6707	389	1	annals	annal	NOUN
ejpam-6707	389	2	of	of	ADP
ejpam-6707	389	3	information	information	NOUN
ejpam-6707	389	4	systems	system	NOUN
ejpam-6707	389	5	,	,	PUNCT
ejpam-6707	389	6	6:3	6:3	NUM
ejpam-6707	389	7	–	–	PUNCT
ejpam-6707	389	8	21	21	NUM
ejpam-6707	389	9	,	,	PUNCT
ejpam-6707	389	10	2009	2009	NUM
ejpam-6707	389	11	.	.	PUNCT
ejpam-6707	390	1	[	[	X
ejpam-6707	390	2	14	14	NUM
ejpam-6707	390	3	]	]	X
ejpam-6707	390	4	kassem	kassem	PROPN
ejpam-6707	390	5	danach	danach	PROPN
ejpam-6707	390	6	,	,	PUNCT
ejpam-6707	390	7	abbas	abbas	PROPN
ejpam-6707	390	8	rammal	rammal	NOUN
ejpam-6707	390	9	,	,	PUNCT
ejpam-6707	390	10	imad	imad	PROPN
ejpam-6707	390	11	moukadem	moukadem	PROPN
ejpam-6707	390	12	,	,	PUNCT
ejpam-6707	390	13	hassan	hassan	PROPN
ejpam-6707	390	14	harb	harb	PROPN
ejpam-6707	390	15	,	,	PUNCT
ejpam-6707	390	16	and	and	CCONJ
ejpam-6707	390	17	abbass	abbass	PROPN
ejpam-6707	390	18	nasser	nasser	PROPN
ejpam-6707	390	19	.	.	PUNCT
ejpam-6707	391	1	advanced	advanced	ADJ
ejpam-6707	391	2	optimization	optimization	NOUN
ejpam-6707	391	3	in	in	ADP
ejpam-6707	391	4	e	e	NOUN
ejpam-6707	391	5	-	-	NOUN
ejpam-6707	391	6	commerce	commerce	NOUN
ejpam-6707	391	7	logistics	logistic	NOUN
ejpam-6707	391	8	:	:	PUNCT
ejpam-6707	391	9	combining	combine	VERB
ejpam-6707	391	10	matheuristics	matheuristic	NOUN
ejpam-6707	391	11	with	with	ADP
ejpam-6707	391	12	random	random	ADJ
ejpam-6707	391	13	forests	forest	NOUN
ejpam-6707	391	14	for	for	ADP
ejpam-6707	391	15	hub	hub	NOUN
ejpam-6707	391	16	location	location	NOUN
ejpam-6707	391	17	efficiency	efficiency	NOUN
ejpam-6707	391	18	.	.	PUNCT
ejpam-6707	392	1	ieee	ieee	NOUN
ejpam-6707	392	2	access	access	NOUN
ejpam-6707	392	3	,	,	PUNCT
ejpam-6707	392	4	2025	2025	NUM
ejpam-6707	392	5	.	.	PUNCT
ejpam-6707	393	1	[	[	X
ejpam-6707	393	2	15	15	NUM
ejpam-6707	393	3	]	]	X
ejpam-6707	393	4	richard	richard	PROPN
ejpam-6707	393	5	s.	s.	PROPN
ejpam-6707	393	6	sutton	sutton	PROPN
ejpam-6707	393	7	and	and	CCONJ
ejpam-6707	393	8	andrew	andrew	PROPN
ejpam-6707	393	9	g.	g.	PROPN
ejpam-6707	393	10	barto	barto	PROPN
ejpam-6707	393	11	.	.	PUNCT
ejpam-6707	394	1	reinforcement	reinforcement	NOUN
ejpam-6707	394	2	learning	learning	NOUN
ejpam-6707	394	3	:	:	PUNCT
ejpam-6707	394	4	an	an	DET
ejpam-6707	394	5	introduction	introduction	NOUN
ejpam-6707	394	6	.	.	PUNCT
ejpam-6707	395	1	mit	mit	PROPN
ejpam-6707	395	2	press	press	PROPN
ejpam-6707	395	3	,	,	PUNCT
ejpam-6707	395	4	cambridge	cambridge	PROPN
ejpam-6707	395	5	,	,	PUNCT
ejpam-6707	395	6	ma	ma	PROPN
ejpam-6707	395	7	,	,	PUNCT
ejpam-6707	395	8	2nd	2nd	PROPN
ejpam-6707	395	9	edition	edition	NOUN
ejpam-6707	395	10	,	,	PUNCT
ejpam-6707	395	11	2018	2018	NUM
ejpam-6707	395	12	.	.	PUNCT
ejpam-6707	396	1	[	[	X
ejpam-6707	396	2	16	16	NUM
ejpam-6707	396	3	]	]	X
ejpam-6707	396	4	donald	donald	PROPN
ejpam-6707	396	5	r.	r.	PROPN
ejpam-6707	396	6	jones	jones	PROPN
ejpam-6707	396	7	.	.	PUNCT
ejpam-6707	397	1	a	a	DET
ejpam-6707	397	2	taxonomy	taxonomy	NOUN
ejpam-6707	397	3	of	of	ADP
ejpam-6707	397	4	global	global	ADJ
ejpam-6707	397	5	optimization	optimization	NOUN
ejpam-6707	397	6	methods	method	NOUN
ejpam-6707	397	7	based	base	VERB
ejpam-6707	397	8	on	on	ADP
ejpam-6707	397	9	response	response	NOUN
ejpam-6707	397	10	surfaces	surface	NOUN
ejpam-6707	397	11	.	.	PUNCT
ejpam-6707	398	1	journal	journal	NOUN
ejpam-6707	398	2	of	of	ADP
ejpam-6707	398	3	global	global	ADJ
ejpam-6707	398	4	optimization	optimization	NOUN
ejpam-6707	398	5	,	,	PUNCT
ejpam-6707	398	6	21(4):345–383	21(4):345–383	PROPN
ejpam-6707	398	7	,	,	PUNCT
ejpam-6707	398	8	1998	1998	NUM
ejpam-6707	398	9	.	.	PUNCT
ejpam-6707	399	1	[	[	X
ejpam-6707	399	2	17	17	NUM
ejpam-6707	399	3	]	]	PUNCT
ejpam-6707	399	4	finale	finale	NOUN
ejpam-6707	399	5	doshi	doshi	PROPN
ejpam-6707	399	6	-	-	PUNCT
ejpam-6707	399	7	velez	velez	PROPN
ejpam-6707	399	8	and	and	CCONJ
ejpam-6707	399	9	been	be	AUX
ejpam-6707	399	10	kim	kim	PROPN
ejpam-6707	399	11	.	.	PUNCT
ejpam-6707	400	1	towards	towards	ADP
ejpam-6707	400	2	a	a	DET
ejpam-6707	400	3	rigorous	rigorous	ADJ
ejpam-6707	400	4	science	science	NOUN
ejpam-6707	400	5	of	of	ADP
ejpam-6707	400	6	interpretable	interpretable	ADJ
ejpam-6707	400	7	machine	machine	NOUN
ejpam-6707	400	8	learning	learning	NOUN
ejpam-6707	400	9	.	.	PUNCT
ejpam-6707	401	1	arxiv	arxiv	PROPN
ejpam-6707	401	2	preprint	preprint	NOUN
ejpam-6707	401	3	arxiv:1702.08608	arxiv:1702.08608	NOUN
ejpam-6707	401	4	,	,	PUNCT
ejpam-6707	401	5	2017	2017	NUM
ejpam-6707	401	6	.	.	PUNCT
ejpam-6707	402	1	[	[	X
ejpam-6707	402	2	18	18	NUM
ejpam-6707	402	3	]	]	X
ejpam-6707	402	4	hassan	hassan	PROPN
ejpam-6707	402	5	kanj	kanj	PROPN
ejpam-6707	402	6	and	and	CCONJ
ejpam-6707	402	7	pierre	pierre	PROPN
ejpam-6707	402	8	e.	e.	PROPN
ejpam-6707	402	9	abi	abi	PROPN
ejpam-6707	402	10	-	-	PUNCT
ejpam-6707	402	11	char	char	PROPN
ejpam-6707	402	12	.	.	PUNCT
ejpam-6707	403	1	a	a	DET
ejpam-6707	403	2	new	new	ADJ
ejpam-6707	403	3	fuzzy	fuzzy	ADJ
ejpam-6707	403	4	-	-	PUNCT
ejpam-6707	403	5	topsis	topsis	NOUN
ejpam-6707	403	6	based	base	VERB
ejpam-6707	403	7	risk	risk	NOUN
ejpam-6707	403	8	decision	decision	NOUN
ejpam-6707	403	9	making	make	VERB
ejpam-6707	403	10	framework	framework	NOUN
ejpam-6707	403	11	for	for	ADP
ejpam-6707	403	12	dangerous	dangerous	ADJ
ejpam-6707	403	13	good	good	ADJ
ejpam-6707	403	14	transportation	transportation	NOUN
ejpam-6707	403	15	.	.	PUNCT
ejpam-6707	404	1	in	in	ADP
ejpam-6707	404	2	2019	2019	NUM
ejpam-6707	404	3	ieee	ieee	NOUN
ejpam-6707	404	4	21st	21st	ADJ
ejpam-6707	404	5	international	international	ADJ
ejpam-6707	404	6	conference	conference	NOUN
ejpam-6707	404	7	on	on	ADP
ejpam-6707	404	8	high	high	ADJ
ejpam-6707	404	9	performance	performance	NOUN
ejpam-6707	404	10	computing	computing	NOUN
ejpam-6707	404	11	and	and	CCONJ
ejpam-6707	404	12	communications	communication	NOUN
ejpam-6707	404	13	;	;	PUNCT
ejpam-6707	404	14	ieee	ieee	PROPN
ejpam-6707	404	15	17th	17th	NOUN
ejpam-6707	404	16	international	international	ADJ
ejpam-6707	404	17	conference	conference	NOUN
ejpam-6707	404	18	on	on	ADP
ejpam-6707	404	19	smart	smart	ADJ
ejpam-6707	404	20	city	city	NOUN
ejpam-6707	404	21	;	;	PUNCT
ejpam-6707	404	22	ieee	ieee	NOUN
ejpam-6707	404	23	5th	5th	ADJ
ejpam-6707	404	24	international	international	ADJ
ejpam-6707	404	25	conference	conference	NOUN
ejpam-6707	404	26	on	on	ADP
ejpam-6707	404	27	data	datum	NOUN
ejpam-6707	404	28	science	science	NOUN
ejpam-6707	404	29	and	and	CCONJ
ejpam-6707	404	30	systems	system	NOUN
ejpam-6707	404	31	(	(	PUNCT
ejpam-6707	404	32	hpcc	hpcc	NOUN
ejpam-6707	404	33	/	/	SYM
ejpam-6707	404	34	smartcity	smartcity	PROPN
ejpam-6707	404	35	/	/	SYM
ejpam-6707	404	36	dss	dss	NOUN
ejpam-6707	404	37	)	)	PUNCT
ejpam-6707	404	38	,	,	PUNCT
ejpam-6707	404	39	pages	page	NOUN
ejpam-6707	404	40	2666–2672	2666–2672	NUM
ejpam-6707	404	41	,	,	PUNCT
ejpam-6707	404	42	2019	2019	NUM
ejpam-6707	404	43	.	.	PUNCT
ejpam-6707	405	1	[	[	X
ejpam-6707	405	2	19	19	NUM
ejpam-6707	405	3	]	]	X
ejpam-6707	405	4	hassan	hassan	PROPN
ejpam-6707	405	5	kanj	kanj	PROPN
ejpam-6707	405	6	,	,	PUNCT
ejpam-6707	405	7	yehia	yehia	PROPN
ejpam-6707	405	8	kotb	kotb	PROPN
ejpam-6707	405	9	,	,	PUNCT
ejpam-6707	405	10	mouhammad	mouhammad	NOUN
ejpam-6707	405	11	alakkoumi	alakkoumi	PROPN
ejpam-6707	405	12	,	,	PUNCT
ejpam-6707	405	13	and	and	CCONJ
ejpam-6707	405	14	sawsan	sawsan	PROPN
ejpam-6707	405	15	kanj	kanj	PROPN
ejpam-6707	405	16	.	.	PUNCT
ejpam-6707	405	17	dynamic	dynamic	ADJ
ejpam-6707	405	18	decision	decision	NOUN
ejpam-6707	405	19	making	make	VERB
ejpam-6707	405	20	process	process	NOUN
ejpam-6707	405	21	for	for	ADP
ejpam-6707	405	22	dangerous	dangerous	ADJ
ejpam-6707	405	23	good	good	ADJ
ejpam-6707	405	24	transportation	transportation	NOUN
ejpam-6707	405	25	using	use	VERB
ejpam-6707	405	26	a	a	DET
ejpam-6707	405	27	combination	combination	NOUN
ejpam-6707	405	28	of	of	ADP
ejpam-6707	405	29	topsis	topsis	NOUN
ejpam-6707	405	30	and	and	CCONJ
ejpam-6707	405	31	ahp	ahp	NOUN
ejpam-6707	405	32	methods	method	NOUN
ejpam-6707	405	33	with	with	ADP
ejpam-6707	405	34	fuzzy	fuzzy	ADJ
ejpam-6707	405	35	sets	set	NOUN
ejpam-6707	405	36	.	.	PUNCT
ejpam-6707	406	1	ieee	ieee	NOUN
ejpam-6707	406	2	access	access	NOUN
ejpam-6707	406	3	,	,	PUNCT
ejpam-6707	406	4	12:40450–40479	12:40450–40479	NUM
ejpam-6707	406	5	,	,	PUNCT
ejpam-6707	406	6	2024	2024	NUM
ejpam-6707	406	7	.	.	PUNCT
ejpam-6707	407	1	[	[	X
ejpam-6707	407	2	20	20	NUM
ejpam-6707	407	3	]	]	X
ejpam-6707	407	4	mutaz	mutaz	PROPN
ejpam-6707	407	5	a.b	a.b	PROPN
ejpam-6707	407	6	.	.	PROPN
ejpam-6707	407	7	al	al	PROPN
ejpam-6707	407	8	-	-	PUNCT
ejpam-6707	407	9	tarawneh	tarawneh	PROPN
ejpam-6707	407	10	,	,	PUNCT
ejpam-6707	407	11	hassan	hassan	PROPN
ejpam-6707	407	12	kanj	kanj	PROPN
ejpam-6707	407	13	,	,	PUNCT
ejpam-6707	407	14	and	and	CCONJ
ejpam-6707	407	15	wael	wael	PROPN
ejpam-6707	407	16	hosny	hosny	PROPN
ejpam-6707	407	17	fouad	fouad	PROPN
ejpam-6707	407	18	aly	aly	PROPN
ejpam-6707	407	19	.	.	PUNCT
ejpam-6707	408	1	an	an	DET
ejpam-6707	408	2	integrated	integrate	VERB
ejpam-6707	408	3	mcdm	mcdm	ADJ
ejpam-6707	408	4	framework	framework	NOUN
ejpam-6707	408	5	for	for	ADP
ejpam-6707	408	6	trust	trust	NOUN
ejpam-6707	408	7	-	-	PUNCT
ejpam-6707	408	8	aware	aware	ADJ
ejpam-6707	408	9	and	and	CCONJ
ejpam-6707	408	10	fair	fair	ADJ
ejpam-6707	408	11	task	task	NOUN
ejpam-6707	408	12	offloading	offloading	NOUN
ejpam-6707	408	13	in	in	ADP
ejpam-6707	408	14	heterogeneous	heterogeneous	ADJ
ejpam-6707	408	15	multiprovider	multiprovider	NOUN
ejpam-6707	408	16	edge	edge	NOUN
ejpam-6707	408	17	-	-	PUNCT
ejpam-6707	408	18	fog	fog	NOUN
ejpam-6707	408	19	-	-	PUNCT
ejpam-6707	408	20	cloud	cloud	NOUN
ejpam-6707	408	21	systems	system	NOUN
ejpam-6707	408	22	.	.	PUNCT
ejpam-6707	409	1	results	result	NOUN
ejpam-6707	409	2	in	in	ADP
ejpam-6707	409	3	engineering	engineering	NOUN
ejpam-6707	409	4	,	,	PUNCT
ejpam-6707	409	5	26:105228	26:105228	NUM
ejpam-6707	409	6	,	,	PUNCT
ejpam-6707	409	7	2025	2025	NUM
ejpam-6707	409	8	.	.	PUNCT
ejpam-6707	410	1	[	[	X
ejpam-6707	410	2	21	21	NUM
ejpam-6707	410	3	]	]	X
ejpam-6707	410	4	mutaz	mutaz	PROPN
ejpam-6707	410	5	ab	ab	PROPN
ejpam-6707	410	6	al	al	PROPN
ejpam-6707	410	7	-	-	PUNCT
ejpam-6707	410	8	tarawneh	tarawneh	PROPN
ejpam-6707	410	9	,	,	PUNCT
ejpam-6707	410	10	omar	omar	PROPN
ejpam-6707	410	11	alirr	alirr	PROPN
ejpam-6707	410	12	,	,	PUNCT
ejpam-6707	410	13	and	and	CCONJ
ejpam-6707	410	14	hassan	hassan	PROPN
ejpam-6707	410	15	kanj	kanj	PROPN
ejpam-6707	410	16	.	.	PUNCT
ejpam-6707	410	17	performance	performance	NOUN
ejpam-6707	410	18	evaluation	evaluation	NOUN
ejpam-6707	410	19	of	of	ADP
ejpam-6707	410	20	machine	machine	NOUN
ejpam-6707	410	21	learning	learning	NOUN
ejpam-6707	410	22	-	-	PUNCT
ejpam-6707	410	23	based	base	VERB
ejpam-6707	410	24	cyber	cyber	NOUN
ejpam-6707	410	25	attack	attack	NOUN
ejpam-6707	410	26	detection	detection	NOUN
ejpam-6707	410	27	in	in	ADP
ejpam-6707	410	28	electric	electric	ADJ
ejpam-6707	410	29	vehicles	vehicle	NOUN
ejpam-6707	410	30	charging	charge	VERB
ejpam-6707	410	31	stations	station	NOUN
ejpam-6707	410	32	.	.	PUNCT
ejpam-6707	411	1	international	international	ADJ
ejpam-6707	411	2	journal	journal	NOUN
ejpam-6707	411	3	of	of	ADP
ejpam-6707	411	4	advanced	advanced	ADJ
ejpam-6707	411	5	computer	computer	NOUN
ejpam-6707	411	6	science	science	NOUN
ejpam-6707	411	7	&	&	CCONJ
ejpam-6707	411	8	applications	application	NOUN
ejpam-6707	411	9	,	,	PUNCT
ejpam-6707	411	10	16(3	16(3	NOUN
ejpam-6707	411	11	)	)	PUNCT
ejpam-6707	411	12	,	,	PUNCT
ejpam-6707	411	13	2025	2025	NUM
ejpam-6707	411	14	.	.	PUNCT
ejpam-6707	412	1	[	[	X
ejpam-6707	412	2	22	22	NUM
ejpam-6707	412	3	]	]	X
ejpam-6707	412	4	prakash	prakash	PROPN
ejpam-6707	412	5	mohanty	mohanty	PROPN
ejpam-6707	412	6	,	,	PUNCT
ejpam-6707	412	7	abhishek	abhishek	PROPN
ejpam-6707	412	8	singh	singh	PROPN
ejpam-6707	412	9	,	,	PUNCT
ejpam-6707	412	10	and	and	CCONJ
ejpam-6707	412	11	rajesh	rajesh	PROPN
ejpam-6707	412	12	kumar	kumar	PROPN
ejpam-6707	412	13	.	.	PUNCT
ejpam-6707	413	1	explainable	explainable	ADJ
ejpam-6707	413	2	optimization	optimization	NOUN
ejpam-6707	413	3	:	:	PUNCT
ejpam-6707	413	4	a	a	DET
ejpam-6707	413	5	survey	survey	NOUN
ejpam-6707	413	6	of	of	ADP
ejpam-6707	413	7	interpretable	interpretable	ADJ
ejpam-6707	413	8	models	model	NOUN
ejpam-6707	413	9	in	in	ADP
ejpam-6707	413	10	decision	decision	NOUN
ejpam-6707	413	11	-	-	PUNCT
ejpam-6707	413	12	making	make	VERB
ejpam-6707	413	13	systems	system	NOUN
ejpam-6707	413	14	.	.	PUNCT
ejpam-6707	414	1	journal	journal	NOUN
ejpam-6707	414	2	of	of	ADP
ejpam-6707	414	3	artificial	artificial	ADJ
ejpam-6707	414	4	intelligence	intelligence	NOUN
ejpam-6707	414	5	research	research	NOUN
ejpam-6707	414	6	,	,	PUNCT
ejpam-6707	414	7	75:123–156	75:123–156	PROPN
ejpam-6707	414	8	,	,	PUNCT
ejpam-6707	414	9	2023	2023	NUM
ejpam-6707	414	10	.	.	PUNCT
ejpam-6707	415	1	[	[	X
ejpam-6707	415	2	23	23	NUM
ejpam-6707	415	3	]	]	PUNCT
ejpam-6707	415	4	osbert	osbert	NOUN
ejpam-6707	415	5	bastani	bastani	PROPN
ejpam-6707	415	6	,	,	PUNCT
ejpam-6707	415	7	cynthia	cynthia	PROPN
ejpam-6707	415	8	kim	kim	PROPN
ejpam-6707	415	9	,	,	PUNCT
ejpam-6707	415	10	and	and	CCONJ
ejpam-6707	415	11	hamsa	hamsa	NOUN
ejpam-6707	415	12	bastani	bastani	PROPN
ejpam-6707	415	13	.	.	PUNCT
ejpam-6707	416	1	interpretable	interpretable	ADJ
ejpam-6707	416	2	multi	multi	ADJ
ejpam-6707	416	3	-	-	ADJ
ejpam-6707	416	4	objective	objective	ADJ
ejpam-6707	416	5	optimization	optimization	NOUN
ejpam-6707	416	6	via	via	ADP
ejpam-6707	416	7	feature	feature	NOUN
ejpam-6707	416	8	-	-	PUNCT
ejpam-6707	416	9	based	base	VERB
ejpam-6707	416	10	rules	rule	NOUN
ejpam-6707	416	11	.	.	PUNCT
ejpam-6707	417	1	in	in	ADP
ejpam-6707	417	2	proceedings	proceeding	NOUN
ejpam-6707	417	3	of	of	ADP
ejpam-6707	417	4	the	the	DET
ejpam-6707	417	5	38th	38th	ADJ
ejpam-6707	417	6	international	international	ADJ
ejpam-6707	417	7	conference	conference	NOUN
ejpam-6707	417	8	on	on	ADP
ejpam-6707	417	9	machine	machine	NOUN
ejpam-6707	417	10	learning	learning	NOUN
ejpam-6707	417	11	(	(	PUNCT
ejpam-6707	417	12	icml	icml	PROPN
ejpam-6707	417	13	)	)	PUNCT
ejpam-6707	417	14	,	,	PUNCT
ejpam-6707	417	15	pages	page	NOUN
ejpam-6707	417	16	1234–1243	1234–1243	NUM
ejpam-6707	417	17	,	,	PUNCT
ejpam-6707	417	18	2021	2021	NUM
ejpam-6707	417	19	.	.	PUNCT
ejpam-6707	418	1	[	[	X
ejpam-6707	418	2	24	24	NUM
ejpam-6707	418	3	]	]	X
ejpam-6707	418	4	li	li	PROPN
ejpam-6707	418	5	chen	chen	PROPN
ejpam-6707	418	6	,	,	PUNCT
ejpam-6707	418	7	wei	wei	PROPN
ejpam-6707	418	8	zhang	zhang	PROPN
ejpam-6707	418	9	,	,	PUNCT
ejpam-6707	418	10	and	and	CCONJ
ejpam-6707	418	11	xia	xia	PROPN
ejpam-6707	418	12	liu	liu	PROPN
ejpam-6707	418	13	.	.	PUNCT
ejpam-6707	419	1	multi	multi	ADJ
ejpam-6707	419	2	-	-	ADJ
ejpam-6707	419	3	objective	objective	ADJ
ejpam-6707	419	4	optimization	optimization	NOUN
ejpam-6707	419	5	for	for	ADP
ejpam-6707	419	6	explainable	explainable	ADJ
ejpam-6707	419	7	ai	ai	NOUN
ejpam-6707	419	8	models	model	NOUN
ejpam-6707	419	9	.	.	PUNCT
ejpam-6707	420	1	ieee	ieee	NOUN
ejpam-6707	420	2	transactions	transaction	NOUN
ejpam-6707	420	3	on	on	ADP
ejpam-6707	420	4	neural	neural	ADJ
ejpam-6707	420	5	networks	network	NOUN
ejpam-6707	420	6	and	and	CCONJ
ejpam-6707	420	7	learning	learn	VERB
ejpam-6707	420	8	systems	system	NOUN
ejpam-6707	420	9	,	,	PUNCT
ejpam-6707	420	10	33(5):2034	33(5):2034	NUM
ejpam-6707	420	11	–	–	PUNCT
ejpam-6707	420	12	2047	2047	NUM
ejpam-6707	420	13	,	,	PUNCT
ejpam-6707	420	14	2022	2022	NUM
ejpam-6707	420	15	.	.	PUNCT
ejpam-6707	421	1	[	[	X
ejpam-6707	421	2	25	25	NUM
ejpam-6707	421	3	]	]	X
ejpam-6707	421	4	andreas	andreas	PROPN
ejpam-6707	421	5	holzinger	holzinger	PROPN
ejpam-6707	421	6	,	,	PUNCT
ejpam-6707	421	7	chris	chris	PROPN
ejpam-6707	421	8	biemann	biemann	PROPN
ejpam-6707	421	9	,	,	PUNCT
ejpam-6707	421	10	constantinos	constantinos	PROPN
ejpam-6707	421	11	s	s	VERB
ejpam-6707	421	12	pattichis	pattichis	ADJ
ejpam-6707	421	13	,	,	PUNCT
ejpam-6707	421	14	and	and	CCONJ
ejpam-6707	421	15	douglas	douglas	PROPN
ejpam-6707	421	16	b	b	PROPN
ejpam-6707	421	17	kell	kell	PROPN
ejpam-6707	421	18	.	.	PUNCT
ejpam-6707	422	1	what	what	PRON
ejpam-6707	422	2	do	do	AUX
ejpam-6707	422	3	we	we	PRON
ejpam-6707	422	4	need	need	VERB
ejpam-6707	422	5	to	to	PART
ejpam-6707	422	6	build	build	VERB
ejpam-6707	422	7	explainable	explainable	ADJ
ejpam-6707	422	8	ai	ai	NOUN
ejpam-6707	422	9	systems	system	NOUN
ejpam-6707	422	10	for	for	ADP
ejpam-6707	422	11	the	the	DET
ejpam-6707	422	12	medical	medical	ADJ
ejpam-6707	422	13	domain	domain	NOUN
ejpam-6707	422	14	?	?	PUNCT
ejpam-6707	423	1	arxiv	arxiv	PROPN
ejpam-6707	423	2	preprint	preprint	NOUN
ejpam-6707	423	3	arxiv:1712.09923	arxiv:1712.09923	NOUN
ejpam-6707	423	4	,	,	PUNCT
ejpam-6707	423	5	2017	2017	NUM
ejpam-6707	423	6	.	.	PUNCT
ejpam-6707	424	1	[	[	X
ejpam-6707	424	2	26	26	NUM
ejpam-6707	424	3	]	]	X
ejpam-6707	424	4	jatin	jatin	PROPN
ejpam-6707	424	5	verma	verma	PROPN
ejpam-6707	424	6	,	,	PUNCT
ejpam-6707	424	7	jesse	jesse	PROPN
ejpam-6707	424	8	rubin	rubin	PROPN
ejpam-6707	424	9	,	,	PUNCT
ejpam-6707	424	10	and	and	CCONJ
ejpam-6707	424	11	huan	huan	PROPN
ejpam-6707	424	12	chen	chen	PROPN
ejpam-6707	424	13	.	.	PUNCT
ejpam-6707	425	1	explainable	explainable	ADJ
ejpam-6707	425	2	ai	ai	VERB
ejpam-6707	425	3	for	for	ADP
ejpam-6707	425	4	financial	financial	ADJ
ejpam-6707	425	5	services	service	NOUN
ejpam-6707	425	6	:	:	PUNCT
ejpam-6707	425	7	a	a	DET
ejpam-6707	425	8	survey	survey	NOUN
ejpam-6707	425	9	.	.	PUNCT
ejpam-6707	426	1	acm	acm	PROPN
ejpam-6707	426	2	computing	computing	NOUN
ejpam-6707	426	3	surveys	survey	NOUN
ejpam-6707	426	4	,	,	PUNCT
ejpam-6707	426	5	53(7):1–37	53(7):1–37	NUM
ejpam-6707	426	6	,	,	PUNCT
ejpam-6707	426	7	2020	2020	NUM
ejpam-6707	426	8	.	.	PUNCT
ejpam-6707	427	1	[	[	X
ejpam-6707	427	2	27	27	NUM
ejpam-6707	427	3	]	]	X
ejpam-6707	427	4	national	national	PROPN
ejpam-6707	427	5	institute	institute	PROPN
ejpam-6707	427	6	of	of	ADP
ejpam-6707	427	7	standards	standard	NOUN
ejpam-6707	427	8	and	and	CCONJ
ejpam-6707	427	9	technology	technology	NOUN
ejpam-6707	427	10	(	(	PUNCT
ejpam-6707	427	11	nist	nist	NOUN
ejpam-6707	427	12	)	)	PUNCT
ejpam-6707	427	13	.	.	PUNCT
ejpam-6707	428	1	four	four	NUM
ejpam-6707	428	2	principles	principle	NOUN
ejpam-6707	428	3	of	of	ADP
ejpam-6707	428	4	explainable	explainable	ADJ
ejpam-6707	428	5	artificial	artificial	ADJ
ejpam-6707	428	6	intelligence	intelligence	NOUN
ejpam-6707	428	7	.	.	PUNCT
ejpam-6707	429	1	technical	technical	ADJ
ejpam-6707	429	2	report	report	PROPN
ejpam-6707	429	3	,	,	PUNCT
ejpam-6707	429	4	nist	nist	NOUN
ejpam-6707	429	5	,	,	PUNCT
ejpam-6707	429	6	2021	2021	NUM
ejpam-6707	429	7	.	.	PUNCT
ejpam-6707	429	8	accessed	access	VERB
ejpam-6707	429	9	:	:	PUNCT
ejpam-6707	429	10	2025	2025	NUM
ejpam-6707	429	11	-	-	SYM
ejpam-6707	429	12	05	05	NUM
ejpam-6707	429	13	-	-	PUNCT
ejpam-6707	429	14	31	31	NUM
ejpam-6707	429	15	.	.	PUNCT
ejpam-6707	430	1	[	[	X
ejpam-6707	430	2	28	28	NUM
ejpam-6707	430	3	]	]	X
ejpam-6707	430	4	h.	h.	PROPN
ejpam-6707	430	5	moayedi	moayedi	PROPN
ejpam-6707	430	6	,	,	PUNCT
ejpam-6707	430	7	m.	m.	NOUN
ejpam-6707	430	8	mehrabi	mehrabi	PROPN
ejpam-6707	430	9	,	,	PUNCT
ejpam-6707	430	10	m.	m.	PROPN
ejpam-6707	430	11	mosallanezhad	mosallanezhad	PROPN
ejpam-6707	430	12	,	,	PUNCT
ejpam-6707	430	13	a.s.a	a.s.a	PROPN
ejpam-6707	430	14	.	.	PROPN
ejpam-6707	430	15	rashid	rashid	PROPN
ejpam-6707	430	16	,	,	PUNCT
ejpam-6707	430	17	and	and	CCONJ
ejpam-6707	430	18	b.	b.	PROPN
ejpam-6707	430	19	pradhan	pradhan	PROPN
ejpam-6707	430	20	.	.	PUNCT
ejpam-6707	431	1	modk	modk	PROPN
ejpam-6707	431	2	.	.	PUNCT
ejpam-6707	432	1	danach	danach	PROPN
ejpam-6707	432	2	et	et	PROPN
ejpam-6707	432	3	al	al	PROPN
ejpam-6707	432	4	.	.	PUNCT
ejpam-6707	432	5	/	/	SYM
ejpam-6707	432	6	eur	eur	PROPN
ejpam-6707	432	7	.	.	PUNCT
ejpam-6707	433	1	j.	j.	PROPN
ejpam-6707	433	2	pure	pure	PROPN
ejpam-6707	433	3	appl	appl	PROPN
ejpam-6707	433	4	.	.	PROPN
ejpam-6707	433	5	math	math	PROPN
ejpam-6707	433	6	,	,	PUNCT
ejpam-6707	433	7	18	18	NUM
ejpam-6707	433	8	(	(	PUNCT
ejpam-6707	433	9	4	4	NUM
ejpam-6707	433	10	)	)	PUNCT
ejpam-6707	433	11	(	(	PUNCT
ejpam-6707	433	12	2025	2025	NUM
ejpam-6707	433	13	)	)	PUNCT
ejpam-6707	433	14	,	,	PUNCT
ejpam-6707	433	15	6707	6707	NUM
ejpam-6707	433	16	27	27	NUM
ejpam-6707	433	17	of	of	ADP
ejpam-6707	433	18	28	28	NUM
ejpam-6707	433	19	ification	ification	NOUN
ejpam-6707	433	20	of	of	ADP
ejpam-6707	433	21	landslide	landslide	NOUN
ejpam-6707	433	22	susceptibility	susceptibility	NOUN
ejpam-6707	433	23	mapping	mapping	NOUN
ejpam-6707	433	24	using	use	VERB
ejpam-6707	433	25	optimized	optimize	VERB
ejpam-6707	433	26	pso	pso	NOUN
ejpam-6707	433	27	-	-	PUNCT
ejpam-6707	433	28	ann	ann	PROPN
ejpam-6707	433	29	technique	technique	NOUN
ejpam-6707	433	30	.	.	PUNCT
ejpam-6707	434	1	engineering	engineering	NOUN
ejpam-6707	434	2	with	with	ADP
ejpam-6707	434	3	computers	computer	NOUN
ejpam-6707	434	4	,	,	PUNCT
ejpam-6707	434	5	35:967–984	35:967–984	NUM
ejpam-6707	434	6	,	,	PUNCT
ejpam-6707	434	7	2019	2019	NUM
ejpam-6707	434	8	.	.	PUNCT
ejpam-6707	435	1	[	[	X
ejpam-6707	435	2	29	29	NUM
ejpam-6707	435	3	]	]	X
ejpam-6707	435	4	howard	howard	PROPN
ejpam-6707	435	5	heaton	heaton	PROPN
ejpam-6707	435	6	and	and	CCONJ
ejpam-6707	435	7	samy	samy	PROPN
ejpam-6707	435	8	wu	wu	PROPN
ejpam-6707	435	9	fung	fung	PROPN
ejpam-6707	435	10	.	.	PUNCT
ejpam-6707	436	1	explainable	explainable	ADJ
ejpam-6707	436	2	ai	ai	VERB
ejpam-6707	436	3	via	via	ADP
ejpam-6707	436	4	learning	learn	VERB
ejpam-6707	436	5	to	to	PART
ejpam-6707	436	6	optimize	optimize	VERB
ejpam-6707	436	7	.	.	PUNCT
ejpam-6707	437	1	arxiv	arxiv	PROPN
ejpam-6707	437	2	preprint	preprint	PROPN
ejpam-6707	437	3	arxiv:2204.14174	arxiv:2204.14174	PROPN
ejpam-6707	437	4	,	,	PUNCT
ejpam-6707	437	5	2023	2023	NUM
ejpam-6707	437	6	.	.	PUNCT
ejpam-6707	438	1	[	[	X
ejpam-6707	438	2	30	30	NUM
ejpam-6707	438	3	]	]	X
ejpam-6707	438	4	aaai-24	aaai-24	PROPN
ejpam-6707	438	5	tutorial	tutorial	NOUN
ejpam-6707	438	6	and	and	CCONJ
ejpam-6707	438	7	lab	lab	NOUN
ejpam-6707	438	8	list	list	NOUN
ejpam-6707	438	9	.	.	PUNCT
ejpam-6707	439	1	in	in	ADP
ejpam-6707	439	2	aaai-24	aaai-24	PROPN
ejpam-6707	439	3	:	:	PUNCT
ejpam-6707	439	4	proceedings	proceeding	NOUN
ejpam-6707	439	5	of	of	ADP
ejpam-6707	439	6	the	the	DET
ejpam-6707	439	7	aaai	aaai	PROPN
ejpam-6707	439	8	conference	conference	NOUN
ejpam-6707	439	9	on	on	ADP
ejpam-6707	439	10	artificial	artificial	ADJ
ejpam-6707	439	11	intelligence	intelligence	NOUN
ejpam-6707	439	12	(	(	PUNCT
ejpam-6707	439	13	online	online	ADJ
ejpam-6707	439	14	resource	resource	NOUN
ejpam-6707	439	15	)	)	PUNCT
ejpam-6707	439	16	.	.	PUNCT
ejpam-6707	440	1	aaai	aaai	PROPN
ejpam-6707	440	2	,	,	PUNCT
ejpam-6707	440	3	2024	2024	NUM
ejpam-6707	440	4	.	.	PUNCT
ejpam-6707	440	5	accessed	access	VERB
ejpam-6707	440	6	:	:	PUNCT
ejpam-6707	440	7	2025	2025	NUM
ejpam-6707	440	8	-	-	SYM
ejpam-6707	440	9	09	09	NUM
ejpam-6707	440	10	-	-	PUNCT
ejpam-6707	440	11	06	06	NUM
ejpam-6707	440	12	.	.	PUNCT
ejpam-6707	441	1	[	[	X
ejpam-6707	441	2	31	31	NUM
ejpam-6707	441	3	]	]	PUNCT
ejpam-6707	441	4	wael	wael	PROPN
ejpam-6707	441	5	hosny	hosny	PROPN
ejpam-6707	441	6	fouad	fouad	PROPN
ejpam-6707	441	7	hosny	hosny	PROPN
ejpam-6707	441	8	fouad	fouad	PROPN
ejpam-6707	441	9	aly	aly	PROPN
ejpam-6707	441	10	,	,	PUNCT
ejpam-6707	441	11	hassan	hassan	PROPN
ejpam-6707	441	12	kanj	kanj	PROPN
ejpam-6707	441	13	,	,	PUNCT
ejpam-6707	441	14	nour	nour	PROPN
ejpam-6707	441	15	mostafa	mostafa	PROPN
ejpam-6707	441	16	,	,	PUNCT
ejpam-6707	441	17	zakwan	zakwan	PROPN
ejpam-6707	441	18	alarnaout	alarnaout	PROPN
ejpam-6707	441	19	,	,	PUNCT
ejpam-6707	441	20	and	and	CCONJ
ejpam-6707	441	21	hassan	hassan	PROPN
ejpam-6707	441	22	harb	harb	PROPN
ejpam-6707	441	23	.	.	PUNCT
ejpam-6707	442	1	no	no	DET
ejpam-6707	442	2	binding	bind	VERB
ejpam-6707	442	3	machine	machine	NOUN
ejpam-6707	442	4	learning	learn	VERB
ejpam-6707	442	5	architecture	architecture	NOUN
ejpam-6707	442	6	for	for	ADP
ejpam-6707	442	7	sdn	sdn	NOUN
ejpam-6707	442	8	controllers	controller	NOUN
ejpam-6707	442	9	.	.	PUNCT
ejpam-6707	443	1	bulletin	bulletin	NOUN
ejpam-6707	443	2	of	of	ADP
ejpam-6707	443	3	electrical	electrical	ADJ
ejpam-6707	443	4	engineering	engineering	NOUN
ejpam-6707	443	5	and	and	CCONJ
ejpam-6707	443	6	informatics	informatic	NOUN
ejpam-6707	443	7	,	,	PUNCT
ejpam-6707	443	8	14(3):2413–2428	14(3):2413–2428	NUM
ejpam-6707	443	9	,	,	PUNCT
ejpam-6707	443	10	2025	2025	NUM
ejpam-6707	443	11	.	.	PUNCT
ejpam-6707	444	1	[	[	X
ejpam-6707	444	2	32	32	NUM
ejpam-6707	444	3	]	]	PUNCT
ejpam-6707	444	4	wael	wael	PROPN
ejpam-6707	444	5	hosny	hosny	PROPN
ejpam-6707	444	6	fouad	fouad	PROPN
ejpam-6707	444	7	aly	aly	PROPN
ejpam-6707	444	8	,	,	PUNCT
ejpam-6707	444	9	hassan	hassan	PROPN
ejpam-6707	444	10	kanj	kanj	PROPN
ejpam-6707	444	11	,	,	PUNCT
ejpam-6707	444	12	samer	samer	PROPN
ejpam-6707	444	13	alabed	alabe	VERB
ejpam-6707	444	14	,	,	PUNCT
ejpam-6707	444	15	nour	nour	PROPN
ejpam-6707	444	16	mostafa	mostafa	PROPN
ejpam-6707	444	17	,	,	PUNCT
ejpam-6707	444	18	and	and	CCONJ
ejpam-6707	444	19	khaled	khaled	PROPN
ejpam-6707	444	20	safi	safi	PROPN
ejpam-6707	444	21	.	.	PUNCT
ejpam-6707	445	1	dynamic	dynamic	ADJ
ejpam-6707	445	2	feedback	feedback	NOUN
ejpam-6707	445	3	versus	versus	ADP
ejpam-6707	445	4	varna	varna	NOUN
ejpam-6707	445	5	-	-	PUNCT
ejpam-6707	445	6	based	base	VERB
ejpam-6707	445	7	techniques	technique	NOUN
ejpam-6707	445	8	for	for	ADP
ejpam-6707	445	9	sdn	sdn	NOUN
ejpam-6707	445	10	controller	controller	NOUN
ejpam-6707	445	11	placement	placement	NOUN
ejpam-6707	445	12	problems	problem	NOUN
ejpam-6707	445	13	.	.	PUNCT
ejpam-6707	446	1	electronics	electronic	NOUN
ejpam-6707	446	2	,	,	PUNCT
ejpam-6707	446	3	11(14):2273	11(14):2273	NUM
ejpam-6707	446	4	,	,	PUNCT
ejpam-6707	446	5	2022	2022	NUM
ejpam-6707	446	6	.	.	PUNCT
ejpam-6707	447	1	[	[	X
ejpam-6707	447	2	33	33	NUM
ejpam-6707	447	3	]	]	X
ejpam-6707	447	4	samer	samer	PROPN
ejpam-6707	447	5	alabed	alabe	VERB
ejpam-6707	447	6	,	,	PUNCT
ejpam-6707	447	7	nour	nour	PROPN
ejpam-6707	447	8	mostafa	mostafa	PROPN
ejpam-6707	447	9	,	,	PUNCT
ejpam-6707	447	10	wael	wael	PROPN
ejpam-6707	447	11	hosny	hosny	PROPN
ejpam-6707	447	12	fouad	fouad	PROPN
ejpam-6707	447	13	aly	aly	PROPN
ejpam-6707	447	14	,	,	PUNCT
ejpam-6707	447	15	and	and	CCONJ
ejpam-6707	447	16	mohammad	mohammad	PROPN
ejpam-6707	447	17	al	al	PROPN
ejpam-6707	447	18	-	-	PUNCT
ejpam-6707	447	19	rabayah	rabayah	PROPN
ejpam-6707	447	20	.	.	PUNCT
ejpam-6707	448	1	a	a	DET
ejpam-6707	448	2	low	low	ADJ
ejpam-6707	448	3	complexity	complexity	NOUN
ejpam-6707	448	4	distributed	distribute	VERB
ejpam-6707	448	5	differential	differential	NOUN
ejpam-6707	448	6	scheme	scheme	NOUN
ejpam-6707	448	7	based	base	VERB
ejpam-6707	448	8	on	on	ADP
ejpam-6707	448	9	orthogonal	orthogonal	ADJ
ejpam-6707	448	10	space	space	NOUN
ejpam-6707	448	11	time	time	NOUN
ejpam-6707	448	12	block	block	NOUN
ejpam-6707	448	13	coding	code	VERB
ejpam-6707	448	14	for	for	ADP
ejpam-6707	448	15	decode	decode	NOUN
ejpam-6707	448	16	-	-	PUNCT
ejpam-6707	448	17	and	and	CCONJ
ejpam-6707	448	18	-	-	PUNCT
ejpam-6707	448	19	forward	forward	NOUN
ejpam-6707	448	20	wireless	wireless	ADJ
ejpam-6707	448	21	relay	relay	NOUN
ejpam-6707	448	22	networks	network	NOUN
ejpam-6707	448	23	.	.	PUNCT
ejpam-6707	449	1	international	international	ADJ
ejpam-6707	449	2	journal	journal	PROPN
ejpam-6707	449	3	of	of	ADP
ejpam-6707	449	4	electrical	electrical	ADJ
ejpam-6707	449	5	&	&	CCONJ
ejpam-6707	449	6	computer	computer	PROPN
ejpam-6707	449	7	engineering	engineering	NOUN
ejpam-6707	449	8	(	(	PUNCT
ejpam-6707	449	9	2088	2088	NUM
ejpam-6707	449	10	-	-	SYM
ejpam-6707	449	11	8708	8708	NUM
ejpam-6707	449	12	)	)	PUNCT
ejpam-6707	449	13	,	,	PUNCT
ejpam-6707	449	14	13(1	13(1	NUM
ejpam-6707	449	15	)	)	PUNCT
ejpam-6707	449	16	,	,	PUNCT
ejpam-6707	449	17	2023	2023	NUM
ejpam-6707	449	18	.	.	PUNCT
ejpam-6707	450	1	[	[	X
ejpam-6707	450	2	34	34	NUM
ejpam-6707	450	3	]	]	X
ejpam-6707	450	4	mutaz	mutaz	PROPN
ejpam-6707	450	5	ab	ab	PROPN
ejpam-6707	450	6	al	al	PROPN
ejpam-6707	450	7	-	-	PUNCT
ejpam-6707	450	8	tarawneh	tarawneh	PROPN
ejpam-6707	450	9	,	,	PUNCT
ejpam-6707	450	10	hassan	hassan	PROPN
ejpam-6707	450	11	kanj	kanj	PROPN
ejpam-6707	450	12	,	,	PUNCT
ejpam-6707	450	13	and	and	CCONJ
ejpam-6707	450	14	wael	wael	PROPN
ejpam-6707	450	15	hosny	hosny	PROPN
ejpam-6707	450	16	fouad	fouad	PROPN
ejpam-6707	450	17	aly	aly	PROPN
ejpam-6707	450	18	.	.	PUNCT
ejpam-6707	451	1	an	an	DET
ejpam-6707	451	2	integrated	integrate	VERB
ejpam-6707	451	3	mcdm	mcdm	ADJ
ejpam-6707	451	4	framework	framework	NOUN
ejpam-6707	451	5	for	for	ADP
ejpam-6707	451	6	trust	trust	NOUN
ejpam-6707	451	7	-	-	PUNCT
ejpam-6707	451	8	aware	aware	ADJ
ejpam-6707	451	9	and	and	CCONJ
ejpam-6707	451	10	fair	fair	ADJ
ejpam-6707	451	11	task	task	NOUN
ejpam-6707	451	12	offloading	offloading	NOUN
ejpam-6707	451	13	in	in	ADP
ejpam-6707	451	14	heterogeneous	heterogeneous	ADJ
ejpam-6707	451	15	multiprovider	multiprovider	NOUN
ejpam-6707	451	16	edge	edge	NOUN
ejpam-6707	451	17	-	-	PUNCT
ejpam-6707	451	18	fog	fog	NOUN
ejpam-6707	451	19	-	-	PUNCT
ejpam-6707	451	20	cloud	cloud	NOUN
ejpam-6707	451	21	systems	system	NOUN
ejpam-6707	451	22	.	.	PUNCT
ejpam-6707	452	1	results	result	NOUN
ejpam-6707	452	2	in	in	ADP
ejpam-6707	452	3	engineering	engineering	NOUN
ejpam-6707	452	4	,	,	PUNCT
ejpam-6707	452	5	page	page	NOUN
ejpam-6707	452	6	105228	105228	NUM
ejpam-6707	452	7	,	,	PUNCT
ejpam-6707	452	8	2025	2025	NUM
ejpam-6707	452	9	.	.	PUNCT
ejpam-6707	453	1	[	[	X
ejpam-6707	453	2	35	35	NUM
ejpam-6707	453	3	]	]	X
ejpam-6707	453	4	hassan	hassan	PROPN
ejpam-6707	453	5	kanj	kanj	PROPN
ejpam-6707	453	6	,	,	PUNCT
ejpam-6707	453	7	ajla	ajla	PROPN
ejpam-6707	453	8	kulaglic	kulaglic	PROPN
ejpam-6707	453	9	,	,	PUNCT
ejpam-6707	453	10	wael	wael	PROPN
ejpam-6707	453	11	hosny	hosny	PROPN
ejpam-6707	453	12	fouad	fouad	PROPN
ejpam-6707	453	13	aly	aly	PROPN
ejpam-6707	453	14	,	,	PUNCT
ejpam-6707	453	15	mutaz	mutaz	PROPN
ejpam-6707	453	16	ab	ab	PROPN
ejpam-6707	453	17	al	al	PROPN
ejpam-6707	453	18	-	-	PUNCT
ejpam-6707	453	19	tarawneh	tarawneh	PROPN
ejpam-6707	453	20	,	,	PUNCT
ejpam-6707	453	21	khaled	khaled	PROPN
ejpam-6707	453	22	safi	safi	PROPN
ejpam-6707	453	23	,	,	PUNCT
ejpam-6707	453	24	sawsan	sawsan	PROPN
ejpam-6707	453	25	kanj	kanj	PROPN
ejpam-6707	453	26	,	,	PUNCT
ejpam-6707	453	27	and	and	CCONJ
ejpam-6707	453	28	jean	jean	PROPN
ejpam-6707	453	29	-	-	PUNCT
ejpam-6707	453	30	marie	marie	PROPN
ejpam-6707	453	31	flaus	flaus	PROPN
ejpam-6707	453	32	.	.	PUNCT
ejpam-6707	454	1	agent	agent	NOUN
ejpam-6707	454	2	-	-	PUNCT
ejpam-6707	454	3	based	base	VERB
ejpam-6707	454	4	risk	risk	NOUN
ejpam-6707	454	5	analysis	analysis	NOUN
ejpam-6707	454	6	model	model	NOUN
ejpam-6707	454	7	for	for	ADP
ejpam-6707	454	8	road	road	NOUN
ejpam-6707	454	9	transportation	transportation	NOUN
ejpam-6707	454	10	of	of	ADP
ejpam-6707	454	11	dangerous	dangerous	ADJ
ejpam-6707	454	12	goods	good	NOUN
ejpam-6707	454	13	.	.	PUNCT
ejpam-6707	455	1	results	result	NOUN
ejpam-6707	455	2	in	in	ADP
ejpam-6707	455	3	engineering	engineering	NOUN
ejpam-6707	455	4	,	,	PUNCT
ejpam-6707	455	5	25:103944	25:103944	X
ejpam-6707	455	6	,	,	PUNCT
ejpam-6707	455	7	2025	2025	NUM
ejpam-6707	455	8	.	.	PUNCT
ejpam-6707	456	1	[	[	X
ejpam-6707	456	2	36	36	NUM
ejpam-6707	456	3	]	]	X
ejpam-6707	456	4	hassan	hassan	PROPN
ejpam-6707	456	5	kanj	kanj	PROPN
ejpam-6707	456	6	,	,	PUNCT
ejpam-6707	456	7	wael	wael	PROPN
ejpam-6707	456	8	hosny	hosny	PROPN
ejpam-6707	456	9	fouad	fouad	PROPN
ejpam-6707	456	10	aly	aly	PROPN
ejpam-6707	456	11	,	,	PUNCT
ejpam-6707	456	12	and	and	CCONJ
ejpam-6707	456	13	sawsan	sawsan	PROPN
ejpam-6707	456	14	kanj	kanj	PROPN
ejpam-6707	456	15	.	.	PUNCT
ejpam-6707	457	1	a	a	DET
ejpam-6707	457	2	novel	novel	ADJ
ejpam-6707	457	3	dynamic	dynamic	ADJ
ejpam-6707	457	4	approach	approach	NOUN
ejpam-6707	457	5	for	for	ADP
ejpam-6707	457	6	risk	risk	NOUN
ejpam-6707	457	7	analysis	analysis	NOUN
ejpam-6707	457	8	and	and	CCONJ
ejpam-6707	457	9	simulation	simulation	NOUN
ejpam-6707	457	10	using	use	VERB
ejpam-6707	457	11	multi	multi	ADJ
ejpam-6707	457	12	-	-	ADJ
ejpam-6707	457	13	agents	agent	NOUN
ejpam-6707	457	14	model	model	NOUN
ejpam-6707	457	15	.	.	PUNCT
ejpam-6707	458	1	applied	apply	VERB
ejpam-6707	458	2	sciences	science	NOUN
ejpam-6707	458	3	,	,	PUNCT
ejpam-6707	458	4	12(10):5062	12(10):5062	NUM
ejpam-6707	458	5	,	,	PUNCT
ejpam-6707	458	6	2022	2022	NUM
ejpam-6707	458	7	.	.	PUNCT
ejpam-6707	459	1	[	[	X
ejpam-6707	459	2	37	37	NUM
ejpam-6707	459	3	]	]	X
ejpam-6707	459	4	kassem	kassem	PROPN
ejpam-6707	459	5	danach	danach	PROPN
ejpam-6707	459	6	,	,	PUNCT
ejpam-6707	459	7	hassan	hassan	PROPN
ejpam-6707	459	8	harb	harb	PROPN
ejpam-6707	459	9	,	,	PUNCT
ejpam-6707	459	10	ameer	ameer	PROPN
ejpam-6707	459	11	sardar	sardar	PROPN
ejpam-6707	459	12	kwekha	kwekha	PROPN
ejpam-6707	459	13	rashid	rashid	PROPN
ejpam-6707	459	14	,	,	PUNCT
ejpam-6707	459	15	mutaz	mutaz	PROPN
ejpam-6707	459	16	ab	ab	PROPN
ejpam-6707	459	17	altarawneh	altarawneh	PROPN
ejpam-6707	459	18	,	,	PUNCT
ejpam-6707	459	19	and	and	CCONJ
ejpam-6707	459	20	wael	wael	PROPN
ejpam-6707	459	21	hosny	hosny	PROPN
ejpam-6707	459	22	fouad	fouad	PROPN
ejpam-6707	459	23	aly	aly	PROPN
ejpam-6707	459	24	.	.	PUNCT
ejpam-6707	459	25	location	location	NOUN
ejpam-6707	459	26	planning	planning	NOUN
ejpam-6707	459	27	techniques	technique	NOUN
ejpam-6707	459	28	for	for	ADP
ejpam-6707	459	29	internet	internet	NOUN
ejpam-6707	459	30	provider	provider	NOUN
ejpam-6707	459	31	service	service	NOUN
ejpam-6707	459	32	unmanned	unmanned	ADJ
ejpam-6707	459	33	aerial	aerial	ADJ
ejpam-6707	459	34	vehicles	vehicle	NOUN
ejpam-6707	459	35	during	during	ADP
ejpam-6707	459	36	crisis	crisis	NOUN
ejpam-6707	459	37	.	.	PUNCT
ejpam-6707	460	1	results	result	NOUN
ejpam-6707	460	2	in	in	ADP
ejpam-6707	460	3	engineering	engineering	NOUN
ejpam-6707	460	4	,	,	PUNCT
ejpam-6707	460	5	25:103833	25:103833	NUM
ejpam-6707	460	6	,	,	PUNCT
ejpam-6707	460	7	2025	2025	NUM
ejpam-6707	460	8	.	.	PUNCT
ejpam-6707	461	1	[	[	X
ejpam-6707	461	2	38	38	NUM
ejpam-6707	461	3	]	]	PUNCT
ejpam-6707	461	4	mutaz	mutaz	PROPN
ejpam-6707	461	5	ab	ab	PROPN
ejpam-6707	461	6	al	al	PROPN
ejpam-6707	461	7	-	-	PUNCT
ejpam-6707	461	8	tarawneh	tarawneh	PROPN
ejpam-6707	461	9	,	,	PUNCT
ejpam-6707	461	10	omar	omar	PROPN
ejpam-6707	461	11	al	al	PROPN
ejpam-6707	461	12	-	-	PUNCT
ejpam-6707	461	13	irr	irr	PROPN
ejpam-6707	461	14	,	,	PUNCT
ejpam-6707	461	15	khaled	khaled	PROPN
ejpam-6707	461	16	s	s	PROPN
ejpam-6707	461	17	al	al	PROPN
ejpam-6707	461	18	-	-	PUNCT
ejpam-6707	461	19	maaitah	maaitah	PROPN
ejpam-6707	461	20	,	,	PUNCT
ejpam-6707	461	21	hassan	hassan	PROPN
ejpam-6707	461	22	kanj	kanj	PROPN
ejpam-6707	461	23	,	,	PUNCT
ejpam-6707	461	24	and	and	CCONJ
ejpam-6707	461	25	wael	wael	PROPN
ejpam-6707	461	26	hosny	hosny	PROPN
ejpam-6707	461	27	fouad	fouad	PROPN
ejpam-6707	461	28	aly	aly	PROPN
ejpam-6707	461	29	.	.	PUNCT
ejpam-6707	462	1	enhancing	enhance	VERB
ejpam-6707	462	2	fake	fake	ADJ
ejpam-6707	462	3	news	news	NOUN
ejpam-6707	462	4	detection	detection	NOUN
ejpam-6707	462	5	with	with	ADP
ejpam-6707	462	6	word	word	NOUN
ejpam-6707	462	7	embedding	embed	VERB
ejpam-6707	462	8	:	:	PUNCT
ejpam-6707	462	9	a	a	DET
ejpam-6707	462	10	machine	machine	NOUN
ejpam-6707	462	11	learning	learning	NOUN
ejpam-6707	462	12	and	and	CCONJ
ejpam-6707	462	13	deep	deep	ADJ
ejpam-6707	462	14	learning	learning	NOUN
ejpam-6707	462	15	approach	approach	NOUN
ejpam-6707	462	16	.	.	PUNCT
ejpam-6707	463	1	computers	computer	NOUN
ejpam-6707	463	2	,	,	PUNCT
ejpam-6707	463	3	13(9):239	13(9):239	NUM
ejpam-6707	463	4	,	,	PUNCT
ejpam-6707	463	5	2024	2024	NUM
ejpam-6707	463	6	.	.	PUNCT
ejpam-6707	464	1	[	[	X
ejpam-6707	464	2	39	39	NUM
ejpam-6707	464	3	]	]	PUNCT
ejpam-6707	464	4	khaled	khaled	PROPN
ejpam-6707	464	5	safi	safi	PROPN
ejpam-6707	464	6	,	,	PUNCT
ejpam-6707	464	7	wael	wael	PROPN
ejpam-6707	464	8	hosny	hosny	PROPN
ejpam-6707	464	9	fouad	fouad	PROPN
ejpam-6707	464	10	aly	aly	PROPN
ejpam-6707	464	11	,	,	PUNCT
ejpam-6707	464	12	hassan	hassan	PROPN
ejpam-6707	464	13	kanj	kanj	PROPN
ejpam-6707	464	14	,	,	PUNCT
ejpam-6707	464	15	tarek	tarek	PROPN
ejpam-6707	464	16	khalifa	khalifa	PROPN
ejpam-6707	464	17	,	,	PUNCT
ejpam-6707	464	18	mouna	mouna	PROPN
ejpam-6707	464	19	ghedira	ghedira	PROPN
ejpam-6707	464	20	,	,	PUNCT
ejpam-6707	464	21	and	and	CCONJ
ejpam-6707	464	22	emilie	emilie	PROPN
ejpam-6707	464	23	hutin	hutin	PROPN
ejpam-6707	464	24	.	.	PUNCT
ejpam-6707	465	1	hidden	hide	VERB
ejpam-6707	465	2	markov	markov	NOUN
ejpam-6707	465	3	model	model	NOUN
ejpam-6707	465	4	for	for	ADP
ejpam-6707	465	5	parkinson	parkinson	NOUN
ejpam-6707	465	6	’s	’s	PART
ejpam-6707	465	7	disease	disease	NOUN
ejpam-6707	465	8	patients	patient	NOUN
ejpam-6707	465	9	using	use	VERB
ejpam-6707	465	10	balance	balance	NOUN
ejpam-6707	465	11	control	control	NOUN
ejpam-6707	465	12	data	datum	NOUN
ejpam-6707	465	13	.	.	PUNCT
ejpam-6707	466	1	bioengineering	bioengineering	NOUN
ejpam-6707	466	2	,	,	PUNCT
ejpam-6707	466	3	11(1):88	11(1):88	NUM
ejpam-6707	466	4	,	,	PUNCT
ejpam-6707	466	5	2024	2024	NUM
ejpam-6707	466	6	.	.	PUNCT
ejpam-6707	467	1	[	[	X
ejpam-6707	467	2	40	40	NUM
ejpam-6707	467	3	]	]	X
ejpam-6707	467	4	ibrahim	ibrahim	PROPN
ejpam-6707	467	5	mahariq	mahariq	PROPN
ejpam-6707	467	6	,	,	PUNCT
ejpam-6707	467	7	ibrahim	ibrahim	PROPN
ejpam-6707	467	8	h	h	PROPN
ejpam-6707	467	9	giden	giden	PROPN
ejpam-6707	467	10	,	,	PUNCT
ejpam-6707	467	11	shadi	shadi	PROPN
ejpam-6707	467	12	alboon	alboon	NOUN
ejpam-6707	467	13	,	,	PUNCT
ejpam-6707	467	14	wael	wael	PROPN
ejpam-6707	467	15	hosny	hosny	PROPN
ejpam-6707	467	16	fouad	fouad	PROPN
ejpam-6707	467	17	aly	aly	PROPN
ejpam-6707	467	18	,	,	PUNCT
ejpam-6707	467	19	ahmed	ahmed	PROPN
ejpam-6707	467	20	youssef	youssef	PROPN
ejpam-6707	467	21	,	,	PUNCT
ejpam-6707	467	22	and	and	CCONJ
ejpam-6707	467	23	hamza	hamza	PROPN
ejpam-6707	467	24	kurt	kurt	PROPN
ejpam-6707	467	25	.	.	PUNCT
ejpam-6707	468	1	investigation	investigation	NOUN
ejpam-6707	468	2	and	and	CCONJ
ejpam-6707	468	3	analysis	analysis	NOUN
ejpam-6707	468	4	of	of	ADP
ejpam-6707	468	5	acoustojets	acoustojet	NOUN
ejpam-6707	468	6	by	by	ADP
ejpam-6707	468	7	spectral	spectral	ADJ
ejpam-6707	468	8	element	element	NOUN
ejpam-6707	468	9	method	method	NOUN
ejpam-6707	468	10	.	.	PUNCT
ejpam-6707	469	1	mathematics	mathematic	NOUN
ejpam-6707	469	2	,	,	PUNCT
ejpam-6707	469	3	10(17):3145	10(17):3145	NUM
ejpam-6707	469	4	,	,	PUNCT
ejpam-6707	469	5	2022	2022	NUM
ejpam-6707	469	6	.	.	PUNCT
ejpam-6707	470	1	[	[	X
ejpam-6707	470	2	41	41	NUM
ejpam-6707	470	3	]	]	X
ejpam-6707	470	4	zuzanna	zuzanna	NOUN
ejpam-6707	470	5	baczek	baczek	NOUN
ejpam-6707	470	6	,	,	PUNCT
ejpam-6707	470	7	micha	micha	PROPN
ejpam-6707	470	8	l	l	PROPN
ejpam-6707	470	9	bizoń	bizoń	PROPN
ejpam-6707	470	10	,	,	PUNCT
ejpam-6707	470	11	aneta	aneta	PROPN
ejpam-6707	470	12	pawelec	pawelec	PROPN
ejpam-6707	470	13	,	,	PUNCT
ejpam-6707	470	14	and	and	CCONJ
ejpam-6707	470	15	piotr	piotr	PROPN
ejpam-6707	470	16	sankowski	sankowski	NOUN
ejpam-6707	470	17	.	.	PUNCT
ejpam-6707	471	1	exalt	exalt	VERB
ejpam-6707	471	2	:	:	PUNCT
ejpam-6707	471	3	explainable	explainable	ADJ
ejpam-6707	471	4	algorithmic	algorithmic	ADJ
ejpam-6707	471	5	tools	tool	NOUN
ejpam-6707	471	6	for	for	ADP
ejpam-6707	471	7	optimization	optimization	NOUN
ejpam-6707	471	8	problems	problem	NOUN
ejpam-6707	471	9	.	.	PUNCT
ejpam-6707	472	1	https://arxiv.org/abs/2503.05789	https://arxiv.org/abs/2503.05789	ADV
ejpam-6707	472	2	,	,	PUNCT
ejpam-6707	472	3	february	february	PROPN
ejpam-6707	472	4	2025	2025	NUM
ejpam-6707	472	5	.	.	PUNCT
ejpam-6707	473	1	arxiv	arxiv	PROPN
ejpam-6707	473	2	preprint	preprint	VERB
ejpam-6707	473	3	arxiv:2503.05789	arxiv:2503.05789	ADV
ejpam-6707	473	4	.	.	PUNCT
ejpam-6707	474	1	[	[	X
ejpam-6707	474	2	42	42	NUM
ejpam-6707	474	3	]	]	PUNCT
ejpam-6707	474	4	wikipedia	wikipedia	PROPN
ejpam-6707	474	5	contributors	contributors	PROPN
ejpam-6707	474	6	.	.	PUNCT
ejpam-6707	475	1	branch	branch	NOUN
ejpam-6707	475	2	and	and	CCONJ
ejpam-6707	475	3	bound	bind	VERB
ejpam-6707	475	4	—	—	PUNCT
ejpam-6707	475	5	wikipedia	wikipedia	PROPN
ejpam-6707	475	6	,	,	PUNCT
ejpam-6707	475	7	the	the	DET
ejpam-6707	475	8	free	free	ADJ
ejpam-6707	475	9	encyclopedia	encyclopedia	NOUN
ejpam-6707	475	10	.	.	PUNCT
ejpam-6707	476	1	https://en.wikipedia.org/wiki/branchandbound	https://en.wikipedia.org/wiki/branchandbound	ADJ
ejpam-6707	476	2	,	,	PUNCT
ejpam-6707	476	3	2025.accessed	2025.accesse	VERB
ejpam-6707	476	4	:	:	PUNCT
ejpam-6707	476	5	2025	2025	NUM
ejpam-6707	476	6	−	−	NUM
ejpam-6707	476	7	06	06	NUM
ejpam-6707	477	1	−	−	NOUN
ejpam-6707	478	1	01	01	NUM
ejpam-6707	478	2	.	.	PUNCT
ejpam-6707	479	1	k.	k.	PROPN
ejpam-6707	479	2	danach	danach	PROPN
ejpam-6707	479	3	et	et	PROPN
ejpam-6707	479	4	al	al	PROPN
ejpam-6707	479	5	.	.	PUNCT
ejpam-6707	479	6	/	/	SYM
ejpam-6707	479	7	eur	eur	PROPN
ejpam-6707	479	8	.	.	PUNCT
ejpam-6707	480	1	j.	j.	PROPN
ejpam-6707	480	2	pure	pure	PROPN
ejpam-6707	480	3	appl	appl	PROPN
ejpam-6707	480	4	.	.	PROPN
ejpam-6707	480	5	math	math	PROPN
ejpam-6707	480	6	,	,	PUNCT
ejpam-6707	480	7	18	18	NUM
ejpam-6707	480	8	(	(	PUNCT
ejpam-6707	480	9	4	4	NUM
ejpam-6707	480	10	)	)	PUNCT
ejpam-6707	480	11	(	(	PUNCT
ejpam-6707	480	12	2025	2025	NUM
ejpam-6707	480	13	)	)	PUNCT
ejpam-6707	480	14	,	,	PUNCT
ejpam-6707	480	15	6707	6707	NUM
ejpam-6707	480	16	28	28	NUM
ejpam-6707	480	17	of	of	ADP
ejpam-6707	480	18	28	28	NUM
ejpam-6707	481	1	[	[	X
ejpam-6707	481	2	43	43	NUM
ejpam-6707	481	3	]	]	X
ejpam-6707	481	4	bingdi	bingdi	PROPN
ejpam-6707	481	5	huang	huang	PROPN
ejpam-6707	481	6	and	and	CCONJ
ejpam-6707	481	7	peiping	peiping	PROPN
ejpam-6707	481	8	shen	shen	PROPN
ejpam-6707	481	9	.	.	PUNCT
ejpam-6707	482	1	a	a	DET
ejpam-6707	482	2	new	new	ADJ
ejpam-6707	482	3	branch	branch	NOUN
ejpam-6707	482	4	and	and	CCONJ
ejpam-6707	482	5	bound	bind	VERB
ejpam-6707	482	6	method	method	NOUN
ejpam-6707	482	7	for	for	ADP
ejpam-6707	482	8	solving	solve	VERB
ejpam-6707	482	9	linear	linear	ADJ
ejpam-6707	482	10	multiplicative	multiplicative	ADJ
ejpam-6707	482	11	programming	programming	NOUN
ejpam-6707	482	12	problems	problem	NOUN
ejpam-6707	482	13	.	.	PUNCT
ejpam-6707	483	1	optimization	optimization	NOUN
ejpam-6707	483	2	,	,	PUNCT
ejpam-6707	483	3	74(7):1675–1695	74(7):1675–1695	NUM
ejpam-6707	483	4	,	,	PUNCT
ejpam-6707	483	5	2025	2025	NUM
ejpam-6707	483	6	.	.	PUNCT
ejpam-6707	484	1	[	[	X
ejpam-6707	484	2	44	44	NUM
ejpam-6707	484	3	]	]	PUNCT
ejpam-6707	484	4	markus	markus	NOUN
ejpam-6707	484	5	janders	jander	NOUN
ejpam-6707	484	6	and	and	CCONJ
ejpam-6707	484	7	laura	laura	PROPN
ejpam-6707	484	8	smith	smith	PROPN
ejpam-6707	484	9	.	.	PUNCT
ejpam-6707	485	1	node	node	ADJ
ejpam-6707	485	2	selection	selection	NOUN
ejpam-6707	485	3	strategies	strategy	NOUN
ejpam-6707	485	4	in	in	ADP
ejpam-6707	485	5	branch	branch	NOUN
ejpam-6707	485	6	-	-	PUNCT
ejpam-6707	485	7	and	and	CCONJ
ejpam-6707	485	8	-	-	PUNCT
ejpam-6707	485	9	bound	bind	VERB
ejpam-6707	485	10	algorithms	algorithm	NOUN
ejpam-6707	485	11	:	:	PUNCT
ejpam-6707	485	12	a	a	DET
ejpam-6707	485	13	comparative	comparative	ADJ
ejpam-6707	485	14	study	study	NOUN
ejpam-6707	485	15	.	.	PUNCT
ejpam-6707	486	1	journal	journal	NOUN
ejpam-6707	486	2	of	of	ADP
ejpam-6707	486	3	optimization	optimization	NOUN
ejpam-6707	486	4	theory	theory	NOUN
ejpam-6707	486	5	and	and	CCONJ
ejpam-6707	486	6	applications	application	NOUN
ejpam-6707	486	7	,	,	PUNCT
ejpam-6707	486	8	190(1):45–67	190(1):45–67	NUM
ejpam-6707	486	9	,	,	PUNCT
ejpam-6707	486	10	2024	2024	NUM
ejpam-6707	486	11	.	.	PUNCT
ejpam-6707	487	1	[	[	X
ejpam-6707	487	2	45	45	NUM
ejpam-6707	487	3	]	]	X
ejpam-6707	487	4	zhiwei	zhiwei	PROPN
ejpam-6707	487	5	zhang	zhang	PROPN
ejpam-6707	487	6	,	,	PUNCT
ejpam-6707	487	7	ying	ying	PROPN
ejpam-6707	487	8	liu	liu	PROPN
ejpam-6707	487	9	,	,	PUNCT
ejpam-6707	487	10	and	and	CCONJ
ejpam-6707	487	11	jie	jie	PROPN
ejpam-6707	487	12	chen	chen	PROPN
ejpam-6707	487	13	.	.	PUNCT
ejpam-6707	488	1	autoxai	autoxai	PROPN
ejpam-6707	488	2	:	:	PUNCT
ejpam-6707	488	3	automated	automate	VERB
ejpam-6707	488	4	selection	selection	NOUN
ejpam-6707	488	5	and	and	CCONJ
ejpam-6707	488	6	optimization	optimization	NOUN
ejpam-6707	488	7	of	of	ADP
ejpam-6707	488	8	explainable	explainable	ADJ
ejpam-6707	488	9	ai	ai	NOUN
ejpam-6707	488	10	methods	method	NOUN
ejpam-6707	488	11	.	.	PUNCT
ejpam-6707	489	1	journal	journal	PROPN
ejpam-6707	489	2	of	of	ADP
ejpam-6707	489	3	artificial	artificial	ADJ
ejpam-6707	489	4	intelligence	intelligence	NOUN
ejpam-6707	489	5	research	research	NOUN
ejpam-6707	489	6	,	,	PUNCT
ejpam-6707	489	7	76:123–156	76:123–156	PROPN
ejpam-6707	489	8	,	,	PUNCT
ejpam-6707	489	9	2023	2023	NUM
ejpam-6707	489	10	.	.	PUNCT
ejpam-6707	490	1	[	[	X
ejpam-6707	490	2	46	46	NUM
ejpam-6707	490	3	]	]	X
ejpam-6707	490	4	diego	diego	PROPN
ejpam-6707	490	5	v.	v.	PROPN
ejpam-6707	490	6	carvalho	carvalho	PROPN
ejpam-6707	490	7	,	,	PUNCT
ejpam-6707	490	8	vera	vera	PROPN
ejpam-6707	490	9	pereira	pereira	PROPN
ejpam-6707	490	10	,	,	PUNCT
ejpam-6707	490	11	and	and	CCONJ
ejpam-6707	490	12	jo	jo	PROPN
ejpam-6707	490	13	ao	ao	PROPN
ejpam-6707	490	14	s.	s.	PROPN
ejpam-6707	490	15	cardoso	cardoso	PROPN
ejpam-6707	490	16	.	.	PUNCT
ejpam-6707	491	1	automl	automl	PROPN
ejpam-6707	491	2	:	:	PUNCT
ejpam-6707	491	3	a	a	DET
ejpam-6707	491	4	survey	survey	NOUN
ejpam-6707	491	5	of	of	ADP
ejpam-6707	491	6	the	the	DET
ejpam-6707	491	7	state	state	NOUN
ejpam-6707	491	8	-	-	PUNCT
ejpam-6707	491	9	of	of	ADP
ejpam-6707	491	10	-	-	PUNCT
ejpam-6707	491	11	the	the	DET
ejpam-6707	491	12	-	-	PUNCT
ejpam-6707	491	13	art	art	NOUN
ejpam-6707	491	14	.	.	PUNCT
ejpam-6707	492	1	knowledge	knowledge	NOUN
ejpam-6707	492	2	-	-	PUNCT
ejpam-6707	492	3	based	base	VERB
ejpam-6707	492	4	systems	system	NOUN
ejpam-6707	492	5	,	,	PUNCT
ejpam-6707	492	6	212:106622	212:106622	NUM
ejpam-6707	492	7	,	,	PUNCT
ejpam-6707	492	8	2022	2022	NUM
ejpam-6707	492	9	.	.	PUNCT
ejpam-6707	493	1	[	[	X
ejpam-6707	493	2	47	47	NUM
ejpam-6707	493	3	]	]	X
ejpam-6707	493	4	felix	felix	PROPN
ejpam-6707	493	5	conrad	conrad	PROPN
ejpam-6707	493	6	,	,	PUNCT
ejpam-6707	493	7	julien	julien	PROPN
ejpam-6707	493	8	philipp	philipp	PROPN
ejpam-6707	493	9	stöcker	stöcker	PROPN
ejpam-6707	493	10	,	,	PUNCT
ejpam-6707	493	11	cesare	cesare	PROPN
ejpam-6707	493	12	signorini	signorini	PROPN
ejpam-6707	493	13	,	,	PUNCT
ejpam-6707	493	14	isabela	isabela	PROPN
ejpam-6707	493	15	de	de	PROPN
ejpam-6707	493	16	paula	paula	PROPN
ejpam-6707	493	17	salgado	salgado	PROPN
ejpam-6707	493	18	,	,	PUNCT
ejpam-6707	493	19	hajo	hajo	ADJ
ejpam-6707	493	20	wiemer	wiemer	NOUN
ejpam-6707	493	21	,	,	PUNCT
ejpam-6707	493	22	michael	michael	PROPN
ejpam-6707	493	23	kaliske	kaliske	PROPN
ejpam-6707	493	24	,	,	PUNCT
ejpam-6707	493	25	and	and	CCONJ
ejpam-6707	493	26	steffen	steffen	PROPN
ejpam-6707	493	27	ihlenfeldt	ihlenfeldt	PROPN
ejpam-6707	493	28	.	.	PUNCT
ejpam-6707	494	1	exploring	explore	VERB
ejpam-6707	494	2	design	design	NOUN
ejpam-6707	494	3	space	space	NOUN
ejpam-6707	494	4	:	:	PUNCT
ejpam-6707	494	5	machine	machine	NOUN
ejpam-6707	494	6	learning	learn	VERB
ejpam-6707	494	7	for	for	ADP
ejpam-6707	494	8	multi	multi	ADJ
ejpam-6707	494	9	-	-	ADJ
ejpam-6707	494	10	objective	objective	ADJ
ejpam-6707	494	11	materials	material	NOUN
ejpam-6707	494	12	design	design	VERB
ejpam-6707	494	13	optimization	optimization	NOUN
ejpam-6707	494	14	with	with	ADP
ejpam-6707	494	15	enhanced	enhanced	ADJ
ejpam-6707	494	16	evaluation	evaluation	NOUN
ejpam-6707	494	17	strategies	strategy	NOUN
ejpam-6707	494	18	.	.	PUNCT
ejpam-6707	495	1	computational	computational	ADJ
ejpam-6707	495	2	materials	material	NOUN
ejpam-6707	495	3	science	science	NOUN
ejpam-6707	495	4	,	,	PUNCT
ejpam-6707	495	5	246:113432	246:113432	NUM
ejpam-6707	495	6	,	,	PUNCT
ejpam-6707	495	7	2025	2025	NUM
ejpam-6707	495	8	.	.	PUNCT
ejpam-6707	496	1	[	[	X
ejpam-6707	496	2	48	48	NUM
ejpam-6707	496	3	]	]	PUNCT
ejpam-6707	496	4	lesia	lesia	NOUN
ejpam-6707	496	5	mochurad	mochurad	NOUN
ejpam-6707	496	6	,	,	PUNCT
ejpam-6707	496	7	viktoriia	viktoriia	NOUN
ejpam-6707	496	8	babii	babii	PROPN
ejpam-6707	496	9	,	,	PUNCT
ejpam-6707	496	10	yuliia	yuliia	ADJ
ejpam-6707	496	11	boliubash	boliubash	NOUN
ejpam-6707	496	12	,	,	PUNCT
ejpam-6707	496	13	and	and	CCONJ
ejpam-6707	496	14	yulianna	yulianna	NOUN
ejpam-6707	496	15	mochurad	mochurad	NOUN
ejpam-6707	496	16	.	.	PUNCT
ejpam-6707	497	1	improving	improve	VERB
ejpam-6707	497	2	stroke	stroke	NOUN
ejpam-6707	497	3	risk	risk	NOUN
ejpam-6707	497	4	prediction	prediction	NOUN
ejpam-6707	497	5	by	by	ADP
ejpam-6707	497	6	integrating	integrate	VERB
ejpam-6707	497	7	xgboost	xgboost	ADV
ejpam-6707	497	8	,	,	PUNCT
ejpam-6707	497	9	optimized	optimize	VERB
ejpam-6707	497	10	principal	principal	ADJ
ejpam-6707	497	11	component	component	NOUN
ejpam-6707	497	12	analysis	analysis	NOUN
ejpam-6707	497	13	,	,	PUNCT
ejpam-6707	497	14	and	and	CCONJ
ejpam-6707	497	15	explainable	explainable	ADJ
ejpam-6707	497	16	artificial	artificial	ADJ
ejpam-6707	497	17	intelligence	intelligence	NOUN
ejpam-6707	497	18	.	.	PUNCT
ejpam-6707	498	1	bmc	bmc	PROPN
ejpam-6707	498	2	medical	medical	ADJ
ejpam-6707	498	3	informatics	informatic	NOUN
ejpam-6707	498	4	and	and	CCONJ
ejpam-6707	498	5	decision	decision	NOUN
ejpam-6707	498	6	making	making	NOUN
ejpam-6707	498	7	,	,	PUNCT
ejpam-6707	498	8	25(1):63	25(1):63	NUM
ejpam-6707	498	9	,	,	PUNCT
ejpam-6707	498	10	2025	2025	NUM
ejpam-6707	498	11	.	.	PUNCT
ejpam-6707	499	1	[	[	X
ejpam-6707	499	2	49	49	NUM
ejpam-6707	499	3	]	]	X
ejpam-6707	499	4	dimitris	dimitris	PROPN
ejpam-6707	499	5	bertsimas	bertsimas	PROPN
ejpam-6707	499	6	,	,	PUNCT
ejpam-6707	499	7	agni	agni	VERB
ejpam-6707	499	8	orfanoudaki	orfanoudaki	NOUN
ejpam-6707	499	9	,	,	PUNCT
ejpam-6707	499	10	and	and	CCONJ
ejpam-6707	499	11	holly	holly	PROPN
ejpam-6707	499	12	wiberg	wiberg	PROPN
ejpam-6707	499	13	.	.	PUNCT
ejpam-6707	500	1	interpretable	interpretable	ADJ
ejpam-6707	500	2	clustering	clustering	NOUN
ejpam-6707	500	3	:	:	PUNCT
ejpam-6707	500	4	an	an	DET
ejpam-6707	500	5	optimization	optimization	NOUN
ejpam-6707	500	6	approach	approach	NOUN
ejpam-6707	500	7	.	.	PUNCT
ejpam-6707	501	1	machine	machine	NOUN
ejpam-6707	501	2	learning	learning	PROPN
ejpam-6707	501	3	,	,	PUNCT
ejpam-6707	501	4	109(6):1057–1088	109(6):1057–1088	NUM
ejpam-6707	501	5	,	,	PUNCT
ejpam-6707	501	6	2020	2020	NUM
ejpam-6707	501	7	.	.	PUNCT
ejpam-6707	502	1	[	[	X
ejpam-6707	502	2	50	50	NUM
ejpam-6707	502	3	]	]	PUNCT
ejpam-6707	502	4	xiaoyu	xiaoyu	PROPN
ejpam-6707	502	5	liu	liu	PROPN
ejpam-6707	502	6	,	,	PUNCT
ejpam-6707	502	7	yuchen	yuchen	PROPN
ejpam-6707	502	8	zhang	zhang	PROPN
ejpam-6707	502	9	,	,	PUNCT
ejpam-6707	502	10	and	and	CCONJ
ejpam-6707	502	11	zhiwei	zhiwei	PROPN
ejpam-6707	502	12	zhang	zhang	PROPN
ejpam-6707	502	13	.	.	PUNCT
ejpam-6707	502	14	interpretable	interpretable	ADJ
ejpam-6707	502	15	clustering	clustering	NOUN
ejpam-6707	502	16	:	:	PUNCT
ejpam-6707	502	17	a	a	DET
ejpam-6707	502	18	survey	survey	NOUN
ejpam-6707	502	19	.	.	PUNCT
ejpam-6707	503	1	arxiv	arxiv	PROPN
ejpam-6707	503	2	preprint	preprint	VERB
ejpam-6707	503	3	arxiv:2409.00743	arxiv:2409.00743	NOUN
ejpam-6707	503	4	,	,	PUNCT
ejpam-6707	503	5	2024	2024	NUM
ejpam-6707	503	6	.	.	PUNCT
ejpam-6707	504	1	preprint	preprint	NOUN
ejpam-6707	504	2	.	.	PUNCT
ejpam-6707	505	1	[	[	X
ejpam-6707	505	2	51	51	NUM
ejpam-6707	505	3	]	]	PUNCT
ejpam-6707	505	4	s.	s.	PROPN
ejpam-6707	505	5	g.	g.	PROPN
ejpam-6707	505	6	subramanian	subramanian	PROPN
ejpam-6707	505	7	et	et	PROPN
ejpam-6707	505	8	al	al	PROPN
ejpam-6707	505	9	.	.	PUNCT
ejpam-6707	505	10	optimization	optimization	NOUN
ejpam-6707	505	11	-	-	PUNCT
ejpam-6707	505	12	driven	drive	VERB
ejpam-6707	505	13	framework	framework	NOUN
ejpam-6707	505	14	to	to	PART
ejpam-6707	505	15	understand	understand	VERB
ejpam-6707	505	16	health	health	NOUN
ejpam-6707	505	17	care	care	NOUN
ejpam-6707	505	18	network	network	NOUN
ejpam-6707	505	19	costs	cost	NOUN
ejpam-6707	505	20	and	and	CCONJ
ejpam-6707	505	21	resource	resource	NOUN
ejpam-6707	505	22	allocation	allocation	NOUN
ejpam-6707	505	23	.	.	PUNCT
ejpam-6707	506	1	plos	plos	PROPN
ejpam-6707	506	2	one	one	NUM
ejpam-6707	506	3	,	,	PUNCT
ejpam-6707	506	4	16(5	16(5	NUM
ejpam-6707	506	5	)	)	PUNCT
ejpam-6707	506	6	,	,	PUNCT
ejpam-6707	506	7	2021	2021	NUM
ejpam-6707	506	8	.	.	PUNCT
ejpam-6707	507	1	[	[	X
ejpam-6707	507	2	52	52	NUM
ejpam-6707	507	3	]	]	SYM
ejpam-6707	507	4	symplr	symplr	NOUN
ejpam-6707	507	5	.	.	PUNCT
ejpam-6707	508	1	how	how	SCONJ
ejpam-6707	508	2	to	to	PART
ejpam-6707	508	3	optimize	optimize	VERB
ejpam-6707	508	4	healthcare	healthcare	NOUN
ejpam-6707	508	5	resource	resource	NOUN
ejpam-6707	508	6	allocation	allocation	NOUN
ejpam-6707	508	7	.	.	PUNCT
ejpam-6707	509	1	https://www.symplr.com/blog/healthcare-resource-allocation	https://www.symplr.com/blog/healthcare-resource-allocation	NOUN
ejpam-6707	509	2	,	,	PUNCT
ejpam-6707	509	3	2023	2023	NUM
ejpam-6707	509	4	.	.	PUNCT
ejpam-6707	509	5	accessed	access	VERB
ejpam-6707	509	6	:	:	PUNCT
ejpam-6707	509	7	2025	2025	NUM
ejpam-6707	509	8	-	-	SYM
ejpam-6707	509	9	05	05	NUM
ejpam-6707	509	10	-	-	PUNCT
ejpam-6707	509	11	31	31	NUM
ejpam-6707	509	12	.	.	PUNCT
ejpam-6707	510	1	[	[	X
ejpam-6707	510	2	53	53	NUM
ejpam-6707	510	3	]	]	PUNCT
ejpam-6707	510	4	r.	r.	PROPN
ejpam-6707	510	5	biju	biju	PROPN
ejpam-6707	510	6	et	et	PROPN
ejpam-6707	510	7	al	al	PROPN
ejpam-6707	510	8	.	.	PUNCT
ejpam-6707	511	1	optimizing	optimize	VERB
ejpam-6707	511	2	healthcare	healthcare	PROPN
ejpam-6707	511	3	resource	resource	NOUN
ejpam-6707	511	4	allocation	allocation	NOUN
ejpam-6707	511	5	through	through	ADP
ejpam-6707	511	6	data	data	NOUN
ejpam-6707	511	7	-	-	PUNCT
ejpam-6707	511	8	driven	drive	VERB
ejpam-6707	511	9	approaches	approach	NOUN
ejpam-6707	511	10	.	.	PUNCT
ejpam-6707	512	1	computer	computer	NOUN
ejpam-6707	512	2	science	science	PROPN
ejpam-6707	512	3	&	&	CCONJ
ejpam-6707	512	4	it	it	PRON
ejpam-6707	512	5	research	research	NOUN
ejpam-6707	512	6	journal	journal	NOUN
ejpam-6707	512	7	,	,	PUNCT
ejpam-6707	512	8	5(6	5(6	NUM
ejpam-6707	512	9	)	)	PUNCT
ejpam-6707	512	10	,	,	PUNCT
ejpam-6707	512	11	2024	2024	NUM
ejpam-6707	512	12	.	.	PUNCT
ejpam-6707	513	1	[	[	X
ejpam-6707	513	2	54	54	NUM
ejpam-6707	513	3	]	]	X
ejpam-6707	513	4	maria	maria	PROPN
ejpam-6707	513	5	schuld	schuld	AUX
ejpam-6707	513	6	and	and	CCONJ
ejpam-6707	513	7	francesco	francesco	PROPN
ejpam-6707	513	8	petruccione	petruccione	NOUN
ejpam-6707	513	9	.	.	PUNCT
ejpam-6707	514	1	quantum	quantum	PROPN
ejpam-6707	514	2	machine	machine	NOUN
ejpam-6707	514	3	learning	learning	NOUN
ejpam-6707	514	4	:	:	PUNCT
ejpam-6707	514	5	an	an	DET
ejpam-6707	514	6	introduction	introduction	NOUN
ejpam-6707	514	7	.	.	PUNCT
ejpam-6707	515	1	springer	springer	NOUN
ejpam-6707	515	2	,	,	PUNCT
ejpam-6707	515	3	2019	2019	NUM
ejpam-6707	515	4	.	.	PUNCT
ejpam-6707	516	1	[	[	X
ejpam-6707	516	2	55	55	NUM
ejpam-6707	516	3	]	]	SYM
ejpam-6707	516	4	weisong	weisong	PROPN
ejpam-6707	516	5	shi	shi	PROPN
ejpam-6707	516	6	,	,	PUNCT
ejpam-6707	516	7	jie	jie	PROPN
ejpam-6707	516	8	cao	cao	PROPN
ejpam-6707	516	9	,	,	PUNCT
ejpam-6707	516	10	quan	quan	PROPN
ejpam-6707	516	11	zhang	zhang	PROPN
ejpam-6707	516	12	,	,	PUNCT
ejpam-6707	516	13	youhuizi	youhuizi	PROPN
ejpam-6707	516	14	li	li	PROPN
ejpam-6707	516	15	,	,	PUNCT
ejpam-6707	516	16	and	and	CCONJ
ejpam-6707	516	17	lanyu	lanyu	VERB
ejpam-6707	516	18	xu	xu	INTJ
ejpam-6707	516	19	.	.	PUNCT
ejpam-6707	517	1	edge	edge	PROPN
ejpam-6707	517	2	computing	computing	PROPN
ejpam-6707	517	3	:	:	PUNCT
ejpam-6707	517	4	vision	vision	NOUN
ejpam-6707	517	5	and	and	CCONJ
ejpam-6707	517	6	challenges	challenge	NOUN
ejpam-6707	517	7	.	.	PUNCT
ejpam-6707	518	1	ieee	ieee	NOUN
ejpam-6707	518	2	internet	internet	NOUN
ejpam-6707	518	3	of	of	ADP
ejpam-6707	518	4	things	thing	NOUN
ejpam-6707	518	5	journal	journal	NOUN
ejpam-6707	518	6	,	,	PUNCT
ejpam-6707	518	7	3(5):637–646	3(5):637–646	NUM
ejpam-6707	518	8	,	,	PUNCT
ejpam-6707	518	9	2016	2016	NUM
ejpam-6707	518	10	.	.	PUNCT
ejpam-6707	519	1	[	[	X
ejpam-6707	519	2	56	56	NUM
ejpam-6707	519	3	]	]	PUNCT
ejpam-6707	519	4	mark	mark	NOUN
ejpam-6707	519	5	billinghurst	billinghurst	PROPN
ejpam-6707	519	6	,	,	PUNCT
ejpam-6707	519	7	adrian	adrian	PROPN
ejpam-6707	519	8	clark	clark	PROPN
ejpam-6707	519	9	,	,	PUNCT
ejpam-6707	519	10	and	and	CCONJ
ejpam-6707	519	11	gun	gun	PROPN
ejpam-6707	519	12	lee	lee	PROPN
ejpam-6707	519	13	.	.	PUNCT
ejpam-6707	520	1	a	a	DET
ejpam-6707	520	2	survey	survey	NOUN
ejpam-6707	520	3	of	of	ADP
ejpam-6707	520	4	augmented	augment	VERB
ejpam-6707	520	5	reality	reality	NOUN
ejpam-6707	520	6	.	.	PUNCT
ejpam-6707	521	1	foundations	foundation	NOUN
ejpam-6707	521	2	and	and	CCONJ
ejpam-6707	521	3	trends	trend	NOUN
ejpam-6707	521	4	in	in	ADP
ejpam-6707	521	5	human	human	ADJ
ejpam-6707	521	6	–	–	PUNCT
ejpam-6707	521	7	computer	computer	NOUN
ejpam-6707	521	8	interaction	interaction	NOUN
ejpam-6707	521	9	,	,	PUNCT
ejpam-6707	521	10	8(2	8(2	NUM
ejpam-6707	521	11	-	-	SYM
ejpam-6707	521	12	3):73–272	3):73–272	NUM
ejpam-6707	521	13	,	,	PUNCT
ejpam-6707	521	14	2015	2015	NUM
ejpam-6707	521	15	.	.	PUNCT