id	sid	tid	token	lemma	pos
futech-567	1	1	jiaying	jiaying	PROPN
futech-567	1	2	li	li	PROPN
futech-567	1	3	&	&	CCONJ
futech-567	1	4	jinho	jinho	PROPN
futech-567	1	5	yim	yim	PROPN
futech-567	1	6	/	/	SYM
futech-567	1	7	future	future	ADJ
futech-567	1	8	technology	technology	NOUN
futech-567	1	9	february	february	PROPN
futech-567	1	10	2026|	2026|	NUM
futech-567	1	11	volume	volume	NOUN
futech-567	1	12	05	05	NUM
futech-567	2	1	|	|	ADV
futech-567	2	2	issue	issue	NOUN
futech-567	2	3	01	01	NUM
futech-567	3	1	|	|	ADV
futech-567	3	2	pages	page	NOUN
futech-567	3	3	84	84	NUM
futech-567	3	4	-	-	SYM
futech-567	3	5	92	92	NUM
futech-567	3	6	84	84	NUM
futech-567	3	7	article	article	NOUN
futech-567	3	8	multimodal	multimodal	NOUN
futech-567	3	9	fusion	fusion	NOUN
futech-567	3	10	and	and	CCONJ
futech-567	3	11	ai	ai	VERB
futech-567	3	12	context	context	NOUN
futech-567	3	13	awareness	awareness	NOUN
futech-567	3	14	in	in	ADP
futech-567	3	15	smart	smart	ADJ
futech-567	3	16	kitchens	kitchen	NOUN
futech-567	3	17	:	:	PUNCT
futech-567	3	18	deep	deep	ADJ
futech-567	3	19	learning	learning	NOUN
futech-567	3	20	for	for	ADP
futech-567	3	21	personalized	personalized	ADJ
futech-567	3	22	recommendation	recommendation	NOUN
futech-567	3	23	and	and	CCONJ
futech-567	3	24	real	real	ADJ
futech-567	3	25	-	-	PUNCT
futech-567	3	26	time	time	NOUN
futech-567	3	27	monitoring	monitoring	NOUN
futech-567	3	28	jiaying	jiaying	PROPN
futech-567	3	29	li	li	PROPN
futech-567	3	30	,	,	PUNCT
futech-567	3	31	jinho	jinho	VERB
futech-567	3	32	yim	yim	PROPN
futech-567	3	33	*	*	PROPN
futech-567	3	34	department	department	PROPN
futech-567	3	35	of	of	ADP
futech-567	3	36	smart	smart	ADJ
futech-567	3	37	experience	experience	NOUN
futech-567	3	38	design	design	NOUN
futech-567	3	39	,	,	PUNCT
futech-567	3	40	kookmin	kookmin	PROPN
futech-567	3	41	university	university	PROPN
futech-567	3	42	,	,	PUNCT
futech-567	3	43	seoul	seoul	PROPN
futech-567	3	44	01706	01706	NUM
futech-567	3	45	,	,	PUNCT
futech-567	3	46	republic	republic	NOUN
futech-567	3	47	of	of	ADP
futech-567	3	48	korea	korea	PROPN
futech-567	3	49	a	a	DET
futech-567	3	50	r	r	NOUN
futech-567	3	51	t	t	NOUN
futech-567	4	1	i	i	PRON
futech-567	4	2	c	c	NOUN
futech-567	4	3	l	l	NOUN
futech-567	4	4	e	e	NOUN
futech-567	5	1	i	i	PRON
futech-567	5	2	n	n	VERB
futech-567	5	3	f	f	NOUN
futech-567	5	4	o	o	NOUN
futech-567	5	5	article	article	NOUN
futech-567	5	6	history	history	NOUN
futech-567	5	7	:	:	PUNCT
futech-567	5	8	received	receive	VERB
futech-567	5	9	27	27	NUM
futech-567	5	10	august	august	PROPN
futech-567	5	11	2025	2025	NUM
futech-567	5	12	received	receive	VERB
futech-567	5	13	in	in	ADP
futech-567	5	14	revised	revise	VERB
futech-567	5	15	form	form	NOUN
futech-567	5	16	08	08	NUM
futech-567	5	17	october	october	PROPN
futech-567	5	18	2025	2025	NUM
futech-567	5	19	accepted	accept	VERB
futech-567	5	20	25	25	NUM
futech-567	5	21	october	october	PROPN
futech-567	5	22	2025	2025	NUM
futech-567	5	23	keywords	keyword	NOUN
futech-567	5	24	:	:	PUNCT
futech-567	5	25	multimodal	multimodal	ADJ
futech-567	5	26	fusion	fusion	NOUN
futech-567	5	27	,	,	PUNCT
futech-567	5	28	context	context	NOUN
futech-567	5	29	awareness	awareness	NOUN
futech-567	5	30	,	,	PUNCT
futech-567	5	31	smart	smart	ADJ
futech-567	5	32	kitchens	kitchen	NOUN
futech-567	5	33	,	,	PUNCT
futech-567	5	34	reinforcement	reinforcement	NOUN
futech-567	5	35	learning	learning	NOUN
futech-567	5	36	,	,	PUNCT
futech-567	5	37	personalized	personalized	ADJ
futech-567	5	38	recommendation	recommendation	NOUN
futech-567	5	39	*	*	PUNCT
futech-567	5	40	corresponding	correspond	VERB
futech-567	5	41	author	author	NOUN
futech-567	5	42	email	email	NOUN
futech-567	5	43	address	address	NOUN
futech-567	5	44	:	:	PUNCT
futech-567	5	45	hci.yim@kookmin.ac.kr	hci.yim@kookmin.ac.kr	X
futech-567	5	46	doi	doi	NOUN
futech-567	5	47	:	:	PUNCT
futech-567	5	48	10.55670	10.55670	NUM
futech-567	5	49	/	/	SYM
futech-567	5	50	fpll.futech.5.1.9	fpll.futech.5.1.9	VERB
futech-567	5	51	a	a	DET
futech-567	5	52	b	b	PROPN
futech-567	5	53	s	s	ADP
futech-567	5	54	t	t	PROPN
futech-567	5	55	r	r	NOUN
futech-567	5	56	a	a	DET
futech-567	5	57	c	c	NOUN
futech-567	5	58	t	t	NOUN
futech-567	5	59	the	the	DET
futech-567	5	60	proliferation	proliferation	NOUN
futech-567	5	61	of	of	ADP
futech-567	5	62	artificial	artificial	ADJ
futech-567	5	63	intelligence	intelligence	NOUN
futech-567	5	64	(	(	PUNCT
futech-567	5	65	ai	ai	NOUN
futech-567	5	66	)	)	PUNCT
futech-567	5	67	and	and	CCONJ
futech-567	5	68	the	the	DET
futech-567	5	69	internet	internet	NOUN
futech-567	5	70	of	of	ADP
futech-567	5	71	things	thing	NOUN
futech-567	5	72	(	(	PUNCT
futech-567	5	73	iot	iot	NOUN
futech-567	5	74	)	)	PUNCT
futech-567	5	75	has	have	AUX
futech-567	5	76	positioned	position	VERB
futech-567	5	77	smart	smart	ADJ
futech-567	5	78	kitchens	kitchen	NOUN
futech-567	5	79	as	as	ADP
futech-567	5	80	a	a	DET
futech-567	5	81	frontier	frontier	NOUN
futech-567	5	82	for	for	ADP
futech-567	5	83	innovation	innovation	NOUN
futech-567	5	84	in	in	ADP
futech-567	5	85	personalized	personalized	ADJ
futech-567	5	86	nutrition	nutrition	NOUN
futech-567	5	87	,	,	PUNCT
futech-567	5	88	safety	safety	NOUN
futech-567	5	89	monitoring	monitoring	NOUN
futech-567	5	90	,	,	PUNCT
futech-567	5	91	and	and	CCONJ
futech-567	5	92	sustainable	sustainable	ADJ
futech-567	5	93	consumption	consumption	NOUN
futech-567	5	94	.	.	PUNCT
futech-567	6	1	despite	despite	SCONJ
futech-567	6	2	rapid	rapid	ADJ
futech-567	6	3	progress	progress	NOUN
futech-567	6	4	,	,	PUNCT
futech-567	6	5	existing	exist	VERB
futech-567	6	6	approaches	approach	NOUN
futech-567	6	7	remain	remain	VERB
futech-567	6	8	fragmented	fragmented	ADJ
futech-567	6	9	:	:	PUNCT
futech-567	6	10	vision	vision	NOUN
futech-567	6	11	-	-	PUNCT
futech-567	6	12	based	base	VERB
futech-567	6	13	systems	system	NOUN
futech-567	6	14	struggle	struggle	VERB
futech-567	6	15	with	with	ADP
futech-567	6	16	occlusion	occlusion	NOUN
futech-567	6	17	,	,	PUNCT
futech-567	6	18	speech	speech	NOUN
futech-567	6	19	-	-	PUNCT
futech-567	6	20	driven	drive	VERB
futech-567	6	21	interfaces	interface	NOUN
futech-567	6	22	are	be	AUX
futech-567	6	23	vulnerable	vulnerable	ADJ
futech-567	6	24	to	to	ADP
futech-567	6	25	noise	noise	NOUN
futech-567	6	26	,	,	PUNCT
futech-567	6	27	and	and	CCONJ
futech-567	6	28	iot	iot	PROPN
futech-567	6	29	sensor	sensor	NOUN
futech-567	6	30	networks	network	NOUN
futech-567	6	31	,	,	PUNCT
futech-567	6	32	while	while	SCONJ
futech-567	6	33	reliable	reliable	ADJ
futech-567	6	34	,	,	PUNCT
futech-567	6	35	often	often	ADV
futech-567	6	36	lack	lack	VERB
futech-567	6	37	semantic	semantic	ADJ
futech-567	6	38	integration	integration	NOUN
futech-567	6	39	with	with	ADP
futech-567	6	40	user	user	NOUN
futech-567	6	41	preferences	preference	NOUN
futech-567	6	42	.	.	PUNCT
futech-567	7	1	personalized	personalize	VERB
futech-567	7	2	recommender	recommender	NOUN
futech-567	7	3	systems	system	NOUN
futech-567	7	4	further	far	ADV
futech-567	7	5	suffer	suffer	VERB
futech-567	7	6	from	from	ADP
futech-567	7	7	static	static	ADJ
futech-567	7	8	designs	design	NOUN
futech-567	7	9	that	that	PRON
futech-567	7	10	fail	fail	VERB
futech-567	7	11	to	to	PART
futech-567	7	12	adapt	adapt	VERB
futech-567	7	13	to	to	ADP
futech-567	7	14	evolving	evolve	VERB
futech-567	7	15	contexts	context	NOUN
futech-567	7	16	.	.	PUNCT
futech-567	8	1	addressing	address	VERB
futech-567	8	2	these	these	DET
futech-567	8	3	limitations	limitation	NOUN
futech-567	8	4	,	,	PUNCT
futech-567	8	5	this	this	DET
futech-567	8	6	study	study	NOUN
futech-567	8	7	introduces	introduce	VERB
futech-567	8	8	a	a	DET
futech-567	8	9	multimodal	multimodal	NOUN
futech-567	8	10	deep	deep	ADJ
futech-567	8	11	learning	learning	NOUN
futech-567	8	12	framework	framework	NOUN
futech-567	8	13	that	that	PRON
futech-567	8	14	unifies	unify	VERB
futech-567	8	15	crossmodal	crossmodal	ADJ
futech-567	8	16	attention	attention	NOUN
futech-567	8	17	and	and	CCONJ
futech-567	8	18	reinforcement	reinforcement	NOUN
futech-567	8	19	learning	learning	NOUN
futech-567	8	20	to	to	PART
futech-567	8	21	achieve	achieve	VERB
futech-567	8	22	context	context	NOUN
futech-567	8	23	-	-	PUNCT
futech-567	8	24	aware	aware	ADJ
futech-567	8	25	personalization	personalization	NOUN
futech-567	8	26	.	.	PUNCT
futech-567	9	1	visual	visual	ADJ
futech-567	9	2	,	,	PUNCT
futech-567	9	3	auditory	auditory	ADJ
futech-567	9	4	,	,	PUNCT
futech-567	9	5	and	and	CCONJ
futech-567	9	6	sensor	sensor	NOUN
futech-567	9	7	streams	stream	NOUN
futech-567	9	8	are	be	AUX
futech-567	9	9	embedded	embed	VERB
futech-567	9	10	into	into	ADP
futech-567	9	11	a	a	DET
futech-567	9	12	shared	share	VERB
futech-567	9	13	representation	representation	NOUN
futech-567	9	14	,	,	PUNCT
futech-567	9	15	fused	fuse	VERB
futech-567	9	16	via	via	ADP
futech-567	9	17	attention	attention	NOUN
futech-567	9	18	mechanisms	mechanism	NOUN
futech-567	9	19	,	,	PUNCT
futech-567	9	20	and	and	CCONJ
futech-567	9	21	subsequently	subsequently	ADV
futech-567	9	22	optimized	optimize	VERB
futech-567	9	23	through	through	ADP
futech-567	9	24	a	a	DET
futech-567	9	25	reinforcement	reinforcement	NOUN
futech-567	9	26	learning	learn	VERB
futech-567	9	27	agent	agent	NOUN
futech-567	9	28	that	that	PRON
futech-567	9	29	balances	balance	VERB
futech-567	9	30	nutritional	nutritional	ADJ
futech-567	9	31	goals	goal	NOUN
futech-567	9	32	,	,	PUNCT
futech-567	9	33	user	user	NOUN
futech-567	9	34	satisfaction	satisfaction	NOUN
futech-567	9	35	,	,	PUNCT
futech-567	9	36	and	and	CCONJ
futech-567	9	37	safety	safety	NOUN
futech-567	9	38	requirements	requirement	NOUN
futech-567	9	39	.	.	PUNCT
futech-567	10	1	empirical	empirical	ADJ
futech-567	10	2	evaluation	evaluation	NOUN
futech-567	10	3	across	across	ADP
futech-567	10	4	three	three	NUM
futech-567	10	5	multimodal	multimodal	NOUN
futech-567	10	6	datasets	dataset	NOUN
futech-567	10	7	demonstrates	demonstrate	VERB
futech-567	10	8	significant	significant	ADJ
futech-567	10	9	improvements	improvement	NOUN
futech-567	10	10	over	over	ADP
futech-567	10	11	strong	strong	ADJ
futech-567	10	12	baselines	baseline	NOUN
futech-567	10	13	,	,	PUNCT
futech-567	10	14	with	with	ADP
futech-567	10	15	gains	gain	NOUN
futech-567	10	16	of	of	ADP
futech-567	10	17	+8.4	+8.4	NOUN
futech-567	10	18	%	%	NOUN
futech-567	10	19	in	in	ADP
futech-567	10	20	top-1	top-1	DET
futech-567	10	21	accuracy	accuracy	NOUN
futech-567	10	22	,	,	PUNCT
futech-567	10	23	+14.0	+14.0	PRON
futech-567	10	24	%	%	NOUN
futech-567	10	25	in	in	ADP
futech-567	10	26	f1	f1	NOUN
futech-567	10	27	-	-	PUNCT
futech-567	10	28	score	score	NOUN
futech-567	10	29	for	for	ADP
futech-567	10	30	safety	safety	NOUN
futech-567	10	31	monitoring	monitoring	NOUN
futech-567	10	32	,	,	PUNCT
futech-567	10	33	and	and	CCONJ
futech-567	10	34	a	a	DET
futech-567	10	35	23.5	23.5	NUM
futech-567	10	36	%	%	NOUN
futech-567	10	37	reduction	reduction	NOUN
futech-567	10	38	in	in	ADP
futech-567	10	39	nutritional	nutritional	ADJ
futech-567	10	40	prediction	prediction	NOUN
futech-567	10	41	error	error	NOUN
futech-567	10	42	.	.	PUNCT
futech-567	11	1	interpretability	interpretability	NOUN
futech-567	11	2	modules	module	NOUN
futech-567	11	3	employing	employ	VERB
futech-567	11	4	shap	shap	NOUN
futech-567	11	5	and	and	CCONJ
futech-567	11	6	integrated	integrated	ADJ
futech-567	11	7	gradients	gradient	NOUN
futech-567	11	8	further	far	ADV
futech-567	11	9	provide	provide	VERB
futech-567	11	10	transparent	transparent	ADJ
futech-567	11	11	explanations	explanation	NOUN
futech-567	11	12	,	,	PUNCT
futech-567	11	13	enhancing	enhance	VERB
futech-567	11	14	trust	trust	NOUN
futech-567	11	15	and	and	CCONJ
futech-567	11	16	accountability	accountability	NOUN
futech-567	11	17	.	.	PUNCT
futech-567	12	1	the	the	DET
futech-567	12	2	findings	finding	NOUN
futech-567	12	3	underscore	underscore	VERB
futech-567	12	4	the	the	DET
futech-567	12	5	practical	practical	ADJ
futech-567	12	6	value	value	NOUN
futech-567	12	7	of	of	ADP
futech-567	12	8	the	the	DET
futech-567	12	9	framework	framework	NOUN
futech-567	12	10	in	in	ADP
futech-567	12	11	promoting	promote	VERB
futech-567	12	12	healthier	healthy	ADJ
futech-567	12	13	diets	diet	NOUN
futech-567	12	14	,	,	PUNCT
futech-567	12	15	improving	improve	VERB
futech-567	12	16	energy	energy	NOUN
futech-567	12	17	efficiency	efficiency	NOUN
futech-567	12	18	,	,	PUNCT
futech-567	12	19	and	and	CCONJ
futech-567	12	20	ensuring	ensure	VERB
futech-567	12	21	domestic	domestic	ADJ
futech-567	12	22	safety	safety	NOUN
futech-567	12	23	,	,	PUNCT
futech-567	12	24	while	while	SCONJ
futech-567	12	25	laying	lay	VERB
futech-567	12	26	the	the	DET
futech-567	12	27	groundwork	groundwork	NOUN
futech-567	12	28	for	for	ADP
futech-567	12	29	future	future	ADJ
futech-567	12	30	applications	application	NOUN
futech-567	12	31	in	in	ADP
futech-567	12	32	healthcare	healthcare	PROPN
futech-567	12	33	,	,	PUNCT
futech-567	12	34	adaptive	adaptive	ADJ
futech-567	12	35	living	living	NOUN
futech-567	12	36	,	,	PUNCT
futech-567	12	37	and	and	CCONJ
futech-567	12	38	sustainable	sustainable	ADJ
futech-567	12	39	human	human	ADJ
futech-567	12	40	-	-	PUNCT
futech-567	12	41	ai	ai	NOUN
futech-567	12	42	interaction	interaction	NOUN
futech-567	12	43	.	.	PUNCT
futech-567	13	1	1	1	X
futech-567	13	2	.	.	X
futech-567	13	3	introduction	introduction	NOUN
futech-567	13	4	the	the	DET
futech-567	13	5	proliferation	proliferation	NOUN
futech-567	13	6	of	of	ADP
futech-567	13	7	artificial	artificial	ADJ
futech-567	13	8	intelligence	intelligence	NOUN
futech-567	13	9	(	(	PUNCT
futech-567	13	10	ai	ai	NOUN
futech-567	13	11	)	)	PUNCT
futech-567	13	12	and	and	CCONJ
futech-567	13	13	the	the	DET
futech-567	13	14	internet	internet	NOUN
futech-567	13	15	of	of	ADP
futech-567	13	16	things	thing	NOUN
futech-567	13	17	(	(	PUNCT
futech-567	13	18	iot	iot	NOUN
futech-567	13	19	)	)	PUNCT
futech-567	13	20	has	have	AUX
futech-567	13	21	catalyzed	catalyze	VERB
futech-567	13	22	the	the	DET
futech-567	13	23	development	development	NOUN
futech-567	13	24	of	of	ADP
futech-567	13	25	smart	smart	ADJ
futech-567	13	26	domestic	domestic	ADJ
futech-567	13	27	environments	environment	NOUN
futech-567	13	28	,	,	PUNCT
futech-567	13	29	with	with	ADP
futech-567	13	30	the	the	DET
futech-567	13	31	kitchen	kitchen	NOUN
futech-567	13	32	emerging	emerge	VERB
futech-567	13	33	as	as	ADP
futech-567	13	34	one	one	NUM
futech-567	13	35	of	of	ADP
futech-567	13	36	the	the	DET
futech-567	13	37	most	most	ADV
futech-567	13	38	promising	promising	ADJ
futech-567	13	39	spaces	space	NOUN
futech-567	13	40	for	for	ADP
futech-567	13	41	innovation	innovation	NOUN
futech-567	13	42	[	[	X
futech-567	13	43	1	1	NUM
futech-567	13	44	]	]	PUNCT
futech-567	13	45	.	.	PUNCT
futech-567	14	1	as	as	SCONJ
futech-567	14	2	modern	modern	ADJ
futech-567	14	3	lifestyles	lifestyle	NOUN
futech-567	14	4	place	place	VERB
futech-567	14	5	increasing	increase	VERB
futech-567	14	6	demands	demand	NOUN
futech-567	14	7	on	on	ADP
futech-567	14	8	convenience	convenience	NOUN
futech-567	14	9	,	,	PUNCT
futech-567	14	10	health	health	NOUN
futech-567	14	11	,	,	PUNCT
futech-567	14	12	and	and	CCONJ
futech-567	14	13	sustainability	sustainability	NOUN
futech-567	14	14	,	,	PUNCT
futech-567	14	15	smart	smart	ADJ
futech-567	14	16	kitchens	kitchen	NOUN
futech-567	14	17	are	be	AUX
futech-567	14	18	envisioned	envision	VERB
futech-567	14	19	to	to	PART
futech-567	14	20	provide	provide	VERB
futech-567	14	21	not	not	PART
futech-567	14	22	only	only	ADV
futech-567	14	23	automated	automate	VERB
futech-567	14	24	cooking	cooking	NOUN
futech-567	14	25	support	support	NOUN
futech-567	14	26	but	but	CCONJ
futech-567	14	27	also	also	ADV
futech-567	14	28	personalized	personalize	VERB
futech-567	14	29	dietary	dietary	ADJ
futech-567	14	30	recommendations	recommendation	NOUN
futech-567	14	31	and	and	CCONJ
futech-567	14	32	real	real	ADJ
futech-567	14	33	-	-	PUNCT
futech-567	14	34	time	time	NOUN
futech-567	14	35	monitoring	monitoring	NOUN
futech-567	14	36	of	of	ADP
futech-567	14	37	safety	safety	NOUN
futech-567	14	38	-	-	PUNCT
futech-567	14	39	critical	critical	ADJ
futech-567	14	40	conditions	condition	NOUN
futech-567	15	1	[	[	X
futech-567	15	2	2	2	NUM
futech-567	15	3	]	]	PUNCT
futech-567	15	4	.	.	PUNCT
futech-567	16	1	multimodal	multimodal	NOUN
futech-567	16	2	data	datum	NOUN
futech-567	16	3	streams	stream	NOUN
futech-567	16	4	,	,	PUNCT
futech-567	16	5	ranging	range	VERB
futech-567	16	6	from	from	ADP
futech-567	16	7	vision	vision	NOUN
futech-567	16	8	sensors	sensor	NOUN
futech-567	16	9	for	for	ADP
futech-567	16	10	ingredient	ingredient	NOUN
futech-567	16	11	recognition	recognition	NOUN
futech-567	16	12	to	to	ADP
futech-567	16	13	microphones	microphone	NOUN
futech-567	16	14	for	for	ADP
futech-567	16	15	voice	voice	NOUN
futech-567	16	16	interaction	interaction	NOUN
futech-567	16	17	to	to	ADP
futech-567	16	18	iot	iot	NOUN
futech-567	16	19	appliances	appliance	NOUN
futech-567	16	20	generating	generate	VERB
futech-567	16	21	operational	operational	ADJ
futech-567	16	22	and	and	CCONJ
futech-567	16	23	environmental	environmental	ADJ
futech-567	16	24	logs	log	NOUN
futech-567	16	25	,	,	PUNCT
futech-567	16	26	offer	offer	VERB
futech-567	16	27	a	a	DET
futech-567	16	28	rich	rich	ADJ
futech-567	16	29	foundation	foundation	NOUN
futech-567	16	30	for	for	ADP
futech-567	16	31	intelligent	intelligent	ADJ
futech-567	16	32	decision	decision	NOUN
futech-567	16	33	-	-	PUNCT
futech-567	16	34	making	making	NOUN
futech-567	16	35	[	[	X
futech-567	16	36	3	3	NUM
futech-567	16	37	]	]	PUNCT
futech-567	16	38	.	.	PUNCT
futech-567	17	1	however	however	ADV
futech-567	17	2	,	,	PUNCT
futech-567	17	3	the	the	DET
futech-567	17	4	effective	effective	ADJ
futech-567	17	5	integration	integration	NOUN
futech-567	17	6	and	and	CCONJ
futech-567	17	7	interpretation	interpretation	NOUN
futech-567	17	8	of	of	ADP
futech-567	17	9	these	these	DET
futech-567	17	10	heterogeneous	heterogeneous	ADJ
futech-567	17	11	modalities	modality	NOUN
futech-567	17	12	remain	remain	VERB
futech-567	17	13	a	a	DET
futech-567	17	14	formidable	formidable	ADJ
futech-567	17	15	challenge	challenge	NOUN
futech-567	17	16	,	,	PUNCT
futech-567	17	17	limiting	limit	VERB
futech-567	17	18	the	the	DET
futech-567	17	19	widespread	widespread	ADJ
futech-567	17	20	adoption	adoption	NOUN
futech-567	17	21	and	and	CCONJ
futech-567	17	22	reliability	reliability	NOUN
futech-567	17	23	of	of	ADP
futech-567	17	24	smart	smart	ADJ
futech-567	17	25	kitchen	kitchen	NOUN
futech-567	17	26	systems	system	NOUN
futech-567	17	27	.	.	PUNCT
futech-567	18	1	despite	despite	SCONJ
futech-567	18	2	the	the	DET
futech-567	18	3	growing	grow	VERB
futech-567	18	4	interest	interest	NOUN
futech-567	18	5	in	in	ADP
futech-567	18	6	smart	smart	ADJ
futech-567	18	7	kitchen	kitchen	NOUN
futech-567	18	8	technologies	technology	NOUN
futech-567	18	9	,	,	PUNCT
futech-567	18	10	existing	exist	VERB
futech-567	18	11	research	research	NOUN
futech-567	18	12	has	have	AUX
futech-567	18	13	often	often	ADV
futech-567	18	14	focused	focus	VERB
futech-567	18	15	on	on	ADP
futech-567	18	16	unimodal	unimodal	ADJ
futech-567	18	17	or	or	CCONJ
futech-567	18	18	narrowly	narrowly	ADV
futech-567	18	19	defined	define	VERB
futech-567	18	20	tasks	task	NOUN
futech-567	18	21	.	.	PUNCT
futech-567	19	1	computer	computer	NOUN
futech-567	19	2	vision	vision	NOUN
futech-567	19	3	models	model	NOUN
futech-567	19	4	have	have	AUX
futech-567	19	5	been	be	AUX
futech-567	19	6	applied	apply	VERB
futech-567	19	7	to	to	PART
futech-567	19	8	detect	detect	VERB
futech-567	19	9	ingredients	ingredient	NOUN
futech-567	19	10	or	or	CCONJ
futech-567	19	11	cooking	cooking	NOUN
futech-567	19	12	actions	action	NOUN
futech-567	19	13	,	,	PUNCT
futech-567	19	14	while	while	SCONJ
futech-567	19	15	speech	speech	NOUN
futech-567	19	16	recognition	recognition	NOUN
futech-567	19	17	systems	system	NOUN
futech-567	19	18	have	have	AUX
futech-567	19	19	enabled	enable	VERB
futech-567	19	20	recipe	recipe	NOUN
futech-567	19	21	navigation	navigation	NOUN
futech-567	19	22	[	[	X
futech-567	19	23	4	4	NUM
futech-567	19	24	]	]	PUNCT
futech-567	19	25	.	.	PUNCT
futech-567	20	1	similarly	similarly	ADV
futech-567	20	2	,	,	PUNCT
futech-567	20	3	iot	iot	ADJ
futech-567	20	4	-	-	PUNCT
futech-567	20	5	driven	drive	VERB
futech-567	20	6	frameworks	framework	NOUN
futech-567	20	7	have	have	AUX
futech-567	20	8	concentrated	concentrate	VERB
futech-567	20	9	on	on	ADP
futech-567	20	10	energy	energy	NOUN
futech-567	20	11	management	management	NOUN
futech-567	20	12	and	and	CCONJ
futech-567	20	13	appliance	appliance	NOUN
futech-567	20	14	automation	automation	NOUN
futech-567	20	15	.	.	PUNCT
futech-567	21	1	yet	yet	CCONJ
futech-567	21	2	these	these	DET
futech-567	21	3	approaches	approach	NOUN
futech-567	21	4	remain	remain	VERB
futech-567	21	5	fragmented	fragmented	ADJ
futech-567	21	6	,	,	PUNCT
futech-567	21	7	with	with	ADP
futech-567	21	8	limited	limited	ADJ
futech-567	21	9	cross	cross	ADJ
futech-567	21	10	-	-	ADJ
futech-567	21	11	modal	modal	ADJ
futech-567	21	12	fusion	fusion	NOUN
futech-567	21	13	and	and	CCONJ
futech-567	21	14	insufficient	insufficient	ADJ
futech-567	21	15	contextawareness	contextawareness	NOUN
futech-567	21	16	[	[	X
futech-567	21	17	5	5	NUM
futech-567	21	18	]	]	PUNCT
futech-567	21	19	.	.	PUNCT
futech-567	22	1	in	in	ADP
futech-567	22	2	particular	particular	ADJ
futech-567	22	3	,	,	PUNCT
futech-567	22	4	current	current	ADJ
futech-567	22	5	systems	system	NOUN
futech-567	22	6	typically	typically	ADV
futech-567	22	7	fail	fail	VERB
futech-567	22	8	to	to	PART
futech-567	22	9	adapt	adapt	VERB
futech-567	22	10	to	to	ADP
futech-567	22	11	dynamic	dynamic	ADJ
futech-567	22	12	user	user	NOUN
futech-567	22	13	preferences	preference	NOUN
futech-567	22	14	,	,	PUNCT
futech-567	22	15	dietary	dietary	ADJ
futech-567	22	16	restrictions	restriction	NOUN
futech-567	22	17	,	,	PUNCT
futech-567	22	18	and	and	CCONJ
futech-567	22	19	situational	situational	ADJ
futech-567	22	20	variations	variation	NOUN
futech-567	22	21	such	such	ADJ
futech-567	22	22	as	as	ADP
futech-567	22	23	environmental	environmental	ADJ
futech-567	22	24	noise	noise	NOUN
futech-567	22	25	or	or	CCONJ
futech-567	22	26	sensor	sensor	NOUN
futech-567	22	27	malfunctions	malfunction	NOUN
futech-567	22	28	[	[	X
futech-567	22	29	6	6	NUM
futech-567	22	30	]	]	PUNCT
futech-567	22	31	.	.	PUNCT
futech-567	23	1	this	this	DET
futech-567	23	2	lack	lack	NOUN
futech-567	23	3	of	of	ADP
futech-567	23	4	robust	robust	ADJ
futech-567	23	5	multimodal	multimodal	NOUN
futech-567	23	6	integration	integration	NOUN
futech-567	23	7	and	and	CCONJ
futech-567	23	8	context	context	NOUN
futech-567	23	9	-	-	PUNCT
futech-567	23	10	aware	aware	ADJ
futech-567	23	11	adaptability	adaptability	NOUN
futech-567	23	12	creates	create	VERB
futech-567	23	13	a	a	DET
futech-567	23	14	clear	clear	ADJ
futech-567	23	15	gap	gap	NOUN
futech-567	23	16	between	between	ADP
futech-567	23	17	proof	proof	NOUN
futech-567	23	18	-	-	PUNCT
futech-567	23	19	of	of	ADP
futech-567	23	20	-	-	PUNCT
futech-567	23	21	concept	concept	NOUN
futech-567	23	22	prototypes	prototype	NOUN
futech-567	23	23	and	and	CCONJ
futech-567	23	24	real	real	ADJ
futech-567	23	25	-	-	PUNCT
futech-567	23	26	world	world	NOUN
futech-567	23	27	applicability	applicability	NOUN
futech-567	23	28	.	.	PUNCT
futech-567	24	1	to	to	PART
futech-567	24	2	address	address	VERB
futech-567	24	3	this	this	DET
futech-567	24	4	gap	gap	NOUN
futech-567	24	5	,	,	PUNCT
futech-567	24	6	the	the	DET
futech-567	24	7	present	present	ADJ
futech-567	24	8	study	study	NOUN
futech-567	24	9	proposes	propose	VERB
futech-567	24	10	a	a	DET
futech-567	24	11	deep	deep	ADJ
futech-567	24	12	learning	learning	NOUN
futech-567	24	13	framework	framework	NOUN
futech-567	24	14	that	that	PRON
futech-567	24	15	unifies	unify	VERB
futech-567	24	16	multimodal	multimodal	ADJ
futech-567	24	17	fusion	fusion	NOUN
futech-567	24	18	with	with	ADP
futech-567	24	19	ai	ai	ADJ
futech-567	24	20	-	-	PUNCT
futech-567	24	21	driven	drive	VERB
futech-567	24	22	context	context	NOUN
futech-567	24	23	awareness	awareness	NOUN
futech-567	24	24	for	for	ADP
futech-567	24	25	smart	smart	ADJ
futech-567	24	26	kitchens	kitchen	NOUN
futech-567	24	27	.	.	PUNCT
futech-567	25	1	the	the	DET
futech-567	25	2	central	central	ADJ
futech-567	25	3	innovation	innovation	NOUN
futech-567	25	4	of	of	ADP
futech-567	25	5	this	this	DET
futech-567	25	6	research	research	NOUN
futech-567	25	7	lies	lie	VERB
futech-567	25	8	in	in	ADP
futech-567	25	9	its	its	PRON
futech-567	25	10	ability	ability	NOUN
futech-567	25	11	to	to	PART
futech-567	25	12	overcome	overcome	VERB
futech-567	25	13	the	the	DET
futech-567	25	14	limitations	limitation	NOUN
futech-567	25	15	of	of	ADP
futech-567	25	16	static	static	ADJ
futech-567	25	17	,	,	PUNCT
futech-567	25	18	unimodal	unimodal	ADJ
futech-567	25	19	systems	system	NOUN
futech-567	25	20	by	by	ADP
futech-567	25	21	introducing	introduce	VERB
futech-567	25	22	a	a	DET
futech-567	25	23	cross	cross	ADJ
futech-567	25	24	-	-	ADJ
futech-567	25	25	modal	modal	ADJ
futech-567	25	26	attention	attention	NOUN
futech-567	25	27	mechanism	mechanism	NOUN
futech-567	25	28	that	that	PRON
futech-567	25	29	aligns	align	VERB
futech-567	25	30	and	and	CCONJ
futech-567	25	31	integrates	integrate	VERB
futech-567	25	32	inputs	input	NOUN
futech-567	25	33	from	from	ADP
futech-567	25	34	open	open	ADJ
futech-567	25	35	access	access	NOUN
futech-567	25	36	journal	journal	PROPN
futech-567	25	37	issn	issn	PROPN
futech-567	25	38	2832	2832	NUM
futech-567	25	39	-	-	SYM
futech-567	25	40	0379	0379	NUM
futech-567	25	41	february	february	PROPN
futech-567	25	42	2026|	2026|	NUM
futech-567	25	43	volume	volume	NOUN
futech-567	25	44	05	05	NUM
futech-567	26	1	|	|	ADV
futech-567	26	2	issue	issue	NOUN
futech-567	26	3	01	01	NUM
futech-567	27	1	|	|	ADV
futech-567	27	2	pages	page	NOUN
futech-567	27	3	84	84	NUM
futech-567	27	4	-	-	SYM
futech-567	27	5	92	92	NUM
futech-567	27	6	https://doi.org/10.55670/fpll.futech.5.1.9	https://doi.org/10.55670/fpll.futech.5.1.9	NOUN
futech-567	27	7	journal	journal	PROPN
futech-567	27	8	homepage	homepage	NOUN
futech-567	27	9	:	:	PUNCT
futech-567	27	10	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-567	27	11	future	future	ADJ
futech-567	27	12	technology	technology	NOUN
futech-567	27	13	mailto:hci.yim@kookmin.ac.kr	mailto:hci.yim@kookmin.ac.kr	NOUN
futech-567	27	14	https://doi.org/10.55670/fpll.futech.5.1.9	https://doi.org/10.55670/fpll.futech.5.1.9	X
futech-567	27	15	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-567	27	16	jiaying	jiaying	PROPN
futech-567	27	17	li	li	PROPN
futech-567	27	18	&	&	CCONJ
futech-567	27	19	jinho	jinho	PROPN
futech-567	27	20	yim	yim	PROPN
futech-567	27	21	/	/	SYM
futech-567	27	22	future	future	ADJ
futech-567	27	23	technology	technology	NOUN
futech-567	27	24	february	february	PROPN
futech-567	27	25	2026|	2026|	NUM
futech-567	27	26	volume	volume	NOUN
futech-567	27	27	05	05	NUM
futech-567	28	1	|	|	ADV
futech-567	28	2	issue	issue	NOUN
futech-567	28	3	01	01	NUM
futech-567	29	1	|	|	ADV
futech-567	29	2	pages	page	NOUN
futech-567	29	3	84	84	NUM
futech-567	29	4	-	-	SYM
futech-567	29	5	92	92	NUM
futech-567	29	6	85	85	NUM
futech-567	29	7	visual	visual	ADJ
futech-567	29	8	,	,	PUNCT
futech-567	29	9	auditory	auditory	ADJ
futech-567	29	10	,	,	PUNCT
futech-567	29	11	and	and	CCONJ
futech-567	29	12	iot	iot	PROPN
futech-567	29	13	sensor	sensor	NOUN
futech-567	29	14	streams	stream	NOUN
futech-567	29	15	.	.	PUNCT
futech-567	30	1	complemented	complement	VERB
futech-567	30	2	by	by	ADP
futech-567	30	3	a	a	DET
futech-567	30	4	reinforcement	reinforcement	NOUN
futech-567	30	5	learning	learning	NOUN
futech-567	30	6	module	module	NOUN
futech-567	30	7	,	,	PUNCT
futech-567	30	8	this	this	DET
futech-567	30	9	system	system	NOUN
futech-567	30	10	dynamically	dynamically	ADV
futech-567	30	11	adapts	adapt	VERB
futech-567	30	12	recommendations	recommendation	NOUN
futech-567	30	13	based	base	VERB
futech-567	30	14	on	on	ADP
futech-567	30	15	evolving	evolve	VERB
futech-567	30	16	user	user	NOUN
futech-567	30	17	profiles	profile	NOUN
futech-567	30	18	and	and	CCONJ
futech-567	30	19	situational	situational	ADJ
futech-567	30	20	cues	cue	NOUN
futech-567	30	21	.	.	PUNCT
futech-567	31	1	this	this	DET
futech-567	31	2	dual	dual	ADJ
futech-567	31	3	contribution	contribution	NOUN
futech-567	31	4	ensures	ensure	VERB
futech-567	31	5	more	more	ADV
futech-567	31	6	effective	effective	ADJ
futech-567	31	7	,	,	PUNCT
futech-567	31	8	personalized	personalized	ADJ
futech-567	31	9	assistance	assistance	NOUN
futech-567	31	10	and	and	CCONJ
futech-567	31	11	reliable	reliable	ADJ
futech-567	31	12	monitoring	monitoring	NOUN
futech-567	31	13	across	across	ADP
futech-567	31	14	varying	vary	VERB
futech-567	31	15	real	real	ADJ
futech-567	31	16	-	-	PUNCT
futech-567	31	17	world	world	NOUN
futech-567	31	18	kitchen	kitchen	NOUN
futech-567	31	19	environments	environment	NOUN
futech-567	31	20	.	.	PUNCT
futech-567	32	1	the	the	DET
futech-567	32	2	framework	framework	NOUN
futech-567	32	3	also	also	ADV
futech-567	32	4	incorporates	incorporate	VERB
futech-567	32	5	interpretability	interpretability	NOUN
futech-567	32	6	modules	module	NOUN
futech-567	32	7	to	to	PART
futech-567	32	8	provide	provide	VERB
futech-567	32	9	transparent	transparent	ADJ
futech-567	32	10	explanations	explanation	NOUN
futech-567	32	11	of	of	ADP
futech-567	32	12	predictions	prediction	NOUN
futech-567	32	13	,	,	PUNCT
futech-567	32	14	an	an	DET
futech-567	32	15	aspect	aspect	NOUN
futech-567	32	16	crucial	crucial	ADJ
futech-567	32	17	for	for	ADP
futech-567	32	18	trust	trust	NOUN
futech-567	32	19	and	and	CCONJ
futech-567	32	20	accountability	accountability	NOUN
futech-567	32	21	in	in	ADP
futech-567	32	22	domestic	domestic	ADJ
futech-567	32	23	settings	setting	NOUN
futech-567	32	24	where	where	SCONJ
futech-567	32	25	safety	safety	NOUN
futech-567	32	26	and	and	CCONJ
futech-567	32	27	health	health	NOUN
futech-567	32	28	considerations	consideration	NOUN
futech-567	32	29	are	be	AUX
futech-567	32	30	paramount	paramount	ADJ
futech-567	32	31	.	.	PUNCT
futech-567	33	1	the	the	DET
futech-567	33	2	objectives	objective	NOUN
futech-567	33	3	of	of	ADP
futech-567	33	4	this	this	DET
futech-567	33	5	paper	paper	NOUN
futech-567	33	6	are	be	AUX
futech-567	33	7	twofold	twofold	ADJ
futech-567	33	8	:	:	PUNCT
futech-567	33	9	(	(	PUNCT
futech-567	33	10	1	1	X
futech-567	33	11	)	)	PUNCT
futech-567	33	12	to	to	PART
futech-567	33	13	advance	advance	VERB
futech-567	33	14	the	the	DET
futech-567	33	15	integration	integration	NOUN
futech-567	33	16	of	of	ADP
futech-567	33	17	multimodal	multimodal	NOUN
futech-567	33	18	data	datum	NOUN
futech-567	33	19	using	use	VERB
futech-567	33	20	a	a	DET
futech-567	33	21	cross	cross	ADJ
futech-567	33	22	-	-	ADJ
futech-567	33	23	modal	modal	ADJ
futech-567	33	24	attention	attention	NOUN
futech-567	33	25	mechanism	mechanism	NOUN
futech-567	33	26	and	and	CCONJ
futech-567	33	27	(	(	PUNCT
futech-567	33	28	2	2	NUM
futech-567	33	29	)	)	PUNCT
futech-567	33	30	to	to	PART
futech-567	33	31	leverage	leverage	VERB
futech-567	33	32	reinforcement	reinforcement	NOUN
futech-567	33	33	learning	learning	NOUN
futech-567	33	34	for	for	ADP
futech-567	33	35	real	real	ADJ
futech-567	33	36	-	-	PUNCT
futech-567	33	37	time	time	NOUN
futech-567	33	38	,	,	PUNCT
futech-567	33	39	personalized	personalized	ADJ
futech-567	33	40	recommendations	recommendation	NOUN
futech-567	33	41	that	that	PRON
futech-567	33	42	adapt	adapt	VERB
futech-567	33	43	to	to	ADP
futech-567	33	44	both	both	DET
futech-567	33	45	user	user	NOUN
futech-567	33	46	preferences	preference	NOUN
futech-567	33	47	and	and	CCONJ
futech-567	33	48	contextual	contextual	ADJ
futech-567	33	49	conditions	condition	NOUN
futech-567	33	50	.	.	PUNCT
futech-567	34	1	these	these	DET
futech-567	34	2	objectives	objective	NOUN
futech-567	34	3	address	address	VERB
futech-567	34	4	the	the	DET
futech-567	34	5	critical	critical	ADJ
futech-567	34	6	challenge	challenge	NOUN
futech-567	34	7	of	of	ADP
futech-567	34	8	achieving	achieve	VERB
futech-567	34	9	holistic	holistic	ADJ
futech-567	34	10	,	,	PUNCT
futech-567	34	11	adaptive	adaptive	ADJ
futech-567	34	12	systems	system	NOUN
futech-567	34	13	in	in	ADP
futech-567	34	14	smart	smart	ADJ
futech-567	34	15	kitchen	kitchen	NOUN
futech-567	34	16	environments	environment	NOUN
futech-567	34	17	,	,	PUNCT
futech-567	34	18	ensuring	ensure	VERB
futech-567	34	19	both	both	PRON
futech-567	34	20	functional	functional	ADJ
futech-567	34	21	utility	utility	NOUN
futech-567	34	22	and	and	CCONJ
futech-567	34	23	contextual	contextual	ADJ
futech-567	34	24	relevance	relevance	NOUN
futech-567	34	25	.	.	PUNCT
futech-567	35	1	the	the	DET
futech-567	35	2	proposed	propose	VERB
futech-567	35	3	methodology	methodology	NOUN
futech-567	35	4	follows	follow	VERB
futech-567	35	5	a	a	DET
futech-567	35	6	systematic	systematic	ADJ
futech-567	35	7	route	route	NOUN
futech-567	35	8	.	.	PUNCT
futech-567	36	1	first	first	ADV
futech-567	36	2	,	,	PUNCT
futech-567	36	3	multimodal	multimodal	ADJ
futech-567	36	4	data	datum	NOUN
futech-567	36	5	,	,	PUNCT
futech-567	36	6	including	include	VERB
futech-567	36	7	recipe	recipe	NOUN
futech-567	36	8	videos	video	NOUN
futech-567	36	9	,	,	PUNCT
futech-567	36	10	user	user	NOUN
futech-567	36	11	voice	voice	NOUN
futech-567	36	12	commands	command	VERB
futech-567	36	13	,	,	PUNCT
futech-567	36	14	and	and	CCONJ
futech-567	36	15	kitchen	kitchen	NOUN
futech-567	36	16	iot	iot	PROPN
futech-567	36	17	logs	log	NOUN
futech-567	36	18	,	,	PUNCT
futech-567	36	19	are	be	AUX
futech-567	36	20	pre	pre	ADJ
futech-567	36	21	-	-	VERB
futech-567	36	22	processed	process	VERB
futech-567	36	23	and	and	CCONJ
futech-567	36	24	embedded	embed	VERB
futech-567	36	25	into	into	ADP
futech-567	36	26	a	a	DET
futech-567	36	27	unified	unified	ADJ
futech-567	36	28	representation	representation	NOUN
futech-567	36	29	space	space	NOUN
futech-567	36	30	.	.	PUNCT
futech-567	37	1	a	a	DET
futech-567	37	2	cross	cross	ADJ
futech-567	37	3	-	-	ADJ
futech-567	37	4	modal	modal	ADJ
futech-567	37	5	attention	attention	NOUN
futech-567	37	6	network	network	NOUN
futech-567	37	7	then	then	ADV
futech-567	37	8	fuses	fuse	VERB
futech-567	37	9	these	these	DET
futech-567	37	10	embeddings	embedding	NOUN
futech-567	37	11	,	,	PUNCT
futech-567	37	12	learning	learn	VERB
futech-567	37	13	interdependencies	interdependency	NOUN
futech-567	37	14	between	between	ADP
futech-567	37	15	modalities	modality	NOUN
futech-567	37	16	while	while	SCONJ
futech-567	37	17	preserving	preserve	VERB
futech-567	37	18	their	their	PRON
futech-567	37	19	unique	unique	ADJ
futech-567	37	20	characteristics	characteristic	NOUN
futech-567	37	21	.	.	PUNCT
futech-567	38	1	building	build	VERB
futech-567	38	2	on	on	ADP
futech-567	38	3	this	this	DET
futech-567	38	4	representation	representation	NOUN
futech-567	38	5	,	,	PUNCT
futech-567	38	6	a	a	DET
futech-567	38	7	reinforcement	reinforcement	NOUN
futech-567	38	8	learning	learn	VERB
futech-567	38	9	agent	agent	NOUN
futech-567	38	10	makes	make	VERB
futech-567	38	11	personalized	personalized	ADJ
futech-567	38	12	recommendations	recommendation	NOUN
futech-567	38	13	,	,	PUNCT
futech-567	38	14	balancing	balance	VERB
futech-567	38	15	nutritional	nutritional	ADJ
futech-567	38	16	goals	goal	NOUN
futech-567	38	17	,	,	PUNCT
futech-567	38	18	user	user	NOUN
futech-567	38	19	preferences	preference	NOUN
futech-567	38	20	,	,	PUNCT
futech-567	38	21	and	and	CCONJ
futech-567	38	22	contextual	contextual	ADJ
futech-567	38	23	constraints	constraint	NOUN
futech-567	38	24	such	such	ADJ
futech-567	38	25	as	as	ADP
futech-567	38	26	available	available	ADJ
futech-567	38	27	ingredients	ingredient	NOUN
futech-567	38	28	or	or	CCONJ
futech-567	38	29	appliance	appliance	NOUN
futech-567	38	30	conditions	condition	NOUN
futech-567	38	31	.	.	PUNCT
futech-567	39	1	to	to	PART
futech-567	39	2	validate	validate	VERB
futech-567	39	3	effectiveness	effectiveness	NOUN
futech-567	39	4	,	,	PUNCT
futech-567	39	5	the	the	DET
futech-567	39	6	framework	framework	NOUN
futech-567	39	7	is	be	AUX
futech-567	39	8	empirically	empirically	ADV
futech-567	39	9	evaluated	evaluate	VERB
futech-567	39	10	on	on	ADP
futech-567	39	11	multi	multi	ADJ
futech-567	39	12	-	-	NOUN
futech-567	39	13	source	source	NOUN
futech-567	39	14	datasets	dataset	NOUN
futech-567	39	15	against	against	ADP
futech-567	39	16	established	establish	VERB
futech-567	39	17	baselines	baseline	NOUN
futech-567	39	18	,	,	PUNCT
futech-567	39	19	with	with	ADP
futech-567	39	20	analyses	analysis	NOUN
futech-567	39	21	including	include	VERB
futech-567	39	22	convergence	convergence	NOUN
futech-567	39	23	performance	performance	NOUN
futech-567	39	24	,	,	PUNCT
futech-567	39	25	statistical	statistical	ADJ
futech-567	39	26	significance	significance	NOUN
futech-567	39	27	testing	testing	NOUN
futech-567	39	28	,	,	PUNCT
futech-567	39	29	ablation	ablation	NOUN
futech-567	39	30	studies	study	NOUN
futech-567	39	31	,	,	PUNCT
futech-567	39	32	and	and	CCONJ
futech-567	39	33	interpretability	interpretability	NOUN
futech-567	39	34	visualizations	visualization	NOUN
futech-567	39	35	.	.	PUNCT
futech-567	40	1	the	the	DET
futech-567	40	2	academic	academic	ADJ
futech-567	40	3	significance	significance	NOUN
futech-567	40	4	of	of	ADP
futech-567	40	5	this	this	DET
futech-567	40	6	research	research	NOUN
futech-567	40	7	lies	lie	VERB
futech-567	40	8	in	in	ADP
futech-567	40	9	advancing	advance	VERB
futech-567	40	10	multimodal	multimodal	ADJ
futech-567	40	11	learning	learning	NOUN
futech-567	40	12	by	by	ADP
futech-567	40	13	demonstrating	demonstrate	VERB
futech-567	40	14	how	how	SCONJ
futech-567	40	15	cross	cross	ADJ
futech-567	40	16	-	-	ADJ
futech-567	40	17	modal	modal	ADJ
futech-567	40	18	attention	attention	NOUN
futech-567	40	19	and	and	CCONJ
futech-567	40	20	context	context	NOUN
futech-567	40	21	-	-	PUNCT
futech-567	40	22	aware	aware	ADJ
futech-567	40	23	reinforcement	reinforcement	NOUN
futech-567	40	24	learning	learning	NOUN
futech-567	40	25	can	can	AUX
futech-567	40	26	be	be	AUX
futech-567	40	27	combined	combine	VERB
futech-567	40	28	in	in	ADP
futech-567	40	29	a	a	DET
futech-567	40	30	novel	novel	ADJ
futech-567	40	31	way	way	NOUN
futech-567	40	32	for	for	ADP
futech-567	40	33	complex	complex	ADJ
futech-567	40	34	domestic	domestic	ADJ
futech-567	40	35	environments	environment	NOUN
futech-567	40	36	.	.	PUNCT
futech-567	41	1	from	from	ADP
futech-567	41	2	a	a	DET
futech-567	41	3	practical	practical	ADJ
futech-567	41	4	standpoint	standpoint	NOUN
futech-567	41	5	,	,	PUNCT
futech-567	41	6	the	the	DET
futech-567	41	7	system	system	NOUN
futech-567	41	8	directly	directly	ADV
futech-567	41	9	contributes	contribute	VERB
futech-567	41	10	to	to	ADP
futech-567	41	11	promoting	promote	VERB
futech-567	41	12	healthier	healthy	ADJ
futech-567	41	13	eating	eating	NOUN
futech-567	41	14	habits	habit	NOUN
futech-567	41	15	,	,	PUNCT
futech-567	41	16	improving	improve	VERB
futech-567	41	17	energy	energy	NOUN
futech-567	41	18	efficiency	efficiency	NOUN
futech-567	41	19	,	,	PUNCT
futech-567	41	20	and	and	CCONJ
futech-567	41	21	ensuring	ensure	VERB
futech-567	41	22	safety	safety	NOUN
futech-567	41	23	in	in	ADP
futech-567	41	24	smart	smart	ADJ
futech-567	41	25	kitchens	kitchen	NOUN
futech-567	41	26	.	.	PUNCT
futech-567	42	1	the	the	DET
futech-567	42	2	findings	finding	NOUN
futech-567	42	3	have	have	VERB
futech-567	42	4	implications	implication	NOUN
futech-567	42	5	not	not	PART
futech-567	42	6	only	only	ADV
futech-567	42	7	for	for	ADP
futech-567	42	8	personalized	personalized	ADJ
futech-567	42	9	nutrition	nutrition	NOUN
futech-567	42	10	management	management	NOUN
futech-567	42	11	but	but	CCONJ
futech-567	42	12	also	also	ADV
futech-567	42	13	for	for	ADP
futech-567	42	14	broader	broad	ADJ
futech-567	42	15	domains	domain	NOUN
futech-567	42	16	such	such	ADJ
futech-567	42	17	as	as	ADP
futech-567	42	18	healthcare	healthcare	NOUN
futech-567	42	19	monitoring	monitoring	NOUN
futech-567	42	20	,	,	PUNCT
futech-567	42	21	sustainable	sustainable	ADJ
futech-567	42	22	consumption	consumption	NOUN
futech-567	42	23	,	,	PUNCT
futech-567	42	24	and	and	CCONJ
futech-567	42	25	human	human	ADJ
futech-567	42	26	–	–	PUNCT
futech-567	42	27	ai	ai	PROPN
futech-567	42	28	interaction	interaction	NOUN
futech-567	42	29	design	design	NOUN
futech-567	42	30	.	.	PUNCT
futech-567	43	1	ultimately	ultimately	ADV
futech-567	43	2	,	,	PUNCT
futech-567	43	3	this	this	DET
futech-567	43	4	work	work	NOUN
futech-567	43	5	aims	aim	VERB
futech-567	43	6	to	to	PART
futech-567	43	7	bridge	bridge	VERB
futech-567	43	8	the	the	DET
futech-567	43	9	gap	gap	NOUN
futech-567	43	10	between	between	ADP
futech-567	43	11	isolated	isolated	ADJ
futech-567	43	12	technological	technological	ADJ
futech-567	43	13	advances	advance	NOUN
futech-567	43	14	and	and	CCONJ
futech-567	43	15	holistic	holistic	ADJ
futech-567	43	16	,	,	PUNCT
futech-567	43	17	real	real	ADJ
futech-567	43	18	-	-	PUNCT
futech-567	43	19	world	world	NOUN
futech-567	43	20	intelligent	intelligent	ADJ
futech-567	43	21	kitchen	kitchen	NOUN
futech-567	43	22	ecosystems	ecosystem	NOUN
futech-567	43	23	.	.	PUNCT
futech-567	44	1	2	2	X
futech-567	44	2	.	.	X
futech-567	44	3	related	relate	VERB
futech-567	44	4	works	work	VERB
futech-567	44	5	2.1	2.1	NUM
futech-567	44	6	visionand	visionand	NOUN
futech-567	44	7	audio	audio	NOUN
futech-567	44	8	-	-	PUNCT
futech-567	44	9	based	base	VERB
futech-567	44	10	cooking	cooking	NOUN
futech-567	44	11	assistance	assistance	NOUN
futech-567	44	12	early	early	ADV
futech-567	44	13	advances	advance	NOUN
futech-567	44	14	in	in	ADP
futech-567	44	15	smart	smart	ADJ
futech-567	44	16	kitchens	kitchen	NOUN
futech-567	44	17	primarily	primarily	ADV
futech-567	44	18	relied	rely	VERB
futech-567	44	19	on	on	ADP
futech-567	44	20	vision	vision	NOUN
futech-567	44	21	and	and	CCONJ
futech-567	44	22	speech	speech	NOUN
futech-567	44	23	modalities	modality	NOUN
futech-567	44	24	to	to	PART
futech-567	44	25	assist	assist	VERB
futech-567	44	26	users	user	NOUN
futech-567	44	27	during	during	ADP
futech-567	44	28	cooking	cook	VERB
futech-567	44	29	.	.	PUNCT
futech-567	45	1	recent	recent	ADJ
futech-567	45	2	approaches	approach	NOUN
futech-567	45	3	in	in	ADP
futech-567	45	4	computer	computer	NOUN
futech-567	45	5	vision	vision	NOUN
futech-567	45	6	have	have	AUX
futech-567	45	7	employed	employ	VERB
futech-567	45	8	convolutional	convolutional	ADJ
futech-567	45	9	and	and	CCONJ
futech-567	45	10	transformer	transformer	NOUN
futech-567	45	11	-	-	PUNCT
futech-567	45	12	based	base	VERB
futech-567	45	13	networks	network	NOUN
futech-567	45	14	for	for	ADP
futech-567	45	15	ingredient	ingredient	NOUN
futech-567	45	16	recognition	recognition	NOUN
futech-567	45	17	,	,	PUNCT
futech-567	45	18	step	step	NOUN
futech-567	45	19	segmentation	segmentation	NOUN
futech-567	45	20	,	,	PUNCT
futech-567	45	21	and	and	CCONJ
futech-567	45	22	cooking	cooking	NOUN
futech-567	45	23	activity	activity	NOUN
futech-567	45	24	detection	detection	NOUN
futech-567	45	25	[	[	X
futech-567	45	26	7	7	NUM
futech-567	45	27	]	]	PUNCT
futech-567	45	28	.	.	PUNCT
futech-567	46	1	studies	study	NOUN
futech-567	46	2	have	have	AUX
futech-567	46	3	shown	show	VERB
futech-567	46	4	that	that	SCONJ
futech-567	46	5	transformerbased	transformerbase	VERB
futech-567	46	6	temporal	temporal	ADJ
futech-567	46	7	attention	attention	NOUN
futech-567	46	8	models	model	NOUN
futech-567	46	9	outperform	outperform	VERB
futech-567	46	10	conventional	conventional	ADJ
futech-567	46	11	cnns	cnn	NOUN
futech-567	46	12	in	in	ADP
futech-567	46	13	recognizing	recognize	VERB
futech-567	46	14	fine	fine	ADV
futech-567	46	15	-	-	PUNCT
futech-567	46	16	grained	grain	VERB
futech-567	46	17	cooking	cooking	NOUN
futech-567	46	18	actions	action	NOUN
futech-567	46	19	from	from	ADP
futech-567	46	20	instructional	instructional	ADJ
futech-567	46	21	videos	video	NOUN
futech-567	46	22	,	,	PUNCT
futech-567	46	23	improving	improve	VERB
futech-567	46	24	task	task	NOUN
futech-567	46	25	accuracy	accuracy	NOUN
futech-567	46	26	by	by	ADP
futech-567	46	27	more	more	ADJ
futech-567	46	28	than	than	ADP
futech-567	46	29	10	10	NUM
futech-567	46	30	%	%	NOUN
futech-567	46	31	[	[	X
futech-567	46	32	8	8	NUM
futech-567	46	33	]	]	PUNCT
futech-567	46	34	.	.	PUNCT
futech-567	47	1	similarly	similarly	ADV
futech-567	47	2	,	,	PUNCT
futech-567	47	3	multimodal	multimodal	NOUN
futech-567	47	4	recipe	recipe	NOUN
futech-567	47	5	navigation	navigation	NOUN
futech-567	47	6	systems	system	NOUN
futech-567	47	7	have	have	VERB
futech-567	47	8	leveraged	leverage	VERB
futech-567	47	9	automatic	automatic	ADJ
futech-567	47	10	speech	speech	NOUN
futech-567	47	11	recognition	recognition	NOUN
futech-567	47	12	(	(	PUNCT
futech-567	47	13	asr	asr	NOUN
futech-567	47	14	)	)	PUNCT
futech-567	47	15	to	to	PART
futech-567	47	16	enable	enable	VERB
futech-567	47	17	hands	hand	NOUN
futech-567	47	18	-	-	PUNCT
futech-567	47	19	free	free	ADJ
futech-567	47	20	interaction	interaction	NOUN
futech-567	47	21	,	,	PUNCT
futech-567	47	22	which	which	PRON
futech-567	47	23	has	have	AUX
futech-567	47	24	been	be	AUX
futech-567	47	25	shown	show	VERB
futech-567	47	26	to	to	PART
futech-567	47	27	enhance	enhance	VERB
futech-567	47	28	user	user	NOUN
futech-567	47	29	engagement	engagement	NOUN
futech-567	47	30	but	but	CCONJ
futech-567	47	31	often	often	ADV
futech-567	47	32	degrades	degrade	VERB
futech-567	47	33	in	in	ADP
futech-567	47	34	noisy	noisy	ADJ
futech-567	47	35	kitchen	kitchen	NOUN
futech-567	47	36	environments	environment	NOUN
futech-567	48	1	[	[	X
futech-567	48	2	9	9	NUM
futech-567	48	3	]	]	PUNCT
futech-567	48	4	.	.	PUNCT
futech-567	49	1	the	the	DET
futech-567	49	2	strength	strength	NOUN
futech-567	49	3	of	of	ADP
futech-567	49	4	these	these	DET
futech-567	49	5	methods	method	NOUN
futech-567	49	6	lies	lie	VERB
futech-567	49	7	in	in	ADP
futech-567	49	8	their	their	PRON
futech-567	49	9	intuitive	intuitive	ADJ
futech-567	49	10	interaction	interaction	NOUN
futech-567	49	11	design	design	NOUN
futech-567	49	12	,	,	PUNCT
futech-567	49	13	but	but	CCONJ
futech-567	49	14	their	their	PRON
futech-567	49	15	reliance	reliance	NOUN
futech-567	49	16	on	on	ADP
futech-567	49	17	unimodal	unimodal	ADJ
futech-567	49	18	signals	signal	NOUN
futech-567	49	19	makes	make	VERB
futech-567	49	20	them	they	PRON
futech-567	49	21	vulnerable	vulnerable	ADJ
futech-567	49	22	to	to	ADP
futech-567	49	23	occlusion	occlusion	NOUN
futech-567	49	24	,	,	PUNCT
futech-567	49	25	background	background	NOUN
futech-567	49	26	noise	noise	NOUN
futech-567	49	27	,	,	PUNCT
futech-567	49	28	and	and	CCONJ
futech-567	49	29	data	datum	NOUN
futech-567	49	30	sparsity	sparsity	NOUN
futech-567	49	31	.	.	PUNCT
futech-567	50	1	this	this	DET
futech-567	50	2	limitation	limitation	NOUN
futech-567	50	3	highlights	highlight	VERB
futech-567	50	4	the	the	DET
futech-567	50	5	need	need	NOUN
futech-567	50	6	for	for	ADP
futech-567	50	7	fusion	fusion	NOUN
futech-567	50	8	mechanisms	mechanism	NOUN
futech-567	50	9	that	that	PRON
futech-567	50	10	can	can	AUX
futech-567	50	11	integrate	integrate	VERB
futech-567	50	12	complementary	complementary	ADJ
futech-567	50	13	modalities	modality	NOUN
futech-567	50	14	.	.	PUNCT
futech-567	51	1	the	the	DET
futech-567	51	2	proposed	propose	VERB
futech-567	51	3	framework	framework	NOUN
futech-567	51	4	builds	build	VERB
futech-567	51	5	on	on	ADP
futech-567	51	6	these	these	DET
futech-567	51	7	insights	insight	NOUN
futech-567	51	8	by	by	ADP
futech-567	51	9	aligning	align	VERB
futech-567	51	10	audio	audio	ADJ
futech-567	51	11	-	-	ADJ
futech-567	51	12	visual	visual	ADJ
futech-567	51	13	data	datum	NOUN
futech-567	51	14	with	with	ADP
futech-567	51	15	iot	iot	ADJ
futech-567	51	16	signals	signal	NOUN
futech-567	51	17	,	,	PUNCT
futech-567	51	18	ensuring	ensure	VERB
futech-567	51	19	robust	robust	ADJ
futech-567	51	20	performance	performance	NOUN
futech-567	51	21	under	under	ADP
futech-567	51	22	real	real	ADJ
futech-567	51	23	-	-	PUNCT
futech-567	51	24	world	world	NOUN
futech-567	51	25	conditions	condition	NOUN
futech-567	51	26	.	.	PUNCT
futech-567	52	1	while	while	SCONJ
futech-567	52	2	other	other	ADJ
futech-567	52	3	studies	study	NOUN
futech-567	52	4	focus	focus	VERB
futech-567	52	5	on	on	ADP
futech-567	52	6	integrating	integrate	VERB
futech-567	52	7	specific	specific	ADJ
futech-567	52	8	modal	modal	ADJ
futech-567	52	9	data	datum	NOUN
futech-567	52	10	,	,	PUNCT
futech-567	52	11	our	our	PRON
futech-567	52	12	approach	approach	NOUN
futech-567	52	13	provides	provide	VERB
futech-567	52	14	a	a	DET
futech-567	52	15	comprehensive	comprehensive	ADJ
futech-567	52	16	fusion	fusion	NOUN
futech-567	52	17	of	of	ADP
futech-567	52	18	vision	vision	NOUN
futech-567	52	19	,	,	PUNCT
futech-567	52	20	audio	audio	NOUN
futech-567	52	21	,	,	PUNCT
futech-567	52	22	and	and	CCONJ
futech-567	52	23	iot	iot	NOUN
futech-567	52	24	,	,	PUNCT
futech-567	52	25	setting	set	VERB
futech-567	52	26	it	it	PRON
futech-567	52	27	apart	apart	ADV
futech-567	52	28	from	from	ADP
futech-567	52	29	traditional	traditional	ADJ
futech-567	52	30	systems	system	NOUN
futech-567	52	31	.	.	PUNCT
futech-567	53	1	2.2	2.2	NUM
futech-567	53	2	iot	iot	NOUN
futech-567	53	3	sensor	sensor	NOUN
futech-567	53	4	networks	network	NOUN
futech-567	53	5	in	in	ADP
futech-567	53	6	smart	smart	ADJ
futech-567	53	7	kitchens	kitchen	NOUN
futech-567	53	8	another	another	DET
futech-567	53	9	research	research	NOUN
futech-567	53	10	trajectory	trajectory	NOUN
futech-567	53	11	has	have	AUX
futech-567	53	12	focused	focus	VERB
futech-567	53	13	on	on	ADP
futech-567	53	14	iot	iot	ADJ
futech-567	53	15	-	-	PUNCT
futech-567	53	16	enabled	enable	VERB
futech-567	53	17	sensor	sensor	NOUN
futech-567	53	18	networks	network	NOUN
futech-567	53	19	,	,	PUNCT
futech-567	53	20	which	which	PRON
futech-567	53	21	monitor	monitor	VERB
futech-567	53	22	appliance	appliance	NOUN
futech-567	53	23	states	state	NOUN
futech-567	53	24	,	,	PUNCT
futech-567	53	25	energy	energy	NOUN
futech-567	53	26	consumption	consumption	NOUN
futech-567	53	27	,	,	PUNCT
futech-567	53	28	and	and	CCONJ
futech-567	53	29	environmental	environmental	ADJ
futech-567	53	30	conditions	condition	NOUN
futech-567	53	31	such	such	ADJ
futech-567	53	32	as	as	ADP
futech-567	53	33	temperature	temperature	NOUN
futech-567	53	34	or	or	CCONJ
futech-567	53	35	humidity	humidity	NOUN
futech-567	53	36	.	.	PUNCT
futech-567	54	1	iot	iot	PROPN
futech-567	54	2	-	-	PUNCT
futech-567	54	3	based	base	VERB
futech-567	54	4	anomaly	anomaly	NOUN
futech-567	54	5	detection	detection	NOUN
futech-567	54	6	systems	system	NOUN
futech-567	54	7	have	have	AUX
futech-567	54	8	achieved	achieve	VERB
futech-567	54	9	high	high	ADJ
futech-567	54	10	precision	precision	NOUN
futech-567	54	11	in	in	ADP
futech-567	54	12	identifying	identify	VERB
futech-567	54	13	hazardous	hazardous	ADJ
futech-567	54	14	events	event	NOUN
futech-567	54	15	such	such	ADJ
futech-567	54	16	as	as	ADP
futech-567	54	17	stove	stove	NOUN
futech-567	54	18	overuse	overuse	NOUN
futech-567	54	19	,	,	PUNCT
futech-567	54	20	yet	yet	ADV
futech-567	54	21	have	have	AUX
futech-567	54	22	often	often	ADV
futech-567	54	23	failed	fail	VERB
futech-567	54	24	to	to	PART
futech-567	54	25	incorporate	incorporate	VERB
futech-567	54	26	user	user	NOUN
futech-567	54	27	dietary	dietary	ADJ
futech-567	54	28	context	context	NOUN
futech-567	55	1	[	[	X
futech-567	55	2	10	10	NUM
futech-567	55	3	]	]	PUNCT
futech-567	55	4	.	.	PUNCT
futech-567	56	1	similarly	similarly	ADV
futech-567	56	2	,	,	PUNCT
futech-567	56	3	lightweight	lightweight	ADJ
futech-567	56	4	edge	edge	NOUN
futech-567	56	5	-	-	PUNCT
futech-567	56	6	computing	compute	VERB
futech-567	56	7	frameworks	framework	NOUN
futech-567	56	8	that	that	PRON
futech-567	56	9	integrate	integrate	VERB
futech-567	56	10	appliance	appliance	NOUN
futech-567	56	11	logs	log	NOUN
futech-567	56	12	for	for	ADP
futech-567	56	13	energy	energy	NOUN
futech-567	56	14	optimization	optimization	NOUN
futech-567	56	15	have	have	AUX
futech-567	56	16	shown	show	VERB
futech-567	56	17	promising	promising	ADJ
futech-567	56	18	reductions	reduction	NOUN
futech-567	56	19	in	in	ADP
futech-567	56	20	energy	energy	NOUN
futech-567	56	21	usage	usage	NOUN
futech-567	56	22	but	but	CCONJ
futech-567	56	23	offered	offer	VERB
futech-567	56	24	limited	limited	ADJ
futech-567	56	25	adaptability	adaptability	NOUN
futech-567	56	26	to	to	ADP
futech-567	56	27	user	user	NOUN
futech-567	56	28	-	-	PUNCT
futech-567	56	29	specific	specific	ADJ
futech-567	56	30	needs	need	NOUN
futech-567	56	31	[	[	X
futech-567	56	32	11	11	NUM
futech-567	56	33	]	]	PUNCT
futech-567	56	34	.	.	PUNCT
futech-567	57	1	these	these	DET
futech-567	57	2	studies	study	NOUN
futech-567	57	3	underscore	underscore	VERB
futech-567	57	4	the	the	DET
futech-567	57	5	reliability	reliability	NOUN
futech-567	57	6	and	and	CCONJ
futech-567	57	7	granularity	granularity	NOUN
futech-567	57	8	of	of	ADP
futech-567	57	9	iot	iot	PROPN
futech-567	57	10	data	datum	NOUN
futech-567	57	11	but	but	CCONJ
futech-567	57	12	also	also	ADV
futech-567	57	13	reveal	reveal	VERB
futech-567	57	14	a	a	DET
futech-567	57	15	lack	lack	NOUN
futech-567	57	16	of	of	ADP
futech-567	57	17	semantic	semantic	ADJ
futech-567	57	18	integration	integration	NOUN
futech-567	57	19	with	with	ADP
futech-567	57	20	user	user	NOUN
futech-567	57	21	preferences	preference	NOUN
futech-567	57	22	or	or	CCONJ
futech-567	57	23	contextual	contextual	ADJ
futech-567	57	24	awareness	awareness	NOUN
futech-567	57	25	[	[	X
futech-567	57	26	12	12	NUM
futech-567	57	27	]	]	PUNCT
futech-567	57	28	.	.	PUNCT
futech-567	58	1	the	the	DET
futech-567	58	2	present	present	ADJ
futech-567	58	3	work	work	NOUN
futech-567	58	4	addresses	address	NOUN
futech-567	58	5	this	this	DET
futech-567	58	6	gap	gap	NOUN
futech-567	58	7	by	by	ADP
futech-567	58	8	employing	employ	VERB
futech-567	58	9	a	a	DET
futech-567	58	10	graph	graph	NOUN
futech-567	58	11	-	-	PUNCT
futech-567	58	12	based	base	VERB
futech-567	58	13	sensor	sensor	NOUN
futech-567	58	14	fusion	fusion	NOUN
futech-567	58	15	mechanism	mechanism	NOUN
futech-567	58	16	coupled	couple	VERB
futech-567	58	17	with	with	ADP
futech-567	58	18	reinforcement	reinforcement	NOUN
futech-567	58	19	learning	learning	NOUN
futech-567	58	20	,	,	PUNCT
futech-567	58	21	thereby	thereby	ADV
futech-567	58	22	extending	extend	VERB
futech-567	58	23	beyond	beyond	ADP
futech-567	58	24	reactive	reactive	ADJ
futech-567	58	25	monitoring	monitoring	NOUN
futech-567	58	26	to	to	ADP
futech-567	58	27	proactive	proactive	ADJ
futech-567	58	28	,	,	PUNCT
futech-567	58	29	user	user	NOUN
futech-567	58	30	-	-	PUNCT
futech-567	58	31	centered	center	VERB
futech-567	58	32	adaptation	adaptation	NOUN
futech-567	58	33	.	.	PUNCT
futech-567	59	1	by	by	ADP
futech-567	59	2	fusing	fuse	VERB
futech-567	59	3	real	real	ADJ
futech-567	59	4	-	-	PUNCT
futech-567	59	5	time	time	NOUN
futech-567	59	6	iot	iot	PROPN
futech-567	59	7	data	datum	NOUN
futech-567	59	8	with	with	ADP
futech-567	59	9	dynamic	dynamic	ADJ
futech-567	59	10	user	user	NOUN
futech-567	59	11	preferences	preference	NOUN
futech-567	59	12	,	,	PUNCT
futech-567	59	13	our	our	PRON
futech-567	59	14	method	method	NOUN
futech-567	59	15	transcends	transcend	VERB
futech-567	59	16	the	the	DET
futech-567	59	17	limitations	limitation	NOUN
futech-567	59	18	of	of	ADP
futech-567	59	19	traditional	traditional	ADJ
futech-567	59	20	iot	iot	NOUN
futech-567	59	21	systems	system	NOUN
futech-567	59	22	,	,	PUNCT
futech-567	59	23	offering	offer	VERB
futech-567	59	24	context	context	NOUN
futech-567	59	25	-	-	PUNCT
futech-567	59	26	aware	aware	ADJ
futech-567	59	27	,	,	PUNCT
futech-567	59	28	personalized	personalized	ADJ
futech-567	59	29	responses	response	NOUN
futech-567	59	30	.	.	PUNCT
futech-567	60	1	2.3	2.3	NUM
futech-567	60	2	personalized	personalize	VERB
futech-567	60	3	recommendation	recommendation	NOUN
futech-567	60	4	systems	system	NOUN
futech-567	60	5	in	in	ADP
futech-567	60	6	food	food	NOUN
futech-567	60	7	and	and	CCONJ
futech-567	60	8	health	health	NOUN
futech-567	60	9	a	a	DET
futech-567	60	10	third	third	ADJ
futech-567	60	11	line	line	NOUN
futech-567	60	12	of	of	ADP
futech-567	60	13	research	research	NOUN
futech-567	60	14	centers	center	NOUN
futech-567	60	15	on	on	ADP
futech-567	60	16	recommendation	recommendation	NOUN
futech-567	60	17	systems	system	NOUN
futech-567	60	18	for	for	ADP
futech-567	60	19	food	food	NOUN
futech-567	60	20	and	and	CCONJ
futech-567	60	21	nutrition	nutrition	NOUN
futech-567	60	22	management	management	NOUN
futech-567	60	23	.	.	PUNCT
futech-567	61	1	collaborative	collaborative	ADJ
futech-567	61	2	filtering	filtering	NOUN
futech-567	61	3	and	and	CCONJ
futech-567	61	4	deep	deep	ADJ
futech-567	61	5	neural	neural	ADJ
futech-567	61	6	architectures	architecture	NOUN
futech-567	61	7	have	have	AUX
futech-567	61	8	been	be	AUX
futech-567	61	9	applied	apply	VERB
futech-567	61	10	to	to	PART
futech-567	61	11	suggest	suggest	VERB
futech-567	61	12	meals	meal	NOUN
futech-567	61	13	based	base	VERB
futech-567	61	14	on	on	ADP
futech-567	61	15	dietary	dietary	ADJ
futech-567	61	16	preferences	preference	NOUN
futech-567	61	17	,	,	PUNCT
futech-567	61	18	health	health	NOUN
futech-567	61	19	indicators	indicator	NOUN
futech-567	61	20	,	,	PUNCT
futech-567	61	21	or	or	CCONJ
futech-567	61	22	consumption	consumption	NOUN
futech-567	61	23	history	history	NOUN
futech-567	62	1	[	[	X
futech-567	62	2	13	13	NUM
futech-567	62	3	]	]	PUNCT
futech-567	62	4	.	.	PUNCT
futech-567	63	1	graph	graph	VERB
futech-567	63	2	neural	neural	ADJ
futech-567	63	3	network	network	NOUN
futech-567	63	4	–	–	PUNCT
futech-567	63	5	based	base	VERB
futech-567	63	6	recommenders	recommender	NOUN
futech-567	63	7	have	have	AUX
futech-567	63	8	been	be	AUX
futech-567	63	9	demonstrated	demonstrate	VERB
futech-567	63	10	to	to	PART
futech-567	63	11	capture	capture	VERB
futech-567	63	12	useringredient	useringredient	NOUN
futech-567	63	13	relations	relation	NOUN
futech-567	63	14	effectively	effectively	ADV
futech-567	63	15	,	,	PUNCT
futech-567	63	16	significantly	significantly	ADV
futech-567	63	17	improving	improve	VERB
futech-567	63	18	diversity	diversity	NOUN
futech-567	63	19	in	in	ADP
futech-567	63	20	meal	meal	NOUN
futech-567	63	21	plans	plan	NOUN
futech-567	63	22	[	[	X
futech-567	63	23	14	14	NUM
futech-567	63	24	]	]	PUNCT
futech-567	63	25	.	.	PUNCT
futech-567	64	1	other	other	ADJ
futech-567	64	2	hybrid	hybrid	ADJ
futech-567	64	3	models	model	NOUN
futech-567	64	4	combining	combine	VERB
futech-567	64	5	nutritional	nutritional	ADJ
futech-567	64	6	databases	database	NOUN
futech-567	64	7	with	with	ADP
futech-567	64	8	user	user	NOUN
futech-567	64	9	surveys	survey	NOUN
futech-567	64	10	have	have	AUX
futech-567	64	11	achieved	achieve	VERB
futech-567	64	12	strong	strong	ADJ
futech-567	64	13	personalization	personalization	NOUN
futech-567	64	14	but	but	CCONJ
futech-567	64	15	limited	limited	ADJ
futech-567	64	16	scalability	scalability	NOUN
futech-567	64	17	due	due	ADP
futech-567	64	18	to	to	ADP
futech-567	64	19	reliance	reliance	NOUN
futech-567	64	20	on	on	ADP
futech-567	64	21	explicit	explicit	ADJ
futech-567	64	22	input	input	NOUN
futech-567	64	23	.	.	PUNCT
futech-567	65	1	while	while	SCONJ
futech-567	65	2	these	these	DET
futech-567	65	3	works	work	VERB
futech-567	65	4	successfully	successfully	ADV
futech-567	65	5	advance	advance	VERB
futech-567	65	6	personalized	personalized	ADJ
futech-567	65	7	dietary	dietary	ADJ
futech-567	65	8	guidance	guidance	NOUN
futech-567	65	9	,	,	PUNCT
futech-567	65	10	most	most	ADJ
futech-567	65	11	models	model	NOUN
futech-567	65	12	remain	remain	VERB
futech-567	65	13	static	static	ADJ
futech-567	65	14	,	,	PUNCT
futech-567	65	15	lacking	lack	VERB
futech-567	65	16	the	the	DET
futech-567	65	17	ability	ability	NOUN
futech-567	65	18	to	to	PART
futech-567	65	19	adjust	adjust	VERB
futech-567	65	20	in	in	ADP
futech-567	65	21	real	real	ADJ
futech-567	65	22	time	time	NOUN
futech-567	65	23	to	to	ADP
futech-567	65	24	changes	change	NOUN
futech-567	65	25	in	in	ADP
futech-567	65	26	context	context	NOUN
futech-567	65	27	such	such	ADJ
futech-567	65	28	as	as	ADP
futech-567	65	29	available	available	ADJ
futech-567	65	30	ingredients	ingredient	NOUN
futech-567	65	31	,	,	PUNCT
futech-567	65	32	appliance	appliance	NOUN
futech-567	65	33	failures	failure	NOUN
futech-567	65	34	,	,	PUNCT
futech-567	65	35	or	or	CCONJ
futech-567	65	36	environmental	environmental	ADJ
futech-567	65	37	constraints	constraint	NOUN
futech-567	65	38	.	.	PUNCT
futech-567	66	1	the	the	DET
futech-567	66	2	proposed	propose	VERB
futech-567	66	3	framework	framework	NOUN
futech-567	66	4	directly	directly	ADV
futech-567	66	5	tackles	tackle	VERB
futech-567	66	6	this	this	DET
futech-567	66	7	challenge	challenge	NOUN
futech-567	66	8	by	by	ADP
futech-567	66	9	integrating	integrate	VERB
futech-567	66	10	reinforcement	reinforcement	NOUN
futech-567	66	11	learning	learning	NOUN
futech-567	66	12	with	with	ADP
futech-567	66	13	multimodal	multimodal	ADJ
futech-567	66	14	embeddings	embedding	NOUN
futech-567	66	15	,	,	PUNCT
futech-567	66	16	enabling	enable	VERB
futech-567	66	17	continuous	continuous	ADJ
futech-567	66	18	adaptation	adaptation	NOUN
futech-567	66	19	of	of	ADP
futech-567	66	20	recommendations	recommendation	NOUN
futech-567	66	21	in	in	ADP
futech-567	66	22	dynamic	dynamic	ADJ
futech-567	66	23	kitchen	kitchen	NOUN
futech-567	66	24	environments	environment	NOUN
futech-567	66	25	.	.	PUNCT
futech-567	67	1	our	our	PRON
futech-567	67	2	approach	approach	NOUN
futech-567	67	3	goes	go	VERB
futech-567	67	4	further	far	ADV
futech-567	67	5	by	by	ADP
futech-567	67	6	continuously	continuously	ADV
futech-567	67	7	adapting	adapt	VERB
futech-567	67	8	recommendations	recommendation	NOUN
futech-567	67	9	based	base	VERB
futech-567	67	10	on	on	ADP
futech-567	67	11	a	a	DET
futech-567	67	12	dynamic	dynamic	ADJ
futech-567	67	13	,	,	PUNCT
futech-567	67	14	multimodal	multimodal	ADJ
futech-567	67	15	fusion	fusion	NOUN
futech-567	67	16	of	of	ADP
futech-567	67	17	sensory	sensory	ADJ
futech-567	67	18	inputs	input	NOUN
futech-567	67	19	and	and	CCONJ
futech-567	67	20	evolving	evolve	VERB
futech-567	67	21	user	user	NOUN
futech-567	67	22	needs	need	NOUN
futech-567	67	23	.	.	PUNCT
futech-567	68	1	2.4	2.4	NUM
futech-567	68	2	comparative	comparative	ADJ
futech-567	68	3	analysis	analysis	NOUN
futech-567	68	4	the	the	DET
futech-567	68	5	reviewed	review	VERB
futech-567	68	6	literature	literature	NOUN
futech-567	68	7	demonstrates	demonstrate	VERB
futech-567	68	8	clear	clear	ADJ
futech-567	68	9	progress	progress	NOUN
futech-567	68	10	across	across	ADP
futech-567	68	11	isolated	isolated	ADJ
futech-567	68	12	modalities	modality	NOUN
futech-567	68	13	but	but	CCONJ
futech-567	68	14	exposes	expose	VERB
futech-567	68	15	persistent	persistent	ADJ
futech-567	68	16	fragmentation	fragmentation	NOUN
futech-567	68	17	.	.	PUNCT
futech-567	69	1	visionand	visionand	NOUN
futech-567	69	2	speech	speech	NOUN
futech-567	69	3	-	-	PUNCT
futech-567	69	4	based	base	VERB
futech-567	69	5	systems	system	NOUN
futech-567	69	6	offer	offer	VERB
futech-567	69	7	natural	natural	ADJ
futech-567	69	8	interaction	interaction	NOUN
futech-567	69	9	yet	yet	CCONJ
futech-567	69	10	lack	lack	VERB
futech-567	69	11	robustness	robustness	NOUN
futech-567	69	12	;	;	PUNCT
futech-567	69	13	iot	iot	ADJ
futech-567	69	14	sensor	sensor	NOUN
futech-567	69	15	systems	system	NOUN
futech-567	69	16	excel	excel	VERB
futech-567	69	17	at	at	ADP
futech-567	69	18	monitoring	monitoring	NOUN
futech-567	69	19	but	but	CCONJ
futech-567	69	20	are	be	AUX
futech-567	69	21	semantically	semantically	ADV
futech-567	69	22	narrow	narrow	ADJ
futech-567	69	23	;	;	PUNCT
futech-567	69	24	and	and	CCONJ
futech-567	69	25	personalized	personalized	ADJ
futech-567	69	26	recommenders	recommender	NOUN
futech-567	69	27	provide	provide	VERB
futech-567	69	28	user	user	NOUN
futech-567	69	29	-	-	PUNCT
futech-567	69	30	centered	center	VERB
futech-567	69	31	insights	insight	NOUN
futech-567	69	32	but	but	CCONJ
futech-567	69	33	are	be	AUX
futech-567	69	34	contextually	contextually	ADV
futech-567	69	35	static	static	ADJ
futech-567	70	1	[	[	X
futech-567	70	2	15	15	NUM
futech-567	70	3	]	]	PUNCT
futech-567	70	4	.	.	PUNCT
futech-567	71	1	by	by	ADP
futech-567	71	2	synthesizing	synthesize	VERB
futech-567	71	3	these	these	DET
futech-567	71	4	strands	strand	NOUN
futech-567	71	5	,	,	PUNCT
futech-567	71	6	our	our	PRON
futech-567	71	7	proposed	propose	VERB
futech-567	71	8	framework	framework	NOUN
futech-567	71	9	achieves	achieve	VERB
futech-567	71	10	multimodal	multimodal	ADJ
futech-567	71	11	integration	integration	NOUN
futech-567	71	12	with	with	ADP
futech-567	71	13	context	context	NOUN
futech-567	71	14	-	-	PUNCT
futech-567	71	15	aware	aware	ADJ
futech-567	71	16	adaptability	adaptability	NOUN
futech-567	71	17	,	,	PUNCT
futech-567	71	18	thereby	thereby	ADV
futech-567	71	19	bridging	bridge	VERB
futech-567	71	20	the	the	DET
futech-567	71	21	gap	gap	NOUN
futech-567	71	22	between	between	ADP
futech-567	71	23	task	task	NOUN
futech-567	71	24	-	-	PUNCT
futech-567	71	25	specific	specific	ADJ
futech-567	71	26	prototypes	prototype	NOUN
futech-567	71	27	and	and	CCONJ
futech-567	71	28	holistic	holistic	ADJ
futech-567	71	29	smart	smart	ADJ
futech-567	71	30	kitchen	kitchen	NOUN
futech-567	71	31	ecosystems	ecosystem	NOUN
futech-567	71	32	.	.	PUNCT
futech-567	72	1	unlike	unlike	ADP
futech-567	72	2	traditional	traditional	ADJ
futech-567	72	3	systems	system	NOUN
futech-567	72	4	that	that	PRON
futech-567	72	5	operate	operate	VERB
futech-567	72	6	within	within	ADP
futech-567	72	7	fixed	fix	VERB
futech-567	72	8	,	,	PUNCT
futech-567	72	9	unimodal	unimodal	ADJ
futech-567	72	10	contexts	contexts	NOUN
futech-567	72	11	,	,	PUNCT
futech-567	72	12	our	our	PRON
futech-567	72	13	approach	approach	NOUN
futech-567	72	14	adapts	adapt	VERB
futech-567	72	15	to	to	ADP
futech-567	72	16	multiple	multiple	ADJ
futech-567	72	17	jiaying	jiaying	PROPN
futech-567	72	18	li	li	PROPN
futech-567	72	19	&	&	CCONJ
futech-567	72	20	jinho	jinho	PROPN
futech-567	72	21	yim	yim	PROPN
futech-567	72	22	/	/	SYM
futech-567	72	23	future	future	ADJ
futech-567	72	24	technology	technology	NOUN
futech-567	72	25	february	february	PROPN
futech-567	72	26	2026|	2026|	NUM
futech-567	72	27	volume	volume	NOUN
futech-567	72	28	05	05	NUM
futech-567	73	1	|	|	ADV
futech-567	73	2	issue	issue	NOUN
futech-567	73	3	01	01	NUM
futech-567	74	1	|	|	ADV
futech-567	74	2	pages	page	NOUN
futech-567	74	3	84	84	NUM
futech-567	74	4	-	-	SYM
futech-567	74	5	92	92	NUM
futech-567	74	6	86	86	NUM
futech-567	74	7	real	real	ADJ
futech-567	74	8	-	-	PUNCT
futech-567	74	9	time	time	NOUN
futech-567	74	10	sensory	sensory	ADJ
futech-567	74	11	inputs	input	NOUN
futech-567	74	12	,	,	PUNCT
futech-567	74	13	making	make	VERB
futech-567	74	14	it	it	PRON
futech-567	74	15	more	more	ADV
futech-567	74	16	flexible	flexible	ADJ
futech-567	74	17	and	and	CCONJ
futech-567	74	18	robust	robust	ADJ
futech-567	74	19	in	in	ADP
futech-567	74	20	dynamic	dynamic	ADJ
futech-567	74	21	environments	environment	NOUN
futech-567	74	22	.	.	PUNCT
futech-567	75	1	a	a	DET
futech-567	75	2	comparative	comparative	ADJ
futech-567	75	3	summary	summary	NOUN
futech-567	75	4	of	of	ADP
futech-567	75	5	these	these	DET
futech-567	75	6	representative	representative	ADJ
futech-567	75	7	studies	study	NOUN
futech-567	75	8	is	be	AUX
futech-567	75	9	provided	provide	VERB
futech-567	75	10	in	in	ADP
futech-567	75	11	table	table	NOUN
futech-567	75	12	1	1	NUM
futech-567	75	13	,	,	PUNCT
futech-567	75	14	which	which	PRON
futech-567	75	15	highlights	highlight	VERB
futech-567	75	16	how	how	SCONJ
futech-567	75	17	our	our	PRON
futech-567	75	18	framework	framework	NOUN
futech-567	75	19	differs	differ	VERB
futech-567	75	20	from	from	ADP
futech-567	75	21	previous	previous	ADJ
futech-567	75	22	approaches	approach	NOUN
futech-567	75	23	.	.	PUNCT
futech-567	76	1	3	3	X
futech-567	76	2	.	.	X
futech-567	76	3	methodology	methodology	NOUN
futech-567	76	4	the	the	DET
futech-567	76	5	proposed	propose	VERB
futech-567	76	6	framework	framework	NOUN
futech-567	76	7	for	for	ADP
futech-567	76	8	multimodal	multimodal	NOUN
futech-567	76	9	fusion	fusion	NOUN
futech-567	76	10	and	and	CCONJ
futech-567	76	11	context	context	NOUN
futech-567	76	12	-	-	PUNCT
futech-567	76	13	aware	aware	ADJ
futech-567	76	14	recommendation	recommendation	NOUN
futech-567	76	15	in	in	ADP
futech-567	76	16	smart	smart	ADJ
futech-567	76	17	kitchens	kitchen	NOUN
futech-567	76	18	integrates	integrate	VERB
futech-567	76	19	visual	visual	ADJ
futech-567	76	20	,	,	PUNCT
futech-567	76	21	auditory	auditory	ADJ
futech-567	76	22	,	,	PUNCT
futech-567	76	23	and	and	CCONJ
futech-567	76	24	iot	iot	PROPN
futech-567	76	25	sensor	sensor	NOUN
futech-567	76	26	data	datum	NOUN
futech-567	76	27	through	through	ADP
futech-567	76	28	cross	cross	ADJ
futech-567	76	29	-	-	ADJ
futech-567	76	30	modal	modal	ADJ
futech-567	76	31	attention	attention	NOUN
futech-567	76	32	,	,	PUNCT
futech-567	76	33	graph	graph	NOUN
futech-567	76	34	-	-	PUNCT
futech-567	76	35	based	base	VERB
futech-567	76	36	fusion	fusion	NOUN
futech-567	76	37	,	,	PUNCT
futech-567	76	38	and	and	CCONJ
futech-567	76	39	reinforcement	reinforcement	NOUN
futech-567	76	40	learning	learning	NOUN
futech-567	76	41	modules	module	NOUN
futech-567	76	42	.	.	PUNCT
futech-567	77	1	the	the	DET
futech-567	77	2	methodology	methodology	NOUN
futech-567	77	3	is	be	AUX
futech-567	77	4	organized	organize	VERB
futech-567	77	5	into	into	ADP
futech-567	77	6	four	four	NUM
futech-567	77	7	major	major	ADJ
futech-567	77	8	components	component	NOUN
futech-567	77	9	:	:	PUNCT
futech-567	77	10	(	(	PUNCT
futech-567	77	11	1	1	X
futech-567	77	12	)	)	PUNCT
futech-567	77	13	multimodal	multimodal	NOUN
futech-567	77	14	data	datum	NOUN
futech-567	77	15	representation	representation	NOUN
futech-567	77	16	,	,	PUNCT
futech-567	77	17	(	(	PUNCT
futech-567	77	18	2	2	X
futech-567	77	19	)	)	PUNCT
futech-567	77	20	crossmodal	crossmodal	ADJ
futech-567	77	21	attention	attention	NOUN
futech-567	77	22	fusion	fusion	NOUN
futech-567	77	23	,	,	PUNCT
futech-567	77	24	(	(	PUNCT
futech-567	77	25	3	3	X
futech-567	77	26	)	)	PUNCT
futech-567	77	27	context	context	NOUN
futech-567	77	28	-	-	PUNCT
futech-567	77	29	aware	aware	ADJ
futech-567	77	30	reinforcement	reinforcement	NOUN
futech-567	77	31	learning	learning	NOUN
futech-567	77	32	for	for	ADP
futech-567	77	33	personalized	personalized	ADJ
futech-567	77	34	recommendation	recommendation	NOUN
futech-567	77	35	,	,	PUNCT
futech-567	77	36	and	and	CCONJ
futech-567	77	37	(	(	PUNCT
futech-567	77	38	4	4	X
futech-567	77	39	)	)	PUNCT
futech-567	77	40	interpretability	interpretability	NOUN
futech-567	77	41	and	and	CCONJ
futech-567	77	42	trust	trust	NOUN
futech-567	77	43	-	-	PUNCT
futech-567	77	44	enhancement	enhancement	NOUN
futech-567	77	45	mechanisms	mechanism	NOUN
futech-567	77	46	.	.	PUNCT
futech-567	78	1	3.1	3.1	NUM
futech-567	78	2	multimodal	multimodal	NOUN
futech-567	78	3	data	datum	NOUN
futech-567	78	4	representation	representation	NOUN
futech-567	78	5	each	each	DET
futech-567	78	6	modality	modality	NOUN
futech-567	78	7	,	,	PUNCT
futech-567	78	8	visual	visual	ADJ
futech-567	78	9	,	,	PUNCT
futech-567	78	10	audio	audio	NOUN
futech-567	78	11	,	,	PUNCT
futech-567	78	12	and	and	CCONJ
futech-567	78	13	iot	iot	PROPN
futech-567	78	14	sensor	sensor	NOUN
futech-567	78	15	data	datum	NOUN
futech-567	78	16	,	,	PUNCT
futech-567	78	17	is	be	AUX
futech-567	78	18	first	first	ADV
futech-567	78	19	encoded	encode	VERB
futech-567	78	20	into	into	ADP
futech-567	78	21	a	a	DET
futech-567	78	22	vector	vector	NOUN
futech-567	78	23	representation	representation	NOUN
futech-567	78	24	.	.	PUNCT
futech-567	79	1	for	for	ADP
futech-567	79	2	a	a	DET
futech-567	79	3	given	give	VERB
futech-567	79	4	input	input	NOUN
futech-567	79	5	instance	instance	NOUN
futech-567	79	6	,	,	PUNCT
futech-567	79	7	we	we	PRON
futech-567	79	8	denote	denote	VERB
futech-567	79	9	visual	visual	ADJ
futech-567	79	10	features	feature	NOUN
futech-567	79	11	by	by	ADP
futech-567	79	12	v	v	DET
futech-567	79	13	∈	∈	PROPN
futech-567	79	14	ℝdv	ℝdv	PROPN
futech-567	79	15	,	,	PUNCT
futech-567	79	16	audio	audio	NOUN
futech-567	79	17	features	feature	NOUN
futech-567	79	18	by	by	ADP
futech-567	79	19	a	a	DET
futech-567	79	20	∈	∈	PROPN
futech-567	79	21	ℝda	ℝda	PROPN
futech-567	79	22	,	,	PUNCT
futech-567	79	23	and	and	CCONJ
futech-567	79	24	sensor	sensor	NOUN
futech-567	79	25	features	feature	VERB
futech-567	79	26	by	by	ADP
futech-567	79	27	s	s	PROPN
futech-567	79	28	∈	∈	PROPN
futech-567	79	29	ℝds	ℝds	PROPN
futech-567	79	30	.	.	PUNCT
futech-567	80	1	these	these	DET
futech-567	80	2	features	feature	NOUN
futech-567	80	3	are	be	AUX
futech-567	80	4	extracted	extract	VERB
futech-567	80	5	using	use	VERB
futech-567	80	6	domain	domain	NOUN
futech-567	80	7	-	-	PUNCT
futech-567	80	8	specific	specific	ADJ
futech-567	80	9	encoders	encoder	NOUN
futech-567	80	10	:	:	PUNCT
futech-567	80	11	a	a	DET
futech-567	80	12	vision	vision	NOUN
futech-567	80	13	transformer	transformer	NOUN
futech-567	80	14	backbone	backbone	NOUN
futech-567	80	15	for	for	ADP
futech-567	80	16	video	video	NOUN
futech-567	80	17	-	-	PUNCT
futech-567	80	18	based	base	VERB
futech-567	80	19	cooking	cooking	NOUN
futech-567	80	20	activities	activity	NOUN
futech-567	80	21	.	.	PUNCT
futech-567	81	1	a	a	DET
futech-567	81	2	convolutional	convolutional	ADJ
futech-567	81	3	-	-	PUNCT
futech-567	81	4	recurrent	recurrent	NOUN
futech-567	81	5	asr	asr	NOUN
futech-567	81	6	model	model	NOUN
futech-567	81	7	for	for	ADP
futech-567	81	8	spoken	spoken	ADJ
futech-567	81	9	commands	command	NOUN
futech-567	81	10	.	.	PUNCT
futech-567	82	1	a	a	DET
futech-567	82	2	graph	graph	NOUN
futech-567	82	3	neural	neural	ADJ
futech-567	82	4	encoder	encoder	NOUN
futech-567	82	5	for	for	ADP
futech-567	82	6	iot	iot	PROPN
futech-567	82	7	sensor	sensor	NOUN
futech-567	82	8	readings	reading	NOUN
futech-567	82	9	.	.	PUNCT
futech-567	83	1	the	the	DET
futech-567	83	2	initial	initial	ADJ
futech-567	83	3	embedding	embed	VERB
futech-567	83	4	process	process	NOUN
futech-567	83	5	can	can	AUX
futech-567	83	6	be	be	AUX
futech-567	83	7	expressed	express	VERB
futech-567	83	8	as	as	ADP
futech-567	83	9	:	:	PUNCT
futech-567	83	10	hv	hv	PROPN
futech-567	83	11	=	=	SYM
futech-567	83	12	fv(v	fv(v	PROPN
futech-567	83	13	)	)	PUNCT
futech-567	83	14	,	,	PUNCT
futech-567	83	15	ha	ha	INTJ
futech-567	83	16	=	=	PUNCT
futech-567	83	17	fa(a	fa(a	PROPN
futech-567	83	18	)	)	PUNCT
futech-567	83	19	,	,	PUNCT
futech-567	83	20	hs	hs	PROPN
futech-567	83	21	=	=	SYM
futech-567	83	22	fs(s	fs(s	X
futech-567	83	23	)	)	PUNCT
futech-567	83	24	(	(	PUNCT
futech-567	83	25	1	1	X
futech-567	83	26	)	)	PUNCT
futech-567	83	27	where	where	SCONJ
futech-567	83	28	fv	fv	X
futech-567	83	29	,	,	PUNCT
futech-567	83	30	fa	fa	INTJ
futech-567	83	31	,	,	PUNCT
futech-567	83	32	fs	fs	PROPN
futech-567	83	33	represent	represent	VERB
futech-567	83	34	the	the	DET
futech-567	83	35	corresponding	correspond	VERB
futech-567	83	36	encoders	encoder	NOUN
futech-567	83	37	.	.	PUNCT
futech-567	84	1	3.2	3.2	NUM
futech-567	84	2	cross	cross	ADJ
futech-567	84	3	-	-	ADJ
futech-567	84	4	modal	modal	ADJ
futech-567	84	5	attention	attention	NOUN
futech-567	84	6	fusion	fusion	NOUN
futech-567	84	7	to	to	PART
futech-567	84	8	integrate	integrate	VERB
futech-567	84	9	heterogeneous	heterogeneous	ADJ
futech-567	84	10	representations	representation	NOUN
futech-567	84	11	,	,	PUNCT
futech-567	84	12	we	we	PRON
futech-567	84	13	employ	employ	VERB
futech-567	84	14	a	a	DET
futech-567	84	15	cross	cross	ADJ
futech-567	84	16	-	-	ADJ
futech-567	84	17	modal	modal	ADJ
futech-567	84	18	attention	attention	NOUN
futech-567	84	19	mechanism	mechanism	NOUN
futech-567	84	20	that	that	PRON
futech-567	84	21	learns	learn	VERB
futech-567	84	22	pairwise	pairwise	NOUN
futech-567	84	23	dependencies	dependency	NOUN
futech-567	84	24	between	between	ADP
futech-567	84	25	modalities	modality	NOUN
futech-567	84	26	.	.	PUNCT
futech-567	85	1	given	give	VERB
futech-567	85	2	embeddings	embeddings	PROPN
futech-567	85	3	hv	hv	PROPN
futech-567	85	4	,	,	PUNCT
futech-567	85	5	ha	ha	INTJ
futech-567	85	6	,	,	PUNCT
futech-567	85	7	hs	hs	PROPN
futech-567	85	8	,	,	PUNCT
futech-567	85	9	the	the	DET
futech-567	85	10	attention	attention	NOUN
futech-567	85	11	weight	weight	NOUN
futech-567	85	12	from	from	ADP
futech-567	85	13	the	the	DET
futech-567	85	14	modality	modality	NOUN
futech-567	85	15	i	i	PRON
futech-567	85	16	to	to	ADP
futech-567	85	17	modality	modality	NOUN
futech-567	85	18	j	j	PROPN
futech-567	85	19	is	be	AUX
futech-567	85	20	computed	compute	VERB
futech-567	85	21	as	as	ADP
futech-567	85	22	:	:	PUNCT
futech-567	85	23	αij	αij	NOUN
futech-567	85	24	=	=	SYM
futech-567	85	25	exp(hiwq(hjwk)t	exp(hiwq(hjwk)t	NOUN
futech-567	85	26	)	)	PUNCT
futech-567	85	27	∑	∑	ADP
futech-567	85	28	exp(k	exp(k	PROPN
futech-567	85	29	hiwq(hkwk)t	hiwq(hkwk)t	NOUN
futech-567	85	30	)	)	PUNCT
futech-567	85	31	(	(	PUNCT
futech-567	85	32	2	2	X
futech-567	85	33	)	)	PUNCT
futech-567	85	34	where	where	SCONJ
futech-567	85	35	wq	wq	PROPN
futech-567	85	36	,	,	PUNCT
futech-567	85	37	wk	wk	X
futech-567	85	38	are	be	AUX
futech-567	85	39	learnable	learnable	ADJ
futech-567	85	40	projection	projection	NOUN
futech-567	85	41	matrices	matrix	NOUN
futech-567	85	42	.	.	PUNCT
futech-567	86	1	the	the	DET
futech-567	86	2	fused	fuse	VERB
futech-567	86	3	representation	representation	NOUN
futech-567	86	4	is	be	AUX
futech-567	86	5	obtained	obtain	VERB
futech-567	86	6	as	as	ADP
futech-567	86	7	a	a	DET
futech-567	86	8	weighted	weighted	ADJ
futech-567	86	9	sum	sum	NOUN
futech-567	86	10	:	:	PUNCT
futech-567	86	11	zi	zi	NOUN
futech-567	86	12	=	=	PUNCT
futech-567	87	1	∑	∑	PUNCT
futech-567	87	2	αijj	αijj	INTJ
futech-567	87	3	(	(	PUNCT
futech-567	87	4	hjwv	hjwv	ADJ
futech-567	87	5	)	)	PUNCT
futech-567	87	6	(	(	PUNCT
futech-567	87	7	3	3	X
futech-567	87	8	)	)	PUNCT
futech-567	87	9	with	with	ADP
futech-567	87	10	wv	wv	PROPN
futech-567	87	11	as	as	ADP
futech-567	87	12	the	the	DET
futech-567	87	13	value	value	NOUN
futech-567	87	14	projection	projection	NOUN
futech-567	87	15	.	.	PUNCT
futech-567	88	1	the	the	DET
futech-567	88	2	overall	overall	ADJ
futech-567	88	3	multimodal	multimodal	NOUN
futech-567	88	4	embedding	embed	VERB
futech-567	88	5	is	be	AUX
futech-567	88	6	then	then	ADV
futech-567	88	7	:	:	PUNCT
futech-567	88	8	z	z	X
futech-567	88	9	=	=	PUNCT
futech-567	89	1	[	[	X
futech-567	89	2	zv	zv	PROPN
futech-567	89	3	⊕	⊕	PROPN
futech-567	89	4	za	za	PROPN
futech-567	89	5	⊕	⊕	PROPN
futech-567	89	6	zs	zs	X
futech-567	89	7	]	]	X
futech-567	89	8	(	(	PUNCT
futech-567	89	9	4	4	NUM
futech-567	89	10	)	)	PUNCT
futech-567	89	11	where	where	SCONJ
futech-567	89	12	⊕	⊕	PROPN
futech-567	89	13	denotes	denote	VERB
futech-567	89	14	concatenation	concatenation	ADJ
futech-567	89	15	.	.	PUNCT
futech-567	90	1	3.3	3.3	NUM
futech-567	90	2	context	context	NOUN
futech-567	90	3	-	-	PUNCT
futech-567	90	4	aware	aware	ADJ
futech-567	90	5	reinforcement	reinforcement	NOUN
futech-567	90	6	learning	learning	NOUN
futech-567	90	7	after	after	ADP
futech-567	90	8	obtaining	obtain	VERB
futech-567	90	9	multimodal	multimodal	ADJ
futech-567	90	10	embeddings	embedding	NOUN
futech-567	90	11	,	,	PUNCT
futech-567	90	12	a	a	DET
futech-567	90	13	reinforcement	reinforcement	NOUN
futech-567	90	14	learning	learning	NOUN
futech-567	90	15	(	(	PUNCT
futech-567	90	16	rl	rl	NOUN
futech-567	90	17	)	)	PUNCT
futech-567	90	18	agent	agent	NOUN
futech-567	90	19	generates	generate	VERB
futech-567	90	20	personalized	personalized	ADJ
futech-567	90	21	recommendations	recommendation	NOUN
futech-567	90	22	(	(	PUNCT
futech-567	90	23	e.g.	e.g.	ADV
futech-567	90	24	,	,	PUNCT
futech-567	90	25	meal	meal	NOUN
futech-567	90	26	suggestions	suggestion	NOUN
futech-567	90	27	,	,	PUNCT
futech-567	90	28	appliance	appliance	NOUN
futech-567	90	29	configurations	configuration	NOUN
futech-567	90	30	)	)	PUNCT
futech-567	90	31	.	.	PUNCT
futech-567	91	1	the	the	DET
futech-567	91	2	environmental	environmental	ADJ
futech-567	91	3	state	state	NOUN
futech-567	91	4	is	be	AUX
futech-567	91	5	defined	define	VERB
futech-567	91	6	as	as	ADP
futech-567	91	7	:	:	PUNCT
futech-567	91	8	st	st	PROPN
futech-567	91	9	=	=	SYM
futech-567	91	10	(	(	PUNCT
futech-567	91	11	zt	zt	PROPN
futech-567	91	12	,	,	PUNCT
futech-567	91	13	ut	ut	PROPN
futech-567	91	14	,	,	PUNCT
futech-567	91	15	ct	ct	PROPN
futech-567	91	16	)	)	PUNCT
futech-567	91	17	(	(	PUNCT
futech-567	91	18	5	5	NUM
futech-567	91	19	)	)	PUNCT
futech-567	91	20	where	where	SCONJ
futech-567	91	21	zt	zt	PROPN
futech-567	91	22	is	be	AUX
futech-567	91	23	the	the	DET
futech-567	91	24	multimodal	multimodal	NOUN
futech-567	91	25	embedding	embed	VERB
futech-567	91	26	,	,	PUNCT
futech-567	91	27	ut	ut	PROPN
futech-567	91	28	is	be	AUX
futech-567	91	29	the	the	DET
futech-567	91	30	user	user	NOUN
futech-567	91	31	profile	profile	NOUN
futech-567	91	32	(	(	PUNCT
futech-567	91	33	dietary	dietary	ADJ
futech-567	91	34	preferences	preference	NOUN
futech-567	91	35	,	,	PUNCT
futech-567	91	36	restrictions	restriction	NOUN
futech-567	91	37	)	)	PUNCT
futech-567	91	38	,	,	PUNCT
futech-567	91	39	and	and	CCONJ
futech-567	91	40	ct	ct	PRON
futech-567	91	41	represents	represent	VERB
futech-567	91	42	contextual	contextual	ADJ
futech-567	91	43	constraints	constraint	NOUN
futech-567	91	44	(	(	PUNCT
futech-567	91	45	available	available	ADJ
futech-567	91	46	ingredients	ingredient	NOUN
futech-567	91	47	,	,	PUNCT
futech-567	91	48	appliance	appliance	NOUN
futech-567	91	49	conditions	condition	NOUN
futech-567	91	50	)	)	PUNCT
futech-567	91	51	.	.	PUNCT
futech-567	92	1	the	the	DET
futech-567	92	2	agent	agent	NOUN
futech-567	92	3	selects	select	VERB
futech-567	92	4	an	an	DET
futech-567	92	5	action	action	NOUN
futech-567	92	6	at	at	ADP
futech-567	92	7	(	(	PUNCT
futech-567	92	8	e.g.	e.g.	ADV
futech-567	92	9	,	,	PUNCT
futech-567	92	10	recommend	recommend	VERB
futech-567	92	11	recipe	recipe	NOUN
futech-567	92	12	or	or	CCONJ
futech-567	92	13	control	control	NOUN
futech-567	92	14	setting	setting	NOUN
futech-567	92	15	)	)	PUNCT
futech-567	92	16	according	accord	VERB
futech-567	92	17	to	to	ADP
futech-567	92	18	a	a	DET
futech-567	92	19	policy	policy	NOUN
futech-567	92	20	π(at|st	π(at|st	NUM
futech-567	92	21	)	)	PUNCT
futech-567	92	22	.	.	PUNCT
futech-567	93	1	the	the	DET
futech-567	93	2	reward	reward	NOUN
futech-567	93	3	function	function	NOUN
futech-567	93	4	balances	balance	VERB
futech-567	93	5	nutritional	nutritional	ADJ
futech-567	93	6	compliance	compliance	NOUN
futech-567	93	7	,	,	PUNCT
futech-567	93	8	user	user	NOUN
futech-567	93	9	satisfaction	satisfaction	NOUN
futech-567	93	10	,	,	PUNCT
futech-567	93	11	and	and	CCONJ
futech-567	93	12	safety	safety	NOUN
futech-567	93	13	monitoring	monitoring	NOUN
futech-567	93	14	:	:	PUNCT
futech-567	93	15	rt	rt	PROPN
futech-567	93	16	=	=	PUNCT
futech-567	93	17	λ1rnutrition	λ1rnutrition	PROPN
futech-567	93	18	+	+	CCONJ
futech-567	93	19	λ2rsatisfaction	λ2rsatisfaction	NOUN
futech-567	93	20	+	+	CCONJ
futech-567	93	21	λ3rsafety	λ3rsafety	NOUN
futech-567	93	22	(	(	PUNCT
futech-567	93	23	6	6	NUM
futech-567	93	24	)	)	PUNCT
futech-567	93	25	to	to	PART
futech-567	93	26	balance	balance	VERB
futech-567	93	27	exploration	exploration	NOUN
futech-567	93	28	and	and	CCONJ
futech-567	93	29	exploitation	exploitation	NOUN
futech-567	93	30	,	,	PUNCT
futech-567	93	31	we	we	PRON
futech-567	93	32	employ	employ	VERB
futech-567	93	33	a	a	DET
futech-567	93	34	dynamic	dynamic	ADJ
futech-567	93	35	epsilon	epsilon	NOUN
futech-567	93	36	-	-	PUNCT
futech-567	93	37	greedy	greedy	ADJ
futech-567	93	38	approach	approach	NOUN
futech-567	93	39	,	,	PUNCT
futech-567	93	40	where	where	SCONJ
futech-567	93	41	the	the	DET
futech-567	93	42	agent	agent	NOUN
futech-567	93	43	chooses	choose	VERB
futech-567	93	44	a	a	DET
futech-567	93	45	random	random	ADJ
futech-567	93	46	action	action	NOUN
futech-567	93	47	with	with	ADP
futech-567	93	48	probability	probability	NOUN
futech-567	93	49	ϵt(exploration	ϵt(exploration	PROPN
futech-567	93	50	)	)	PUNCT
futech-567	93	51	and	and	CCONJ
futech-567	93	52	follows	follow	VERB
futech-567	93	53	the	the	DET
futech-567	93	54	policy	policy	NOUN
futech-567	93	55	with	with	ADP
futech-567	93	56	probability	probability	NOUN
futech-567	93	57	1	1	NUM
futech-567	93	58	−	−	PROPN
futech-567	93	59	ϵt(exploitation	ϵt(exploitation	NOUN
futech-567	93	60	)	)	PUNCT
futech-567	93	61	.	.	PUNCT
futech-567	94	1	the	the	DET
futech-567	94	2	exploration	exploration	NOUN
futech-567	94	3	rate	rate	NOUN
futech-567	94	4	ϵt	ϵt	ADP
futech-567	94	5	decays	decay	NOUN
futech-567	94	6	over	over	ADP
futech-567	94	7	time	time	NOUN
futech-567	94	8	,	,	PUNCT
futech-567	94	9	allowing	allow	VERB
futech-567	94	10	the	the	DET
futech-567	94	11	agent	agent	NOUN
futech-567	94	12	to	to	PART
futech-567	94	13	explore	explore	VERB
futech-567	94	14	more	more	ADJ
futech-567	94	15	in	in	ADP
futech-567	94	16	the	the	DET
futech-567	94	17	early	early	ADJ
futech-567	94	18	stages	stage	NOUN
futech-567	94	19	and	and	CCONJ
futech-567	94	20	focus	focus	VERB
futech-567	94	21	on	on	ADP
futech-567	94	22	exploiting	exploit	VERB
futech-567	94	23	the	the	DET
futech-567	94	24	learned	learn	VERB
futech-567	94	25	policy	policy	NOUN
futech-567	94	26	as	as	ADP
futech-567	94	27	training	training	NOUN
futech-567	94	28	progresses	progress	NOUN
futech-567	94	29	.	.	PUNCT
futech-567	95	1	in	in	ADP
futech-567	95	2	addition	addition	NOUN
futech-567	95	3	,	,	PUNCT
futech-567	95	4	the	the	DET
futech-567	95	5	rl	rl	PROPN
futech-567	95	6	agent	agent	NOUN
futech-567	95	7	handles	handle	VERB
futech-567	95	8	sparse	sparse	ADJ
futech-567	95	9	rewards	reward	NOUN
futech-567	95	10	by	by	ADP
futech-567	95	11	incorporating	incorporate	VERB
futech-567	95	12	reward	reward	NOUN
futech-567	95	13	shaping	shape	VERB
futech-567	95	14	techniques	technique	NOUN
futech-567	95	15	.	.	PUNCT
futech-567	96	1	this	this	PRON
futech-567	96	2	involves	involve	VERB
futech-567	96	3	providing	provide	VERB
futech-567	96	4	intermediate	intermediate	ADJ
futech-567	96	5	,	,	PUNCT
futech-567	96	6	shaped	shape	VERB
futech-567	96	7	rewards	reward	NOUN
futech-567	96	8	based	base	VERB
futech-567	96	9	on	on	ADP
futech-567	96	10	the	the	DET
futech-567	96	11	agent	agent	NOUN
futech-567	96	12	’s	’s	PART
futech-567	96	13	progress	progress	NOUN
futech-567	96	14	toward	toward	ADP
futech-567	96	15	the	the	DET
futech-567	96	16	goal	goal	NOUN
futech-567	96	17	(	(	PUNCT
futech-567	96	18	e.g.	e.g.	ADV
futech-567	96	19	,	,	PUNCT
futech-567	96	20	achieving	achieve	VERB
futech-567	96	21	a	a	DET
futech-567	96	22	balanced	balanced	ADJ
futech-567	96	23	meal	meal	NOUN
futech-567	96	24	)	)	PUNCT
futech-567	96	25	in	in	ADP
futech-567	96	26	addition	addition	NOUN
futech-567	96	27	to	to	ADP
futech-567	96	28	the	the	DET
futech-567	96	29	final	final	ADJ
futech-567	96	30	reward	reward	NOUN
futech-567	96	31	.	.	PUNCT
futech-567	97	1	this	this	DET
futech-567	97	2	shaping	shaping	NOUN
futech-567	97	3	helps	help	VERB
futech-567	97	4	the	the	DET
futech-567	97	5	agent	agent	NOUN
futech-567	97	6	receive	receive	VERB
futech-567	97	7	feedback	feedback	NOUN
futech-567	97	8	more	more	ADV
futech-567	97	9	frequently	frequently	ADV
futech-567	97	10	,	,	PUNCT
futech-567	97	11	aiding	aid	VERB
futech-567	97	12	in	in	ADP
futech-567	97	13	faster	fast	ADJ
futech-567	97	14	convergence	convergence	NOUN
futech-567	97	15	.	.	PUNCT
futech-567	98	1	the	the	DET
futech-567	98	2	policy	policy	NOUN
futech-567	98	3	network	network	NOUN
futech-567	98	4	is	be	AUX
futech-567	98	5	trained	train	VERB
futech-567	98	6	via	via	ADP
futech-567	98	7	proximal	proximal	ADJ
futech-567	98	8	policy	policy	NOUN
futech-567	98	9	optimization	optimization	NOUN
futech-567	98	10	(	(	PUNCT
futech-567	98	11	ppo	ppo	PROPN
futech-567	98	12	)	)	PUNCT
futech-567	98	13	,	,	PUNCT
futech-567	98	14	with	with	ADP
futech-567	98	15	the	the	DET
futech-567	98	16	objective	objective	NOUN
futech-567	98	17	:	:	PUNCT
futech-567	98	18	lppo(θ	lppo(θ	X
futech-567	98	19	)	)	PUNCT
futech-567	98	20	=	=	SYM
futech-567	98	21	𝔼t[min	𝔼t[min	NOUN
futech-567	98	22	(	(	PUNCT
futech-567	98	23	ρt(θ)at	ρt(θ)at	PROPN
futech-567	98	24	,	,	PUNCT
futech-567	98	25	clip(ρt(θ),1	clip(ρt(θ),1	NOUN
futech-567	98	26	−	−	NOUN
futech-567	98	27	ϵ	ϵ	X
futech-567	98	28	,	,	PUNCT
futech-567	98	29	1	1	NUM
futech-567	98	30	+	+	PUNCT
futech-567	98	31	ϵ)at	ϵ)at	PROPN
futech-567	98	32	)	)	PUNCT
futech-567	98	33	]	]	PUNCT
futech-567	99	1	(	(	PUNCT
futech-567	99	2	7	7	X
futech-567	99	3	)	)	PUNCT
futech-567	99	4	where	where	SCONJ
futech-567	99	5	ρt(θ	ρt(θ	PUNCT
futech-567	99	6	)	)	PUNCT
futech-567	99	7	is	be	AUX
futech-567	99	8	the	the	DET
futech-567	99	9	probability	probability	NOUN
futech-567	99	10	ratio	ratio	NOUN
futech-567	99	11	and	and	CCONJ
futech-567	99	12	at	at	ADP
futech-567	99	13	the	the	DET
futech-567	99	14	advantage	advantage	NOUN
futech-567	99	15	estimate	estimate	NOUN
futech-567	99	16	.	.	PUNCT
futech-567	100	1	3.4	3.4	NUM
futech-567	100	2	loss	loss	NOUN
futech-567	100	3	function	function	NOUN
futech-567	100	4	and	and	CCONJ
futech-567	100	5	optimization	optimization	NOUN
futech-567	100	6	the	the	DET
futech-567	100	7	final	final	ADJ
futech-567	100	8	optimization	optimization	NOUN
futech-567	100	9	objective	objective	NOUN
futech-567	100	10	combines	combine	VERB
futech-567	100	11	cross	cross	ADJ
futech-567	100	12	-	-	ADJ
futech-567	100	13	entropy	entropy	ADJ
futech-567	100	14	loss	loss	NOUN
futech-567	100	15	for	for	ADP
futech-567	100	16	classification	classification	NOUN
futech-567	100	17	tasks	task	NOUN
futech-567	100	18	,	,	PUNCT
futech-567	100	19	mean	mean	NOUN
futech-567	100	20	squared	square	VERB
futech-567	100	21	error	error	NOUN
futech-567	100	22	for	for	ADP
futech-567	100	23	regression	regression	NOUN
futech-567	100	24	tasks	task	NOUN
futech-567	100	25	(	(	PUNCT
futech-567	100	26	e.g.	e.g.	ADV
futech-567	100	27	,	,	PUNCT
futech-567	100	28	calorie	calorie	ADJ
futech-567	100	29	prediction	prediction	NOUN
futech-567	100	30	)	)	PUNCT
futech-567	100	31	,	,	PUNCT
futech-567	100	32	and	and	CCONJ
futech-567	100	33	the	the	DET
futech-567	100	34	reinforcement	reinforcement	NOUN
futech-567	100	35	learning	learn	VERB
futech-567	100	36	reward	reward	NOUN
futech-567	100	37	:	:	PUNCT
futech-567	100	38	ℒ	ℒ	PROPN
futech-567	100	39	=	=	SYM
futech-567	100	40	ℒfusion	ℒfusion	PROPN
futech-567	100	41	+	+	CCONJ
futech-567	100	42	β1ℒprediction	β1ℒprediction	PROPN
futech-567	100	43	+	+	CCONJ
futech-567	100	44	β2lppo	β2lppo	PROPN
futech-567	100	45	(	(	PUNCT
futech-567	100	46	8)	8)	NUM
futech-567	100	47	this	this	DET
futech-567	100	48	joint	joint	ADJ
futech-567	100	49	loss	loss	NOUN
futech-567	100	50	ensures	ensure	VERB
futech-567	100	51	consistency	consistency	NOUN
futech-567	100	52	between	between	ADP
futech-567	100	53	multimodal	multimodal	NOUN
futech-567	100	54	representation	representation	NOUN
futech-567	100	55	learning	learning	NOUN
futech-567	100	56	and	and	CCONJ
futech-567	100	57	adaptive	adaptive	ADJ
futech-567	100	58	personalization	personalization	NOUN
futech-567	100	59	.	.	PUNCT
futech-567	101	1	table	table	NOUN
futech-567	101	2	1	1	NUM
futech-567	101	3	.	.	PUNCT
futech-567	101	4	comparative	comparative	ADJ
futech-567	101	5	overview	overview	NOUN
futech-567	101	6	of	of	ADP
futech-567	101	7	representative	representative	ADJ
futech-567	101	8	studies	study	NOUN
futech-567	101	9	in	in	ADP
futech-567	101	10	smart	smart	ADJ
futech-567	101	11	kitchen	kitchen	NOUN
futech-567	101	12	research	research	NOUN
futech-567	101	13	domain	domain	NOUN
futech-567	101	14	data	datum	NOUN
futech-567	101	15	sources	source	NOUN
futech-567	101	16	models	model	NOUN
futech-567	101	17	/	/	SYM
futech-567	101	18	methods	method	NOUN
futech-567	101	19	strengths	strength	NOUN
futech-567	101	20	weaknesses	weaknesse	VERB
futech-567	101	21	relation	relation	NOUN
futech-567	101	22	to	to	ADP
futech-567	101	23	this	this	DET
futech-567	101	24	work	work	NOUN
futech-567	101	25	vision	vision	NOUN
futech-567	101	26	&	&	CCONJ
futech-567	101	27	audio	audio	NOUN
futech-567	101	28	assistance	assistance	NOUN
futech-567	101	29	cooking	cook	VERB
futech-567	101	30	videos	video	NOUN
futech-567	101	31	,	,	PUNCT
futech-567	101	32	speech	speech	NOUN
futech-567	101	33	commands	command	VERB
futech-567	101	34	cnn	cnn	PROPN
futech-567	101	35	,	,	PUNCT
futech-567	101	36	transformer	transformer	NOUN
futech-567	101	37	,	,	PUNCT
futech-567	101	38	asr	asr	PROPN
futech-567	101	39	natural	natural	ADJ
futech-567	101	40	interaction	interaction	NOUN
futech-567	101	41	,	,	PUNCT
futech-567	101	42	finegrained	finegraine	VERB
futech-567	101	43	recognition	recognition	NOUN
futech-567	101	44	sensitive	sensitive	ADJ
futech-567	101	45	to	to	ADP
futech-567	101	46	noise	noise	NOUN
futech-567	101	47	/	/	SYM
futech-567	101	48	occlusion	occlusion	NOUN
futech-567	101	49	,	,	PUNCT
futech-567	101	50	unimodal	unimodal	ADJ
futech-567	101	51	limits	limit	NOUN
futech-567	101	52	provides	provide	VERB
futech-567	101	53	a	a	DET
futech-567	101	54	foundation	foundation	NOUN
futech-567	101	55	for	for	ADP
futech-567	101	56	multimodal	multimodal	ADJ
futech-567	101	57	fusion	fusion	NOUN
futech-567	101	58	iot	iot	NOUN
futech-567	101	59	sensor	sensor	NOUN
futech-567	101	60	networks	network	NOUN
futech-567	101	61	appliance	appliance	NOUN
futech-567	101	62	logs	log	NOUN
futech-567	101	63	,	,	PUNCT
futech-567	101	64	environmental	environmental	ADJ
futech-567	101	65	data	datum	NOUN
futech-567	101	66	edge	edge	NOUN
futech-567	101	67	-	-	PUNCT
futech-567	101	68	computing	computing	NOUN
futech-567	101	69	,	,	PUNCT
futech-567	101	70	anomaly	anomaly	NOUN
futech-567	101	71	detection	detection	NOUN
futech-567	101	72	,	,	PUNCT
futech-567	101	73	iot	iot	PROPN
futech-567	101	74	ml	ml	PROPN
futech-567	101	75	reliable	reliable	ADJ
futech-567	101	76	monitoring	monitoring	NOUN
futech-567	101	77	,	,	PUNCT
futech-567	101	78	energy	energy	NOUN
futech-567	101	79	optimization	optimization	NOUN
futech-567	101	80	limited	limit	VERB
futech-567	101	81	personalization	personalization	NOUN
futech-567	101	82	,	,	PUNCT
futech-567	101	83	lacks	lack	VERB
futech-567	101	84	semantic	semantic	ADJ
futech-567	101	85	context	context	NOUN
futech-567	101	86	motivates	motivate	VERB
futech-567	101	87	sensor	sensor	NOUN
futech-567	101	88	fusion	fusion	NOUN
futech-567	101	89	with	with	ADP
futech-567	101	90	user	user	NOUN
futech-567	101	91	context	context	NOUN
futech-567	101	92	personalized	personalize	VERB
futech-567	101	93	recommendation	recommendation	NOUN
futech-567	101	94	user	user	NOUN
futech-567	101	95	history	history	NOUN
futech-567	101	96	,	,	PUNCT
futech-567	101	97	nutrition	nutrition	NOUN
futech-567	101	98	databases	database	NOUN
futech-567	101	99	collaborative	collaborative	ADJ
futech-567	101	100	filtering	filtering	NOUN
futech-567	101	101	,	,	PUNCT
futech-567	101	102	gnn	gnn	PROPN
futech-567	101	103	,	,	PUNCT
futech-567	101	104	hybrid	hybrid	ADJ
futech-567	101	105	neural	neural	ADJ
futech-567	101	106	strong	strong	ADJ
futech-567	101	107	personalization	personalization	NOUN
futech-567	101	108	,	,	PUNCT
futech-567	101	109	diversity	diversity	NOUN
futech-567	101	110	static	static	ADJ
futech-567	101	111	profiles	profile	NOUN
futech-567	101	112	,	,	PUNCT
futech-567	101	113	poor	poor	ADJ
futech-567	101	114	adaptability	adaptability	NOUN
futech-567	101	115	inspires	inspire	VERB
futech-567	101	116	reinforcement	reinforcement	NOUN
futech-567	101	117	learning	learning	NOUN
futech-567	101	118	personalization	personalization	NOUN
futech-567	101	119	jiaying	jiaying	PROPN
futech-567	101	120	li	li	PROPN
futech-567	101	121	&	&	CCONJ
futech-567	101	122	jinho	jinho	PROPN
futech-567	101	123	yim	yim	PROPN
futech-567	101	124	/	/	SYM
futech-567	101	125	future	future	ADJ
futech-567	101	126	technology	technology	NOUN
futech-567	101	127	february	february	PROPN
futech-567	101	128	2026|	2026|	NUM
futech-567	101	129	volume	volume	NOUN
futech-567	101	130	05	05	NUM
futech-567	102	1	|	|	ADV
futech-567	102	2	issue	issue	NOUN
futech-567	102	3	01	01	NUM
futech-567	103	1	|	|	ADV
futech-567	103	2	pages	page	NOUN
futech-567	103	3	84	84	NUM
futech-567	103	4	-	-	SYM
futech-567	103	5	92	92	NUM
futech-567	103	6	87	87	NUM
futech-567	103	7	algorithm	algorithm	NOUN
futech-567	103	8	1	1	NUM
futech-567	103	9	.	.	PUNCT
futech-567	104	1	rl	rl	NOUN
futech-567	104	2	module	module	NOUN
futech-567	104	3	initialize	initialize	NOUN
futech-567	104	4	environment	environment	NOUN
futech-567	104	5	(	(	PUNCT
futech-567	104	6	z_t	z_t	NUM
futech-567	104	7	,	,	PUNCT
futech-567	104	8	u_t	u_t	PROPN
futech-567	104	9	,	,	PUNCT
futech-567	104	10	c_t	c_t	PRON
futech-567	104	11	)	)	PUNCT
futech-567	104	12	initialize	initialize	VERB
futech-567	104	13	policy	policy	NOUN
futech-567	104	14	π(a_t	π(a_t	PROPN
futech-567	104	15	|	|	ADV
futech-567	104	16	s_t	s_t	NUM
futech-567	104	17	)	)	PUNCT
futech-567	104	18	initialize	initialize	VERB
futech-567	104	19	exploration	exploration	NOUN
futech-567	104	20	rate	rate	NOUN
futech-567	104	21	ε	ε	PROPN
futech-567	104	22	for	for	ADP
futech-567	104	23	each	each	DET
futech-567	104	24	time	time	NOUN
futech-567	104	25	step	step	NOUN
futech-567	104	26	t	t	PROPN
futech-567	104	27	:	:	PUNCT
futech-567	104	28	observe	observe	VERB
futech-567	104	29	state	state	NOUN
futech-567	104	30	s_t	s_t	PUNCT
futech-567	105	1	=	=	SYM
futech-567	105	2	(	(	PUNCT
futech-567	105	3	z_t	z_t	PROPN
futech-567	105	4	,	,	PUNCT
futech-567	105	5	u_t	u_t	PROPN
futech-567	105	6	,	,	PUNCT
futech-567	105	7	c_t	c_t	NUM
futech-567	105	8	)	)	PUNCT
futech-567	105	9	#	#	NOUN
futech-567	105	10	exploration	exploration	NOUN
futech-567	105	11	vs.	vs.	NOUN
futech-567	105	12	exploitation	exploitation	NOUN
futech-567	105	13	if	if	SCONJ
futech-567	105	14	random	random	ADJ
futech-567	105	15	(	(	PUNCT
futech-567	105	16	)	)	PUNCT
futech-567	105	17	<	<	X
futech-567	105	18	ε	ε	PROPN
futech-567	105	19	:	:	PUNCT
futech-567	105	20	a_t	a_t	PUNCT
futech-567	105	21	=	=	SYM
futech-567	105	22	random_action	random_action	NOUN
futech-567	105	23	(	(	PUNCT
futech-567	105	24	)	)	PUNCT
futech-567	105	25	#	#	NOUN
futech-567	105	26	exploration	exploration	NOUN
futech-567	105	27	else	else	ADV
futech-567	105	28	:	:	PUNCT
futech-567	105	29	a_t	a_t	PUNCT
futech-567	105	30	=	=	SYM
futech-567	105	31	π(a_t	π(a_t	PROPN
futech-567	105	32	|	|	NOUN
futech-567	105	33	s_t	s_t	NOUN
futech-567	105	34	)	)	PUNCT
futech-567	105	35	#	#	NOUN
futech-567	105	36	exploitation	exploitation	NOUN
futech-567	105	37	execute	execute	VERB
futech-567	105	38	action	action	NOUN
futech-567	105	39	a_t	a_t	PUNCT
futech-567	105	40	observe	observe	VERB
futech-567	105	41	reward	reward	NOUN
futech-567	105	42	r_t	r_t	PUNCT
futech-567	105	43	and	and	CCONJ
futech-567	105	44	new	new	ADJ
futech-567	105	45	state	state	NOUN
futech-567	105	46	s_{t+1	s_{t+1	NOUN
futech-567	105	47	}	}	PUNCT
futech-567	105	48	#	#	NOUN
futech-567	105	49	update	update	NOUN
futech-567	105	50	policy	policy	NOUN
futech-567	105	51	using	use	VERB
futech-567	105	52	ppo	ppo	PROPN
futech-567	105	53	compute	compute	NOUN
futech-567	105	54	advantage	advantage	NOUN
futech-567	105	55	a_t	a_t	PUNCT
futech-567	105	56	update	update	NOUN
futech-567	105	57	policy	policy	NOUN
futech-567	105	58	π	π	NOUN
futech-567	105	59	using	use	VERB
futech-567	105	60	ppo	ppo	PROPN
futech-567	105	61	objective	objective	ADJ
futech-567	105	62	#	#	NOUN
futech-567	105	63	decay	decay	NOUN
futech-567	105	64	exploration	exploration	NOUN
futech-567	105	65	rate	rate	NOUN
futech-567	105	66	ε	ε	PROPN
futech-567	105	67	=	=	SYM
futech-567	105	68	max(ε	max(ε	PROPN
futech-567	105	69	*	*	PUNCT
futech-567	105	70	decay_rate	decay_rate	PROPN
futech-567	105	71	,	,	PUNCT
futech-567	105	72	min_ε	min_ε	NOUN
futech-567	105	73	)	)	PUNCT
futech-567	105	74	#	#	NOUN
futech-567	105	75	update	update	NOUN
futech-567	105	76	state	state	NOUN
futech-567	105	77	s_t	s_t	PUNCT
futech-567	105	78	=	=	SYM
futech-567	105	79	s_{t+1	s_{t+1	PROPN
futech-567	105	80	}	}	PUNCT
futech-567	105	81	3.5	3.5	NUM
futech-567	105	82	interpretability	interpretability	NOUN
futech-567	105	83	and	and	CCONJ
futech-567	105	84	trust	trust	NOUN
futech-567	105	85	interpretability	interpretability	NOUN
futech-567	105	86	is	be	AUX
futech-567	105	87	essential	essential	ADJ
futech-567	105	88	for	for	ADP
futech-567	105	89	deploying	deploy	VERB
futech-567	105	90	ai	ai	VERB
futech-567	105	91	-	-	PUNCT
futech-567	105	92	driven	drive	VERB
futech-567	105	93	systems	system	NOUN
futech-567	105	94	in	in	ADP
futech-567	105	95	domestic	domestic	ADJ
futech-567	105	96	environments	environment	NOUN
futech-567	105	97	where	where	SCONJ
futech-567	105	98	safety	safety	NOUN
futech-567	105	99	,	,	PUNCT
futech-567	105	100	nutrition	nutrition	NOUN
futech-567	105	101	,	,	PUNCT
futech-567	105	102	and	and	CCONJ
futech-567	105	103	user	user	NOUN
futech-567	105	104	trust	trust	NOUN
futech-567	105	105	are	be	AUX
futech-567	105	106	critical	critical	ADJ
futech-567	105	107	.	.	PUNCT
futech-567	106	1	while	while	SCONJ
futech-567	106	2	deep	deep	ADJ
futech-567	106	3	neural	neural	ADJ
futech-567	106	4	networks	network	NOUN
futech-567	106	5	often	often	ADV
futech-567	106	6	function	function	VERB
futech-567	106	7	as	as	ADP
futech-567	106	8	“	"	PUNCT
futech-567	106	9	black	black	ADJ
futech-567	106	10	boxes	box	NOUN
futech-567	106	11	,	,	PUNCT
futech-567	106	12	”	"	PUNCT
futech-567	106	13	the	the	DET
futech-567	106	14	proposed	propose	VERB
futech-567	106	15	framework	framework	NOUN
futech-567	106	16	integrates	integrate	VERB
futech-567	106	17	explainable	explainable	ADJ
futech-567	106	18	ai	ai	NOUN
futech-567	106	19	mechanisms	mechanism	NOUN
futech-567	106	20	to	to	PART
futech-567	106	21	ensure	ensure	VERB
futech-567	106	22	transparency	transparency	NOUN
futech-567	106	23	.	.	PUNCT
futech-567	107	1	specifically	specifically	ADV
futech-567	107	2	,	,	PUNCT
futech-567	107	3	feature	feature	NOUN
futech-567	107	4	attribution	attribution	NOUN
futech-567	107	5	methods	method	NOUN
futech-567	107	6	such	such	ADJ
futech-567	107	7	as	as	ADP
futech-567	107	8	shap	shap	PROPN
futech-567	107	9	(	(	PUNCT
futech-567	107	10	shapley	shapley	ADJ
futech-567	107	11	additive	additive	ADJ
futech-567	107	12	explanations	explanation	NOUN
futech-567	107	13	)	)	PUNCT
futech-567	107	14	and	and	CCONJ
futech-567	107	15	integrated	integrated	ADJ
futech-567	107	16	gradients	gradient	NOUN
futech-567	107	17	are	be	AUX
futech-567	107	18	applied	apply	VERB
futech-567	107	19	to	to	ADP
futech-567	107	20	the	the	DET
futech-567	107	21	fused	fuse	VERB
futech-567	107	22	multimodal	multimodal	NOUN
futech-567	107	23	embeddings	embedding	NOUN
futech-567	107	24	.	.	PUNCT
futech-567	108	1	these	these	DET
futech-567	108	2	techniques	technique	NOUN
futech-567	108	3	decompose	decompose	NOUN
futech-567	108	4	model	model	NOUN
futech-567	108	5	outputs	output	NOUN
futech-567	108	6	into	into	ADP
futech-567	108	7	contributions	contribution	NOUN
futech-567	108	8	from	from	ADP
futech-567	108	9	each	each	DET
futech-567	108	10	input	input	NOUN
futech-567	108	11	feature	feature	NOUN
futech-567	108	12	,	,	PUNCT
futech-567	108	13	allowing	allow	VERB
futech-567	108	14	the	the	DET
futech-567	108	15	system	system	NOUN
futech-567	108	16	to	to	PART
futech-567	108	17	generate	generate	VERB
futech-567	108	18	intuitive	intuitive	ADJ
futech-567	108	19	explanations	explanation	NOUN
futech-567	108	20	of	of	ADP
futech-567	108	21	its	its	PRON
futech-567	108	22	recommendations	recommendation	NOUN
futech-567	108	23	.	.	PUNCT
futech-567	109	1	for	for	ADP
futech-567	109	2	instance	instance	NOUN
futech-567	109	3	,	,	PUNCT
futech-567	109	4	when	when	SCONJ
futech-567	109	5	the	the	DET
futech-567	109	6	framework	framework	NOUN
futech-567	109	7	suggests	suggest	VERB
futech-567	109	8	a	a	DET
futech-567	109	9	low	low	ADJ
futech-567	109	10	-	-	PUNCT
futech-567	109	11	sodium	sodium	NOUN
futech-567	109	12	meal	meal	NOUN
futech-567	109	13	,	,	PUNCT
futech-567	109	14	attribution	attribution	NOUN
futech-567	109	15	results	result	NOUN
futech-567	109	16	may	may	AUX
futech-567	109	17	highlight	highlight	VERB
futech-567	109	18	elevated	elevated	ADJ
futech-567	109	19	stove	stove	NOUN
futech-567	109	20	temperature	temperature	NOUN
futech-567	109	21	readings	reading	NOUN
futech-567	109	22	,	,	PUNCT
futech-567	109	23	specific	specific	ADJ
futech-567	109	24	ingredient	ingredient	NOUN
futech-567	109	25	detection	detection	NOUN
futech-567	109	26	(	(	PUNCT
futech-567	109	27	e.g.	e.g.	ADV
futech-567	109	28	,	,	PUNCT
futech-567	109	29	processed	process	VERB
futech-567	109	30	meats	meat	NOUN
futech-567	109	31	)	)	PUNCT
futech-567	109	32	,	,	PUNCT
futech-567	109	33	and	and	CCONJ
futech-567	109	34	user	user	NOUN
futech-567	109	35	dietary	dietary	ADJ
futech-567	109	36	history	history	NOUN
futech-567	109	37	as	as	ADP
futech-567	109	38	the	the	DET
futech-567	109	39	dominant	dominant	ADJ
futech-567	109	40	factors	factor	NOUN
futech-567	109	41	.	.	PUNCT
futech-567	110	1	similarly	similarly	ADV
futech-567	110	2	,	,	PUNCT
futech-567	110	3	in	in	ADP
futech-567	110	4	safetycritical	safetycritical	ADJ
futech-567	110	5	contexts	contexts	NOUN
futech-567	110	6	,	,	PUNCT
futech-567	110	7	heatmaps	heatmap	NOUN
futech-567	110	8	can	can	AUX
futech-567	110	9	show	show	VERB
futech-567	110	10	whether	whether	SCONJ
futech-567	110	11	the	the	DET
futech-567	110	12	decision	decision	NOUN
futech-567	110	13	to	to	PART
futech-567	110	14	raise	raise	VERB
futech-567	110	15	a	a	DET
futech-567	110	16	fire	fire	NOUN
futech-567	110	17	-	-	PUNCT
futech-567	110	18	hazard	hazard	NOUN
futech-567	110	19	alert	alert	NOUN
futech-567	110	20	was	be	AUX
futech-567	110	21	driven	drive	VERB
futech-567	110	22	primarily	primarily	ADV
futech-567	110	23	by	by	ADP
futech-567	110	24	rapid	rapid	ADJ
futech-567	110	25	increases	increase	NOUN
futech-567	110	26	in	in	ADP
futech-567	110	27	oven	oven	ADJ
futech-567	110	28	temperature	temperature	NOUN
futech-567	110	29	or	or	CCONJ
futech-567	110	30	abnormal	abnormal	ADJ
futech-567	110	31	sensor	sensor	NOUN
futech-567	110	32	fluctuations	fluctuation	NOUN
futech-567	110	33	.	.	PUNCT
futech-567	111	1	such	such	ADJ
futech-567	111	2	visualizations	visualization	NOUN
futech-567	111	3	not	not	PART
futech-567	111	4	only	only	ADV
futech-567	111	5	improve	improve	VERB
futech-567	111	6	user	user	NOUN
futech-567	111	7	understanding	understanding	NOUN
futech-567	111	8	but	but	CCONJ
futech-567	111	9	also	also	ADV
futech-567	111	10	support	support	VERB
futech-567	111	11	auditing	auditing	NOUN
futech-567	111	12	and	and	CCONJ
futech-567	111	13	regulatory	regulatory	ADJ
futech-567	111	14	compliance	compliance	NOUN
futech-567	111	15	by	by	ADP
futech-567	111	16	providing	provide	VERB
futech-567	111	17	evidence	evidence	NOUN
futech-567	111	18	of	of	ADP
futech-567	111	19	decision	decision	NOUN
futech-567	111	20	rationales	rationale	NOUN
futech-567	111	21	.	.	PUNCT
futech-567	112	1	another	another	DET
futech-567	112	2	benefit	benefit	NOUN
futech-567	112	3	of	of	ADP
futech-567	112	4	embedding	embed	VERB
futech-567	112	5	interpretability	interpretability	NOUN
futech-567	112	6	is	be	AUX
futech-567	112	7	the	the	DET
futech-567	112	8	promotion	promotion	NOUN
futech-567	112	9	of	of	ADP
futech-567	112	10	user	user	NOUN
futech-567	112	11	trust	trust	PROPN
futech-567	112	12	in	in	ADP
futech-567	112	13	personalization	personalization	NOUN
futech-567	112	14	.	.	PUNCT
futech-567	113	1	users	user	NOUN
futech-567	113	2	may	may	AUX
futech-567	113	3	be	be	AUX
futech-567	113	4	more	more	ADV
futech-567	113	5	likely	likely	ADJ
futech-567	113	6	to	to	PART
futech-567	113	7	adopt	adopt	VERB
futech-567	113	8	meal	meal	NOUN
futech-567	113	9	recommendations	recommendation	NOUN
futech-567	113	10	when	when	SCONJ
futech-567	113	11	they	they	PRON
futech-567	113	12	can	can	AUX
futech-567	113	13	verify	verify	VERB
futech-567	113	14	that	that	SCONJ
futech-567	113	15	the	the	DET
futech-567	113	16	system	system	NOUN
futech-567	113	17	accounts	account	VERB
futech-567	113	18	for	for	ADP
futech-567	113	19	allergies	allergy	NOUN
futech-567	113	20	,	,	PUNCT
futech-567	113	21	cultural	cultural	ADJ
futech-567	113	22	preferences	preference	NOUN
futech-567	113	23	,	,	PUNCT
futech-567	113	24	or	or	CCONJ
futech-567	113	25	sustainability	sustainability	NOUN
futech-567	113	26	concerns	concern	NOUN
futech-567	113	27	.	.	PUNCT
futech-567	114	1	moreover	moreover	ADV
futech-567	114	2	,	,	PUNCT
futech-567	114	3	interpretability	interpretability	NOUN
futech-567	114	4	mechanisms	mechanism	NOUN
futech-567	114	5	facilitate	facilitate	VERB
futech-567	114	6	debugging	debugging	NOUN
futech-567	114	7	by	by	ADP
futech-567	114	8	developers	developer	NOUN
futech-567	114	9	,	,	PUNCT
futech-567	114	10	who	who	PRON
futech-567	114	11	can	can	AUX
futech-567	114	12	identify	identify	VERB
futech-567	114	13	whether	whether	SCONJ
futech-567	114	14	the	the	DET
futech-567	114	15	system	system	NOUN
futech-567	114	16	overweights	overweight	VERB
futech-567	114	17	noisy	noisy	ADJ
futech-567	114	18	audio	audio	ADJ
futech-567	114	19	input	input	NOUN
futech-567	114	20	or	or	CCONJ
futech-567	114	21	misinterprets	misinterpret	VERB
futech-567	114	22	visual	visual	ADJ
futech-567	114	23	occlusions	occlusion	NOUN
futech-567	114	24	.	.	PUNCT
futech-567	115	1	overall	overall	ADJ
futech-567	115	2	,	,	PUNCT
futech-567	115	3	interpretability	interpretability	NOUN
futech-567	115	4	transforms	transform	VERB
futech-567	115	5	the	the	DET
futech-567	115	6	framework	framework	NOUN
futech-567	115	7	from	from	ADP
futech-567	115	8	a	a	DET
futech-567	115	9	predictive	predictive	ADJ
futech-567	115	10	engine	engine	NOUN
futech-567	115	11	into	into	ADP
futech-567	115	12	a	a	DET
futech-567	115	13	trustworthy	trustworthy	ADJ
futech-567	115	14	assistant	assistant	NOUN
futech-567	115	15	aligned	align	VERB
futech-567	115	16	with	with	ADP
futech-567	115	17	human	human	ADJ
futech-567	115	18	values	value	NOUN
futech-567	115	19	and	and	CCONJ
futech-567	115	20	practical	practical	ADJ
futech-567	115	21	needs	need	NOUN
futech-567	115	22	.	.	PUNCT
futech-567	116	1	3.6	3.6	NUM
futech-567	116	2	structural	structural	ADJ
futech-567	116	3	parameters	parameter	NOUN
futech-567	116	4	the	the	DET
futech-567	116	5	framework	framework	NOUN
futech-567	116	6	is	be	AUX
futech-567	116	7	designed	design	VERB
futech-567	116	8	for	for	ADP
futech-567	116	9	real	real	ADJ
futech-567	116	10	-	-	PUNCT
futech-567	116	11	time	time	NOUN
futech-567	116	12	efficiency	efficiency	NOUN
futech-567	116	13	while	while	SCONJ
futech-567	116	14	maintaining	maintain	VERB
futech-567	116	15	sufficient	sufficient	ADJ
futech-567	116	16	representational	representational	ADJ
futech-567	116	17	power	power	NOUN
futech-567	116	18	.	.	PUNCT
futech-567	117	1	the	the	DET
futech-567	117	2	vision	vision	NOUN
futech-567	117	3	encoder	encoder	NOUN
futech-567	117	4	generates	generate	VERB
futech-567	117	5	768	768	NUM
futech-567	117	6	-	-	PUNCT
futech-567	117	7	dimensional	dimensional	ADJ
futech-567	117	8	embeddings	embedding	NOUN
futech-567	117	9	,	,	PUNCT
futech-567	117	10	the	the	DET
futech-567	117	11	audio	audio	ADJ
futech-567	117	12	encoder	encoder	NOUN
futech-567	117	13	outputs	output	VERB
futech-567	117	14	512	512	NUM
futech-567	117	15	dimensions	dimension	NOUN
futech-567	117	16	,	,	PUNCT
futech-567	117	17	and	and	CCONJ
futech-567	117	18	the	the	DET
futech-567	117	19	sensor	sensor	NOUN
futech-567	117	20	encoder	encoder	NOUN
futech-567	117	21	produces	produce	VERB
futech-567	117	22	256	256	NUM
futech-567	117	23	dimensions	dimension	NOUN
futech-567	117	24	.	.	PUNCT
futech-567	118	1	these	these	PRON
futech-567	118	2	are	be	AUX
futech-567	118	3	fused	fuse	VERB
futech-567	118	4	by	by	ADP
futech-567	118	5	a	a	DET
futech-567	118	6	cross	cross	ADJ
futech-567	118	7	-	-	ADJ
futech-567	118	8	modal	modal	ADJ
futech-567	118	9	attention	attention	NOUN
futech-567	118	10	layer	layer	NOUN
futech-567	118	11	into	into	ADP
futech-567	118	12	a	a	DET
futech-567	118	13	1024	1024	NUM
futech-567	118	14	-	-	PUNCT
futech-567	118	15	dimensional	dimensional	ADJ
futech-567	118	16	representation	representation	NOUN
futech-567	118	17	,	,	PUNCT
futech-567	118	18	which	which	PRON
futech-567	118	19	serves	serve	VERB
futech-567	118	20	as	as	ADP
futech-567	118	21	input	input	NOUN
futech-567	118	22	to	to	ADP
futech-567	118	23	a	a	DET
futech-567	118	24	two	two	NUM
futech-567	118	25	-	-	PUNCT
futech-567	118	26	layer	layer	NOUN
futech-567	118	27	reinforcement	reinforcement	NOUN
futech-567	118	28	learning	learning	NOUN
futech-567	118	29	policy	policy	NOUN
futech-567	118	30	network	network	NOUN
futech-567	118	31	optimized	optimize	VERB
futech-567	118	32	with	with	ADP
futech-567	118	33	ppo	ppo	PROPN
futech-567	118	34	.	.	PUNCT
futech-567	119	1	an	an	DET
futech-567	119	2	interpretability	interpretability	NOUN
futech-567	119	3	layer	layer	NOUN
futech-567	119	4	applies	apply	VERB
futech-567	119	5	attribution	attribution	NOUN
futech-567	119	6	methods	method	NOUN
futech-567	119	7	post	post	VERB
futech-567	119	8	hoc	hoc	X
futech-567	119	9	without	without	ADP
futech-567	119	10	increasing	increase	VERB
futech-567	119	11	latency	latency	NOUN
futech-567	119	12	.	.	PUNCT
futech-567	120	1	figure	figure	NOUN
futech-567	120	2	1	1	NUM
futech-567	120	3	illustrates	illustrate	VERB
futech-567	120	4	the	the	DET
futech-567	120	5	overall	overall	ADJ
futech-567	120	6	pipeline	pipeline	NOUN
futech-567	120	7	,	,	PUNCT
futech-567	120	8	highlighting	highlight	VERB
futech-567	120	9	the	the	DET
futech-567	120	10	flow	flow	NOUN
futech-567	120	11	from	from	ADP
futech-567	120	12	raw	raw	ADJ
futech-567	120	13	multimodal	multimodal	NOUN
futech-567	120	14	inputs	input	NOUN
futech-567	120	15	to	to	ADP
futech-567	120	16	fused	fuse	VERB
futech-567	120	17	embeddings	embedding	NOUN
futech-567	120	18	and	and	CCONJ
futech-567	120	19	final	final	ADJ
futech-567	120	20	personalized	personalized	ADJ
futech-567	120	21	recommendations	recommendation	NOUN
futech-567	120	22	.	.	PUNCT
futech-567	121	1	table	table	NOUN
futech-567	121	2	2	2	NUM
futech-567	121	3	provides	provide	VERB
futech-567	121	4	key	key	ADJ
futech-567	121	5	structural	structural	ADJ
futech-567	121	6	parameters	parameter	NOUN
futech-567	121	7	.	.	PUNCT
futech-567	122	1	table	table	NOUN
futech-567	122	2	2	2	NUM
futech-567	122	3	.	.	PUNCT
futech-567	122	4	key	key	ADJ
futech-567	122	5	structural	structural	ADJ
futech-567	122	6	parameters	parameter	NOUN
futech-567	122	7	of	of	ADP
futech-567	122	8	the	the	DET
futech-567	122	9	proposed	propose	VERB
futech-567	122	10	framework	framework	NOUN
futech-567	122	11	4	4	NUM
futech-567	122	12	.	.	NOUN
futech-567	122	13	results	result	NOUN
futech-567	122	14	and	and	CCONJ
futech-567	122	15	analysis	analysis	NOUN
futech-567	122	16	4.1	4.1	NUM
futech-567	122	17	datasets	dataset	NOUN
futech-567	122	18	and	and	CCONJ
futech-567	122	19	experimental	experimental	ADJ
futech-567	122	20	setup	setup	NOUN
futech-567	122	21	experiments	experiment	NOUN
futech-567	122	22	were	be	AUX
futech-567	122	23	conducted	conduct	VERB
futech-567	122	24	on	on	ADP
futech-567	122	25	three	three	NUM
futech-567	122	26	multimodal	multimodal	ADJ
futech-567	122	27	datasets	dataset	NOUN
futech-567	122	28	:	:	PUNCT
futech-567	122	29	(	(	PUNCT
futech-567	122	30	1	1	X
futech-567	122	31	)	)	PUNCT
futech-567	122	32	a	a	DET
futech-567	122	33	cooking	cooking	NOUN
futech-567	122	34	video	video	NOUN
futech-567	122	35	corpus	corpus	NOUN
futech-567	122	36	containing	contain	VERB
futech-567	122	37	18,000	18,000	NUM
futech-567	122	38	annotated	annotate	VERB
futech-567	122	39	video	video	NOUN
futech-567	122	40	clips	clip	NOUN
futech-567	122	41	paired	pair	VERB
futech-567	122	42	with	with	ADP
futech-567	122	43	audio	audio	ADJ
futech-567	122	44	instructions	instruction	NOUN
futech-567	122	45	,	,	PUNCT
futech-567	122	46	(	(	PUNCT
futech-567	122	47	2	2	X
futech-567	122	48	)	)	PUNCT
futech-567	122	49	a	a	DET
futech-567	122	50	kitchen	kitchen	NOUN
futech-567	122	51	iot	iot	PROPN
futech-567	122	52	log	log	NOUN
futech-567	122	53	dataset	dataset	NOUN
futech-567	122	54	comprising	comprise	VERB
futech-567	122	55	2.5	2.5	NUM
futech-567	122	56	m	m	NOUN
futech-567	122	57	sensor	sensor	NOUN
futech-567	122	58	records	record	NOUN
futech-567	122	59	from	from	ADP
futech-567	122	60	smart	smart	ADJ
futech-567	122	61	ovens	oven	NOUN
futech-567	122	62	,	,	PUNCT
futech-567	122	63	stoves	stove	NOUN
futech-567	122	64	,	,	PUNCT
futech-567	122	65	and	and	CCONJ
futech-567	122	66	energy	energy	NOUN
futech-567	122	67	monitors	monitor	NOUN
futech-567	122	68	,	,	PUNCT
futech-567	122	69	and	and	CCONJ
futech-567	122	70	(	(	PUNCT
futech-567	122	71	3	3	X
futech-567	122	72	)	)	PUNCT
futech-567	122	73	a	a	DET
futech-567	122	74	personalized	personalized	ADJ
futech-567	122	75	nutrition	nutrition	NOUN
futech-567	122	76	survey	survey	NOUN
futech-567	122	77	dataset	dataset	VERB
futech-567	122	78	with	with	ADP
futech-567	122	79	dietary	dietary	ADJ
futech-567	122	80	preferences	preference	NOUN
futech-567	122	81	,	,	PUNCT
futech-567	122	82	restrictions	restriction	NOUN
futech-567	122	83	,	,	PUNCT
futech-567	122	84	and	and	CCONJ
futech-567	122	85	feedback	feedback	VERB
futech-567	122	86	from	from	ADP
futech-567	122	87	620	620	NUM
futech-567	122	88	participants	participant	NOUN
futech-567	122	89	.	.	PUNCT
futech-567	123	1	the	the	DET
futech-567	123	2	cooking	cooking	NOUN
futech-567	123	3	video	video	NOUN
futech-567	123	4	corpus	corpus	NOUN
futech-567	123	5	and	and	CCONJ
futech-567	123	6	kitchen	kitchen	NOUN
futech-567	123	7	iot	iot	PROPN
futech-567	123	8	log	log	PROPN
futech-567	123	9	dataset	dataset	NOUN
futech-567	123	10	are	be	AUX
futech-567	123	11	proprietary	proprietary	ADJ
futech-567	123	12	datasets	dataset	NOUN
futech-567	123	13	created	create	VERB
futech-567	123	14	by	by	ADP
futech-567	123	15	the	the	DET
futech-567	123	16	authors	author	NOUN
futech-567	123	17	and	and	CCONJ
futech-567	123	18	can	can	AUX
futech-567	123	19	be	be	AUX
futech-567	123	20	made	make	VERB
futech-567	123	21	available	available	ADJ
futech-567	123	22	upon	upon	SCONJ
futech-567	123	23	request	request	NOUN
futech-567	123	24	for	for	ADP
futech-567	123	25	academic	academic	ADJ
futech-567	123	26	purposes	purpose	NOUN
futech-567	123	27	.	.	PUNCT
futech-567	124	1	the	the	DET
futech-567	124	2	personalized	personalized	ADJ
futech-567	124	3	nutrition	nutrition	NOUN
futech-567	124	4	survey	survey	NOUN
futech-567	124	5	dataset	dataset	NOUN
futech-567	124	6	was	be	AUX
futech-567	124	7	collected	collect	VERB
futech-567	124	8	with	with	ADP
futech-567	124	9	informed	informed	ADJ
futech-567	124	10	consent	consent	NOUN
futech-567	124	11	from	from	ADP
futech-567	124	12	participants	participant	NOUN
futech-567	124	13	and	and	CCONJ
futech-567	124	14	ethical	ethical	ADJ
futech-567	124	15	approval	approval	NOUN
futech-567	124	16	.	.	PUNCT
futech-567	125	1	all	all	DET
futech-567	125	2	datasets	dataset	NOUN
futech-567	125	3	were	be	AUX
futech-567	125	4	preprocessed	preprocesse	VERB
futech-567	125	5	into	into	ADP
futech-567	125	6	unified	unified	ADJ
futech-567	125	7	embeddings	embedding	NOUN
futech-567	125	8	as	as	SCONJ
futech-567	125	9	described	describe	VERB
futech-567	125	10	in	in	ADP
futech-567	125	11	section	section	NOUN
futech-567	125	12	3	3	NUM
futech-567	125	13	.	.	PUNCT
futech-567	126	1	training	training	NOUN
futech-567	126	2	was	be	AUX
futech-567	126	3	performed	perform	VERB
futech-567	126	4	on	on	ADP
futech-567	126	5	an	an	DET
futech-567	126	6	nvidia	nvidia	PROPN
futech-567	126	7	a100	a100	PROPN
futech-567	126	8	gpu	gpu	NOUN
futech-567	126	9	cluster	cluster	NOUN
futech-567	126	10	using	use	VERB
futech-567	126	11	pytorch	pytorch	NOUN
futech-567	126	12	2.2	2.2	NUM
futech-567	126	13	,	,	PUNCT
futech-567	126	14	with	with	ADP
futech-567	126	15	a	a	DET
futech-567	126	16	batch	batch	NOUN
futech-567	126	17	size	size	NOUN
futech-567	126	18	of	of	ADP
futech-567	126	19	128	128	NUM
futech-567	126	20	,	,	PUNCT
futech-567	126	21	an	an	DET
futech-567	126	22	adam	adam	PROPN
futech-567	126	23	optimizer	optimizer	NOUN
futech-567	126	24	(	(	PUNCT
futech-567	126	25	learning	learn	VERB
futech-567	126	26	rate	rate	NOUN
futech-567	126	27	of	of	ADP
futech-567	126	28	2e-4	2e-4	NOUN
futech-567	126	29	)	)	PUNCT
futech-567	126	30	,	,	PUNCT
futech-567	126	31	and	and	CCONJ
futech-567	126	32	early	early	ADV
futech-567	126	33	stopping	stopping	NOUN
futech-567	126	34	based	base	VERB
futech-567	126	35	on	on	ADP
futech-567	126	36	validation	validation	NOUN
futech-567	126	37	loss	loss	NOUN
futech-567	126	38	.	.	PUNCT
futech-567	127	1	the	the	DET
futech-567	127	2	recommendation	recommendation	NOUN
futech-567	127	3	system	system	NOUN
futech-567	127	4	was	be	AUX
futech-567	127	5	evaluated	evaluate	VERB
futech-567	127	6	using	use	VERB
futech-567	127	7	top1	top1	PROPN
futech-567	127	8	/	/	SYM
futech-567	127	9	top-5	top-5	NOUN
futech-567	127	10	accuracy	accuracy	NOUN
futech-567	127	11	,	,	PUNCT
futech-567	127	12	which	which	PRON
futech-567	127	13	measures	measure	VERB
futech-567	127	14	the	the	DET
futech-567	127	15	relevance	relevance	NOUN
futech-567	127	16	of	of	ADP
futech-567	127	17	the	the	DET
futech-567	127	18	top	top	ADJ
futech-567	127	19	recommendation	recommendation	NOUN
futech-567	127	20	and	and	CCONJ
futech-567	127	21	the	the	DET
futech-567	127	22	top	top	ADJ
futech-567	127	23	five	five	NUM
futech-567	127	24	suggestions	suggestion	NOUN
futech-567	127	25	,	,	PUNCT
futech-567	127	26	respectively	respectively	ADV
futech-567	127	27	.	.	PUNCT
futech-567	128	1	mae	mae	PROPN
futech-567	128	2	assessed	assess	VERB
futech-567	128	3	nutritional	nutritional	ADJ
futech-567	128	4	prediction	prediction	NOUN
futech-567	128	5	accuracy	accuracy	NOUN
futech-567	128	6	,	,	PUNCT
futech-567	128	7	ensuring	ensure	VERB
futech-567	128	8	alignment	alignment	NOUN
futech-567	128	9	with	with	ADP
futech-567	128	10	user	user	NOUN
futech-567	128	11	needs	need	NOUN
futech-567	128	12	.	.	PUNCT
futech-567	129	1	the	the	DET
futech-567	129	2	diversity	diversity	NOUN
futech-567	129	3	index	index	NOUN
futech-567	129	4	measured	measure	VERB
futech-567	129	5	recommendation	recommendation	NOUN
futech-567	129	6	variety	variety	NOUN
futech-567	129	7	.	.	PUNCT
futech-567	130	1	user	user	NOUN
futech-567	130	2	satisfaction	satisfaction	NOUN
futech-567	130	3	was	be	AUX
futech-567	130	4	indirectly	indirectly	ADV
futech-567	130	5	evaluated	evaluate	VERB
futech-567	130	6	by	by	ADP
futech-567	130	7	the	the	DET
futech-567	130	8	f1	f1	NOUN
futech-567	130	9	-	-	PUNCT
futech-567	130	10	score	score	NOUN
futech-567	130	11	for	for	ADP
futech-567	130	12	anomaly	anomaly	NOUN
futech-567	130	13	detection	detection	NOUN
futech-567	130	14	,	,	PUNCT
futech-567	130	15	while	while	SCONJ
futech-567	130	16	realtime	realtime	ADJ
futech-567	130	17	responsiveness	responsiveness	NOUN
futech-567	130	18	was	be	AUX
futech-567	130	19	tested	test	VERB
futech-567	130	20	based	base	VERB
futech-567	130	21	on	on	ADP
futech-567	130	22	the	the	DET
futech-567	130	23	system	system	NOUN
futech-567	130	24	’s	’s	PART
futech-567	130	25	adaptability	adaptability	NOUN
futech-567	130	26	.	.	PUNCT
futech-567	131	1	statistical	statistical	ADJ
futech-567	131	2	analyses	analysis	NOUN
futech-567	131	3	included	include	VERB
futech-567	131	4	paired	pair	VERB
futech-567	131	5	t	t	NOUN
futech-567	131	6	-	-	PUNCT
futech-567	131	7	tests	test	NOUN
futech-567	131	8	and	and	CCONJ
futech-567	131	9	wilcoxon	wilcoxon	VERB
futech-567	131	10	signed	sign	VERB
futech-567	131	11	-	-	PUNCT
futech-567	131	12	rank	rank	NOUN
futech-567	131	13	tests	test	NOUN
futech-567	131	14	,	,	PUNCT
futech-567	131	15	with	with	SCONJ
futech-567	131	16	p<0.05	p<0.05	NOUN
futech-567	131	17	considered	consider	VERB
futech-567	131	18	significant	significant	ADJ
futech-567	131	19	.	.	PUNCT
futech-567	132	1	4.2	4.2	NUM
futech-567	132	2	comparison	comparison	NOUN
futech-567	132	3	with	with	ADP
futech-567	132	4	baseline	baseline	NOUN
futech-567	132	5	models	model	NOUN
futech-567	132	6	the	the	DET
futech-567	132	7	framework	framework	NOUN
futech-567	132	8	was	be	AUX
futech-567	132	9	compared	compare	VERB
futech-567	132	10	against	against	ADP
futech-567	132	11	five	five	NUM
futech-567	132	12	baselines	baseline	NOUN
futech-567	132	13	:	:	PUNCT
futech-567	132	14	a	a	DET
futech-567	132	15	cnn	cnn	PROPN
futech-567	132	16	-	-	PUNCT
futech-567	132	17	only	only	ADJ
futech-567	132	18	vision	vision	NOUN
futech-567	132	19	system	system	NOUN
futech-567	132	20	,	,	PUNCT
futech-567	132	21	a	a	DET
futech-567	132	22	rnn	rnn	NOUN
futech-567	132	23	-	-	PUNCT
futech-567	132	24	based	base	VERB
futech-567	132	25	speech	speech	NOUN
futech-567	132	26	recommender	recommender	NOUN
futech-567	132	27	,	,	PUNCT
futech-567	132	28	an	an	DET
futech-567	132	29	iot	iot	PROPN
futech-567	132	30	anomaly	anomaly	NOUN
futech-567	132	31	detection	detection	NOUN
futech-567	132	32	model	model	NOUN
futech-567	132	33	,	,	PUNCT
futech-567	132	34	a	a	DET
futech-567	132	35	hybrid	hybrid	ADJ
futech-567	132	36	collaborative	collaborative	ADJ
futech-567	132	37	filtering	filtering	NOUN
futech-567	132	38	model	model	NOUN
futech-567	132	39	,	,	PUNCT
futech-567	132	40	and	and	CCONJ
futech-567	132	41	a	a	DET
futech-567	132	42	multimodal	multimodal	ADJ
futech-567	132	43	concatenation	concatenation	NOUN
futech-567	132	44	model	model	NOUN
futech-567	132	45	without	without	ADP
futech-567	132	46	attention	attention	NOUN
futech-567	132	47	or	or	CCONJ
futech-567	132	48	reinforcement	reinforcement	NOUN
futech-567	132	49	learning	learning	NOUN
futech-567	132	50	.	.	PUNCT
futech-567	133	1	module	module	NOUN
futech-567	133	2	input	input	NOUN
futech-567	133	3	size	size	NOUN
futech-567	133	4	output	output	NOUN
futech-567	133	5	dim	dim	ADJ
futech-567	133	6	parameters	parameter	NOUN
futech-567	133	7	(	(	PUNCT
futech-567	133	8	m	m	NOUN
futech-567	133	9	)	)	PUNCT
futech-567	133	10	notes	note	VERB
futech-567	133	11	vision	vision	NOUN
futech-567	133	12	encoder	encoder	NOUN
futech-567	133	13	224×224×3	224×224×3	PROPN
futech-567	133	14	video	video	NOUN
futech-567	133	15	768	768	NUM
futech-567	133	16	85	85	NUM
futech-567	133	17	transformerbased	transformerbase	VERB
futech-567	133	18	backbone	backbone	NOUN
futech-567	133	19	audio	audio	ADJ
futech-567	133	20	encoder	encoder	NOUN
futech-567	133	21	1d	1d	NOUN
futech-567	133	22	waveform	waveform	VERB
futech-567	133	23	512	512	NUM
futech-567	133	24	43	43	NUM
futech-567	133	25	cnn	cnn	NOUN
futech-567	133	26	+	+	CCONJ
futech-567	133	27	bilstm	bilstm	NOUN
futech-567	133	28	asr	asr	PROPN
futech-567	133	29	model	model	NOUN
futech-567	133	30	sensor	sensor	NOUN
futech-567	133	31	graph	graph	NOUN
futech-567	133	32	encoder	encoder	NOUN
futech-567	133	33	20	20	NUM
futech-567	133	34	sensors	sensor	NOUN
futech-567	133	35	256	256	NUM
futech-567	133	36	18	18	NUM
futech-567	133	37	graph	graph	NOUN
futech-567	133	38	convolutional	convolutional	ADJ
futech-567	133	39	layers	layer	NOUN
futech-567	133	40	fusion	fusion	NOUN
futech-567	133	41	layer	layer	NOUN
futech-567	133	42	(	(	PUNCT
futech-567	133	43	attention	attention	NOUN
futech-567	133	44	)	)	PUNCT
futech-567	133	45	(	(	PUNCT
futech-567	133	46	768	768	NUM
futech-567	133	47	+	+	SYM
futech-567	133	48	512	512	NUM
futech-567	133	49	+	+	NOUN
futech-567	133	50	256	256	NUM
futech-567	133	51	)	)	PUNCT
futech-567	133	52	1024	1024	NUM
futech-567	133	53	12	12	NUM
futech-567	133	54	cross	cross	ADJ
futech-567	133	55	-	-	ADJ
futech-567	133	56	modal	modal	ADJ
futech-567	133	57	multi	multi	ADJ
futech-567	133	58	-	-	ADJ
futech-567	133	59	head	head	ADJ
futech-567	133	60	attention	attention	NOUN
futech-567	133	61	rl	rl	ADP
futech-567	133	62	policy	policy	NOUN
futech-567	133	63	network	network	NOUN
futech-567	133	64	1024	1024	NUM
futech-567	133	65	action	action	NOUN
futech-567	133	66	set	set	VERB
futech-567	133	67	9	9	NUM
futech-567	133	68	ppo	ppo	PROPN
futech-567	133	69	with	with	ADP
futech-567	133	70	2layer	2layer	NUM
futech-567	133	71	mlp	mlp	PROPN
futech-567	133	72	interpretab	interpretab	PROPN
futech-567	133	73	ility	ility	NOUN
futech-567	133	74	module	module	NOUN
futech-567	133	75	1024	1024	NUM
futech-567	133	76	attribution	attribution	NOUN
futech-567	133	77	–	–	PUNCT
futech-567	133	78	shap	shap	NOUN
futech-567	133	79	/	/	SYM
futech-567	133	80	ig	ig	PROPN
futech-567	133	81	for	for	ADP
futech-567	133	82	explanation	explanation	NOUN
futech-567	133	83	jiaying	jiaying	PROPN
futech-567	133	84	li	li	PROPN
futech-567	133	85	&	&	CCONJ
futech-567	133	86	jinho	jinho	PROPN
futech-567	133	87	yim	yim	PROPN
futech-567	133	88	/	/	SYM
futech-567	133	89	future	future	ADJ
futech-567	133	90	technology	technology	NOUN
futech-567	133	91	february	february	PROPN
futech-567	133	92	2026|	2026|	NUM
futech-567	133	93	volume	volume	NOUN
futech-567	133	94	05	05	NUM
futech-567	134	1	|	|	ADV
futech-567	134	2	issue	issue	NOUN
futech-567	134	3	01	01	NUM
futech-567	135	1	|	|	ADV
futech-567	135	2	pages	page	NOUN
futech-567	135	3	84	84	NUM
futech-567	135	4	-	-	SYM
futech-567	135	5	92	92	NUM
futech-567	135	6	88	88	NUM
futech-567	135	7	the	the	DET
futech-567	135	8	architecture	architecture	NOUN
futech-567	135	9	details	detail	NOUN
futech-567	135	10	,	,	PUNCT
futech-567	135	11	input	input	NOUN
futech-567	135	12	modalities	modality	NOUN
futech-567	135	13	,	,	PUNCT
futech-567	135	14	and	and	CCONJ
futech-567	135	15	parameter	parameter	NOUN
futech-567	135	16	count	count	NOUN
futech-567	135	17	for	for	ADP
futech-567	135	18	each	each	DET
futech-567	135	19	baseline	baseline	NOUN
futech-567	135	20	are	be	AUX
futech-567	135	21	as	as	SCONJ
futech-567	135	22	follows	follow	VERB
futech-567	135	23	:	:	PUNCT
futech-567	135	24	cnn	cnn	PROPN
futech-567	135	25	vision	vision	PROPN
futech-567	135	26	:	:	PUNCT
futech-567	135	27	a	a	DET
futech-567	135	28	convolutional	convolutional	ADJ
futech-567	135	29	neural	neural	ADJ
futech-567	135	30	network	network	NOUN
futech-567	135	31	(	(	PUNCT
futech-567	135	32	cnn	cnn	PROPN
futech-567	135	33	)	)	PUNCT
futech-567	135	34	was	be	AUX
futech-567	135	35	used	use	VERB
futech-567	135	36	for	for	ADP
futech-567	135	37	ingredient	ingredient	NOUN
futech-567	135	38	recognition	recognition	NOUN
futech-567	135	39	based	base	VERB
futech-567	135	40	on	on	ADP
futech-567	135	41	visual	visual	ADJ
futech-567	135	42	inputs	input	NOUN
futech-567	135	43	.	.	PUNCT
futech-567	136	1	the	the	DET
futech-567	136	2	architecture	architecture	NOUN
futech-567	136	3	consisted	consist	VERB
futech-567	136	4	of	of	ADP
futech-567	136	5	4	4	NUM
futech-567	136	6	convolutional	convolutional	ADJ
futech-567	136	7	layers	layer	NOUN
futech-567	136	8	followed	follow	VERB
futech-567	136	9	by	by	ADP
futech-567	136	10	fully	fully	ADV
futech-567	136	11	connected	connected	ADJ
futech-567	136	12	layers	layer	NOUN
futech-567	136	13	.	.	PUNCT
futech-567	137	1	the	the	DET
futech-567	137	2	input	input	NOUN
futech-567	137	3	modality	modality	NOUN
futech-567	137	4	was	be	AUX
futech-567	137	5	visual	visual	ADJ
futech-567	137	6	data	datum	NOUN
futech-567	137	7	,	,	PUNCT
futech-567	137	8	with	with	ADP
futech-567	137	9	a	a	DET
futech-567	137	10	total	total	ADJ
futech-567	137	11	parameter	parameter	NOUN
futech-567	137	12	count	count	NOUN
futech-567	137	13	of	of	ADP
futech-567	137	14	1.2	1.2	NUM
futech-567	137	15	million	million	NUM
futech-567	137	16	.	.	PUNCT
futech-567	138	1	rnn	rnn	PROPN
futech-567	138	2	speech	speech	NOUN
futech-567	138	3	:	:	PUNCT
futech-567	138	4	a	a	DET
futech-567	138	5	recurrent	recurrent	ADJ
futech-567	138	6	neural	neural	ADJ
futech-567	138	7	network	network	NOUN
futech-567	138	8	(	(	PUNCT
futech-567	138	9	rnn	rnn	PROPN
futech-567	138	10	)	)	PUNCT
futech-567	138	11	model	model	NOUN
futech-567	138	12	was	be	AUX
futech-567	138	13	employed	employ	VERB
futech-567	138	14	for	for	ADP
futech-567	138	15	speech	speech	NOUN
futech-567	138	16	-	-	PUNCT
futech-567	138	17	based	base	VERB
futech-567	138	18	recipe	recipe	NOUN
futech-567	138	19	navigation	navigation	NOUN
futech-567	138	20	.	.	PUNCT
futech-567	139	1	it	it	PRON
futech-567	139	2	utilized	utilize	VERB
futech-567	139	3	a	a	DET
futech-567	139	4	bidirectional	bidirectional	ADJ
futech-567	139	5	lstm	lstm	NOUN
futech-567	139	6	for	for	ADP
futech-567	139	7	sequential	sequential	ADJ
futech-567	139	8	speech	speech	NOUN
futech-567	139	9	input	input	NOUN
futech-567	139	10	.	.	PUNCT
futech-567	140	1	the	the	DET
futech-567	140	2	parameter	parameter	NOUN
futech-567	140	3	count	count	NOUN
futech-567	140	4	was	be	AUX
futech-567	140	5	850,000	850,000	NUM
futech-567	140	6	,	,	PUNCT
futech-567	140	7	with	with	ADP
futech-567	140	8	audio	audio	NOUN
futech-567	140	9	as	as	ADP
futech-567	140	10	the	the	DET
futech-567	140	11	input	input	NOUN
futech-567	140	12	modality	modality	NOUN
futech-567	140	13	.	.	PUNCT
futech-567	141	1	iot	iot	PROPN
futech-567	141	2	anomaly	anomaly	NOUN
futech-567	141	3	detector	detector	NOUN
futech-567	141	4	:	:	PUNCT
futech-567	141	5	a	a	DET
futech-567	141	6	model	model	NOUN
futech-567	141	7	based	base	VERB
futech-567	141	8	on	on	ADP
futech-567	141	9	traditional	traditional	ADJ
futech-567	141	10	machine	machine	NOUN
futech-567	141	11	learning	learning	NOUN
futech-567	141	12	methods	method	NOUN
futech-567	141	13	(	(	PUNCT
futech-567	141	14	e.g.	e.g.	ADV
futech-567	141	15	,	,	PUNCT
futech-567	141	16	svm	svm	ADJ
futech-567	141	17	)	)	PUNCT
futech-567	141	18	for	for	ADP
futech-567	141	19	detecting	detect	VERB
futech-567	141	20	anomalies	anomaly	NOUN
futech-567	141	21	in	in	ADP
futech-567	141	22	sensor	sensor	NOUN
futech-567	141	23	data	datum	NOUN
futech-567	141	24	from	from	ADP
futech-567	141	25	smart	smart	ADJ
futech-567	141	26	kitchen	kitchen	NOUN
futech-567	141	27	appliances	appliance	NOUN
futech-567	141	28	.	.	PUNCT
futech-567	142	1	the	the	DET
futech-567	142	2	parameter	parameter	NOUN
futech-567	142	3	count	count	NOUN
futech-567	142	4	was	be	AUX
futech-567	142	5	500,000	500,000	NUM
futech-567	142	6	,	,	PUNCT
futech-567	142	7	with	with	ADP
futech-567	142	8	iot	iot	ADJ
futech-567	142	9	sensor	sensor	NOUN
futech-567	142	10	data	datum	NOUN
futech-567	142	11	as	as	ADP
futech-567	142	12	input	input	NOUN
futech-567	142	13	.	.	PUNCT
futech-567	143	1	hybrid	hybrid	ADJ
futech-567	143	2	collaborative	collaborative	ADJ
futech-567	143	3	filtering	filtering	NOUN
futech-567	143	4	(	(	PUNCT
futech-567	143	5	cf	cf	NOUN
futech-567	143	6	):	):	PUNCT
futech-567	143	7	a	a	DET
futech-567	143	8	hybrid	hybrid	ADJ
futech-567	143	9	model	model	NOUN
futech-567	143	10	combining	combine	VERB
futech-567	143	11	collaborative	collaborative	ADJ
futech-567	143	12	filtering	filtering	NOUN
futech-567	143	13	with	with	ADP
futech-567	143	14	content	content	NOUN
futech-567	143	15	-	-	PUNCT
futech-567	143	16	based	base	VERB
futech-567	143	17	methods	method	NOUN
futech-567	143	18	for	for	ADP
futech-567	143	19	recommendation	recommendation	NOUN
futech-567	143	20	,	,	PUNCT
futech-567	143	21	using	use	VERB
futech-567	143	22	user	user	NOUN
futech-567	143	23	history	history	NOUN
futech-567	143	24	and	and	CCONJ
futech-567	143	25	nutrition	nutrition	NOUN
futech-567	143	26	databases	database	NOUN
futech-567	143	27	.	.	PUNCT
futech-567	144	1	the	the	DET
futech-567	144	2	architecture	architecture	NOUN
futech-567	144	3	had	have	VERB
futech-567	144	4	1	1	NUM
futech-567	144	5	million	million	NUM
futech-567	144	6	parameters	parameter	NOUN
futech-567	144	7	,	,	PUNCT
futech-567	144	8	with	with	ADP
futech-567	144	9	input	input	NOUN
futech-567	144	10	modalities	modality	NOUN
futech-567	144	11	including	include	VERB
futech-567	144	12	user	user	NOUN
futech-567	144	13	history	history	NOUN
futech-567	144	14	and	and	CCONJ
futech-567	144	15	dietary	dietary	ADJ
futech-567	144	16	preferences	preference	NOUN
futech-567	144	17	.	.	PUNCT
futech-567	145	1	multimodal	multimodal	ADJ
futech-567	145	2	concatenation	concatenation	NOUN
futech-567	145	3	:	:	PUNCT
futech-567	145	4	a	a	DET
futech-567	145	5	baseline	baseline	ADJ
futech-567	145	6	model	model	NOUN
futech-567	145	7	that	that	PRON
futech-567	145	8	concatenated	concatenate	VERB
futech-567	145	9	visual	visual	ADJ
futech-567	145	10	,	,	PUNCT
futech-567	145	11	audio	audio	NOUN
futech-567	145	12	,	,	PUNCT
futech-567	145	13	and	and	CCONJ
futech-567	145	14	iot	iot	NOUN
futech-567	145	15	features	feature	NOUN
futech-567	145	16	without	without	ADP
futech-567	145	17	attention	attention	NOUN
futech-567	145	18	or	or	CCONJ
futech-567	145	19	reinforcement	reinforcement	NOUN
futech-567	145	20	learning	learning	NOUN
futech-567	145	21	.	.	PUNCT
futech-567	146	1	the	the	DET
futech-567	146	2	total	total	ADJ
futech-567	146	3	parameter	parameter	NOUN
futech-567	146	4	count	count	NOUN
futech-567	146	5	was	be	AUX
futech-567	146	6	2.5	2.5	NUM
futech-567	146	7	million	million	NUM
futech-567	146	8	.	.	PUNCT
futech-567	147	1	the	the	DET
futech-567	147	2	results	result	NOUN
futech-567	147	3	of	of	ADP
futech-567	147	4	the	the	DET
futech-567	147	5	comparison	comparison	NOUN
futech-567	147	6	are	be	AUX
futech-567	147	7	summarized	summarize	VERB
futech-567	147	8	in	in	ADP
futech-567	147	9	table	table	NOUN
futech-567	147	10	3	3	NUM
futech-567	147	11	.	.	PUNCT
futech-567	148	1	the	the	DET
futech-567	148	2	proposed	propose	VERB
futech-567	148	3	framework	framework	NOUN
futech-567	148	4	consistently	consistently	ADV
futech-567	148	5	outperformed	outperform	VERB
futech-567	148	6	baselines	baseline	NOUN
futech-567	148	7	,	,	PUNCT
futech-567	148	8	achieving	achieve	VERB
futech-567	148	9	+8.4	+8.4	NOUN
futech-567	148	10	%	%	NOUN
futech-567	148	11	in	in	ADP
futech-567	148	12	top-1	top-1	DET
futech-567	148	13	accuracy	accuracy	NOUN
futech-567	148	14	,	,	PUNCT
futech-567	148	15	+14.0	+14.0	PRON
futech-567	148	16	%	%	NOUN
futech-567	148	17	in	in	ADP
futech-567	148	18	f1	f1	NOUN
futech-567	148	19	-	-	PUNCT
futech-567	148	20	score	score	NOUN
futech-567	148	21	,	,	PUNCT
futech-567	148	22	and	and	CCONJ
futech-567	148	23	a	a	DET
futech-567	148	24	23.5	23.5	NUM
futech-567	148	25	%	%	NOUN
futech-567	148	26	reduction	reduction	NOUN
futech-567	148	27	in	in	ADP
futech-567	148	28	mae	mae	PROPN
futech-567	148	29	.	.	PROPN
futech-567	148	30	improvements	improvement	NOUN
futech-567	148	31	in	in	ADP
futech-567	148	32	recommendation	recommendation	NOUN
futech-567	148	33	diversity	diversity	NOUN
futech-567	148	34	confirm	confirm	VERB
futech-567	148	35	the	the	DET
futech-567	148	36	added	add	VERB
futech-567	148	37	value	value	NOUN
futech-567	148	38	of	of	ADP
futech-567	148	39	reinforcement	reinforcement	NOUN
futech-567	148	40	learning	learning	NOUN
futech-567	148	41	in	in	ADP
futech-567	148	42	adapting	adapt	VERB
futech-567	148	43	to	to	ADP
futech-567	148	44	user	user	NOUN
futech-567	148	45	preferences	preference	NOUN
futech-567	148	46	.	.	PUNCT
futech-567	149	1	4.3	4.3	NUM
futech-567	149	2	convergence	convergence	NOUN
futech-567	149	3	analysis	analysis	NOUN
futech-567	149	4	and	and	CCONJ
futech-567	149	5	statistical	statistical	ADJ
futech-567	149	6	significance	significance	NOUN
futech-567	149	7	training	training	NOUN
futech-567	149	8	curves	curve	NOUN
futech-567	149	9	(	(	PUNCT
futech-567	149	10	figure	figure	NOUN
futech-567	149	11	2	2	NUM
futech-567	149	12	)	)	PUNCT
futech-567	149	13	demonstrate	demonstrate	VERB
futech-567	149	14	that	that	SCONJ
futech-567	149	15	the	the	DET
futech-567	149	16	framework	framework	NOUN
futech-567	149	17	converges	converge	VERB
futech-567	149	18	more	more	ADV
futech-567	149	19	rapidly	rapidly	ADV
futech-567	149	20	than	than	ADP
futech-567	149	21	baselines	baseline	NOUN
futech-567	149	22	,	,	PUNCT
futech-567	149	23	achieving	achieve	VERB
futech-567	149	24	stable	stable	ADJ
futech-567	149	25	accuracy	accuracy	NOUN
futech-567	149	26	after	after	SCONJ
futech-567	149	27	~25	~25	NOUN
futech-567	149	28	epochs	epoch	NOUN
futech-567	149	29	compared	compare	VERB
futech-567	149	30	to	to	ADP
futech-567	149	31	~40	~40	NOUN
futech-567	149	32	for	for	ADP
futech-567	149	33	multimodal	multimodal	ADJ
futech-567	149	34	concatenation	concatenation	NOUN
futech-567	149	35	.	.	PUNCT
futech-567	150	1	the	the	DET
futech-567	150	2	use	use	NOUN
futech-567	150	3	of	of	ADP
futech-567	150	4	cross	cross	ADJ
futech-567	150	5	-	-	ADJ
futech-567	150	6	modal	modal	ADJ
futech-567	150	7	attention	attention	NOUN
futech-567	150	8	accelerates	accelerate	VERB
futech-567	150	9	learning	learn	VERB
futech-567	150	10	by	by	ADP
futech-567	150	11	aligning	align	VERB
futech-567	150	12	heterogeneous	heterogeneous	ADJ
futech-567	150	13	features	feature	NOUN
futech-567	150	14	more	more	ADV
futech-567	150	15	effectively	effectively	ADV
futech-567	150	16	.	.	PUNCT
futech-567	151	1	paired	pair	VERB
futech-567	151	2	t	t	NOUN
futech-567	151	3	-	-	PUNCT
futech-567	151	4	tests	test	NOUN
futech-567	151	5	confirmed	confirm	VERB
futech-567	151	6	statistical	statistical	ADJ
futech-567	151	7	significance	significance	NOUN
futech-567	151	8	in	in	ADP
futech-567	151	9	performance	performance	NOUN
futech-567	151	10	gains	gain	NOUN
futech-567	151	11	for	for	ADP
futech-567	151	12	top-1	top-1	DET
futech-567	151	13	accuracy	accuracy	NOUN
futech-567	151	14	against	against	ADP
futech-567	151	15	all	all	DET
futech-567	151	16	baselines	baseline	NOUN
futech-567	151	17	,	,	PUNCT
futech-567	151	18	and	and	CCONJ
futech-567	151	19	for	for	ADP
futech-567	151	20	f1	f1	NOUN
futech-567	151	21	-	-	PUNCT
futech-567	151	22	score	score	NOUN
futech-567	151	23	improvements	improvement	NOUN
futech-567	151	24	in	in	ADP
futech-567	151	25	safety	safety	NOUN
futech-567	151	26	monitoring	monitoring	NOUN
futech-567	151	27	.	.	PUNCT
futech-567	152	1	specifically	specifically	ADV
futech-567	152	2	,	,	PUNCT
futech-567	152	3	95	95	NUM
futech-567	152	4	%	%	NOUN
futech-567	152	5	confidence	confidence	NOUN
futech-567	152	6	intervals	interval	NOUN
futech-567	152	7	(	(	PUNCT
futech-567	152	8	cis	cis	NOUN
futech-567	152	9	)	)	PUNCT
futech-567	152	10	for	for	ADP
futech-567	152	11	top-1	top-1	DET
futech-567	152	12	accuracy	accuracy	NOUN
futech-567	152	13	ranged	range	VERB
futech-567	152	14	from	from	ADP
futech-567	152	15	[	[	X
futech-567	152	16	x%	x%	X
futech-567	152	17	,	,	PUNCT
futech-567	152	18	y%	y%	NOUN
futech-567	152	19	]	]	X
futech-567	152	20	,	,	PUNCT
futech-567	152	21	and	and	CCONJ
futech-567	152	22	cohen	cohen	PROPN
futech-567	152	23	’s	’s	PROPN
futech-567	152	24	d	d	NOUN
futech-567	152	25	for	for	ADP
futech-567	152	26	the	the	DET
futech-567	152	27	improvement	improvement	NOUN
futech-567	152	28	in	in	ADP
futech-567	152	29	accuracy	accuracy	NOUN
futech-567	152	30	was	be	AUX
futech-567	152	31	[	[	X
futech-567	152	32	z	z	X
futech-567	152	33	]	]	X
futech-567	152	34	,	,	PUNCT
futech-567	152	35	indicating	indicate	VERB
futech-567	152	36	a	a	DET
futech-567	152	37	large	large	ADJ
futech-567	152	38	effect	effect	NOUN
futech-567	152	39	size	size	NOUN
futech-567	152	40	.	.	PUNCT
futech-567	153	1	for	for	ADP
futech-567	153	2	f1	f1	NOUN
futech-567	153	3	-	-	PUNCT
futech-567	153	4	score	score	NOUN
futech-567	153	5	,	,	PUNCT
futech-567	153	6	the	the	DET
futech-567	153	7	95	95	NUM
futech-567	153	8	%	%	NOUN
futech-567	153	9	ci	ci	NOUN
futech-567	153	10	was	be	AUX
futech-567	153	11	[	[	X
futech-567	153	12	a%	a%	ADJ
futech-567	153	13	,	,	PUNCT
futech-567	153	14	b%	b%	PROPN
futech-567	153	15	]	]	PUNCT
futech-567	153	16	,	,	PUNCT
futech-567	153	17	with	with	ADP
futech-567	153	18	cohen	cohen	PROPN
futech-567	153	19	’s	’s	PROPN
futech-567	153	20	d	d	X
futech-567	153	21	of	of	ADP
futech-567	153	22	[	[	X
futech-567	153	23	w	w	X
futech-567	153	24	]	]	X
futech-567	153	25	,	,	PUNCT
futech-567	153	26	indicating	indicate	VERB
futech-567	153	27	a	a	DET
futech-567	153	28	moderate	moderate	ADJ
futech-567	153	29	effect	effect	NOUN
futech-567	153	30	size	size	NOUN
futech-567	153	31	.	.	PUNCT
futech-567	154	1	these	these	DET
futech-567	154	2	results	result	NOUN
futech-567	154	3	validate	validate	VERB
futech-567	154	4	the	the	DET
futech-567	154	5	robustness	robustness	NOUN
futech-567	154	6	of	of	ADP
futech-567	154	7	the	the	DET
futech-567	154	8	approach	approach	NOUN
futech-567	154	9	beyond	beyond	ADP
futech-567	154	10	chance	chance	NOUN
futech-567	154	11	-	-	PUNCT
futech-567	154	12	level	level	NOUN
futech-567	154	13	fluctuations	fluctuation	NOUN
futech-567	154	14	,	,	PUNCT
futech-567	154	15	with	with	ADP
futech-567	154	16	large	large	ADJ
futech-567	154	17	effect	effect	NOUN
futech-567	154	18	sizes	size	NOUN
futech-567	154	19	further	far	ADV
futech-567	154	20	confirming	confirm	VERB
futech-567	154	21	the	the	DET
futech-567	154	22	practical	practical	ADJ
futech-567	154	23	significance	significance	NOUN
futech-567	154	24	of	of	ADP
futech-567	154	25	the	the	DET
futech-567	154	26	improvements	improvement	NOUN
futech-567	154	27	.	.	PUNCT
futech-567	155	1	to	to	PART
futech-567	155	2	better	well	ADV
futech-567	155	3	visualize	visualize	VERB
futech-567	155	4	the	the	DET
futech-567	155	5	convergence	convergence	NOUN
futech-567	155	6	and	and	CCONJ
futech-567	155	7	comparative	comparative	ADJ
futech-567	155	8	performance	performance	NOUN
futech-567	155	9	,	,	PUNCT
futech-567	155	10	figure	figure	NOUN
futech-567	155	11	2	2	NUM
futech-567	155	12	combines	combine	VERB
futech-567	155	13	training	training	NOUN
futech-567	155	14	and	and	CCONJ
futech-567	155	15	validation	validation	NOUN
futech-567	155	16	accuracy	accuracy	NOUN
futech-567	155	17	with	with	ADP
futech-567	155	18	confusion	confusion	NOUN
futech-567	155	19	matrices	matrix	NOUN
futech-567	155	20	.	.	PUNCT
futech-567	156	1	the	the	DET
futech-567	156	2	training	training	NOUN
futech-567	156	3	curves	curve	NOUN
futech-567	156	4	show	show	VERB
futech-567	156	5	the	the	DET
futech-567	156	6	improvements	improvement	NOUN
futech-567	156	7	in	in	ADP
futech-567	156	8	top-1	top-1	DET
futech-567	156	9	accuracy	accuracy	NOUN
futech-567	156	10	and	and	CCONJ
futech-567	156	11	f1	f1	NOUN
futech-567	156	12	-	-	PUNCT
futech-567	156	13	score	score	NOUN
futech-567	156	14	across	across	ADP
futech-567	156	15	epochs	epoch	NOUN
futech-567	156	16	for	for	ADP
futech-567	156	17	the	the	DET
futech-567	156	18	proposed	propose	VERB
futech-567	156	19	framework	framework	NOUN
futech-567	156	20	and	and	CCONJ
futech-567	156	21	the	the	DET
futech-567	156	22	multimodal	multimodal	ADJ
futech-567	156	23	concatenation	concatenation	NOUN
futech-567	156	24	baseline	baseline	NOUN
futech-567	156	25	.	.	PUNCT
futech-567	157	1	the	the	DET
futech-567	157	2	confusion	confusion	NOUN
futech-567	157	3	matrices	matrix	NOUN
futech-567	157	4	further	far	ADV
futech-567	157	5	illustrate	illustrate	VERB
futech-567	157	6	the	the	DET
futech-567	157	7	classification	classification	NOUN
futech-567	157	8	performance	performance	NOUN
futech-567	157	9	of	of	ADP
futech-567	157	10	both	both	DET
futech-567	157	11	models	model	NOUN
futech-567	157	12	,	,	PUNCT
futech-567	157	13	highlighting	highlight	VERB
futech-567	157	14	the	the	DET
futech-567	157	15	improvements	improvement	NOUN
futech-567	157	16	in	in	ADP
futech-567	157	17	accuracy	accuracy	NOUN
futech-567	157	18	and	and	CCONJ
futech-567	157	19	f1	f1	NOUN
futech-567	157	20	-	-	PUNCT
futech-567	157	21	score	score	NOUN
futech-567	157	22	after	after	ADP
futech-567	157	23	incorporating	incorporate	VERB
futech-567	157	24	cross	cross	ADJ
futech-567	157	25	-	-	ADJ
futech-567	157	26	modal	modal	ADJ
futech-567	157	27	attention	attention	NOUN
futech-567	157	28	.	.	PUNCT
futech-567	158	1	4.4	4.4	NUM
futech-567	158	2	ablation	ablation	NOUN
futech-567	158	3	studies	study	NOUN
futech-567	158	4	to	to	PART
futech-567	158	5	quantify	quantify	VERB
futech-567	158	6	the	the	DET
futech-567	158	7	contributions	contribution	NOUN
futech-567	158	8	of	of	ADP
futech-567	158	9	individual	individual	ADJ
futech-567	158	10	components	component	NOUN
futech-567	158	11	,	,	PUNCT
futech-567	158	12	ablation	ablation	NOUN
futech-567	158	13	experiments	experiment	NOUN
futech-567	158	14	were	be	AUX
futech-567	158	15	conducted	conduct	VERB
futech-567	158	16	by	by	ADP
futech-567	158	17	isolating	isolate	VERB
futech-567	158	18	each	each	DET
futech-567	158	19	component	component	NOUN
futech-567	158	20	:	:	PUNCT
futech-567	158	21	attention	attention	NOUN
futech-567	158	22	fusion	fusion	NOUN
futech-567	158	23	,	,	PUNCT
futech-567	158	24	context	context	NOUN
futech-567	158	25	-	-	PUNCT
futech-567	158	26	aware	aware	ADJ
futech-567	158	27	reinforcement	reinforcement	NOUN
futech-567	158	28	learning	learning	NOUN
futech-567	158	29	(	(	PUNCT
futech-567	158	30	rl	rl	NOUN
futech-567	158	31	)	)	PUNCT
futech-567	158	32	,	,	PUNCT
futech-567	158	33	and	and	CCONJ
futech-567	158	34	the	the	DET
futech-567	158	35	interpretability	interpretability	NOUN
futech-567	158	36	layer	layer	NOUN
futech-567	158	37	,	,	PUNCT
futech-567	158	38	and	and	CCONJ
futech-567	158	39	evaluating	evaluate	VERB
futech-567	158	40	their	their	PRON
futech-567	158	41	performance	performance	NOUN
futech-567	158	42	independently	independently	ADV
futech-567	158	43	.	.	PUNCT
futech-567	159	1	results	result	NOUN
futech-567	159	2	are	be	AUX
futech-567	159	3	reported	report	VERB
futech-567	159	4	in	in	ADP
futech-567	159	5	table	table	NOUN
futech-567	159	6	4	4	NUM
futech-567	159	7	.	.	PUNCT
futech-567	160	1	figure	figure	NOUN
futech-567	160	2	1	1	NUM
futech-567	160	3	.	.	PUNCT
futech-567	160	4	overall	overall	ADJ
futech-567	160	5	pipeline	pipeline	NOUN
futech-567	160	6	of	of	ADP
futech-567	160	7	multimodal	multimodal	NOUN
futech-567	160	8	fusion	fusion	NOUN
futech-567	160	9	and	and	CCONJ
futech-567	160	10	reinforcement	reinforcement	NOUN
futech-567	160	11	learning	learning	NOUN
futech-567	160	12	framework	framework	NOUN
futech-567	160	13	table	table	NOUN
futech-567	160	14	3	3	NUM
futech-567	160	15	.	.	PUNCT
futech-567	160	16	performance	performance	NOUN
futech-567	160	17	comparison	comparison	NOUN
futech-567	160	18	with	with	ADP
futech-567	160	19	baseline	baseline	PROPN
futech-567	160	20	models	model	NOUN
futech-567	160	21	model	model	NOUN
futech-567	160	22	top-1	top-1	PUNCT
futech-567	160	23	acc	acc	PROPN
futech-567	160	24	.	.	PROPN
futech-567	160	25	top-5	top-5	X
futech-567	160	26	acc	acc	PROPN
futech-567	160	27	.	.	PROPN
futech-567	160	28	f1	f1	PROPN
futech-567	160	29	-	-	PUNCT
futech-567	160	30	score	score	NOUN
futech-567	160	31	(	(	PUNCT
futech-567	160	32	safety	safety	NOUN
futech-567	160	33	)	)	PUNCT
futech-567	160	34	mae	mae	PROPN
futech-567	160	35	(	(	PUNCT
futech-567	160	36	nutrition	nutrition	NOUN
futech-567	160	37	)	)	PUNCT
futech-567	160	38	diversity	diversity	NOUN
futech-567	160	39	index	index	NOUN
futech-567	160	40	cnn	cnn	PROPN
futech-567	160	41	vision	vision	NOUN
futech-567	160	42	68.2	68.2	NUM
futech-567	160	43	%	%	NOUN
futech-567	160	44	84.1	84.1	NUM
futech-567	160	45	%	%	NOUN
futech-567	160	46	72.5	72.5	NUM
futech-567	160	47	%	%	NOUN
futech-567	160	48	12.4	12.4	NUM
futech-567	160	49	0.41	0.41	NUM
futech-567	160	50	rnn	rnn	NOUN
futech-567	160	51	speech	speech	NOUN
futech-567	160	52	64.7	64.7	NUM
futech-567	160	53	%	%	NOUN
futech-567	160	54	81.3	81.3	NUM
futech-567	160	55	%	%	NOUN
futech-567	160	56	70.2	70.2	NUM
futech-567	160	57	%	%	NOUN
futech-567	160	58	11.9	11.9	NUM
futech-567	160	59	0.39	0.39	NUM
futech-567	160	60	iot	iot	PROPN
futech-567	160	61	anomaly	anomaly	NOUN
futech-567	160	62	detector	detector	NOUN
futech-567	160	63	–	–	PUNCT
futech-567	160	64	–	–	PUNCT
futech-567	160	65	81.6	81.6	NUM
futech-567	160	66	%	%	NOUN
futech-567	160	67	–	–	PUNCT
futech-567	160	68	–	–	PUNCT
futech-567	160	69	hybrid	hybrid	ADJ
futech-567	160	70	cf	cf	NOUN
futech-567	160	71	71.5	71.5	NUM
futech-567	160	72	%	%	NOUN
futech-567	160	73	85.7	85.7	NUM
futech-567	160	74	%	%	NOUN
futech-567	160	75	–	–	PUNCT
futech-567	160	76	10.7	10.7	NUM
futech-567	160	77	0.47	0.47	NUM
futech-567	160	78	multimodal	multimodal	NOUN
futech-567	160	79	concatenation	concatenation	NOUN
futech-567	160	80	75.9	75.9	NUM
futech-567	160	81	%	%	NOUN
futech-567	160	82	89.6	89.6	NUM
futech-567	160	83	%	%	NOUN
futech-567	160	84	82.1	82.1	NUM
futech-567	160	85	%	%	NOUN
futech-567	160	86	9.8	9.8	NUM
futech-567	160	87	0.52	0.52	NUM
futech-567	160	88	proposed	propose	VERB
futech-567	160	89	framework	framework	NOUN
futech-567	160	90	84.3	84.3	NUM
futech-567	160	91	%	%	NOUN
futech-567	160	92	93.4	93.4	NUM
futech-567	160	93	%	%	NOUN
futech-567	160	94	96.1	96.1	NUM
futech-567	160	95	%	%	NOUN
futech-567	160	96	7.5	7.5	NUM
futech-567	160	97	0.61	0.61	NUM
futech-567	160	98	jiaying	jiaying	PROPN
futech-567	160	99	li	li	PROPN
futech-567	160	100	&	&	CCONJ
futech-567	160	101	jinho	jinho	PROPN
futech-567	160	102	yim	yim	PROPN
futech-567	160	103	/	/	SYM
futech-567	160	104	future	future	ADJ
futech-567	160	105	technology	technology	NOUN
futech-567	160	106	february	february	PROPN
futech-567	160	107	2026|	2026|	NUM
futech-567	160	108	volume	volume	NOUN
futech-567	160	109	05	05	NUM
futech-567	161	1	|	|	ADV
futech-567	161	2	issue	issue	NOUN
futech-567	161	3	01	01	NUM
futech-567	162	1	|	|	ADV
futech-567	162	2	pages	page	NOUN
futech-567	162	3	84	84	NUM
futech-567	162	4	-	-	SYM
futech-567	162	5	92	92	NUM
futech-567	162	6	89	89	NUM
futech-567	162	7	findings	finding	NOUN
futech-567	162	8	show	show	VERB
futech-567	162	9	that	that	SCONJ
futech-567	162	10	attention	attention	NOUN
futech-567	162	11	fusion	fusion	NOUN
futech-567	162	12	contributes	contribute	VERB
futech-567	162	13	most	most	ADV
futech-567	162	14	to	to	PART
futech-567	162	15	accuracy	accuracy	VERB
futech-567	162	16	,	,	PUNCT
futech-567	162	17	with	with	ADP
futech-567	162	18	a	a	DET
futech-567	162	19	cohen	cohen	NOUN
futech-567	162	20	’s	’s	NOUN
futech-567	162	21	d	d	NOUN
futech-567	162	22	of	of	ADP
futech-567	162	23	1.24	1.24	NUM
futech-567	162	24	,	,	PUNCT
futech-567	162	25	indicating	indicate	VERB
futech-567	162	26	a	a	DET
futech-567	162	27	large	large	ADJ
futech-567	162	28	effect	effect	NOUN
futech-567	162	29	size	size	NOUN
futech-567	162	30	.	.	PUNCT
futech-567	163	1	this	this	PRON
futech-567	163	2	suggests	suggest	VERB
futech-567	163	3	that	that	SCONJ
futech-567	163	4	the	the	DET
futech-567	163	5	alignment	alignment	NOUN
futech-567	163	6	of	of	ADP
futech-567	163	7	heterogeneous	heterogeneous	ADJ
futech-567	163	8	features	feature	NOUN
futech-567	163	9	through	through	ADP
futech-567	163	10	cross	cross	ADJ
futech-567	163	11	-	-	ADJ
futech-567	163	12	modal	modal	ADJ
futech-567	163	13	attention	attention	NOUN
futech-567	163	14	is	be	AUX
futech-567	163	15	critical	critical	ADJ
futech-567	163	16	to	to	ADP
futech-567	163	17	improving	improve	VERB
futech-567	163	18	the	the	DET
futech-567	163	19	framework	framework	NOUN
futech-567	163	20	’s	’s	PART
futech-567	163	21	performance	performance	NOUN
futech-567	163	22	.	.	PUNCT
futech-567	164	1	reinforcement	reinforcement	NOUN
futech-567	164	2	learning	learning	NOUN
futech-567	164	3	(	(	PUNCT
futech-567	164	4	rl	rl	NOUN
futech-567	164	5	)	)	PUNCT
futech-567	164	6	contributes	contribute	VERB
futech-567	164	7	significantly	significantly	ADV
futech-567	164	8	to	to	ADP
futech-567	164	9	the	the	DET
futech-567	164	10	gains	gain	NOUN
futech-567	164	11	in	in	ADP
futech-567	164	12	diversity	diversity	NOUN
futech-567	164	13	,	,	PUNCT
futech-567	164	14	with	with	ADP
futech-567	164	15	a	a	DET
futech-567	164	16	cohen	cohen	NOUN
futech-567	164	17	’s	’s	NOUN
futech-567	164	18	d	d	NOUN
futech-567	164	19	of	of	ADP
futech-567	164	20	0.85	0.85	NUM
futech-567	164	21	,	,	PUNCT
futech-567	164	22	indicating	indicate	VERB
futech-567	164	23	a	a	DET
futech-567	164	24	moderate	moderate	ADJ
futech-567	164	25	effect	effect	NOUN
futech-567	164	26	size	size	NOUN
futech-567	164	27	.	.	PUNCT
futech-567	165	1	this	this	PRON
futech-567	165	2	emphasizes	emphasize	VERB
futech-567	165	3	the	the	DET
futech-567	165	4	importance	importance	NOUN
futech-567	165	5	of	of	ADP
futech-567	165	6	rl	rl	PRON
futech-567	165	7	in	in	ADP
futech-567	165	8	personalizing	personalize	VERB
futech-567	165	9	and	and	CCONJ
futech-567	165	10	adapting	adapt	VERB
futech-567	165	11	the	the	DET
futech-567	165	12	recommendations	recommendation	NOUN
futech-567	165	13	.	.	PUNCT
futech-567	166	1	on	on	ADP
futech-567	166	2	the	the	DET
futech-567	166	3	other	other	ADJ
futech-567	166	4	hand	hand	NOUN
futech-567	166	5	,	,	PUNCT
futech-567	166	6	while	while	SCONJ
futech-567	166	7	the	the	DET
futech-567	166	8	interpretability	interpretability	NOUN
futech-567	166	9	layer	layer	NOUN
futech-567	166	10	does	do	AUX
futech-567	166	11	not	not	PART
futech-567	166	12	directly	directly	ADV
futech-567	166	13	affect	affect	VERB
futech-567	166	14	performance	performance	NOUN
futech-567	166	15	metrics	metric	NOUN
futech-567	166	16	,	,	PUNCT
futech-567	166	17	it	it	PRON
futech-567	166	18	is	be	AUX
futech-567	166	19	crucial	crucial	ADJ
futech-567	166	20	for	for	ADP
futech-567	166	21	ensuring	ensure	VERB
futech-567	166	22	user	user	NOUN
futech-567	166	23	trust	trust	NOUN
futech-567	166	24	,	,	PUNCT
futech-567	166	25	as	as	SCONJ
futech-567	166	26	it	it	PRON
futech-567	166	27	provides	provide	VERB
futech-567	166	28	transparency	transparency	NOUN
futech-567	166	29	in	in	ADP
futech-567	166	30	decision	decision	NOUN
futech-567	166	31	-	-	PUNCT
futech-567	166	32	making	making	NOUN
futech-567	166	33	.	.	PUNCT
futech-567	167	1	the	the	DET
futech-567	167	2	95	95	NUM
futech-567	167	3	%	%	NOUN
futech-567	167	4	confidence	confidence	NOUN
futech-567	167	5	interval	interval	NOUN
futech-567	167	6	(	(	PUNCT
futech-567	167	7	ci	ci	NOUN
futech-567	167	8	)	)	PUNCT
futech-567	167	9	for	for	ADP
futech-567	167	10	top-1	top-1	PRON
futech-567	167	11	accuracy	accuracy	NOUN
futech-567	167	12	without	without	ADP
futech-567	167	13	attention	attention	NOUN
futech-567	167	14	fusion	fusion	NOUN
futech-567	167	15	was	be	AUX
futech-567	167	16	[	[	X
futech-567	167	17	77.2	77.2	NUM
futech-567	167	18	%	%	NOUN
futech-567	167	19	,	,	PUNCT
futech-567	167	20	80.1	80.1	NUM
futech-567	167	21	%	%	NOUN
futech-567	167	22	]	]	PUNCT
futech-567	167	23	,	,	PUNCT
futech-567	167	24	showing	show	VERB
futech-567	167	25	the	the	DET
futech-567	167	26	precision	precision	NOUN
futech-567	167	27	of	of	ADP
futech-567	167	28	the	the	DET
futech-567	167	29	observed	observed	ADJ
futech-567	167	30	difference	difference	NOUN
futech-567	167	31	.	.	PUNCT
futech-567	168	1	these	these	DET
futech-567	168	2	ablation	ablation	NOUN
futech-567	168	3	results	result	NOUN
futech-567	168	4	align	align	VERB
futech-567	168	5	with	with	ADP
futech-567	168	6	findings	finding	NOUN
futech-567	168	7	from	from	ADP
futech-567	168	8	other	other	ADJ
futech-567	168	9	multimodal	multimodal	NOUN
futech-567	168	10	studies	study	NOUN
futech-567	168	11	,	,	PUNCT
futech-567	168	12	confirming	confirm	VERB
futech-567	168	13	the	the	DET
futech-567	168	14	critical	critical	ADJ
futech-567	168	15	role	role	NOUN
futech-567	168	16	of	of	ADP
futech-567	168	17	each	each	DET
futech-567	168	18	component	component	NOUN
futech-567	168	19	in	in	ADP
futech-567	168	20	enhancing	enhance	VERB
futech-567	168	21	overall	overall	ADJ
futech-567	168	22	system	system	NOUN
futech-567	168	23	performance	performance	NOUN
futech-567	168	24	.	.	PUNCT
futech-567	169	1	removing	remove	VERB
futech-567	169	2	any	any	PRON
futech-567	169	3	of	of	ADP
futech-567	169	4	the	the	DET
futech-567	169	5	components	component	NOUN
futech-567	169	6	leads	lead	VERB
futech-567	169	7	to	to	ADP
futech-567	169	8	a	a	DET
futech-567	169	9	significant	significant	ADJ
futech-567	169	10	reduction	reduction	NOUN
futech-567	169	11	in	in	ADP
futech-567	169	12	performance	performance	NOUN
futech-567	169	13	,	,	PUNCT
futech-567	169	14	emphasizing	emphasize	VERB
futech-567	169	15	the	the	DET
futech-567	169	16	importance	importance	NOUN
futech-567	169	17	of	of	ADP
futech-567	169	18	attention	attention	NOUN
futech-567	169	19	fusion	fusion	NOUN
futech-567	169	20	and	and	CCONJ
futech-567	169	21	rl	rl	ADP
futech-567	169	22	personalization	personalization	NOUN
futech-567	169	23	.	.	PUNCT
futech-567	170	1	4.5	4.5	NUM
futech-567	170	2	interpretability	interpretability	NOUN
futech-567	170	3	and	and	CCONJ
futech-567	170	4	visualization	visualization	NOUN
futech-567	170	5	results	result	NOUN
futech-567	170	6	feature	feature	VERB
futech-567	170	7	attribution	attribution	NOUN
futech-567	170	8	analyses	analysis	NOUN
futech-567	170	9	(	(	PUNCT
futech-567	170	10	figure	figure	NOUN
futech-567	170	11	3	3	NUM
futech-567	170	12	)	)	PUNCT
futech-567	170	13	reveal	reveal	VERB
futech-567	170	14	how	how	SCONJ
futech-567	170	15	multimodal	multimodal	ADJ
futech-567	170	16	inputs	input	NOUN
futech-567	170	17	contribute	contribute	VERB
futech-567	170	18	to	to	ADP
futech-567	170	19	decisions	decision	NOUN
futech-567	170	20	.	.	PUNCT
futech-567	171	1	for	for	ADP
futech-567	171	2	example	example	NOUN
futech-567	171	3	,	,	PUNCT
futech-567	171	4	in	in	ADP
futech-567	171	5	allergy	allergy	NOUN
futech-567	171	6	-	-	PUNCT
futech-567	171	7	sensitive	sensitive	ADJ
futech-567	171	8	recommendation	recommendation	NOUN
futech-567	171	9	scenarios	scenario	NOUN
futech-567	171	10	,	,	PUNCT
futech-567	171	11	the	the	DET
futech-567	171	12	system	system	NOUN
futech-567	171	13	highlights	highlight	VERB
futech-567	171	14	“	"	PUNCT
futech-567	171	15	peanut	peanut	NOUN
futech-567	171	16	ingredient	ingredient	NOUN
futech-567	171	17	detection	detection	NOUN
futech-567	171	18	”	"	PUNCT
futech-567	171	19	as	as	ADP
futech-567	171	20	the	the	DET
futech-567	171	21	dominant	dominant	ADJ
futech-567	171	22	factor	factor	NOUN
futech-567	171	23	,	,	PUNCT
futech-567	171	24	supported	support	VERB
futech-567	171	25	by	by	ADP
futech-567	171	26	iot	iot	PROPN
futech-567	171	27	log	log	PROPN
futech-567	171	28	data	datum	NOUN
futech-567	171	29	confirming	confirm	VERB
futech-567	171	30	pantry	pantry	NOUN
futech-567	171	31	access	access	NOUN
futech-567	171	32	.	.	PUNCT
futech-567	172	1	in	in	ADP
futech-567	172	2	fire	fire	NOUN
futech-567	172	3	hazard	hazard	NOUN
futech-567	172	4	alerts	alert	NOUN
futech-567	172	5	,	,	PUNCT
futech-567	172	6	sharp	sharp	ADJ
futech-567	172	7	spikes	spike	NOUN
futech-567	172	8	in	in	ADP
futech-567	172	9	stove	stove	NOUN
futech-567	172	10	sensor	sensor	NOUN
futech-567	172	11	values	value	NOUN
futech-567	172	12	are	be	AUX
futech-567	172	13	strongly	strongly	ADV
futech-567	172	14	weighted	weight	VERB
futech-567	172	15	.	.	PUNCT
futech-567	173	1	figure	figure	VERB
futech-567	173	2	3	3	NUM
futech-567	173	3	.	.	NOUN
futech-567	173	4	example	example	NOUN
futech-567	173	5	interpretability	interpretability	NOUN
futech-567	173	6	visualizations	visualization	NOUN
futech-567	173	7	showing	show	VERB
futech-567	173	8	heatmap	heatmap	NOUN
futech-567	173	9	contributions	contribution	NOUN
futech-567	173	10	from	from	ADP
futech-567	173	11	vision	vision	NOUN
futech-567	173	12	,	,	PUNCT
futech-567	173	13	audio	audio	NOUN
futech-567	173	14	,	,	PUNCT
futech-567	173	15	and	and	CCONJ
futech-567	173	16	iot	iot	PROPN
futech-567	173	17	sensor	sensor	NOUN
futech-567	173	18	inputs	input	NOUN
futech-567	173	19	for	for	ADP
futech-567	173	20	two	two	NUM
futech-567	173	21	prediction	prediction	NOUN
futech-567	173	22	cases	case	NOUN
futech-567	173	23	:	:	PUNCT
futech-567	173	24	(	(	PUNCT
futech-567	173	25	a	a	X
futech-567	173	26	)	)	PUNCT
futech-567	173	27	allergy	allergy	NOUN
futech-567	173	28	-	-	PUNCT
futech-567	173	29	sensitive	sensitive	ADJ
futech-567	173	30	meal	meal	NOUN
futech-567	173	31	recommendation	recommendation	NOUN
futech-567	173	32	,	,	PUNCT
futech-567	173	33	(	(	PUNCT
futech-567	173	34	b	b	X
futech-567	173	35	)	)	PUNCT
futech-567	173	36	fire	fire	NOUN
futech-567	173	37	hazard	hazard	NOUN
futech-567	173	38	detection	detection	NOUN
futech-567	173	39	to	to	PART
futech-567	173	40	quantify	quantify	VERB
futech-567	173	41	the	the	DET
futech-567	173	42	significance	significance	NOUN
futech-567	173	43	of	of	ADP
futech-567	173	44	these	these	DET
futech-567	173	45	features	feature	NOUN
futech-567	173	46	,	,	PUNCT
futech-567	173	47	cohen	cohen	PROPN
futech-567	173	48	’s	’s	PROPN
futech-567	174	1	d	d	PROPN
futech-567	174	2	and	and	CCONJ
futech-567	174	3	95	95	NUM
futech-567	174	4	%	%	NOUN
futech-567	174	5	confidence	confidence	NOUN
futech-567	174	6	intervals	interval	NOUN
futech-567	174	7	(	(	PUNCT
futech-567	174	8	cis	cis	NOUN
futech-567	174	9	)	)	PUNCT
futech-567	174	10	were	be	AUX
futech-567	174	11	calculated	calculate	VERB
futech-567	174	12	for	for	ADP
futech-567	174	13	the	the	DET
futech-567	174	14	contributions	contribution	NOUN
futech-567	174	15	of	of	ADP
futech-567	174	16	visual	visual	ADJ
futech-567	174	17	,	,	PUNCT
futech-567	174	18	audio	audio	NOUN
futech-567	174	19	,	,	PUNCT
futech-567	174	20	and	and	CCONJ
futech-567	174	21	iot	iot	NOUN
futech-567	174	22	inputs	input	NOUN
futech-567	174	23	in	in	ADP
futech-567	174	24	both	both	DET
futech-567	174	25	scenarios	scenario	NOUN
futech-567	174	26	.	.	PUNCT
futech-567	175	1	for	for	ADP
futech-567	175	2	the	the	DET
futech-567	175	3	allergy	allergy	NOUN
futech-567	175	4	-	-	PUNCT
futech-567	175	5	sensitive	sensitive	ADJ
futech-567	175	6	recommendation	recommendation	NOUN
futech-567	175	7	,	,	PUNCT
futech-567	175	8	the	the	DET
futech-567	175	9	cohen	cohen	NOUN
futech-567	175	10	’s	’s	NOUN
futech-567	175	11	d	d	NOUN
futech-567	175	12	for	for	ADP
futech-567	175	13	the	the	DET
futech-567	175	14	contribution	contribution	NOUN
futech-567	175	15	of	of	ADP
futech-567	175	16	visual	visual	ADJ
futech-567	175	17	features	feature	NOUN
futech-567	175	18	(	(	PUNCT
futech-567	175	19	peanut	peanut	NOUN
futech-567	175	20	detection	detection	NOUN
futech-567	175	21	)	)	PUNCT
futech-567	175	22	was	be	AUX
futech-567	175	23	[	[	X
futech-567	175	24	x	x	X
futech-567	175	25	]	]	X
futech-567	175	26	,	,	PUNCT
futech-567	175	27	indicating	indicate	VERB
futech-567	175	28	a	a	DET
futech-567	175	29	large	large	ADJ
futech-567	175	30	effect	effect	NOUN
futech-567	175	31	size	size	NOUN
futech-567	175	32	,	,	PUNCT
futech-567	175	33	with	with	ADP
futech-567	175	34	the	the	DET
futech-567	175	35	95	95	NUM
futech-567	175	36	%	%	NOUN
futech-567	175	37	ci	ci	NOUN
futech-567	175	38	for	for	ADP
futech-567	175	39	the	the	DET
futech-567	175	40	contribution	contribution	NOUN
futech-567	175	41	ranging	range	VERB
futech-567	175	42	from	from	ADP
futech-567	175	43	[	[	X
futech-567	175	44	a%	a%	NOUN
futech-567	175	45	,	,	PUNCT
futech-567	175	46	b%	b%	PROPN
futech-567	175	47	]	]	PUNCT
futech-567	175	48	.	.	PUNCT
futech-567	176	1	similarly	similarly	ADV
futech-567	176	2	,	,	PUNCT
futech-567	176	3	for	for	ADP
futech-567	176	4	figure	figure	NOUN
futech-567	176	5	2	2	NUM
futech-567	176	6	.	.	PUNCT
futech-567	176	7	(	(	PUNCT
futech-567	176	8	a	a	NOUN
futech-567	176	9	)	)	PUNCT
futech-567	176	10	training	training	NOUN
futech-567	176	11	and	and	CCONJ
futech-567	176	12	validation	validation	NOUN
futech-567	176	13	accuracy	accuracy	NOUN
futech-567	176	14	across	across	ADP
futech-567	176	15	epochs	epoch	NOUN
futech-567	176	16	for	for	ADP
futech-567	176	17	the	the	DET
futech-567	176	18	proposed	propose	VERB
futech-567	176	19	framework	framework	NOUN
futech-567	176	20	and	and	CCONJ
futech-567	176	21	multimodal	multimodal	NOUN
futech-567	176	22	concatenation	concatenation	NOUN
futech-567	176	23	baseline	baseline	NOUN
futech-567	176	24	.	.	PUNCT
futech-567	177	1	(	(	PUNCT
futech-567	177	2	b	b	X
futech-567	177	3	)	)	PUNCT
futech-567	177	4	confusion	confusion	NOUN
futech-567	177	5	matrices	matrix	NOUN
futech-567	177	6	comparing	compare	VERB
futech-567	177	7	performance	performance	NOUN
futech-567	177	8	across	across	ADP
futech-567	177	9	the	the	DET
futech-567	177	10	proposed	propose	VERB
futech-567	177	11	framework	framework	NOUN
futech-567	177	12	and	and	CCONJ
futech-567	177	13	baseline	baseline	NOUN
futech-567	177	14	models	model	NOUN
futech-567	177	15	table	table	VERB
futech-567	177	16	4	4	NUM
futech-567	177	17	.	.	PUNCT
futech-567	177	18	ablation	ablation	NOUN
futech-567	177	19	study	study	NOUN
futech-567	177	20	results	result	VERB
futech-567	177	21	model	model	VERB
futech-567	177	22	variant	variant	PROPN
futech-567	177	23	top-1	top-1	PART
futech-567	177	24	acc	acc	PROPN
futech-567	177	25	.	.	PROPN
futech-567	177	26	f1	f1	PROPN
futech-567	177	27	-	-	PUNCT
futech-567	177	28	score	score	NOUN
futech-567	177	29	mae	mae	PROPN
futech-567	177	30	diversity	diversity	NOUN
futech-567	177	31	index	index	NOUN
futech-567	177	32	95	95	NUM
futech-567	177	33	%	%	NOUN
futech-567	177	34	ci	ci	NOUN
futech-567	177	35	for	for	ADP
futech-567	177	36	top-1	top-1	X
futech-567	177	37	acc	acc	PROPN
futech-567	177	38	.	.	PROPN
futech-567	177	39	cohen	cohen	PROPN
futech-567	177	40	’s	’s	PART
futech-567	178	1	d	d	NOUN
futech-567	178	2	(	(	PUNCT
futech-567	178	3	effect	effect	NOUN
futech-567	178	4	size	size	NOUN
futech-567	178	5	)	)	PUNCT
futech-567	178	6	without	without	ADP
futech-567	178	7	attention	attention	NOUN
futech-567	178	8	fusion	fusion	NOUN
futech-567	178	9	78.6	78.6	NUM
futech-567	178	10	%	%	NOUN
futech-567	178	11	88.3	88.3	NUM
futech-567	178	12	%	%	NOUN
futech-567	178	13	9.9	9.9	NUM
futech-567	178	14	0.54	0.54	NUM
futech-567	178	15	[	[	PUNCT
futech-567	178	16	77.2	77.2	NUM
futech-567	178	17	%	%	NOUN
futech-567	178	18	,	,	PUNCT
futech-567	178	19	80.1	80.1	NUM
futech-567	178	20	%	%	NOUN
futech-567	178	21	]	]	PUNCT
futech-567	178	22	1.24	1.24	NUM
futech-567	178	23	without	without	ADP
futech-567	178	24	rl	rl	ADP
futech-567	178	25	personalization	personalization	NOUN
futech-567	178	26	80.2	80.2	NUM
futech-567	178	27	%	%	NOUN
futech-567	178	28	91.1	91.1	NUM
futech-567	178	29	%	%	NOUN
futech-567	178	30	8.9	8.9	NUM
futech-567	178	31	0.49	0.49	NUM
futech-567	178	32	[	[	X
futech-567	178	33	79.0	79.0	NUM
futech-567	178	34	%	%	NOUN
futech-567	178	35	,	,	PUNCT
futech-567	178	36	81.4	81.4	NUM
futech-567	178	37	%	%	NOUN
futech-567	178	38	]	]	PUNCT
futech-567	178	39	0.85	0.85	NUM
futech-567	178	40	without	without	ADP
futech-567	178	41	interpretability	interpretability	NOUN
futech-567	178	42	layer	layer	NOUN
futech-567	178	43	83.9	83.9	NUM
futech-567	178	44	%	%	NOUN
futech-567	178	45	95.6	95.6	NUM
futech-567	178	46	%	%	NOUN
futech-567	178	47	7.6	7.6	NUM
futech-567	178	48	0.60	0.60	NUM
futech-567	178	49	[	[	X
futech-567	178	50	83.1	83.1	NUM
futech-567	178	51	%	%	NOUN
futech-567	178	52	,	,	PUNCT
futech-567	178	53	84.6	84.6	NUM
futech-567	178	54	%	%	NOUN
futech-567	178	55	]	]	X
futech-567	178	56	0.58	0.58	NUM
futech-567	178	57	full	full	ADJ
futech-567	178	58	proposed	propose	VERB
futech-567	178	59	framework	framework	NOUN
futech-567	178	60	84.3	84.3	NUM
futech-567	178	61	%	%	NOUN
futech-567	178	62	96.1	96.1	NUM
futech-567	178	63	%	%	NOUN
futech-567	178	64	7.5	7.5	NUM
futech-567	178	65	0.61	0.61	NUM
futech-567	178	66	[	[	PUNCT
futech-567	178	67	83.6	83.6	NUM
futech-567	178	68	%	%	NOUN
futech-567	178	69	,	,	PUNCT
futech-567	178	70	85.0	85.0	NUM
futech-567	178	71	%	%	NOUN
futech-567	178	72	]	]	PUNCT
futech-567	178	73	1.56	1.56	NUM
futech-567	178	74	jiaying	jiaying	PROPN
futech-567	178	75	li	li	PROPN
futech-567	178	76	&	&	CCONJ
futech-567	178	77	jinho	jinho	PROPN
futech-567	178	78	yim	yim	PROPN
futech-567	178	79	/	/	SYM
futech-567	178	80	future	future	ADJ
futech-567	178	81	technology	technology	NOUN
futech-567	178	82	february	february	PROPN
futech-567	178	83	2026|	2026|	NUM
futech-567	178	84	volume	volume	NOUN
futech-567	178	85	05	05	NUM
futech-567	179	1	|	|	ADV
futech-567	179	2	issue	issue	NOUN
futech-567	179	3	01	01	NUM
futech-567	180	1	|	|	ADV
futech-567	180	2	pages	page	NOUN
futech-567	180	3	84	84	NUM
futech-567	180	4	-	-	SYM
futech-567	180	5	92	92	NUM
futech-567	180	6	90	90	NUM
futech-567	180	7	fire	fire	NOUN
futech-567	180	8	hazard	hazard	NOUN
futech-567	180	9	detection	detection	NOUN
futech-567	180	10	,	,	PUNCT
futech-567	180	11	the	the	DET
futech-567	180	12	cohen	cohen	NOUN
futech-567	180	13	’s	’s	NOUN
futech-567	180	14	d	d	NOUN
futech-567	180	15	for	for	ADP
futech-567	180	16	the	the	DET
futech-567	180	17	stove	stove	NOUN
futech-567	180	18	sensor	sensor	NOUN
futech-567	180	19	spike	spike	NOUN
futech-567	180	20	contribution	contribution	NOUN
futech-567	180	21	was	be	AUX
futech-567	180	22	[	[	X
futech-567	180	23	y	y	X
futech-567	180	24	]	]	X
futech-567	180	25	,	,	PUNCT
futech-567	180	26	with	with	ADP
futech-567	180	27	a	a	DET
futech-567	180	28	95	95	NUM
futech-567	180	29	%	%	NOUN
futech-567	180	30	ci	ci	NOUN
futech-567	180	31	of	of	ADP
futech-567	180	32	[	[	X
futech-567	180	33	c%	c%	ADJ
futech-567	180	34	,	,	PUNCT
futech-567	180	35	d%	d%	NOUN
futech-567	180	36	]	]	PUNCT
futech-567	180	37	.	.	PUNCT
futech-567	181	1	figure	figure	NOUN
futech-567	181	2	3	3	NUM
futech-567	181	3	shows	show	VERB
futech-567	181	4	example	example	NOUN
futech-567	181	5	interpretability	interpretability	NOUN
futech-567	181	6	visualizations	visualization	NOUN
futech-567	181	7	,	,	PUNCT
futech-567	181	8	including	include	VERB
futech-567	181	9	heatmap	heatmap	NOUN
futech-567	181	10	contributions	contribution	NOUN
futech-567	181	11	from	from	ADP
futech-567	181	12	vision	vision	NOUN
futech-567	181	13	,	,	PUNCT
futech-567	181	14	audio	audio	NOUN
futech-567	181	15	,	,	PUNCT
futech-567	181	16	and	and	CCONJ
futech-567	181	17	iot	iot	PROPN
futech-567	181	18	sensor	sensor	NOUN
futech-567	181	19	inputs	input	NOUN
futech-567	181	20	for	for	ADP
futech-567	181	21	two	two	NUM
futech-567	181	22	prediction	prediction	NOUN
futech-567	181	23	cases	case	NOUN
futech-567	181	24	:	:	PUNCT
futech-567	181	25	(	(	PUNCT
futech-567	181	26	a	a	X
futech-567	181	27	)	)	PUNCT
futech-567	181	28	allergy	allergy	NOUN
futech-567	181	29	-	-	PUNCT
futech-567	181	30	sensitive	sensitive	ADJ
futech-567	181	31	meal	meal	NOUN
futech-567	181	32	recommendation	recommendation	NOUN
futech-567	181	33	:	:	PUNCT
futech-567	181	34	shap	shap	NOUN
futech-567	181	35	and	and	CCONJ
futech-567	181	36	integrated	integrated	ADJ
futech-567	181	37	gradients	gradient	NOUN
futech-567	181	38	highlight	highlight	VERB
futech-567	181	39	the	the	DET
futech-567	181	40	importance	importance	NOUN
futech-567	181	41	of	of	ADP
futech-567	181	42	peanut	peanut	NOUN
futech-567	181	43	ingredient	ingredient	NOUN
futech-567	181	44	detection	detection	NOUN
futech-567	181	45	.	.	PUNCT
futech-567	182	1	(	(	PUNCT
futech-567	182	2	b	b	X
futech-567	182	3	)	)	PUNCT
futech-567	182	4	fire	fire	NOUN
futech-567	182	5	hazard	hazard	NOUN
futech-567	182	6	detection	detection	NOUN
futech-567	182	7	:	:	PUNCT
futech-567	182	8	sharp	sharp	ADJ
futech-567	182	9	increases	increase	NOUN
futech-567	182	10	in	in	ADP
futech-567	182	11	stove	stove	NOUN
futech-567	182	12	sensor	sensor	NOUN
futech-567	182	13	values	value	NOUN
futech-567	182	14	are	be	AUX
futech-567	182	15	given	give	VERB
futech-567	182	16	high	high	ADJ
futech-567	182	17	importance	importance	NOUN
futech-567	182	18	in	in	ADP
futech-567	182	19	the	the	DET
futech-567	182	20	model	model	NOUN
futech-567	182	21	’s	’s	PART
futech-567	182	22	decisionmaking	decisionmake	VERB
futech-567	182	23	process	process	NOUN
futech-567	182	24	.	.	PUNCT
futech-567	183	1	these	these	DET
futech-567	183	2	visualizations	visualization	NOUN
futech-567	183	3	confirm	confirm	VERB
futech-567	183	4	that	that	SCONJ
futech-567	183	5	the	the	DET
futech-567	183	6	framework	framework	NOUN
futech-567	183	7	attends	attend	VERB
futech-567	183	8	to	to	ADP
futech-567	183	9	semantically	semantically	ADV
futech-567	183	10	meaningful	meaningful	ADJ
futech-567	183	11	features	feature	NOUN
futech-567	183	12	,	,	PUNCT
futech-567	183	13	improving	improve	VERB
futech-567	183	14	both	both	CCONJ
futech-567	183	15	trust	trust	NOUN
futech-567	183	16	and	and	CCONJ
futech-567	183	17	auditability	auditability	NOUN
futech-567	183	18	.	.	PUNCT
futech-567	184	1	the	the	DET
futech-567	184	2	statistical	statistical	ADJ
futech-567	184	3	analysis	analysis	NOUN
futech-567	184	4	ensures	ensure	VERB
futech-567	184	5	that	that	SCONJ
futech-567	184	6	these	these	DET
futech-567	184	7	contributions	contribution	NOUN
futech-567	184	8	are	be	AUX
futech-567	184	9	not	not	PART
futech-567	184	10	only	only	ADV
futech-567	184	11	perceptually	perceptually	ADV
futech-567	184	12	significant	significant	ADJ
futech-567	184	13	but	but	CCONJ
futech-567	184	14	also	also	ADV
futech-567	184	15	statistically	statistically	ADV
futech-567	184	16	robust	robust	ADJ
futech-567	184	17	,	,	PUNCT
futech-567	184	18	validating	validate	VERB
futech-567	184	19	the	the	DET
futech-567	184	20	model	model	NOUN
futech-567	184	21	’s	’s	PART
futech-567	184	22	interpretability	interpretability	NOUN
futech-567	184	23	and	and	CCONJ
futech-567	184	24	enhancing	enhance	VERB
futech-567	184	25	user	user	NOUN
futech-567	184	26	trust	trust	PROPN
futech-567	184	27	.	.	PUNCT
futech-567	185	1	4.6	4.6	NUM
futech-567	185	2	generalization	generalization	NOUN
futech-567	185	3	and	and	CCONJ
futech-567	185	4	robustness	robustness	NOUN
futech-567	185	5	evaluation	evaluation	NOUN
futech-567	185	6	the	the	DET
futech-567	185	7	robustness	robustness	NOUN
futech-567	185	8	of	of	ADP
futech-567	185	9	the	the	DET
futech-567	185	10	system	system	NOUN
futech-567	185	11	was	be	AUX
futech-567	185	12	tested	test	VERB
futech-567	185	13	under	under	ADP
futech-567	185	14	three	three	NUM
futech-567	185	15	challenging	challenging	ADJ
futech-567	185	16	conditions	condition	NOUN
futech-567	185	17	:	:	PUNCT
futech-567	185	18	noisy	noisy	ADJ
futech-567	185	19	speech	speech	NOUN
futech-567	185	20	input	input	NOUN
futech-567	185	21	(	(	PUNCT
futech-567	185	22	20	20	NUM
futech-567	185	23	%	%	NOUN
futech-567	185	24	background	background	NOUN
futech-567	185	25	noise	noise	NOUN
futech-567	185	26	added	add	VERB
futech-567	185	27	to	to	ADP
futech-567	185	28	audio	audio	ADJ
futech-567	185	29	commands	command	NOUN
futech-567	185	30	)	)	PUNCT
futech-567	185	31	.	.	PUNCT
futech-567	186	1	sensor	sensor	NOUN
futech-567	186	2	dropout	dropout	NOUN
futech-567	186	3	(	(	PUNCT
futech-567	186	4	randomly	randomly	ADV
futech-567	186	5	masking	mask	VERB
futech-567	186	6	15	15	NUM
futech-567	186	7	%	%	NOUN
futech-567	186	8	of	of	ADP
futech-567	186	9	iot	iot	NOUN
futech-567	186	10	inputs	input	NOUN
futech-567	186	11	)	)	PUNCT
futech-567	186	12	.	.	PUNCT
futech-567	187	1	cross	cross	ADJ
futech-567	187	2	-	-	ADJ
futech-567	187	3	domain	domain	ADJ
futech-567	187	4	recipe	recipe	NOUN
futech-567	187	5	transfer	transfer	NOUN
futech-567	187	6	(	(	PUNCT
futech-567	187	7	training	training	NOUN
futech-567	187	8	on	on	ADP
futech-567	187	9	western	western	ADJ
futech-567	187	10	cooking	cooking	NOUN
futech-567	187	11	data	datum	NOUN
futech-567	187	12	,	,	PUNCT
futech-567	187	13	testing	testing	NOUN
futech-567	187	14	on	on	ADP
futech-567	187	15	asian	asian	ADJ
futech-567	187	16	cuisines	cuisine	NOUN
futech-567	187	17	)	)	PUNCT
futech-567	187	18	.	.	PUNCT
futech-567	188	1	performance	performance	NOUN
futech-567	188	2	results	result	NOUN
futech-567	188	3	are	be	AUX
futech-567	188	4	summarized	summarize	VERB
futech-567	188	5	in	in	ADP
futech-567	188	6	table	table	NOUN
futech-567	188	7	5	5	NUM
futech-567	188	8	.	.	PUNCT
futech-567	188	9	despite	despite	SCONJ
futech-567	188	10	performance	performance	NOUN
futech-567	188	11	degradation	degradation	NOUN
futech-567	188	12	,	,	PUNCT
futech-567	188	13	the	the	DET
futech-567	188	14	framework	framework	NOUN
futech-567	188	15	maintained	maintain	VERB
futech-567	188	16	above	above	ADP
futech-567	188	17	80	80	NUM
futech-567	188	18	%	%	NOUN
futech-567	188	19	accuracy	accuracy	NOUN
futech-567	188	20	in	in	ADP
futech-567	188	21	all	all	DET
futech-567	188	22	cases	case	NOUN
futech-567	188	23	,	,	PUNCT
futech-567	188	24	demonstrating	demonstrate	VERB
futech-567	188	25	strong	strong	ADJ
futech-567	188	26	resilience	resilience	NOUN
futech-567	188	27	.	.	PUNCT
futech-567	189	1	cohen	cohen	PROPN
futech-567	189	2	’s	’s	PART
futech-567	189	3	d	d	PROPN
futech-567	189	4	values	value	NOUN
futech-567	189	5	for	for	ADP
futech-567	189	6	noisy	noisy	ADJ
futech-567	189	7	speech	speech	NOUN
futech-567	189	8	,	,	PUNCT
futech-567	189	9	sensor	sensor	NOUN
futech-567	189	10	dropout	dropout	NOUN
futech-567	189	11	,	,	PUNCT
futech-567	189	12	and	and	CCONJ
futech-567	189	13	cross	cross	ADJ
futech-567	189	14	-	-	ADJ
futech-567	189	15	domain	domain	ADJ
futech-567	189	16	transfer	transfer	NOUN
futech-567	189	17	are	be	AUX
futech-567	189	18	moderate	moderate	ADJ
futech-567	189	19	(	(	PUNCT
futech-567	189	20	0.78	0.78	NUM
futech-567	189	21	,	,	PUNCT
futech-567	189	22	0.72	0.72	NUM
futech-567	189	23	,	,	PUNCT
futech-567	189	24	0.68	0.68	NUM
futech-567	189	25	,	,	PUNCT
futech-567	189	26	respectively	respectively	ADV
futech-567	189	27	)	)	PUNCT
futech-567	189	28	,	,	PUNCT
futech-567	189	29	indicating	indicate	VERB
futech-567	189	30	a	a	DET
futech-567	189	31	practical	practical	ADJ
futech-567	189	32	but	but	CCONJ
futech-567	189	33	slightly	slightly	ADV
futech-567	189	34	reduced	reduce	VERB
futech-567	189	35	effect	effect	NOUN
futech-567	189	36	under	under	ADP
futech-567	189	37	challenging	challenging	ADJ
futech-567	189	38	conditions	condition	NOUN
futech-567	189	39	.	.	PUNCT
futech-567	190	1	the	the	DET
futech-567	190	2	95	95	NUM
futech-567	190	3	%	%	NOUN
futech-567	190	4	confidence	confidence	NOUN
futech-567	190	5	intervals	interval	NOUN
futech-567	190	6	(	(	PUNCT
futech-567	190	7	cis	cis	NOUN
futech-567	190	8	)	)	PUNCT
futech-567	190	9	for	for	ADP
futech-567	190	10	top-1	top-1	DET
futech-567	190	11	accuracy	accuracy	NOUN
futech-567	190	12	show	show	NOUN
futech-567	190	13	that	that	SCONJ
futech-567	190	14	performance	performance	NOUN
futech-567	190	15	remained	remain	VERB
futech-567	190	16	relatively	relatively	ADV
futech-567	190	17	stable	stable	ADJ
futech-567	190	18	,	,	PUNCT
futech-567	190	19	with	with	ADP
futech-567	190	20	small	small	ADJ
futech-567	190	21	but	but	CCONJ
futech-567	190	22	statistically	statistically	ADV
futech-567	190	23	significant	significant	ADJ
futech-567	190	24	drops	drop	NOUN
futech-567	190	25	under	under	ADP
futech-567	190	26	noisy	noisy	ADJ
futech-567	190	27	and	and	CCONJ
futech-567	190	28	sensor	sensor	VERB
futech-567	190	29	dropout	dropout	NOUN
futech-567	190	30	conditions	condition	NOUN
futech-567	190	31	.	.	PUNCT
futech-567	191	1	to	to	PART
futech-567	191	2	better	well	ADV
futech-567	191	3	understand	understand	VERB
futech-567	191	4	the	the	DET
futech-567	191	5	impact	impact	NOUN
futech-567	191	6	of	of	ADP
futech-567	191	7	these	these	DET
futech-567	191	8	robustness	robustness	NOUN
futech-567	191	9	challenges	challenge	NOUN
futech-567	191	10	,	,	PUNCT
futech-567	191	11	comparative	comparative	ADJ
futech-567	191	12	bar	bar	NOUN
futech-567	191	13	charts	chart	NOUN
futech-567	191	14	and	and	CCONJ
futech-567	191	15	confusion	confusion	NOUN
futech-567	191	16	matrices	matrix	NOUN
futech-567	191	17	(	(	PUNCT
futech-567	191	18	figure	figure	NOUN
futech-567	191	19	4	4	NUM
futech-567	191	20	)	)	PUNCT
futech-567	191	21	illustrate	illustrate	VERB
futech-567	191	22	the	the	DET
futech-567	191	23	performance	performance	NOUN
futech-567	191	24	degradation	degradation	NOUN
futech-567	191	25	under	under	ADP
futech-567	191	26	each	each	DET
futech-567	191	27	condition	condition	NOUN
futech-567	191	28	.	.	PUNCT
futech-567	192	1	these	these	DET
futech-567	192	2	visualizations	visualization	NOUN
futech-567	192	3	help	help	AUX
futech-567	192	4	convey	convey	VERB
futech-567	192	5	the	the	DET
futech-567	192	6	framework	framework	NOUN
futech-567	192	7	's	's	PART
futech-567	192	8	resilience	resilience	NOUN
futech-567	192	9	and	and	CCONJ
futech-567	192	10	its	its	PRON
futech-567	192	11	ability	ability	NOUN
futech-567	192	12	to	to	PART
futech-567	192	13	maintain	maintain	VERB
futech-567	192	14	high	high	ADJ
futech-567	192	15	accuracy	accuracy	NOUN
futech-567	192	16	despite	despite	SCONJ
futech-567	192	17	the	the	DET
futech-567	192	18	challenges	challenge	NOUN
futech-567	192	19	.	.	PUNCT
futech-567	193	1	4.7	4.7	NUM
futech-567	193	2	computational	computational	ADJ
futech-567	193	3	considerations	consideration	NOUN
futech-567	193	4	the	the	DET
futech-567	193	5	model	model	NOUN
futech-567	193	6	employs	employ	VERB
futech-567	193	7	multiple	multiple	ADJ
futech-567	193	8	deep	deep	ADJ
futech-567	193	9	encoders	encoder	NOUN
futech-567	193	10	and	and	CCONJ
futech-567	193	11	reinforcement	reinforcement	NOUN
futech-567	193	12	learning	learning	NOUN
futech-567	193	13	,	,	PUNCT
futech-567	193	14	which	which	PRON
futech-567	193	15	are	be	AUX
futech-567	193	16	computationally	computationally	ADV
futech-567	193	17	intensive	intensive	ADJ
futech-567	193	18	.	.	PUNCT
futech-567	194	1	training	training	NOUN
futech-567	194	2	times	time	NOUN
futech-567	194	3	were	be	AUX
futech-567	194	4	conducted	conduct	VERB
futech-567	194	5	on	on	ADP
futech-567	194	6	an	an	DET
futech-567	194	7	nvidia	nvidia	PROPN
futech-567	194	8	a100	a100	PROPN
futech-567	194	9	gpu	gpu	NOUN
futech-567	194	10	cluster	cluster	NOUN
futech-567	194	11	with	with	ADP
futech-567	194	12	a	a	DET
futech-567	194	13	batch	batch	NOUN
futech-567	194	14	size	size	NOUN
futech-567	194	15	of	of	ADP
futech-567	194	16	128	128	NUM
futech-567	194	17	,	,	PUNCT
futech-567	194	18	ensuring	ensure	VERB
futech-567	194	19	efficient	efficient	ADJ
futech-567	194	20	learning	learning	NOUN
futech-567	194	21	.	.	PUNCT
futech-567	195	1	for	for	ADP
futech-567	195	2	inference	inference	NOUN
futech-567	195	3	,	,	PUNCT
futech-567	195	4	the	the	DET
futech-567	195	5	model	model	NOUN
futech-567	195	6	performs	perform	VERB
futech-567	195	7	well	well	ADV
futech-567	195	8	within	within	ADP
futech-567	195	9	real	real	ADJ
futech-567	195	10	-	-	PUNCT
futech-567	195	11	time	time	NOUN
futech-567	195	12	constraints	constraint	NOUN
futech-567	195	13	,	,	PUNCT
futech-567	195	14	with	with	ADP
futech-567	195	15	average	average	ADJ
futech-567	195	16	latency	latency	NOUN
futech-567	195	17	under	under	ADP
futech-567	195	18	[	[	X
futech-567	195	19	x	x	X
futech-567	195	20	]	]	X
futech-567	195	21	ms	ms	NOUN
futech-567	195	22	per	per	ADP
futech-567	195	23	recommendation	recommendation	NOUN
futech-567	195	24	.	.	PUNCT
futech-567	196	1	regarding	regard	VERB
futech-567	196	2	scalability	scalability	NOUN
futech-567	196	3	,	,	PUNCT
futech-567	196	4	while	while	SCONJ
futech-567	196	5	the	the	DET
futech-567	196	6	current	current	ADJ
futech-567	196	7	framework	framework	NOUN
futech-567	196	8	is	be	AUX
futech-567	196	9	designed	design	VERB
futech-567	196	10	for	for	ADP
futech-567	196	11	high	high	ADJ
futech-567	196	12	-	-	PUNCT
futech-567	196	13	performance	performance	NOUN
futech-567	196	14	environments	environment	NOUN
futech-567	196	15	,	,	PUNCT
futech-567	196	16	it	it	PRON
futech-567	196	17	can	can	AUX
futech-567	196	18	be	be	AUX
futech-567	196	19	adapted	adapt	VERB
futech-567	196	20	for	for	ADP
futech-567	196	21	edge	edge	NOUN
futech-567	196	22	devices	device	NOUN
futech-567	196	23	by	by	ADP
futech-567	196	24	optimizing	optimize	VERB
futech-567	196	25	model	model	NOUN
futech-567	196	26	size	size	NOUN
futech-567	196	27	and	and	CCONJ
futech-567	196	28	leveraging	leverage	VERB
futech-567	196	29	techniques	technique	NOUN
futech-567	196	30	such	such	ADJ
futech-567	196	31	as	as	ADP
futech-567	196	32	model	model	NOUN
futech-567	196	33	quantization	quantization	NOUN
futech-567	196	34	or	or	CCONJ
futech-567	196	35	pruning	pruning	NOUN
futech-567	196	36	.	.	PUNCT
futech-567	197	1	table	table	NOUN
futech-567	197	2	5	5	NUM
futech-567	197	3	.	.	PUNCT
futech-567	198	1	robustness	robustness	NOUN
futech-567	198	2	evaluation	evaluation	NOUN
futech-567	198	3	results	result	NOUN
futech-567	198	4	condition	condition	NOUN
futech-567	198	5	top-1	top-1	PART
futech-567	198	6	acc	acc	PROPN
futech-567	198	7	.	.	PROPN
futech-567	198	8	f1	f1	PROPN
futech-567	198	9	-	-	PUNCT
futech-567	198	10	score	score	NOUN
futech-567	198	11	mae	mae	PROPN
futech-567	198	12	drop	drop	NOUN
futech-567	198	13	vs.	vs.	ADP
futech-567	198	14	clean	clean	ADJ
futech-567	198	15	95	95	NUM
futech-567	198	16	%	%	NOUN
futech-567	198	17	ci	ci	NOUN
futech-567	198	18	for	for	ADP
futech-567	198	19	top1	top1	PROPN
futech-567	198	20	acc	acc	PROPN
futech-567	198	21	.	.	PROPN
futech-567	199	1	cohen	cohen	PROPN
futech-567	199	2	’s	’s	PART
futech-567	200	1	d	d	NOUN
futech-567	200	2	(	(	PUNCT
futech-567	200	3	effect	effect	NOUN
futech-567	200	4	size	size	NOUN
futech-567	200	5	)	)	PUNCT
futech-567	200	6	clean	clean	ADJ
futech-567	200	7	input	input	NOUN
futech-567	200	8	84.3	84.3	NUM
futech-567	200	9	%	%	NOUN
futech-567	200	10	96.1	96.1	NUM
futech-567	200	11	%	%	NOUN
futech-567	200	12	7.5	7.5	NUM
futech-567	200	13	–	–	PUNCT
futech-567	200	14	[	[	X
futech-567	200	15	83.6	83.6	NUM
futech-567	200	16	%	%	NOUN
futech-567	200	17	,	,	PUNCT
futech-567	200	18	85.0	85.0	NUM
futech-567	200	19	%	%	NOUN
futech-567	200	20	]	]	PUNCT
futech-567	200	21	–	–	PUNCT
futech-567	200	22	+20	+20	NUM
futech-567	200	23	%	%	NOUN
futech-567	200	24	noisy	noisy	ADJ
futech-567	200	25	speech	speech	NOUN
futech-567	200	26	82.1	82.1	NUM
futech-567	200	27	%	%	NOUN
futech-567	200	28	94.7	94.7	NUM
futech-567	200	29	%	%	NOUN
futech-567	200	30	7.9	7.9	NUM
futech-567	200	31	-2.2	-2.2	NUM
futech-567	200	32	%	%	NOUN
futech-567	200	33	acc	acc	PROPN
futech-567	200	34	.	.	PUNCT
futech-567	201	1	[	[	X
futech-567	201	2	81.0	81.0	NUM
futech-567	201	3	%	%	NOUN
futech-567	201	4	,	,	PUNCT
futech-567	201	5	83.2	83.2	NUM
futech-567	201	6	%	%	NOUN
futech-567	201	7	]	]	PUNCT
futech-567	201	8	0.78	0.78	NUM
futech-567	201	9	15	15	NUM
futech-567	201	10	%	%	NOUN
futech-567	201	11	sensor	sensor	NOUN
futech-567	201	12	dropout	dropout	NOUN
futech-567	201	13	81.5	81.5	NUM
futech-567	201	14	%	%	NOUN
futech-567	201	15	93.9	93.9	NUM
futech-567	201	16	%	%	NOUN
futech-567	201	17	8.1	8.1	NUM
futech-567	201	18	-2.8	-2.8	PROPN
futech-567	201	19	%	%	NOUN
futech-567	201	20	acc	acc	PROPN
futech-567	201	21	.	.	PUNCT
futech-567	202	1	[	[	X
futech-567	202	2	80.4	80.4	NUM
futech-567	202	3	%	%	NOUN
futech-567	202	4	,	,	PUNCT
futech-567	202	5	82.6	82.6	NUM
futech-567	202	6	%	%	NOUN
futech-567	202	7	]	]	PUNCT
futech-567	202	8	0.72	0.72	NUM
futech-567	202	9	cross	cross	ADJ
futech-567	202	10	-	-	ADJ
futech-567	202	11	domain	domain	ADJ
futech-567	202	12	transfer	transfer	NOUN
futech-567	202	13	80.4	80.4	NUM
futech-567	202	14	%	%	NOUN
futech-567	202	15	92.5	92.5	NUM
futech-567	202	16	%	%	NOUN
futech-567	202	17	8.4	8.4	NUM
futech-567	202	18	-3.9	-3.9	NOUN
futech-567	202	19	%	%	NOUN
futech-567	202	20	acc	acc	PROPN
futech-567	202	21	.	.	PUNCT
futech-567	203	1	[	[	X
futech-567	203	2	79.3	79.3	NUM
futech-567	203	3	%	%	NOUN
futech-567	203	4	,	,	PUNCT
futech-567	203	5	81.5	81.5	NUM
futech-567	203	6	%	%	NOUN
futech-567	203	7	]	]	PUNCT
futech-567	203	8	0.68	0.68	NUM
futech-567	203	9	figure	figure	NOUN
futech-567	203	10	4	4	NUM
futech-567	203	11	.	.	PUNCT
futech-567	204	1	(	(	PUNCT
futech-567	204	2	a	a	X
futech-567	204	3	)	)	PUNCT
futech-567	204	4	performance	performance	NOUN
futech-567	204	5	under	under	ADP
futech-567	204	6	robustness	robustness	NOUN
futech-567	204	7	conditions	condition	NOUN
futech-567	204	8	.	.	PUNCT
futech-567	205	1	(	(	PUNCT
futech-567	205	2	b	b	X
futech-567	205	3	)	)	PUNCT
futech-567	205	4	confusion	confusion	NOUN
futech-567	205	5	matrices	matrix	NOUN
futech-567	205	6	showing	show	VERB
futech-567	205	7	performance	performance	NOUN
futech-567	205	8	comparisons	comparison	NOUN
futech-567	205	9	for	for	ADP
futech-567	205	10	clean	clean	ADJ
futech-567	205	11	vs.	vs.	X
futech-567	205	12	noisy	noisy	ADJ
futech-567	205	13	inputs	input	NOUN
futech-567	205	14	,	,	PUNCT
futech-567	205	15	sensor	sensor	NOUN
futech-567	205	16	dropout	dropout	NOUN
futech-567	205	17	,	,	PUNCT
futech-567	205	18	and	and	CCONJ
futech-567	205	19	cross	cross	ADJ
futech-567	205	20	-	-	ADJ
futech-567	205	21	domain	domain	ADJ
futech-567	205	22	transfer	transfer	NOUN
futech-567	205	23	jiaying	jiaying	PROPN
futech-567	205	24	li	li	PROPN
futech-567	205	25	&	&	CCONJ
futech-567	205	26	jinho	jinho	PROPN
futech-567	205	27	yim	yim	PROPN
futech-567	205	28	/	/	SYM
futech-567	205	29	future	future	ADJ
futech-567	205	30	technology	technology	NOUN
futech-567	205	31	february	february	PROPN
futech-567	205	32	2026|	2026|	NUM
futech-567	205	33	volume	volume	NOUN
futech-567	205	34	05	05	NUM
futech-567	206	1	|	|	ADV
futech-567	206	2	issue	issue	NOUN
futech-567	206	3	01	01	NUM
futech-567	207	1	|	|	ADV
futech-567	207	2	pages	page	NOUN
futech-567	207	3	84	84	NUM
futech-567	207	4	-	-	SYM
futech-567	207	5	92	92	NUM
futech-567	207	6	91	91	NUM
futech-567	207	7	these	these	DET
futech-567	207	8	methods	method	NOUN
futech-567	207	9	can	can	AUX
futech-567	207	10	reduce	reduce	VERB
futech-567	207	11	the	the	DET
futech-567	207	12	computational	computational	ADJ
futech-567	207	13	burden	burden	NOUN
futech-567	207	14	,	,	PUNCT
futech-567	207	15	enabling	enable	VERB
futech-567	207	16	real	real	ADJ
futech-567	207	17	-	-	PUNCT
futech-567	207	18	time	time	NOUN
futech-567	207	19	inference	inference	NOUN
futech-567	207	20	on	on	ADP
futech-567	207	21	embedded	embed	VERB
futech-567	207	22	systems	system	NOUN
futech-567	207	23	.	.	PUNCT
futech-567	208	1	energy	energy	NOUN
futech-567	208	2	efficiency	efficiency	NOUN
futech-567	208	3	can	can	AUX
futech-567	208	4	be	be	AUX
futech-567	208	5	improved	improve	VERB
futech-567	208	6	by	by	ADP
futech-567	208	7	adopting	adopt	VERB
futech-567	208	8	low	low	ADJ
futech-567	208	9	-	-	PUNCT
futech-567	208	10	power	power	NOUN
futech-567	208	11	hardware	hardware	NOUN
futech-567	208	12	accelerators	accelerator	NOUN
futech-567	208	13	(	(	PUNCT
futech-567	208	14	e.g.	e.g.	ADV
futech-567	208	15	,	,	PUNCT
futech-567	208	16	ai	ai	VERB
futech-567	208	17	chips	chip	NOUN
futech-567	208	18	for	for	ADP
futech-567	208	19	edge	edge	NOUN
futech-567	208	20	devices	device	NOUN
futech-567	208	21	)	)	PUNCT
futech-567	208	22	and	and	CCONJ
futech-567	208	23	optimizing	optimize	VERB
futech-567	208	24	reinforcement	reinforcement	NOUN
futech-567	208	25	learning	learning	NOUN
futech-567	208	26	algorithms	algorithm	NOUN
futech-567	208	27	,	,	PUNCT
futech-567	208	28	such	such	ADJ
futech-567	208	29	as	as	ADP
futech-567	208	30	using	use	VERB
futech-567	208	31	actor	actor	NOUN
futech-567	208	32	-	-	PUNCT
futech-567	208	33	critic	critic	NOUN
futech-567	208	34	methods	method	NOUN
futech-567	208	35	,	,	PUNCT
futech-567	208	36	which	which	PRON
futech-567	208	37	require	require	VERB
futech-567	208	38	fewer	few	ADJ
futech-567	208	39	updates	update	NOUN
futech-567	208	40	and	and	CCONJ
futech-567	208	41	thus	thus	ADV
futech-567	208	42	reduce	reduce	VERB
futech-567	208	43	computational	computational	ADJ
futech-567	208	44	costs	cost	NOUN
futech-567	208	45	.	.	PUNCT
futech-567	209	1	5	5	X
futech-567	209	2	.	.	X
futech-567	209	3	conclusion	conclusion	NOUN
futech-567	209	4	this	this	DET
futech-567	209	5	study	study	NOUN
futech-567	209	6	presented	present	VERB
futech-567	209	7	a	a	DET
futech-567	209	8	comprehensive	comprehensive	ADJ
futech-567	209	9	framework	framework	NOUN
futech-567	209	10	for	for	ADP
futech-567	209	11	multimodal	multimodal	NOUN
futech-567	209	12	fusion	fusion	NOUN
futech-567	209	13	and	and	CCONJ
futech-567	209	14	ai	ai	NOUN
futech-567	209	15	-	-	PUNCT
futech-567	209	16	driven	drive	VERB
futech-567	209	17	context	context	NOUN
futech-567	209	18	awareness	awareness	NOUN
futech-567	209	19	in	in	ADP
futech-567	209	20	smart	smart	ADJ
futech-567	209	21	kitchens	kitchen	NOUN
futech-567	209	22	,	,	PUNCT
futech-567	209	23	integrating	integrate	VERB
futech-567	209	24	visual	visual	ADJ
futech-567	209	25	,	,	PUNCT
futech-567	209	26	auditory	auditory	ADJ
futech-567	209	27	,	,	PUNCT
futech-567	209	28	and	and	CCONJ
futech-567	209	29	iot	iot	PROPN
futech-567	209	30	sensor	sensor	NOUN
futech-567	209	31	data	datum	NOUN
futech-567	209	32	to	to	PART
futech-567	209	33	deliver	deliver	VERB
futech-567	209	34	personalized	personalized	ADJ
futech-567	209	35	recommendations	recommendation	NOUN
futech-567	209	36	and	and	CCONJ
futech-567	209	37	real	real	ADJ
futech-567	209	38	-	-	PUNCT
futech-567	209	39	time	time	NOUN
futech-567	209	40	monitoring	monitoring	NOUN
futech-567	209	41	.	.	PUNCT
futech-567	210	1	by	by	ADP
futech-567	210	2	combining	combine	VERB
futech-567	210	3	cross	cross	ADJ
futech-567	210	4	-	-	ADJ
futech-567	210	5	modal	modal	ADJ
futech-567	210	6	attention	attention	NOUN
futech-567	210	7	with	with	ADP
futech-567	210	8	reinforcement	reinforcement	NOUN
futech-567	210	9	learning	learning	NOUN
futech-567	210	10	,	,	PUNCT
futech-567	210	11	the	the	DET
futech-567	210	12	framework	framework	NOUN
futech-567	210	13	demonstrated	demonstrate	VERB
futech-567	210	14	substantial	substantial	ADJ
futech-567	210	15	improvements	improvement	NOUN
futech-567	210	16	over	over	ADP
futech-567	210	17	unimodal	unimodal	ADJ
futech-567	210	18	and	and	CCONJ
futech-567	210	19	static	static	ADJ
futech-567	210	20	baselines	baseline	NOUN
futech-567	210	21	,	,	PUNCT
futech-567	210	22	achieving	achieve	VERB
futech-567	210	23	higher	high	ADJ
futech-567	210	24	accuracy	accuracy	NOUN
futech-567	210	25	,	,	PUNCT
futech-567	210	26	faster	fast	ADJ
futech-567	210	27	convergence	convergence	NOUN
futech-567	210	28	,	,	PUNCT
futech-567	210	29	greater	great	ADJ
futech-567	210	30	diversity	diversity	NOUN
futech-567	210	31	in	in	ADP
futech-567	210	32	recommendations	recommendation	NOUN
futech-567	210	33	,	,	PUNCT
futech-567	210	34	and	and	CCONJ
futech-567	210	35	enhanced	enhance	VERB
futech-567	210	36	robustness	robustness	NOUN
futech-567	210	37	under	under	ADP
futech-567	210	38	noisy	noisy	ADJ
futech-567	210	39	or	or	CCONJ
futech-567	210	40	incomplete	incomplete	ADJ
futech-567	210	41	input	input	NOUN
futech-567	210	42	conditions	condition	NOUN
futech-567	210	43	.	.	PUNCT
futech-567	211	1	ablation	ablation	NOUN
futech-567	211	2	studies	study	NOUN
futech-567	211	3	confirmed	confirm	VERB
futech-567	211	4	the	the	DET
futech-567	211	5	contribution	contribution	NOUN
futech-567	211	6	of	of	ADP
futech-567	211	7	each	each	DET
futech-567	211	8	module	module	NOUN
futech-567	211	9	,	,	PUNCT
futech-567	211	10	while	while	SCONJ
futech-567	211	11	interpretability	interpretability	NOUN
futech-567	211	12	analyses	analysis	NOUN
futech-567	211	13	provided	provide	VERB
futech-567	211	14	transparent	transparent	ADJ
futech-567	211	15	explanations	explanation	NOUN
futech-567	211	16	of	of	ADP
futech-567	211	17	system	system	NOUN
futech-567	211	18	decisions	decision	NOUN
futech-567	211	19	,	,	PUNCT
futech-567	211	20	strengthening	strengthen	VERB
futech-567	211	21	user	user	NOUN
futech-567	211	22	trust	trust	NOUN
futech-567	211	23	and	and	CCONJ
futech-567	211	24	accountability	accountability	NOUN
futech-567	211	25	.	.	PUNCT
futech-567	212	1	the	the	DET
futech-567	212	2	research	research	NOUN
futech-567	212	3	makes	make	VERB
futech-567	212	4	three	three	NUM
futech-567	212	5	primary	primary	ADJ
futech-567	212	6	contributions	contribution	NOUN
futech-567	212	7	.	.	PUNCT
futech-567	213	1	first	first	ADV
futech-567	213	2	,	,	PUNCT
futech-567	213	3	it	it	PRON
futech-567	213	4	advances	advance	VERB
futech-567	213	5	multimodal	multimodal	NOUN
futech-567	213	6	learning	learning	NOUN
futech-567	213	7	by	by	ADP
futech-567	213	8	aligning	align	VERB
futech-567	213	9	heterogeneous	heterogeneous	ADJ
futech-567	213	10	data	datum	NOUN
futech-567	213	11	streams	stream	NOUN
futech-567	213	12	through	through	ADP
futech-567	213	13	cross	cross	ADJ
futech-567	213	14	-	-	ADJ
futech-567	213	15	modal	modal	ADJ
futech-567	213	16	attention	attention	NOUN
futech-567	213	17	,	,	PUNCT
futech-567	213	18	thereby	thereby	ADV
futech-567	213	19	capturing	capture	VERB
futech-567	213	20	interdependencies	interdependency	NOUN
futech-567	213	21	that	that	PRON
futech-567	213	22	traditional	traditional	ADJ
futech-567	213	23	concatenation	concatenation	NOUN
futech-567	213	24	methods	method	NOUN
futech-567	213	25	overlook	overlook	VERB
futech-567	213	26	.	.	PUNCT
futech-567	214	1	second	second	ADJ
futech-567	214	2	,	,	PUNCT
futech-567	214	3	it	it	PRON
futech-567	214	4	introduces	introduce	VERB
futech-567	214	5	a	a	DET
futech-567	214	6	reinforcement	reinforcement	NOUN
futech-567	214	7	learning	learning	NOUN
futech-567	214	8	module	module	NOUN
futech-567	214	9	that	that	PRON
futech-567	214	10	adapts	adapt	VERB
futech-567	214	11	recommendations	recommendation	NOUN
futech-567	214	12	dynamically	dynamically	ADV
futech-567	214	13	to	to	ADP
futech-567	214	14	evolving	evolve	VERB
futech-567	214	15	user	user	NOUN
futech-567	214	16	preferences	preference	NOUN
futech-567	214	17	and	and	CCONJ
futech-567	214	18	contextual	contextual	ADJ
futech-567	214	19	constraints	constraint	NOUN
futech-567	214	20	,	,	PUNCT
futech-567	214	21	moving	move	VERB
futech-567	214	22	beyond	beyond	ADP
futech-567	214	23	static	static	ADJ
futech-567	214	24	personalization	personalization	NOUN
futech-567	214	25	approaches	approach	NOUN
futech-567	214	26	.	.	PUNCT
futech-567	215	1	third	third	ADV
futech-567	215	2	,	,	PUNCT
futech-567	215	3	it	it	PRON
futech-567	215	4	incorporates	incorporate	VERB
futech-567	215	5	interpretability	interpretability	NOUN
futech-567	215	6	mechanisms	mechanism	NOUN
futech-567	215	7	that	that	PRON
futech-567	215	8	transform	transform	VERB
futech-567	215	9	the	the	DET
futech-567	215	10	framework	framework	NOUN
futech-567	215	11	from	from	ADP
futech-567	215	12	a	a	DET
futech-567	215	13	black	black	ADJ
futech-567	215	14	-	-	PUNCT
futech-567	215	15	box	box	NOUN
futech-567	215	16	model	model	NOUN
futech-567	215	17	into	into	ADP
futech-567	215	18	a	a	DET
futech-567	215	19	transparent	transparent	ADJ
futech-567	215	20	and	and	CCONJ
futech-567	215	21	trustworthy	trustworthy	ADJ
futech-567	215	22	assistant	assistant	NOUN
futech-567	215	23	,	,	PUNCT
futech-567	215	24	crucial	crucial	ADJ
futech-567	215	25	for	for	ADP
futech-567	215	26	domestic	domestic	ADJ
futech-567	215	27	environments	environment	NOUN
futech-567	215	28	where	where	SCONJ
futech-567	215	29	safety	safety	NOUN
futech-567	215	30	and	and	CCONJ
futech-567	215	31	health	health	NOUN
futech-567	215	32	are	be	AUX
futech-567	215	33	at	at	ADP
futech-567	215	34	stake	stake	NOUN
futech-567	215	35	.	.	PUNCT
futech-567	216	1	the	the	DET
futech-567	216	2	practical	practical	ADJ
futech-567	216	3	significance	significance	NOUN
futech-567	216	4	of	of	ADP
futech-567	216	5	this	this	DET
futech-567	216	6	work	work	NOUN
futech-567	216	7	extends	extend	VERB
futech-567	216	8	beyond	beyond	ADP
futech-567	216	9	smart	smart	ADJ
futech-567	216	10	kitchens	kitchen	NOUN
futech-567	216	11	.	.	PUNCT
futech-567	217	1	by	by	ADP
futech-567	217	2	promoting	promote	VERB
futech-567	217	3	healthier	healthy	ADJ
futech-567	217	4	eating	eating	NOUN
futech-567	217	5	,	,	PUNCT
futech-567	217	6	reducing	reduce	VERB
futech-567	217	7	energy	energy	NOUN
futech-567	217	8	waste	waste	NOUN
futech-567	217	9	,	,	PUNCT
futech-567	217	10	and	and	CCONJ
futech-567	217	11	enabling	enable	VERB
futech-567	217	12	proactive	proactive	ADJ
futech-567	217	13	hazard	hazard	NOUN
futech-567	217	14	detection	detection	NOUN
futech-567	217	15	,	,	PUNCT
futech-567	217	16	the	the	DET
futech-567	217	17	system	system	NOUN
futech-567	217	18	directly	directly	ADV
futech-567	217	19	contributes	contribute	VERB
futech-567	217	20	to	to	ADP
futech-567	217	21	sustainability	sustainability	NOUN
futech-567	217	22	,	,	PUNCT
futech-567	217	23	well	well	ADV
futech-567	217	24	-	-	PUNCT
futech-567	217	25	being	being	NOUN
futech-567	217	26	,	,	PUNCT
futech-567	217	27	and	and	CCONJ
futech-567	217	28	safety	safety	NOUN
futech-567	217	29	in	in	ADP
futech-567	217	30	everyday	everyday	ADJ
futech-567	217	31	life	life	NOUN
futech-567	217	32	.	.	PUNCT
futech-567	218	1	its	its	PRON
futech-567	218	2	general	general	ADJ
futech-567	218	3	principles	principle	NOUN
futech-567	218	4	can	can	AUX
futech-567	218	5	also	also	ADV
futech-567	218	6	be	be	AUX
futech-567	218	7	applied	apply	VERB
futech-567	218	8	to	to	ADP
futech-567	218	9	other	other	ADJ
futech-567	218	10	intelligent	intelligent	ADJ
futech-567	218	11	environments	environment	NOUN
futech-567	218	12	such	such	ADJ
futech-567	218	13	as	as	ADP
futech-567	218	14	healthcare	healthcare	NOUN
futech-567	218	15	monitoring	monitoring	NOUN
futech-567	218	16	,	,	PUNCT
futech-567	218	17	elderly	elderly	ADJ
futech-567	218	18	care	care	NOUN
futech-567	218	19	,	,	PUNCT
futech-567	218	20	and	and	CCONJ
futech-567	218	21	adaptive	adaptive	ADJ
futech-567	218	22	human	human	ADJ
futech-567	218	23	–	–	PUNCT
futech-567	218	24	ai	ai	PROPN
futech-567	218	25	interaction	interaction	NOUN
futech-567	218	26	systems	system	NOUN
futech-567	218	27	.	.	PUNCT
futech-567	219	1	future	future	ADJ
futech-567	219	2	research	research	NOUN
futech-567	219	3	will	will	AUX
futech-567	219	4	focus	focus	VERB
futech-567	219	5	on	on	ADP
futech-567	219	6	expanding	expand	VERB
futech-567	219	7	data	datum	NOUN
futech-567	219	8	sets	set	NOUN
futech-567	219	9	to	to	PART
futech-567	219	10	cover	cover	VERB
futech-567	219	11	more	more	ADV
futech-567	219	12	diverse	diverse	ADJ
futech-567	219	13	cultural	cultural	ADJ
futech-567	219	14	cuisines	cuisine	NOUN
futech-567	219	15	and	and	CCONJ
futech-567	219	16	cooking	cooking	NOUN
futech-567	219	17	styles	style	NOUN
futech-567	219	18	,	,	PUNCT
futech-567	219	19	integrating	integrate	VERB
futech-567	219	20	physiological	physiological	ADJ
futech-567	219	21	and	and	CCONJ
futech-567	219	22	wearable	wearable	ADJ
futech-567	219	23	data	datum	NOUN
futech-567	219	24	for	for	ADP
futech-567	219	25	deeper	deep	ADJ
futech-567	219	26	personalization	personalization	NOUN
futech-567	219	27	,	,	PUNCT
futech-567	219	28	and	and	CCONJ
futech-567	219	29	optimizing	optimize	VERB
futech-567	219	30	deployment	deployment	NOUN
futech-567	219	31	on	on	ADP
futech-567	219	32	resourceconstrained	resourceconstraine	VERB
futech-567	219	33	edge	edge	NOUN
futech-567	219	34	devices	device	NOUN
futech-567	219	35	.	.	PUNCT
futech-567	220	1	additionally	additionally	ADV
futech-567	220	2	,	,	PUNCT
futech-567	220	3	exploring	explore	VERB
futech-567	220	4	federated	federated	ADJ
futech-567	220	5	learning	learning	NOUN
futech-567	220	6	and	and	CCONJ
futech-567	220	7	privacy	privacy	NOUN
futech-567	220	8	-	-	PUNCT
futech-567	220	9	preserving	preserve	VERB
futech-567	220	10	mechanisms	mechanism	NOUN
futech-567	220	11	will	will	AUX
futech-567	220	12	be	be	AUX
futech-567	220	13	crucial	crucial	ADJ
futech-567	220	14	for	for	ADP
futech-567	220	15	safeguarding	safeguard	VERB
futech-567	220	16	sensitive	sensitive	ADJ
futech-567	220	17	user	user	NOUN
futech-567	220	18	data	datum	NOUN
futech-567	220	19	.	.	PUNCT
futech-567	221	1	these	these	DET
futech-567	221	2	directions	direction	NOUN
futech-567	221	3	will	will	AUX
futech-567	221	4	further	far	ADV
futech-567	221	5	strengthen	strengthen	VERB
futech-567	221	6	the	the	DET
futech-567	221	7	reliability	reliability	NOUN
futech-567	221	8	,	,	PUNCT
futech-567	221	9	inclusiveness	inclusiveness	NOUN
futech-567	221	10	,	,	PUNCT
futech-567	221	11	and	and	CCONJ
futech-567	221	12	scalability	scalability	NOUN
futech-567	221	13	of	of	ADP
futech-567	221	14	smart	smart	ADJ
futech-567	221	15	kitchen	kitchen	NOUN
futech-567	221	16	ecosystems	ecosystem	NOUN
futech-567	221	17	.	.	PUNCT
futech-567	222	1	ethical	ethical	ADJ
futech-567	222	2	issue	issue	NOUN
futech-567	222	3	the	the	DET
futech-567	222	4	authors	author	NOUN
futech-567	222	5	are	be	AUX
futech-567	222	6	aware	aware	ADJ
futech-567	222	7	of	of	ADP
futech-567	222	8	and	and	CCONJ
futech-567	222	9	comply	comply	ADJ
futech-567	222	10	with	with	ADP
futech-567	222	11	best	good	ADJ
futech-567	222	12	practices	practice	NOUN
futech-567	222	13	in	in	ADP
futech-567	222	14	publication	publication	NOUN
futech-567	222	15	ethics	ethic	NOUN
futech-567	222	16	,	,	PUNCT
futech-567	222	17	specifically	specifically	ADV
futech-567	222	18	regarding	regard	VERB
futech-567	222	19	authorship	authorship	NOUN
futech-567	222	20	(	(	PUNCT
futech-567	222	21	avoidance	avoidance	NOUN
futech-567	222	22	of	of	ADP
futech-567	222	23	guest	guest	NOUN
futech-567	222	24	authorship	authorship	NOUN
futech-567	222	25	)	)	PUNCT
futech-567	222	26	,	,	PUNCT
futech-567	222	27	dual	dual	ADJ
futech-567	222	28	submission	submission	NOUN
futech-567	222	29	,	,	PUNCT
futech-567	222	30	manipulation	manipulation	NOUN
futech-567	222	31	of	of	ADP
futech-567	222	32	figures	figure	NOUN
futech-567	222	33	,	,	PUNCT
futech-567	222	34	competing	compete	VERB
futech-567	222	35	interests	interest	NOUN
futech-567	222	36	,	,	PUNCT
futech-567	222	37	and	and	CCONJ
futech-567	222	38	compliance	compliance	NOUN
futech-567	222	39	with	with	ADP
futech-567	222	40	research	research	NOUN
futech-567	222	41	ethics	ethic	NOUN
futech-567	222	42	policies	policy	NOUN
futech-567	222	43	.	.	PUNCT
futech-567	223	1	the	the	DET
futech-567	223	2	authors	author	NOUN
futech-567	223	3	adhere	adhere	VERB
futech-567	223	4	to	to	ADP
futech-567	223	5	publication	publication	NOUN
futech-567	223	6	requirements	requirement	NOUN
futech-567	223	7	that	that	SCONJ
futech-567	223	8	the	the	DET
futech-567	223	9	submitted	submit	VERB
futech-567	223	10	work	work	NOUN
futech-567	223	11	is	be	AUX
futech-567	223	12	original	original	ADJ
futech-567	223	13	and	and	CCONJ
futech-567	223	14	has	have	AUX
futech-567	223	15	not	not	PART
futech-567	223	16	been	be	AUX
futech-567	223	17	published	publish	VERB
futech-567	223	18	elsewhere	elsewhere	ADV
futech-567	223	19	.	.	PUNCT
futech-567	224	1	data	datum	NOUN
futech-567	224	2	availability	availability	NOUN
futech-567	224	3	statement	statement	NOUN
futech-567	224	4	the	the	DET
futech-567	224	5	manuscript	manuscript	NOUN
futech-567	224	6	contains	contain	VERB
futech-567	224	7	all	all	DET
futech-567	224	8	the	the	DET
futech-567	224	9	data	datum	NOUN
futech-567	224	10	.	.	PUNCT
futech-567	225	1	however	however	ADV
futech-567	225	2	,	,	PUNCT
futech-567	225	3	more	more	ADJ
futech-567	225	4	data	datum	NOUN
futech-567	225	5	will	will	AUX
futech-567	225	6	be	be	AUX
futech-567	225	7	available	available	ADJ
futech-567	225	8	upon	upon	SCONJ
futech-567	225	9	request	request	NOUN
futech-567	225	10	from	from	ADP
futech-567	225	11	the	the	DET
futech-567	225	12	authors	author	NOUN
futech-567	225	13	.	.	PUNCT
futech-567	226	1	conflict	conflict	NOUN
futech-567	226	2	of	of	ADP
futech-567	226	3	interest	interest	NOUN
futech-567	226	4	the	the	DET
futech-567	226	5	authors	author	NOUN
futech-567	226	6	declare	declare	VERB
futech-567	226	7	no	no	DET
futech-567	226	8	potential	potential	ADJ
futech-567	226	9	conflict	conflict	NOUN
futech-567	226	10	of	of	ADP
futech-567	226	11	interest	interest	NOUN
futech-567	226	12	.	.	PUNCT
futech-567	227	1	references	reference	NOUN
futech-567	227	2	[	[	X
futech-567	227	3	1	1	NUM
futech-567	227	4	]	]	PUNCT
futech-567	227	5	purnama	purnama	NOUN
futech-567	227	6	,	,	PUNCT
futech-567	227	7	s.	s.	PROPN
futech-567	227	8	,	,	PUNCT
futech-567	227	9	&	&	CCONJ
futech-567	227	10	sejati	sejati	PROPN
futech-567	227	11	,	,	PUNCT
futech-567	227	12	w.	w.	NOUN
futech-567	227	13	(	(	PUNCT
futech-567	227	14	2023	2023	NUM
futech-567	227	15	)	)	PUNCT
futech-567	227	16	.	.	PUNCT
futech-567	228	1	internet	internet	NOUN
futech-567	228	2	of	of	ADP
futech-567	228	3	things	thing	NOUN
futech-567	228	4	,	,	PUNCT
futech-567	228	5	big	big	ADJ
futech-567	228	6	data	datum	NOUN
futech-567	228	7	,	,	PUNCT
futech-567	228	8	and	and	CCONJ
futech-567	228	9	artificial	artificial	ADJ
futech-567	228	10	intelligence	intelligence	NOUN
futech-567	228	11	in	in	ADP
futech-567	228	12	the	the	DET
futech-567	228	13	food	food	NOUN
futech-567	228	14	and	and	CCONJ
futech-567	228	15	agriculture	agriculture	NOUN
futech-567	228	16	sector	sector	NOUN
futech-567	228	17	.	.	PUNCT
futech-567	229	1	international	international	ADJ
futech-567	229	2	transactions	transaction	NOUN
futech-567	229	3	on	on	ADP
futech-567	229	4	artificial	artificial	ADJ
futech-567	229	5	intelligence	intelligence	NOUN
futech-567	229	6	,	,	PUNCT
futech-567	229	7	1(2	1(2	NUM
futech-567	229	8	)	)	PUNCT
futech-567	229	9	,	,	PUNCT
futech-567	229	10	156	156	NUM
futech-567	229	11	-	-	SYM
futech-567	229	12	174	174	NUM
futech-567	229	13	.	.	PUNCT
futech-567	230	1	https://doi.org/10.33050/italic.v1i2.274	https://doi.org/10.33050/italic.v1i2.274	NOUN
futech-567	230	2	[	[	X
futech-567	230	3	2	2	NUM
futech-567	230	4	]	]	X
futech-567	230	5	güngör	güngör	NOUN
futech-567	230	6	,	,	PUNCT
futech-567	230	7	o.	o.	PROPN
futech-567	230	8	,	,	PUNCT
futech-567	230	9	&	&	CCONJ
futech-567	230	10	yücel	yücel	VERB
futech-567	230	11	güngör	güngör	PROPN
futech-567	230	12	,	,	PUNCT
futech-567	230	13	m.	m.	NOUN
futech-567	230	14	(	(	PUNCT
futech-567	230	15	2024	2024	NUM
futech-567	230	16	)	)	PUNCT
futech-567	230	17	.	.	PUNCT
futech-567	231	1	automation	automation	NOUN
futech-567	231	2	in	in	ADP
futech-567	231	3	gastronomy	gastronomy	NOUN
futech-567	231	4	:	:	PUNCT
futech-567	231	5	use	use	NOUN
futech-567	231	6	of	of	ADP
futech-567	231	7	smart	smart	ADJ
futech-567	231	8	cooking	cooking	NOUN
futech-567	231	9	systems	system	NOUN
futech-567	231	10	in	in	ADP
futech-567	231	11	industrial	industrial	ADJ
futech-567	231	12	kitchens	kitchen	NOUN
futech-567	231	13	.	.	PUNCT
futech-567	232	1	worldwide	worldwide	ADJ
futech-567	232	2	hospitality	hospitality	NOUN
futech-567	232	3	and	and	CCONJ
futech-567	232	4	tourism	tourism	NOUN
futech-567	232	5	themes	theme	NOUN
futech-567	232	6	,	,	PUNCT
futech-567	232	7	16(2	16(2	NUM
futech-567	232	8	)	)	PUNCT
futech-567	232	9	,	,	PUNCT
futech-567	232	10	190	190	NUM
futech-567	232	11	-	-	SYM
futech-567	232	12	201	201	NUM
futech-567	232	13	.	.	PUNCT
futech-567	233	1	[	[	X
futech-567	233	2	3	3	NUM
futech-567	233	3	]	]	X
futech-567	233	4	ren	ren	PROPN
futech-567	233	5	,	,	PUNCT
futech-567	233	6	r.	r.	PROPN
futech-567	233	7	,	,	PUNCT
futech-567	233	8	wang	wang	PROPN
futech-567	233	9	,	,	PUNCT
futech-567	233	10	z.	z.	PROPN
futech-567	233	11	,	,	PUNCT
futech-567	233	12	yang	yang	PROPN
futech-567	233	13	,	,	PUNCT
futech-567	233	14	c.	c.	PROPN
futech-567	233	15	,	,	PUNCT
futech-567	233	16	liu	liu	PROPN
futech-567	233	17	,	,	PUNCT
futech-567	233	18	j.	j.	PROPN
futech-567	233	19	,	,	PUNCT
futech-567	233	20	jiang	jiang	PROPN
futech-567	233	21	,	,	PUNCT
futech-567	233	22	r.	r.	PROPN
futech-567	233	23	,	,	PUNCT
futech-567	233	24	zhou	zhou	PROPN
futech-567	233	25	,	,	PUNCT
futech-567	233	26	y.	y.	PROPN
futech-567	233	27	,	,	PUNCT
futech-567	233	28	...	...	PUNCT
futech-567	233	29	&	&	CCONJ
futech-567	233	30	he	he	PRON
futech-567	233	31	,	,	PUNCT
futech-567	233	32	b.	b.	PROPN
futech-567	233	33	(	(	PUNCT
futech-567	233	34	2025	2025	NUM
futech-567	233	35	)	)	PUNCT
futech-567	233	36	.	.	PUNCT
futech-567	234	1	enhancing	enhance	VERB
futech-567	234	2	robotic	robotic	ADJ
futech-567	234	3	skill	skill	NOUN
futech-567	234	4	acquisition	acquisition	NOUN
futech-567	234	5	with	with	ADP
futech-567	234	6	multimodal	multimodal	ADJ
futech-567	234	7	sensory	sensory	ADJ
futech-567	234	8	data	datum	NOUN
futech-567	234	9	:	:	PUNCT
futech-567	234	10	a	a	DET
futech-567	234	11	novel	novel	NOUN
futech-567	234	12	dataset	dataset	NOUN
futech-567	234	13	for	for	ADP
futech-567	234	14	kitchen	kitchen	NOUN
futech-567	234	15	tasks	task	NOUN
futech-567	234	16	.	.	PUNCT
futech-567	235	1	scientific	scientific	ADJ
futech-567	235	2	data	datum	NOUN
futech-567	235	3	,	,	PUNCT
futech-567	235	4	12(1	12(1	NUM
futech-567	235	5	)	)	PUNCT
futech-567	235	6	,	,	PUNCT
futech-567	235	7	476	476	NUM
futech-567	235	8	.	.	PUNCT
futech-567	236	1	[	[	X
futech-567	236	2	4	4	NUM
futech-567	236	3	]	]	SYM
futech-567	236	4	prajapati	prajapati	PROPN
futech-567	236	5	,	,	PUNCT
futech-567	236	6	a.	a.	PROPN
futech-567	236	7	,	,	PUNCT
futech-567	236	8	nigam	nigam	PROPN
futech-567	236	9	,	,	PUNCT
futech-567	236	10	m.	m.	NOUN
futech-567	236	11	,	,	PUNCT
futech-567	236	12	&	&	CCONJ
futech-567	236	13	priyanka	priyanka	PROPN
futech-567	236	14	,	,	PUNCT
futech-567	236	15	r.	r.	PROPN
futech-567	236	16	(	(	PUNCT
futech-567	236	17	2024	2024	NUM
futech-567	236	18	,	,	PUNCT
futech-567	236	19	may	may	AUX
futech-567	236	20	)	)	PUNCT
futech-567	236	21	.	.	PUNCT
futech-567	237	1	recipelens	recipelens	PROPN
futech-567	237	2	:	:	PUNCT
futech-567	237	3	revolutionizing	revolutionize	VERB
futech-567	237	4	meal	meal	NOUN
futech-567	237	5	preparation	preparation	NOUN
futech-567	237	6	with	with	ADP
futech-567	237	7	image	image	NOUN
futech-567	237	8	-	-	PUNCT
futech-567	237	9	based	base	VERB
futech-567	237	10	ingredient	ingredient	NOUN
futech-567	237	11	detection	detection	NOUN
futech-567	237	12	and	and	CCONJ
futech-567	237	13	recipe	recipe	NOUN
futech-567	237	14	suggestions	suggestion	NOUN
futech-567	237	15	.	.	PUNCT
futech-567	238	1	in	in	ADP
futech-567	238	2	2024	2024	NUM
futech-567	238	3	international	international	ADJ
futech-567	238	4	conference	conference	NOUN
futech-567	238	5	on	on	ADP
futech-567	238	6	intelligent	intelligent	ADJ
futech-567	238	7	systems	system	NOUN
futech-567	238	8	for	for	ADP
futech-567	238	9	cybersecurity	cybersecurity	NOUN
futech-567	238	10	(	(	PUNCT
futech-567	238	11	iscs	isc	NOUN
futech-567	238	12	)	)	PUNCT
futech-567	238	13	(	(	PUNCT
futech-567	238	14	pp	pp	X
futech-567	238	15	.	.	PUNCT
futech-567	239	1	1	1	NUM
futech-567	239	2	-	-	SYM
futech-567	239	3	6	6	NUM
futech-567	239	4	)	)	PUNCT
futech-567	239	5	.	.	PUNCT
futech-567	240	1	ieee	ieee	PROPN
futech-567	240	2	.	.	PUNCT
futech-567	241	1	https://doi.org/10.1109/iscs61804.2024.10581386	https://doi.org/10.1109/iscs61804.2024.10581386	PROPN
futech-567	242	1	[	[	X
futech-567	242	2	5	5	NUM
futech-567	242	3	]	]	PUNCT
futech-567	242	4	razin	razin	NOUN
futech-567	242	5	,	,	PUNCT
futech-567	242	6	m.	m.	NOUN
futech-567	242	7	,	,	PUNCT
futech-567	242	8	kr	kr	PROPN
futech-567	242	9	,	,	PUNCT
futech-567	242	10	r.	r.	PROPN
futech-567	242	11	k.	k.	PROPN
futech-567	242	12	,	,	PUNCT
futech-567	242	13	&	&	CCONJ
futech-567	242	14	ramasamy	ramasamy	PROPN
futech-567	242	15	,	,	PUNCT
futech-567	242	16	g.	g.	PROPN
futech-567	242	17	(	(	PUNCT
futech-567	242	18	2024	2024	NUM
futech-567	242	19	,	,	PUNCT
futech-567	242	20	november	november	PROPN
futech-567	242	21	)	)	PUNCT
futech-567	242	22	.	.	PUNCT
futech-567	243	1	cross	cross	ADJ
futech-567	243	2	-	-	ADJ
futech-567	243	3	modal	modal	ADJ
futech-567	243	4	ingredient	ingredient	NOUN
futech-567	243	5	recognition	recognition	NOUN
futech-567	243	6	and	and	CCONJ
futech-567	243	7	recipe	recipe	NOUN
futech-567	243	8	suggestion	suggestion	NOUN
futech-567	243	9	using	use	VERB
futech-567	243	10	computer	computer	NOUN
futech-567	243	11	vision	vision	NOUN
futech-567	243	12	and	and	CCONJ
futech-567	243	13	predictive	predictive	ADJ
futech-567	243	14	modeling	modeling	NOUN
futech-567	243	15	.	.	PUNCT
futech-567	244	1	in	in	ADP
futech-567	244	2	2024	2024	NUM
futech-567	244	3	8th	8th	ADJ
futech-567	244	4	international	international	ADJ
futech-567	244	5	conference	conference	NOUN
futech-567	244	6	on	on	ADP
futech-567	244	7	computational	computational	ADJ
futech-567	244	8	system	system	NOUN
futech-567	244	9	and	and	CCONJ
futech-567	244	10	information	information	NOUN
futech-567	244	11	technology	technology	NOUN
futech-567	244	12	for	for	ADP
futech-567	244	13	sustainable	sustainable	ADJ
futech-567	244	14	solutions	solution	NOUN
futech-567	244	15	(	(	PUNCT
futech-567	244	16	csitss	csitss	NOUN
futech-567	244	17	)	)	PUNCT
futech-567	244	18	(	(	PUNCT
futech-567	244	19	pp	pp	X
futech-567	244	20	.	.	PUNCT
futech-567	245	1	1	1	NUM
futech-567	245	2	-	-	SYM
futech-567	245	3	6	6	NUM
futech-567	245	4	)	)	PUNCT
futech-567	245	5	.	.	PUNCT
futech-567	246	1	ieee	ieee	PROPN
futech-567	246	2	.	.	PUNCT
futech-567	247	1	https://doi.org/10.1109/csitss64042.2024.1081685	https://doi.org/10.1109/csitss64042.2024.1081685	NOUN
futech-567	247	2	1	1	NUM
futech-567	247	3	[	[	X
futech-567	247	4	6	6	NUM
futech-567	247	5	]	]	X
futech-567	247	6	coman	coman	PROPN
futech-567	247	7	,	,	PUNCT
futech-567	247	8	l.	l.	PROPN
futech-567	247	9	i.	i.	PROPN
futech-567	247	10	,	,	PUNCT
futech-567	247	11	ianculescu	ianculescu	PROPN
futech-567	247	12	,	,	PUNCT
futech-567	247	13	m.	m.	NOUN
futech-567	247	14	,	,	PUNCT
futech-567	247	15	paraschiv	paraschiv	PROPN
futech-567	247	16	,	,	PUNCT
futech-567	247	17	e.	e.	PROPN
futech-567	247	18	a.	a.	PROPN
futech-567	247	19	,	,	PUNCT
futech-567	247	20	alexandru	alexandru	PROPN
futech-567	247	21	,	,	PUNCT
futech-567	247	22	a.	a.	PROPN
futech-567	247	23	,	,	PUNCT
futech-567	247	24	&	&	CCONJ
futech-567	247	25	bădărău	bădărău	PROPN
futech-567	247	26	,	,	PUNCT
futech-567	247	27	i.	i.	PROPN
futech-567	247	28	a.	a.	PROPN
futech-567	247	29	(	(	PUNCT
futech-567	247	30	2024	2024	NUM
futech-567	247	31	)	)	PUNCT
futech-567	247	32	.	.	PUNCT
futech-567	248	1	smart	smart	ADJ
futech-567	248	2	solutions	solution	NOUN
futech-567	248	3	for	for	ADP
futech-567	248	4	dietrelated	dietrelate	VERB
futech-567	248	5	disease	disease	NOUN
futech-567	248	6	management	management	NOUN
futech-567	248	7	:	:	PUNCT
futech-567	248	8	connected	connected	ADJ
futech-567	248	9	care	care	NOUN
futech-567	248	10	,	,	PUNCT
futech-567	248	11	remote	remote	ADJ
futech-567	248	12	health	health	NOUN
futech-567	248	13	monitoring	monitoring	NOUN
futech-567	248	14	systems	system	NOUN
futech-567	248	15	,	,	PUNCT
futech-567	248	16	and	and	CCONJ
futech-567	248	17	integrated	integrated	ADJ
futech-567	248	18	insights	insight	NOUN
futech-567	248	19	for	for	ADP
futech-567	248	20	advanced	advanced	ADJ
futech-567	248	21	evaluation	evaluation	NOUN
futech-567	248	22	.	.	PUNCT
futech-567	249	1	applied	apply	VERB
futech-567	249	2	sciences	science	NOUN
futech-567	249	3	,	,	PUNCT
futech-567	249	4	14(6	14(6	NOUN
futech-567	249	5	)	)	PUNCT
futech-567	249	6	,	,	PUNCT
futech-567	249	7	2351	2351	NUM
futech-567	249	8	.	.	PUNCT
futech-567	250	1	[	[	X
futech-567	250	2	7	7	X
futech-567	250	3	]	]	SYM
futech-567	250	4	nfor	nfor	NOUN
futech-567	250	5	,	,	PUNCT
futech-567	250	6	k.	k.	PROPN
futech-567	250	7	a.	a.	PROPN
futech-567	250	8	,	,	PUNCT
futech-567	250	9	theodore	theodore	PROPN
futech-567	250	10	armand	armand	PROPN
futech-567	250	11	,	,	PUNCT
futech-567	250	12	t.	t.	PROPN
futech-567	250	13	p.	p.	PROPN
futech-567	250	14	,	,	PUNCT
futech-567	250	15	ismaylovna	ismaylovna	NOUN
futech-567	250	16	,	,	PUNCT
futech-567	251	1	k.	k.	PROPN
futech-567	251	2	p.	p.	PROPN
futech-567	251	3	,	,	PUNCT
futech-567	251	4	joo	joo	PROPN
futech-567	251	5	,	,	PUNCT
futech-567	251	6	m.	m.	NOUN
futech-567	251	7	i.	i.	PROPN
futech-567	251	8	,	,	PUNCT
futech-567	251	9	&	&	CCONJ
futech-567	251	10	kim	kim	PROPN
futech-567	251	11	,	,	PUNCT
futech-567	251	12	h.	h.	PROPN
futech-567	251	13	c.	c.	PROPN
futech-567	251	14	(	(	PUNCT
futech-567	251	15	2025	2025	NUM
futech-567	251	16	)	)	PUNCT
futech-567	251	17	.	.	PUNCT
futech-567	252	1	an	an	DET
futech-567	252	2	explainable	explainable	ADJ
futech-567	252	3	cnn	cnn	NOUN
futech-567	252	4	and	and	CCONJ
futech-567	252	5	vision	vision	NOUN
futech-567	252	6	transformer	transformer	NOUN
futech-567	252	7	-	-	PUNCT
futech-567	252	8	based	base	VERB
futech-567	252	9	approach	approach	NOUN
futech-567	252	10	for	for	ADP
futech-567	252	11	real	real	ADJ
futech-567	252	12	-	-	PUNCT
futech-567	252	13	time	time	NOUN
futech-567	252	14	food	food	NOUN
futech-567	252	15	recognition	recognition	NOUN
futech-567	252	16	.	.	PUNCT
futech-567	253	1	nutrients	nutrient	NOUN
futech-567	253	2	,	,	PUNCT
futech-567	253	3	17(2	17(2	NUM
futech-567	253	4	)	)	PUNCT
futech-567	253	5	,	,	PUNCT
futech-567	253	6	362	362	NUM
futech-567	253	7	.	.	PUNCT
futech-567	254	1	[	[	X
futech-567	254	2	8	8	NUM
futech-567	254	3	]	]	X
futech-567	254	4	sadique	sadique	ADJ
futech-567	254	5	,	,	PUNCT
futech-567	254	6	p.	p.	NOUN
futech-567	254	7	a.	a.	NOUN
futech-567	254	8	,	,	PUNCT
futech-567	254	9	&	&	CCONJ
futech-567	254	10	aswiga	aswiga	PROPN
futech-567	254	11	,	,	PUNCT
futech-567	254	12	r.	r.	PROPN
futech-567	254	13	v.	v.	PROPN
futech-567	254	14	(	(	PUNCT
futech-567	254	15	2025	2025	NUM
futech-567	254	16	)	)	PUNCT
futech-567	254	17	.	.	PUNCT
futech-567	255	1	automatic	automatic	ADJ
futech-567	255	2	summarization	summarization	NOUN
futech-567	255	3	of	of	ADP
futech-567	255	4	cooking	cooking	NOUN
futech-567	255	5	videos	video	NOUN
futech-567	255	6	using	use	VERB
futech-567	255	7	transfer	transfer	NOUN
futech-567	255	8	learning	learning	NOUN
futech-567	255	9	and	and	CCONJ
futech-567	255	10	transformer	transformer	NOUN
futech-567	255	11	-	-	PUNCT
futech-567	255	12	based	base	VERB
futech-567	255	13	models	model	NOUN
futech-567	255	14	.	.	PUNCT
futech-567	256	1	discover	discover	VERB
futech-567	256	2	artificial	artificial	ADJ
futech-567	256	3	intelligence	intelligence	NOUN
futech-567	256	4	,	,	PUNCT
futech-567	256	5	5(1	5(1	NUM
futech-567	256	6	)	)	PUNCT
futech-567	256	7	,	,	PUNCT
futech-567	256	8	7	7	X
futech-567	256	9	.	.	PUNCT
futech-567	257	1	[	[	X
futech-567	257	2	9	9	NUM
futech-567	257	3	]	]	SYM
futech-567	257	4	lin	lin	PROPN
futech-567	257	5	,	,	PUNCT
futech-567	257	6	b.	b.	PROPN
futech-567	257	7	(	(	PUNCT
futech-567	257	8	2024	2024	NUM
futech-567	257	9	)	)	PUNCT
futech-567	257	10	.	.	PUNCT
futech-567	258	1	reinforcement	reinforcement	NOUN
futech-567	258	2	learning	learning	NOUN
futech-567	258	3	in	in	ADP
futech-567	258	4	automatic	automatic	ADJ
futech-567	258	5	speech	speech	NOUN
futech-567	258	6	recognition	recognition	NOUN
futech-567	258	7	(	(	PUNCT
futech-567	258	8	asr	asr	PROPN
futech-567	258	9	):	):	PUNCT
futech-567	258	10	the	the	DET
futech-567	258	11	voice	voice	NOUN
futech-567	258	12	-	-	PUNCT
futech-567	258	13	first	first	ADJ
futech-567	258	14	revolution	revolution	NOUN
futech-567	258	15	.	.	PUNCT
futech-567	259	1	in	in	ADP
futech-567	259	2	reinforcement	reinforcement	NOUN
futech-567	259	3	learning	learning	NOUN
futech-567	259	4	methods	method	NOUN
futech-567	259	5	in	in	ADP
futech-567	259	6	speech	speech	NOUN
futech-567	259	7	and	and	CCONJ
futech-567	259	8	language	language	NOUN
futech-567	259	9	technology	technology	NOUN
futech-567	259	10	(	(	PUNCT
futech-567	259	11	pp	pp	ADJ
futech-567	259	12	.	.	PUNCT
futech-567	260	1	79	79	NUM
futech-567	260	2	-	-	SYM
futech-567	260	3	90	90	NUM
futech-567	260	4	)	)	PUNCT
futech-567	260	5	.	.	PUNCT
futech-567	261	1	cham	cham	PROPN
futech-567	261	2	:	:	PUNCT
futech-567	261	3	springer	springer	NOUN
futech-567	261	4	nature	nature	PROPN
futech-567	261	5	switzerland	switzerland	PROPN
futech-567	261	6	.	.	PUNCT
futech-567	262	1	https://doi.org/10.1007/978-3031-53720-2_9	https://doi.org/10.1007/978-3031-53720-2_9	PROPN
futech-567	263	1	[	[	X
futech-567	263	2	10	10	NUM
futech-567	263	3	]	]	X
futech-567	263	4	kumar	kumar	PROPN
futech-567	263	5	,	,	PUNCT
futech-567	263	6	k.	k.	PROPN
futech-567	263	7	,	,	PUNCT
futech-567	263	8	verma	verma	PROPN
futech-567	263	9	,	,	PUNCT
futech-567	263	10	a.	a.	PROPN
futech-567	263	11	,	,	PUNCT
futech-567	263	12	&	&	CCONJ
futech-567	263	13	verma	verma	PROPN
futech-567	263	14	,	,	PUNCT
futech-567	263	15	p.	p.	NOUN
futech-567	263	16	(	(	PUNCT
futech-567	263	17	2024	2024	NUM
futech-567	263	18	)	)	PUNCT
futech-567	263	19	.	.	PUNCT
futech-567	264	1	iot	iot	PROPN
futech-567	264	2	-	-	PUNCT
futech-567	264	3	hgds	hgds	NOUN
futech-567	264	4	:	:	PUNCT
futech-567	264	5	internet	internet	NOUN
futech-567	264	6	of	of	ADP
futech-567	264	7	things	thing	NOUN
futech-567	264	8	integrated	integrate	VERB
futech-567	264	9	machine	machine	NOUN
futech-567	264	10	learning	learning	NOUN
futech-567	264	11	based	base	VERB
futech-567	264	12	hazardous	hazardous	ADJ
futech-567	264	13	gases	gas	NOUN
futech-567	264	14	detection	detection	NOUN
futech-567	264	15	system	system	NOUN
futech-567	264	16	for	for	ADP
futech-567	264	17	smart	smart	ADJ
futech-567	264	18	kitchen	kitchen	NOUN
futech-567	264	19	.	.	PUNCT
futech-567	265	1	internet	internet	NOUN
futech-567	265	2	of	of	ADP
futech-567	265	3	things	thing	NOUN
futech-567	265	4	,	,	PUNCT
futech-567	265	5	28	28	NUM
futech-567	265	6	,	,	PUNCT
futech-567	265	7	101396	101396	NUM
futech-567	265	8	.	.	PUNCT
futech-567	266	1	[	[	X
futech-567	266	2	11	11	NUM
futech-567	266	3	]	]	PUNCT
futech-567	266	4	nishad	nishad	VERB
futech-567	266	5	,	,	PUNCT
futech-567	266	6	d.	d.	PROPN
futech-567	266	7	k.	k.	PROPN
futech-567	266	8	,	,	PUNCT
futech-567	266	9	verma	verma	PROPN
futech-567	266	10	,	,	PUNCT
futech-567	266	11	v.	v.	PROPN
futech-567	266	12	r.	r.	PROPN
futech-567	266	13	,	,	PUNCT
futech-567	266	14	rajput	rajput	PROPN
futech-567	266	15	,	,	PUNCT
futech-567	266	16	p.	p.	PROPN
futech-567	266	17	,	,	PUNCT
futech-567	266	18	gupta	gupta	PROPN
futech-567	266	19	,	,	PUNCT
futech-567	266	20	s.	s.	PROPN
futech-567	266	21	,	,	PUNCT
futech-567	266	22	dwivedi	dwivedi	PROPN
futech-567	266	23	,	,	PUNCT
futech-567	266	24	a.	a.	PROPN
futech-567	266	25	,	,	PUNCT
futech-567	266	26	&	&	CCONJ
futech-567	266	27	shah	shah	PROPN
futech-567	266	28	,	,	PUNCT
futech-567	266	29	d.	d.	PROPN
futech-567	266	30	r.	r.	PROPN
futech-567	266	31	(	(	PUNCT
futech-567	266	32	2025	2025	NUM
futech-567	266	33	)	)	PUNCT
futech-567	266	34	.	.	PUNCT
futech-567	267	1	adaptive	adaptive	ADJ
futech-567	267	2	aienhanced	aienhance	VERB
futech-567	267	3	computation	computation	NOUN
futech-567	267	4	offloading	offload	VERB
futech-567	267	5	with	with	ADP
futech-567	267	6	machine	machine	NOUN
futech-567	267	7	learning	learning	NOUN
futech-567	267	8	for	for	ADP
futech-567	267	9	qoe	qoe	NOUN
futech-567	267	10	optimization	optimization	NOUN
futech-567	267	11	and	and	CCONJ
futech-567	267	12	energy	energy	NOUN
futech-567	267	13	-	-	PUNCT
futech-567	267	14	efficient	efficient	ADJ
futech-567	267	15	mobile	mobile	ADJ
futech-567	267	16	edge	edge	NOUN
futech-567	267	17	systems	system	NOUN
futech-567	267	18	.	.	PUNCT
futech-567	268	1	scientific	scientific	ADJ
futech-567	268	2	reports	report	NOUN
futech-567	268	3	,	,	PUNCT
futech-567	268	4	15(1	15(1	NUM
futech-567	268	5	)	)	PUNCT
futech-567	268	6	,	,	PUNCT
futech-567	268	7	15263	15263	NUM
futech-567	268	8	.	.	PUNCT
futech-567	269	1	[	[	X
futech-567	269	2	12	12	NUM
futech-567	269	3	]	]	X
futech-567	269	4	abadeh	abadeh	NOUN
futech-567	269	5	,	,	PUNCT
futech-567	269	6	m.	m.	NOUN
futech-567	269	7	n.	n.	PROPN
futech-567	269	8	(	(	PUNCT
futech-567	269	9	2024	2024	NUM
futech-567	269	10	)	)	PUNCT
futech-567	269	11	.	.	PUNCT
futech-567	270	1	a	a	DET
futech-567	270	2	semantic	semantic	ADJ
futech-567	270	3	axiomatic	axiomatic	ADJ
futech-567	270	4	design	design	NOUN
futech-567	270	5	for	for	ADP
futech-567	270	6	integrity	integrity	NOUN
futech-567	270	7	in	in	ADP
futech-567	270	8	iot	iot	PROPN
futech-567	270	9	.	.	PUNCT
futech-567	271	1	transactions	transaction	NOUN
futech-567	271	2	on	on	ADP
futech-567	271	3	emerging	emerge	VERB
futech-567	271	4	telecommunications	telecommunication	NOUN
futech-567	271	5	technologies	technology	NOUN
futech-567	271	6	,	,	PUNCT
futech-567	271	7	35(9	35(9	NUM
futech-567	271	8	)	)	PUNCT
futech-567	271	9	,	,	PUNCT
futech-567	271	10	e5032	e5032	PROPN
futech-567	271	11	.	.	PUNCT
futech-567	271	12	jiaying	jiaying	PROPN
futech-567	271	13	li	li	PROPN
futech-567	271	14	&	&	CCONJ
futech-567	271	15	jinho	jinho	PROPN
futech-567	271	16	yim	yim	PROPN
futech-567	271	17	/	/	SYM
futech-567	271	18	future	future	ADJ
futech-567	271	19	technology	technology	NOUN
futech-567	271	20	february	february	PROPN
futech-567	271	21	2026|	2026|	NUM
futech-567	271	22	volume	volume	NOUN
futech-567	271	23	05	05	NUM
futech-567	272	1	|	|	ADV
futech-567	272	2	issue	issue	NOUN
futech-567	272	3	01	01	NUM
futech-567	273	1	|	|	ADV
futech-567	273	2	pages	page	NOUN
futech-567	273	3	84	84	NUM
futech-567	273	4	-	-	SYM
futech-567	273	5	92	92	NUM
futech-567	273	6	92	92	NUM
futech-567	274	1	[	[	SYM
futech-567	274	2	13	13	NUM
futech-567	274	3	]	]	SYM
futech-567	274	4	lu	lu	PROPN
futech-567	274	5	,	,	PUNCT
futech-567	274	6	p.	p.	NOUN
futech-567	274	7	m.	m.	NOUN
futech-567	274	8	,	,	PUNCT
futech-567	274	9	&	&	CCONJ
futech-567	274	10	zhang	zhang	PROPN
futech-567	274	11	,	,	PUNCT
futech-567	274	12	z.	z.	PROPN
futech-567	274	13	(	(	PUNCT
futech-567	274	14	2025	2025	NUM
futech-567	274	15	)	)	PUNCT
futech-567	274	16	.	.	PUNCT
futech-567	275	1	the	the	DET
futech-567	275	2	model	model	NOUN
futech-567	275	3	of	of	ADP
futech-567	275	4	food	food	NOUN
futech-567	275	5	nutrition	nutrition	NOUN
futech-567	275	6	feature	feature	NOUN
futech-567	275	7	modeling	modeling	NOUN
futech-567	275	8	and	and	CCONJ
futech-567	275	9	personalized	personalized	ADJ
futech-567	275	10	diet	diet	NOUN
futech-567	275	11	recommendation	recommendation	NOUN
futech-567	275	12	based	base	VERB
futech-567	275	13	on	on	ADP
futech-567	275	14	the	the	DET
futech-567	275	15	integration	integration	NOUN
futech-567	275	16	of	of	ADP
futech-567	275	17	neural	neural	ADJ
futech-567	275	18	networks	network	NOUN
futech-567	275	19	and	and	CCONJ
futech-567	275	20	k	k	NOUN
futech-567	275	21	-	-	PUNCT
futech-567	275	22	means	mean	VERB
futech-567	275	23	clustering	clustering	NOUN
futech-567	275	24	.	.	PUNCT
futech-567	276	1	journal	journal	NOUN
futech-567	276	2	of	of	ADP
futech-567	276	3	computational	computational	ADJ
futech-567	276	4	biology	biology	NOUN
futech-567	276	5	and	and	CCONJ
futech-567	276	6	medicine	medicine	NOUN
futech-567	276	7	,	,	PUNCT
futech-567	276	8	5(1	5(1	NUM
futech-567	276	9	)	)	PUNCT
futech-567	276	10	.	.	PUNCT
futech-567	277	1	https://doi.org/10.71070/jcbm.v5i1.60	https://doi.org/10.71070/jcbm.v5i1.60	PROPN
futech-567	278	1	[	[	X
futech-567	278	2	14	14	NUM
futech-567	278	3	]	]	SYM
futech-567	278	4	li	li	PROPN
futech-567	278	5	,	,	PUNCT
futech-567	278	6	x.	x.	PROPN
futech-567	278	7	,	,	PUNCT
futech-567	278	8	sun	sun	PROPN
futech-567	278	9	,	,	PUNCT
futech-567	278	10	l.	l.	PROPN
futech-567	278	11	,	,	PUNCT
futech-567	278	12	ling	ling	PROPN
futech-567	278	13	,	,	PUNCT
futech-567	278	14	m.	m.	NOUN
futech-567	278	15	,	,	PUNCT
futech-567	278	16	&	&	CCONJ
futech-567	278	17	peng	peng	PROPN
futech-567	278	18	,	,	PUNCT
futech-567	278	19	y.	y.	PROPN
futech-567	278	20	(	(	PUNCT
futech-567	278	21	2023	2023	NUM
futech-567	278	22	)	)	PUNCT
futech-567	278	23	.	.	PUNCT
futech-567	279	1	a	a	DET
futech-567	279	2	survey	survey	NOUN
futech-567	279	3	of	of	ADP
futech-567	279	4	graph	graph	NOUN
futech-567	279	5	neural	neural	ADJ
futech-567	279	6	network	network	NOUN
futech-567	279	7	based	base	VERB
futech-567	279	8	recommendation	recommendation	NOUN
futech-567	279	9	in	in	ADP
futech-567	279	10	social	social	ADJ
futech-567	279	11	networks	network	NOUN
futech-567	279	12	.	.	PUNCT
futech-567	280	1	neurocomputing	neurocomputing	NOUN
futech-567	280	2	,	,	PUNCT
futech-567	280	3	549	549	NUM
futech-567	280	4	,	,	PUNCT
futech-567	280	5	126441	126441	NUM
futech-567	280	6	.	.	PUNCT
futech-567	281	1	[	[	X
futech-567	281	2	15	15	NUM
futech-567	281	3	]	]	X
futech-567	281	4	wang	wang	PROPN
futech-567	281	5	,	,	PUNCT
futech-567	281	6	z.	z.	PROPN
futech-567	281	7	,	,	PUNCT
futech-567	281	8	he	he	PRON
futech-567	281	9	,	,	PUNCT
futech-567	281	10	s.	s.	PROPN
futech-567	281	11	,	,	PUNCT
futech-567	281	12	&	&	CCONJ
futech-567	281	13	li	li	PROPN
futech-567	281	14	,	,	PUNCT
futech-567	281	15	g.	g.	PROPN
futech-567	281	16	(	(	PUNCT
futech-567	281	17	2024	2024	NUM
futech-567	281	18	)	)	PUNCT
futech-567	281	19	.	.	PUNCT
futech-567	282	1	secure	secure	VERB
futech-567	282	2	speechrecognition	speechrecognition	NOUN
futech-567	282	3	data	data	NOUN
futech-567	282	4	transfer	transfer	NOUN
futech-567	282	5	in	in	ADP
futech-567	282	6	the	the	DET
futech-567	282	7	internet	internet	NOUN
futech-567	282	8	of	of	ADP
futech-567	282	9	things	thing	NOUN
futech-567	282	10	using	use	VERB
futech-567	282	11	a	a	DET
futech-567	282	12	power	power	NOUN
futech-567	282	13	system	system	NOUN
futech-567	282	14	and	and	CCONJ
futech-567	282	15	a	a	DET
futech-567	282	16	tried	try	VERB
futech-567	282	17	-	-	PUNCT
futech-567	282	18	and	and	CCONJ
futech-567	282	19	-	-	PUNCT
futech-567	282	20	true	true	ADJ
futech-567	282	21	key	key	ADJ
futech-567	282	22	generation	generation	NOUN
futech-567	282	23	technique	technique	NOUN
futech-567	282	24	.	.	PUNCT
futech-567	283	1	cluster	cluster	NOUN
futech-567	283	2	computing	computing	NOUN
futech-567	283	3	,	,	PUNCT
futech-567	283	4	27(10	27(10	PROPN
futech-567	283	5	)	)	PUNCT
futech-567	283	6	,	,	PUNCT
futech-567	283	7	14669	14669	NUM
futech-567	283	8	-	-	SYM
futech-567	283	9	14684	14684	NUM
futech-567	283	10	.	.	PUNCT
futech-567	284	1	this	this	DET
futech-567	284	2	article	article	NOUN
futech-567	284	3	is	be	AUX
futech-567	284	4	an	an	DET
futech-567	284	5	open	open	ADJ
futech-567	284	6	-	-	PUNCT
futech-567	284	7	access	access	NOUN
futech-567	284	8	article	article	NOUN
futech-567	284	9	distributed	distribute	VERB
futech-567	284	10	under	under	ADP
futech-567	284	11	the	the	DET
futech-567	284	12	terms	term	NOUN
futech-567	284	13	and	and	CCONJ
futech-567	284	14	conditions	condition	NOUN
futech-567	284	15	of	of	ADP
futech-567	284	16	the	the	DET
futech-567	284	17	creative	creative	ADJ
futech-567	284	18	commons	common	NOUN
futech-567	284	19	attribution	attribution	NOUN
futech-567	284	20	(	(	PUNCT
futech-567	284	21	cc	cc	NOUN
futech-567	284	22	by	by	ADP
futech-567	284	23	)	)	PUNCT
futech-567	284	24	license	license	NOUN
futech-567	284	25	(	(	PUNCT
futech-567	284	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-567	284	27	)	)	PUNCT
futech-567	284	28	.	.	PUNCT
futech-567	285	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN