id	sid	tid	token	lemma	pos
fbem-32331	1	1	frontiers	frontier	NOUN
fbem-32331	1	2	in	in	ADP
fbem-32331	1	3	business	business	NOUN
fbem-32331	1	4	,	,	PUNCT
fbem-32331	1	5	economics	economic	NOUN
fbem-32331	1	6	and	and	CCONJ
fbem-32331	1	7	management	management	NOUN
fbem-32331	1	8	issn	issn	PROPN
fbem-32331	1	9	:	:	PUNCT
fbem-32331	1	10	2766	2766	NUM
fbem-32331	1	11	-	-	PUNCT
fbem-32331	1	12	824x	824x	NUM
fbem-32331	1	13	|	|	ADJ
fbem-32331	1	14	vol	vol	NOUN
fbem-32331	1	15	.	.	PROPN
fbem-32331	1	16	21	21	NUM
fbem-32331	1	17	,	,	PUNCT
fbem-32331	1	18	no	no	INTJ
fbem-32331	1	19	.	.	NOUN
fbem-32331	1	20	2	2	NUM
fbem-32331	1	21	,	,	PUNCT
fbem-32331	1	22	2025	2025	NUM
fbem-32331	1	23	64	64	NUM
fbem-32331	1	24	the	the	DET
fbem-32331	1	25	message	message	NOUN
fbem-32331	1	26	passing	pass	VERB
fbem-32331	1	27	mechanism	mechanism	NOUN
fbem-32331	1	28	of	of	ADP
fbem-32331	1	29	graph	graph	NOUN
fbem-32331	1	30	neural	neural	ADJ
fbem-32331	1	31	networks	network	NOUN
fbem-32331	1	32	and	and	CCONJ
fbem-32331	1	33	its	its	PRON
fbem-32331	1	34	potential	potential	NOUN
fbem-32331	1	35	for	for	ADP
fbem-32331	1	36	processing	process	VERB
fbem-32331	1	37	structured	structured	ADJ
fbem-32331	1	38	data	datum	NOUN
fbem-32331	1	39	xinzheng	xinzheng	PROPN
fbem-32331	1	40	wu	wu	PROPN
fbem-32331	1	41	monash	monash	PROPN
fbem-32331	1	42	business	business	PROPN
fbem-32331	1	43	school	school	PROPN
fbem-32331	1	44	,	,	PUNCT
fbem-32331	1	45	monash	monash	PROPN
fbem-32331	1	46	university	university	PROPN
fbem-32331	1	47	,	,	PUNCT
fbem-32331	1	48	melbourne	melbourne	PROPN
fbem-32331	1	49	,	,	PUNCT
fbem-32331	1	50	australia	australia	PROPN
fbem-32331	1	51	abstract	abstract	NOUN
fbem-32331	1	52	:	:	PUNCT
fbem-32331	1	53	graph	graph	NOUN
fbem-32331	1	54	neural	neural	ADJ
fbem-32331	1	55	networks	network	NOUN
fbem-32331	1	56	(	(	PUNCT
fbem-32331	1	57	gnns	gnns	NOUN
fbem-32331	1	58	)	)	PUNCT
fbem-32331	1	59	achieve	achieve	VERB
fbem-32331	1	60	deep	deep	ADJ
fbem-32331	1	61	representation	representation	NOUN
fbem-32331	1	62	learning	learning	NOUN
fbem-32331	1	63	of	of	ADP
fbem-32331	1	64	graph	graph	NOUN
fbem-32331	1	65	-	-	PUNCT
fbem-32331	1	66	structured	structure	VERB
fbem-32331	1	67	data	datum	NOUN
fbem-32331	1	68	through	through	ADP
fbem-32331	1	69	a	a	DET
fbem-32331	1	70	message	message	NOUN
fbem-32331	1	71	passing	pass	VERB
fbem-32331	1	72	mechanism	mechanism	NOUN
fbem-32331	1	73	,	,	PUNCT
fbem-32331	1	74	becoming	become	VERB
fbem-32331	1	75	a	a	DET
fbem-32331	1	76	core	core	ADJ
fbem-32331	1	77	technical	technical	ADJ
fbem-32331	1	78	paradigm	paradigm	NOUN
fbem-32331	1	79	for	for	ADP
fbem-32331	1	80	processing	process	VERB
fbem-32331	1	81	structured	structured	ADJ
fbem-32331	1	82	data	datum	NOUN
fbem-32331	1	83	.	.	PUNCT
fbem-32331	2	1	this	this	DET
fbem-32331	2	2	paper	paper	NOUN
fbem-32331	2	3	systematically	systematically	ADV
fbem-32331	2	4	analyzes	analyze	VERB
fbem-32331	2	5	the	the	DET
fbem-32331	2	6	architectural	architectural	ADJ
fbem-32331	2	7	principles	principle	NOUN
fbem-32331	2	8	of	of	ADP
fbem-32331	2	9	the	the	DET
fbem-32331	2	10	message	message	NOUN
fbem-32331	2	11	passing	pass	VERB
fbem-32331	2	12	mechanism	mechanism	NOUN
fbem-32331	2	13	,	,	PUNCT
fbem-32331	2	14	illustrating	illustrate	VERB
fbem-32331	2	15	its	its	PRON
fbem-32331	2	16	three	three	NUM
fbem-32331	2	17	-	-	PUNCT
fbem-32331	2	18	step	step	NOUN
fbem-32331	2	19	core	core	NOUN
fbem-32331	2	20	process	process	NOUN
fbem-32331	2	21	of	of	ADP
fbem-32331	2	22	"	"	PUNCT
fbem-32331	2	23	message	message	NOUN
fbem-32331	2	24	generationaggregation	generationaggregation	NOUN
fbem-32331	2	25	-	-	PUNCT
fbem-32331	2	26	update	update	NOUN
fbem-32331	2	27	"	"	PUNCT
fbem-32331	2	28	and	and	CCONJ
fbem-32331	2	29	its	its	PRON
fbem-32331	2	30	mathematical	mathematical	ADJ
fbem-32331	2	31	implementation	implementation	NOUN
fbem-32331	2	32	.	.	PUNCT
fbem-32331	3	1	the	the	DET
fbem-32331	3	2	paper	paper	NOUN
fbem-32331	3	3	focuses	focus	VERB
fbem-32331	3	4	on	on	ADP
fbem-32331	3	5	comparing	compare	VERB
fbem-32331	3	6	the	the	DET
fbem-32331	3	7	mechanism	mechanism	NOUN
fbem-32331	3	8	with	with	ADP
fbem-32331	3	9	typical	typical	ADJ
fbem-32331	3	10	models	model	NOUN
fbem-32331	3	11	such	such	ADJ
fbem-32331	3	12	as	as	ADP
fbem-32331	3	13	gcn	gcn	NOUN
fbem-32331	3	14	and	and	CCONJ
fbem-32331	3	15	gat	gat	NOUN
fbem-32331	3	16	.	.	PUNCT
fbem-32331	4	1	drawing	draw	VERB
fbem-32331	4	2	on	on	ADP
fbem-32331	4	3	empirical	empirical	ADJ
fbem-32331	4	4	examples	example	NOUN
fbem-32331	4	5	from	from	ADP
fbem-32331	4	6	fields	field	NOUN
fbem-32331	4	7	such	such	ADJ
fbem-32331	4	8	as	as	ADP
fbem-32331	4	9	bioinformatics	bioinformatics	NOUN
fbem-32331	4	10	,	,	PUNCT
fbem-32331	4	11	financial	financial	ADJ
fbem-32331	4	12	risk	risk	NOUN
fbem-32331	4	13	control	control	NOUN
fbem-32331	4	14	,	,	PUNCT
fbem-32331	4	15	and	and	CCONJ
fbem-32331	4	16	retail	retail	ADJ
fbem-32331	4	17	supply	supply	NOUN
fbem-32331	4	18	chain	chain	NOUN
fbem-32331	4	19	,	,	PUNCT
fbem-32331	4	20	the	the	DET
fbem-32331	4	21	paper	paper	NOUN
fbem-32331	4	22	reveals	reveal	VERB
fbem-32331	4	23	the	the	DET
fbem-32331	4	24	unique	unique	ADJ
fbem-32331	4	25	advantages	advantage	NOUN
fbem-32331	4	26	of	of	ADP
fbem-32331	4	27	this	this	DET
fbem-32331	4	28	mechanism	mechanism	NOUN
fbem-32331	4	29	in	in	ADP
fbem-32331	4	30	capturing	capture	VERB
fbem-32331	4	31	entity	entity	NOUN
fbem-32331	4	32	associations	association	NOUN
fbem-32331	4	33	and	and	CCONJ
fbem-32331	4	34	discovering	discover	VERB
fbem-32331	4	35	hidden	hidden	ADJ
fbem-32331	4	36	patterns	pattern	NOUN
fbem-32331	4	37	.	.	PUNCT
fbem-32331	5	1	in	in	ADP
fbem-32331	5	2	protein	protein	NOUN
fbem-32331	5	3	function	function	NOUN
fbem-32331	5	4	prediction	prediction	NOUN
fbem-32331	5	5	,	,	PUNCT
fbem-32331	5	6	the	the	DET
fbem-32331	5	7	message	message	NOUN
fbem-32331	5	8	passing	passing	NOUN
fbem-32331	5	9	-	-	PUNCT
fbem-32331	5	10	based	base	VERB
fbem-32331	5	11	deepfri	deepfri	NOUN
fbem-32331	5	12	model	model	NOUN
fbem-32331	5	13	achieves	achieve	VERB
fbem-32331	5	14	accurate	accurate	ADJ
fbem-32331	5	15	mapping	mapping	NOUN
fbem-32331	5	16	between	between	ADP
fbem-32331	5	17	structure	structure	NOUN
fbem-32331	5	18	and	and	CCONJ
fbem-32331	5	19	function	function	NOUN
fbem-32331	5	20	;	;	PUNCT
fbem-32331	5	21	in	in	ADP
fbem-32331	5	22	financial	financial	ADJ
fbem-32331	5	23	fraud	fraud	NOUN
fbem-32331	5	24	detection	detection	NOUN
fbem-32331	5	25	,	,	PUNCT
fbem-32331	5	26	aggregating	aggregate	VERB
fbem-32331	5	27	multi	multi	ADJ
fbem-32331	5	28	-	-	ADJ
fbem-32331	5	29	hop	hop	ADJ
fbem-32331	5	30	transaction	transaction	NOUN
fbem-32331	5	31	information	information	NOUN
fbem-32331	5	32	significantly	significantly	ADV
fbem-32331	5	33	improves	improve	VERB
fbem-32331	5	34	the	the	DET
fbem-32331	5	35	ability	ability	NOUN
fbem-32331	5	36	to	to	PART
fbem-32331	5	37	identify	identify	VERB
fbem-32331	5	38	hidden	hide	VERB
fbem-32331	5	39	criminal	criminal	ADJ
fbem-32331	5	40	networks	network	NOUN
fbem-32331	5	41	.	.	PUNCT
fbem-32331	6	1	the	the	DET
fbem-32331	6	2	paper	paper	NOUN
fbem-32331	6	3	also	also	ADV
fbem-32331	6	4	analyzes	analyze	VERB
fbem-32331	6	5	current	current	ADJ
fbem-32331	6	6	challenges	challenge	NOUN
fbem-32331	6	7	such	such	ADJ
fbem-32331	6	8	as	as	ADP
fbem-32331	6	9	oversmoothing	oversmoothe	VERB
fbem-32331	6	10	and	and	CCONJ
fbem-32331	6	11	large	large	ADJ
fbem-32331	6	12	-	-	PUNCT
fbem-32331	6	13	scale	scale	NOUN
fbem-32331	6	14	graph	graph	NOUN
fbem-32331	6	15	adaptation	adaptation	NOUN
fbem-32331	6	16	,	,	PUNCT
fbem-32331	6	17	proposing	propose	VERB
fbem-32331	6	18	solutions	solution	NOUN
fbem-32331	6	19	such	such	ADJ
fbem-32331	6	20	as	as	ADP
fbem-32331	6	21	residual	residual	ADJ
fbem-32331	6	22	connection	connection	NOUN
fbem-32331	6	23	optimization	optimization	NOUN
fbem-32331	6	24	and	and	CCONJ
fbem-32331	6	25	neighbor	neighbor	NOUN
fbem-32331	6	26	sampling	sampling	NOUN
fbem-32331	6	27	.	.	PUNCT
fbem-32331	7	1	this	this	DET
fbem-32331	7	2	research	research	NOUN
fbem-32331	7	3	demonstrates	demonstrate	VERB
fbem-32331	7	4	that	that	SCONJ
fbem-32331	7	5	the	the	DET
fbem-32331	7	6	message	message	NOUN
fbem-32331	7	7	passing	pass	VERB
fbem-32331	7	8	mechanism	mechanism	NOUN
fbem-32331	7	9	provides	provide	VERB
fbem-32331	7	10	a	a	DET
fbem-32331	7	11	modeling	modeling	NOUN
fbem-32331	7	12	approach	approach	NOUN
fbem-32331	7	13	that	that	PRON
fbem-32331	7	14	captures	capture	VERB
fbem-32331	7	15	the	the	DET
fbem-32331	7	16	relational	relational	ADJ
fbem-32331	7	17	nature	nature	NOUN
fbem-32331	7	18	of	of	ADP
fbem-32331	7	19	structured	structured	ADJ
fbem-32331	7	20	data	datum	NOUN
fbem-32331	7	21	,	,	PUNCT
fbem-32331	7	22	demonstrating	demonstrate	VERB
fbem-32331	7	23	strong	strong	ADJ
fbem-32331	7	24	potential	potential	NOUN
fbem-32331	7	25	for	for	ADP
fbem-32331	7	26	application	application	NOUN
fbem-32331	7	27	in	in	ADP
fbem-32331	7	28	complex	complex	ADJ
fbem-32331	7	29	,	,	PUNCT
fbem-32331	7	30	cross	cross	ADJ
fbem-32331	7	31	-	-	ADJ
fbem-32331	7	32	domain	domain	ADJ
fbem-32331	7	33	problems	problem	NOUN
fbem-32331	7	34	.	.	PUNCT
fbem-32331	8	1	future	future	ADJ
fbem-32331	8	2	applications	application	NOUN
fbem-32331	8	3	will	will	AUX
fbem-32331	8	4	be	be	AUX
fbem-32331	8	5	further	far	ADV
fbem-32331	8	6	overcome	overcome	VERB
fbem-32331	8	7	by	by	ADP
fbem-32331	8	8	combining	combine	VERB
fbem-32331	8	9	self	self	NOUN
fbem-32331	8	10	-	-	PUNCT
fbem-32331	8	11	supervised	supervise	VERB
fbem-32331	8	12	learning	learning	NOUN
fbem-32331	8	13	with	with	ADP
fbem-32331	8	14	large	large	ADJ
fbem-32331	8	15	-	-	PUNCT
fbem-32331	8	16	scale	scale	NOUN
fbem-32331	8	17	model	model	NOUN
fbem-32331	8	18	technologies	technology	NOUN
fbem-32331	8	19	.	.	PUNCT
fbem-32331	9	1	keywords	keyword	NOUN
fbem-32331	9	2	:	:	PUNCT
fbem-32331	9	3	graph	graph	VERB
fbem-32331	9	4	neural	neural	ADJ
fbem-32331	9	5	networks	network	NOUN
fbem-32331	9	6	;	;	PUNCT
fbem-32331	9	7	message	message	NOUN
fbem-32331	9	8	passing	pass	VERB
fbem-32331	9	9	mechanism	mechanism	NOUN
fbem-32331	9	10	;	;	PUNCT
fbem-32331	9	11	structured	structured	ADJ
fbem-32331	9	12	data	datum	NOUN
fbem-32331	9	13	;	;	PUNCT
fbem-32331	9	14	node	node	NOUN
fbem-32331	9	15	embedding	embedding	NOUN
fbem-32331	9	16	;	;	PUNCT
fbem-32331	9	17	aggregation	aggregation	NOUN
fbem-32331	9	18	operator	operator	NOUN
fbem-32331	9	19	.	.	PUNCT
fbem-32331	10	1	1	1	X
fbem-32331	10	2	.	.	X
fbem-32331	10	3	introduction	introduction	NOUN
fbem-32331	10	4	in	in	ADP
fbem-32331	10	5	the	the	DET
fbem-32331	10	6	era	era	NOUN
fbem-32331	10	7	of	of	ADP
fbem-32331	10	8	big	big	ADJ
fbem-32331	10	9	data	datum	NOUN
fbem-32331	10	10	,	,	PUNCT
fbem-32331	10	11	structured	structured	ADJ
fbem-32331	10	12	data	datum	NOUN
fbem-32331	10	13	has	have	AUX
fbem-32331	10	14	become	become	VERB
fbem-32331	10	15	the	the	DET
fbem-32331	10	16	core	core	ADJ
fbem-32331	10	17	carrier	carrier	NOUN
fbem-32331	10	18	of	of	ADP
fbem-32331	10	19	critical	critical	ADJ
fbem-32331	10	20	information	information	NOUN
fbem-32331	10	21	.	.	PUNCT
fbem-32331	11	1	from	from	ADP
fbem-32331	11	2	the	the	DET
fbem-32331	11	3	spatial	spatial	ADJ
fbem-32331	11	4	connections	connection	NOUN
fbem-32331	11	5	of	of	ADP
fbem-32331	11	6	biomolecules	biomolecule	NOUN
fbem-32331	11	7	to	to	ADP
fbem-32331	11	8	the	the	DET
fbem-32331	11	9	transaction	transaction	NOUN
fbem-32331	11	10	networks	network	NOUN
fbem-32331	11	11	of	of	ADP
fbem-32331	11	12	financial	financial	ADJ
fbem-32331	11	13	accounts	account	NOUN
fbem-32331	11	14	,	,	PUNCT
fbem-32331	11	15	from	from	ADP
fbem-32331	11	16	user	user	NOUN
fbem-32331	11	17	interactions	interaction	NOUN
fbem-32331	11	18	on	on	ADP
fbem-32331	11	19	social	social	ADJ
fbem-32331	11	20	platforms	platform	NOUN
fbem-32331	11	21	to	to	ADP
fbem-32331	11	22	product	product	NOUN
fbem-32331	11	23	associations	association	NOUN
fbem-32331	11	24	in	in	ADP
fbem-32331	11	25	retail	retail	ADJ
fbem-32331	11	26	systems	system	NOUN
fbem-32331	11	27	,	,	PUNCT
fbem-32331	11	28	this	this	DET
fbem-32331	11	29	type	type	NOUN
fbem-32331	11	30	of	of	ADP
fbem-32331	11	31	data	datum	NOUN
fbem-32331	11	32	generally	generally	ADV
fbem-32331	11	33	exhibits	exhibit	VERB
fbem-32331	11	34	a	a	DET
fbem-32331	11	35	complex	complex	ADJ
fbem-32331	11	36	entity	entity	NOUN
fbem-32331	11	37	-	-	PUNCT
fbem-32331	11	38	relationship	relationship	NOUN
fbem-32331	11	39	topology	topology	NOUN
fbem-32331	11	40	.	.	PUNCT
fbem-32331	12	1	traditional	traditional	ADJ
fbem-32331	12	2	deep	deep	ADJ
fbem-32331	12	3	learning	learning	NOUN
fbem-32331	12	4	models	model	NOUN
fbem-32331	12	5	such	such	ADJ
fbem-32331	12	6	as	as	ADP
fbem-32331	12	7	cnns	cnn	NOUN
fbem-32331	12	8	and	and	CCONJ
fbem-32331	12	9	rnns	rnn	NOUN
fbem-32331	12	10	,	,	PUNCT
fbem-32331	12	11	constrained	constrain	VERB
fbem-32331	12	12	by	by	ADP
fbem-32331	12	13	the	the	DET
fbem-32331	12	14	euclidean	euclidean	ADJ
fbem-32331	12	15	space	space	NOUN
fbem-32331	12	16	assumption	assumption	NOUN
fbem-32331	12	17	,	,	PUNCT
fbem-32331	12	18	face	face	VERB
fbem-32331	12	19	inherent	inherent	ADJ
fbem-32331	12	20	limitations	limitation	NOUN
fbem-32331	12	21	when	when	SCONJ
fbem-32331	12	22	processing	process	VERB
fbem-32331	12	23	such	such	ADJ
fbem-32331	12	24	irregularly	irregularly	ADV
fbem-32331	12	25	structured	structure	VERB
fbem-32331	12	26	data	datum	NOUN
fbem-32331	12	27	.	.	PUNCT
fbem-32331	13	1	cnns	cnns	PROPN
fbem-32331	13	2	'	'	PART
fbem-32331	13	3	fixed	fix	VERB
fbem-32331	13	4	convolution	convolution	NOUN
fbem-32331	13	5	kernels	kernel	NOUN
fbem-32331	13	6	struggle	struggle	VERB
fbem-32331	13	7	to	to	PART
fbem-32331	13	8	adapt	adapt	VERB
fbem-32331	13	9	to	to	ADP
fbem-32331	13	10	flexible	flexible	ADJ
fbem-32331	13	11	node	node	NOUN
fbem-32331	13	12	connections	connection	NOUN
fbem-32331	13	13	,	,	PUNCT
fbem-32331	13	14	while	while	SCONJ
fbem-32331	13	15	rnns	rnn	NOUN
fbem-32331	13	16	'	'	PART
fbem-32331	13	17	sequential	sequential	ADJ
fbem-32331	13	18	dependency	dependency	NOUN
fbem-32331	13	19	modeling	modeling	NOUN
fbem-32331	13	20	loses	lose	VERB
fbem-32331	13	21	critical	critical	ADJ
fbem-32331	13	22	multi	multi	ADJ
fbem-32331	13	23	-	-	ADJ
fbem-32331	13	24	directional	directional	ADJ
fbem-32331	13	25	correlation	correlation	NOUN
fbem-32331	13	26	information	information	NOUN
fbem-32331	13	27	.	.	PUNCT
fbem-32331	14	1	forced	force	VERB
fbem-32331	14	2	mapping	mapping	NOUN
fbem-32331	14	3	also	also	ADV
fbem-32331	14	4	results	result	VERB
fbem-32331	14	5	in	in	ADP
fbem-32331	14	6	loss	loss	NOUN
fbem-32331	14	7	of	of	ADP
fbem-32331	14	8	edge	edge	NOUN
fbem-32331	14	9	semantics	semantic	NOUN
fbem-32331	14	10	and	and	CCONJ
fbem-32331	14	11	waste	waste	NOUN
fbem-32331	14	12	of	of	ADP
fbem-32331	14	13	computational	computational	ADJ
fbem-32331	14	14	resources	resource	NOUN
fbem-32331	14	15	.	.	PUNCT
fbem-32331	15	1	the	the	DET
fbem-32331	15	2	emergence	emergence	NOUN
fbem-32331	15	3	of	of	ADP
fbem-32331	15	4	graph	graph	NOUN
fbem-32331	15	5	neural	neural	ADJ
fbem-32331	15	6	networks	network	NOUN
fbem-32331	15	7	overcomes	overcome	VERB
fbem-32331	15	8	this	this	DET
fbem-32331	15	9	limitation	limitation	NOUN
fbem-32331	15	10	.	.	PUNCT
fbem-32331	16	1	their	their	PRON
fbem-32331	16	2	core	core	NOUN
fbem-32331	16	3	advantage	advantage	NOUN
fbem-32331	16	4	lies	lie	VERB
fbem-32331	16	5	in	in	ADP
fbem-32331	16	6	their	their	PRON
fbem-32331	16	7	natural	natural	ADJ
fbem-32331	16	8	adaptability	adaptability	NOUN
fbem-32331	16	9	to	to	PART
fbem-32331	16	10	graph	graph	VERB
fbem-32331	16	11	structures	structure	NOUN
fbem-32331	16	12	,	,	PUNCT
fbem-32331	16	13	and	and	CCONJ
fbem-32331	16	14	the	the	DET
fbem-32331	16	15	message	message	NOUN
fbem-32331	16	16	passing	pass	VERB
fbem-32331	16	17	mechanism	mechanism	NOUN
fbem-32331	16	18	is	be	AUX
fbem-32331	16	19	the	the	DET
fbem-32331	16	20	fundamental	fundamental	ADJ
fbem-32331	16	21	building	building	NOUN
fbem-32331	16	22	block	block	NOUN
fbem-32331	16	23	of	of	ADP
fbem-32331	16	24	gnns	gnns	NOUN
fbem-32331	16	25	for	for	ADP
fbem-32331	16	26	mining	mine	VERB
fbem-32331	16	27	structural	structural	ADJ
fbem-32331	16	28	information	information	NOUN
fbem-32331	16	29	.	.	PUNCT
fbem-32331	17	1	just	just	ADV
fbem-32331	17	2	as	as	SCONJ
fbem-32331	17	3	convolution	convolution	NOUN
fbem-32331	17	4	operations	operation	NOUN
fbem-32331	17	5	are	be	AUX
fbem-32331	17	6	used	use	VERB
fbem-32331	17	7	in	in	ADP
fbem-32331	17	8	cnns	cnns	ADJ
fbem-32331	17	9	and	and	CCONJ
fbem-32331	17	10	temporal	temporal	ADJ
fbem-32331	17	11	recursion	recursion	NOUN
fbem-32331	17	12	in	in	ADP
fbem-32331	17	13	rnns	rnn	NOUN
fbem-32331	17	14	,	,	PUNCT
fbem-32331	17	15	message	message	NOUN
fbem-32331	17	16	passing	passing	NOUN
fbem-32331	17	17	simulates	simulate	NOUN
fbem-32331	17	18	the	the	DET
fbem-32331	17	19	information	information	NOUN
fbem-32331	17	20	exchange	exchange	NOUN
fbem-32331	17	21	process	process	NOUN
fbem-32331	17	22	between	between	ADP
fbem-32331	17	23	nodes	node	NOUN
fbem-32331	17	24	,	,	PUNCT
fbem-32331	17	25	allowing	allow	VERB
fbem-32331	17	26	each	each	DET
fbem-32331	17	27	node	node	NOUN
fbem-32331	17	28	to	to	PART
fbem-32331	17	29	integrate	integrate	VERB
fbem-32331	17	30	features	feature	NOUN
fbem-32331	17	31	from	from	ADP
fbem-32331	17	32	its	its	PRON
fbem-32331	17	33	neighbors	neighbor	NOUN
fbem-32331	17	34	,	,	PUNCT
fbem-32331	17	35	thereby	thereby	ADV
fbem-32331	17	36	generating	generate	VERB
fbem-32331	17	37	a	a	DET
fbem-32331	17	38	representation	representation	NOUN
fbem-32331	17	39	vector	vector	NOUN
fbem-32331	17	40	that	that	PRON
fbem-32331	17	41	combines	combine	VERB
fbem-32331	17	42	local	local	ADJ
fbem-32331	17	43	details	detail	NOUN
fbem-32331	17	44	with	with	ADP
fbem-32331	17	45	global	global	ADJ
fbem-32331	17	46	connections	connection	NOUN
fbem-32331	17	47	.	.	PUNCT
fbem-32331	18	1	this	this	DET
fbem-32331	18	2	mechanism	mechanism	NOUN
fbem-32331	18	3	essentially	essentially	ADV
fbem-32331	18	4	transforms	transform	VERB
fbem-32331	18	5	implicit	implicit	ADJ
fbem-32331	18	6	relationships	relationship	NOUN
fbem-32331	18	7	in	in	ADP
fbem-32331	18	8	a	a	DET
fbem-32331	18	9	graph	graph	NOUN
fbem-32331	18	10	into	into	ADP
fbem-32331	18	11	learnable	learnable	ADJ
fbem-32331	18	12	,	,	PUNCT
fbem-32331	18	13	explicit	explicit	ADJ
fbem-32331	18	14	features	feature	NOUN
fbem-32331	18	15	,	,	PUNCT
fbem-32331	18	16	offering	offer	VERB
fbem-32331	18	17	a	a	DET
fbem-32331	18	18	novel	novel	ADJ
fbem-32331	18	19	approach	approach	NOUN
fbem-32331	18	20	to	to	ADP
fbem-32331	18	21	solving	solve	VERB
fbem-32331	18	22	complex	complex	ADJ
fbem-32331	18	23	modeling	modeling	NOUN
fbem-32331	18	24	problems	problem	NOUN
fbem-32331	18	25	with	with	ADP
fbem-32331	18	26	structured	structured	ADJ
fbem-32331	18	27	data	datum	NOUN
fbem-32331	18	28	.	.	PUNCT
fbem-32331	19	1	existing	exist	VERB
fbem-32331	19	2	research	research	NOUN
fbem-32331	19	3	has	have	AUX
fbem-32331	19	4	demonstrated	demonstrate	VERB
fbem-32331	19	5	the	the	DET
fbem-32331	19	6	application	application	NOUN
fbem-32331	19	7	value	value	NOUN
fbem-32331	19	8	of	of	ADP
fbem-32331	19	9	the	the	DET
fbem-32331	19	10	message	message	NOUN
fbem-32331	19	11	passing	pass	VERB
fbem-32331	19	12	mechanism	mechanism	NOUN
fbem-32331	19	13	in	in	ADP
fbem-32331	19	14	various	various	ADJ
fbem-32331	19	15	fields	field	NOUN
fbem-32331	19	16	:	:	PUNCT
fbem-32331	19	17	in	in	ADP
fbem-32331	19	18	bioinformatics	bioinformatics	NOUN
fbem-32331	19	19	,	,	PUNCT
fbem-32331	19	20	it	it	PRON
fbem-32331	19	21	can	can	AUX
fbem-32331	19	22	decode	decode	VERB
fbem-32331	19	23	the	the	DET
fbem-32331	19	24	amino	amino	NOUN
fbem-32331	19	25	acid	acid	NOUN
fbem-32331	19	26	connectivity	connectivity	NOUN
fbem-32331	19	27	patterns	pattern	NOUN
fbem-32331	19	28	of	of	ADP
fbem-32331	19	29	proteins	protein	NOUN
fbem-32331	19	30	to	to	PART
fbem-32331	19	31	predict	predict	VERB
fbem-32331	19	32	function	function	NOUN
fbem-32331	19	33	;	;	PUNCT
fbem-32331	19	34	in	in	ADP
fbem-32331	19	35	finance	finance	NOUN
fbem-32331	19	36	,	,	PUNCT
fbem-32331	19	37	it	it	PRON
fbem-32331	19	38	can	can	AUX
fbem-32331	19	39	identify	identify	VERB
fbem-32331	19	40	money	money	NOUN
fbem-32331	19	41	laundering	laundering	NOUN
fbem-32331	19	42	networks	network	NOUN
fbem-32331	19	43	by	by	ADP
fbem-32331	19	44	aggregating	aggregate	VERB
fbem-32331	19	45	transaction	transaction	NOUN
fbem-32331	19	46	chain	chain	NOUN
fbem-32331	19	47	information	information	NOUN
fbem-32331	19	48	;	;	PUNCT
fbem-32331	19	49	and	and	CCONJ
fbem-32331	19	50	in	in	ADP
fbem-32331	19	51	retail	retail	NOUN
fbem-32331	19	52	,	,	PUNCT
fbem-32331	19	53	it	it	PRON
fbem-32331	19	54	can	can	AUX
fbem-32331	19	55	optimize	optimize	VERB
fbem-32331	19	56	inventory	inventory	NOUN
fbem-32331	19	57	forecasting	forecasting	NOUN
fbem-32331	19	58	by	by	ADP
fbem-32331	19	59	leveraging	leverage	VERB
fbem-32331	19	60	product	product	NOUN
fbem-32331	19	61	cooccurrence	cooccurrence	NOUN
fbem-32331	19	62	relationships	relationship	NOUN
fbem-32331	19	63	.	.	PUNCT
fbem-32331	20	1	this	this	DET
fbem-32331	20	2	article	article	NOUN
fbem-32331	20	3	systematically	systematically	ADV
fbem-32331	20	4	analyzes	analyze	VERB
fbem-32331	20	5	the	the	DET
fbem-32331	20	6	working	work	VERB
fbem-32331	20	7	principles	principle	NOUN
fbem-32331	20	8	and	and	CCONJ
fbem-32331	20	9	application	application	NOUN
fbem-32331	20	10	potential	potential	NOUN
fbem-32331	20	11	of	of	ADP
fbem-32331	20	12	the	the	DET
fbem-32331	20	13	message	message	NOUN
fbem-32331	20	14	passing	pass	VERB
fbem-32331	20	15	mechanism	mechanism	NOUN
fbem-32331	20	16	from	from	ADP
fbem-32331	20	17	five	five	NUM
fbem-32331	20	18	perspectives	perspective	NOUN
fbem-32331	20	19	:	:	PUNCT
fbem-32331	20	20	theoretical	theoretical	ADJ
fbem-32331	20	21	applicability	applicability	NOUN
fbem-32331	20	22	,	,	PUNCT
fbem-32331	20	23	core	core	NOUN
fbem-32331	20	24	architecture	architecture	NOUN
fbem-32331	20	25	,	,	PUNCT
fbem-32331	20	26	variant	variant	ADJ
fbem-32331	20	27	optimization	optimization	NOUN
fbem-32331	20	28	,	,	PUNCT
fbem-32331	20	29	empirical	empirical	ADJ
fbem-32331	20	30	applications	application	NOUN
fbem-32331	20	31	,	,	PUNCT
fbem-32331	20	32	and	and	CCONJ
fbem-32331	20	33	challenges	challenge	NOUN
fbem-32331	20	34	.	.	PUNCT
fbem-32331	21	1	the	the	DET
fbem-32331	21	2	discussion	discussion	NOUN
fbem-32331	21	3	is	be	AUX
fbem-32331	21	4	based	base	VERB
fbem-32331	21	5	on	on	ADP
fbem-32331	21	6	real	real	ADJ
fbem-32331	21	7	-	-	PUNCT
fbem-32331	21	8	world	world	NOUN
fbem-32331	21	9	models	model	NOUN
fbem-32331	21	10	and	and	CCONJ
fbem-32331	21	11	case	case	NOUN
fbem-32331	21	12	studies	study	NOUN
fbem-32331	21	13	,	,	PUNCT
fbem-32331	21	14	providing	provide	VERB
fbem-32331	21	15	a	a	DET
fbem-32331	21	16	technical	technical	ADJ
fbem-32331	21	17	reference	reference	NOUN
fbem-32331	21	18	for	for	ADP
fbem-32331	21	19	structured	structured	ADJ
fbem-32331	21	20	data	datum	NOUN
fbem-32331	21	21	modeling	modeling	NOUN
fbem-32331	21	22	.	.	PUNCT
fbem-32331	22	1	2	2	X
fbem-32331	22	2	.	.	X
fbem-32331	22	3	theoretical	theoretical	ADJ
fbem-32331	22	4	applicability	applicability	NOUN
fbem-32331	22	5	of	of	ADP
fbem-32331	22	6	graph	graph	NOUN
fbem-32331	22	7	neural	neural	ADJ
fbem-32331	22	8	networks	network	NOUN
fbem-32331	22	9	for	for	ADP
fbem-32331	22	10	structured	structured	ADJ
fbem-32331	22	11	data	datum	NOUN
fbem-32331	22	12	structured	structure	VERB
fbem-32331	22	13	data	datum	NOUN
fbem-32331	22	14	is	be	AUX
fbem-32331	22	15	essentially	essentially	ADV
fbem-32331	22	16	a	a	DET
fbem-32331	22	17	collection	collection	NOUN
fbem-32331	22	18	of	of	ADP
fbem-32331	22	19	entities	entity	NOUN
fbem-32331	22	20	organized	organize	VERB
fbem-32331	22	21	by	by	ADP
fbem-32331	22	22	explicit	explicit	ADJ
fbem-32331	22	23	relational	relational	ADJ
fbem-32331	22	24	rules	rule	NOUN
fbem-32331	22	25	.	.	PUNCT
fbem-32331	23	1	its	its	PRON
fbem-32331	23	2	core	core	NOUN
fbem-32331	23	3	characteristic	characteristic	NOUN
fbem-32331	23	4	is	be	AUX
fbem-32331	23	5	the	the	DET
fbem-32331	23	6	synergy	synergy	NOUN
fbem-32331	23	7	between	between	ADP
fbem-32331	23	8	entity	entity	NOUN
fbem-32331	23	9	independence	independence	NOUN
fbem-32331	23	10	and	and	CCONJ
fbem-32331	23	11	relational	relational	ADJ
fbem-32331	23	12	dependency	dependency	NOUN
fbem-32331	23	13	.	.	PUNCT
fbem-32331	24	1	from	from	ADP
fbem-32331	24	2	a	a	DET
fbem-32331	24	3	mathematical	mathematical	ADJ
fbem-32331	24	4	perspective	perspective	NOUN
fbem-32331	24	5	,	,	PUNCT
fbem-32331	24	6	this	this	DET
fbem-32331	24	7	type	type	NOUN
fbem-32331	24	8	of	of	ADP
fbem-32331	24	9	data	datum	NOUN
fbem-32331	24	10	can	can	AUX
fbem-32331	24	11	be	be	AUX
fbem-32331	24	12	naturally	naturally	ADV
fbem-32331	24	13	mapped	map	VERB
fbem-32331	24	14	into	into	ADP
fbem-32331	24	15	a	a	DET
fbem-32331	24	16	graph	graph	NOUN
fbem-32331	24	17	structure	structure	NOUN
fbem-32331	24	18	g	g	NOUN
fbem-32331	24	19	=	=	SYM
fbem-32331	24	20	(	(	PUNCT
fbem-32331	24	21	v	v	NOUN
fbem-32331	24	22	,	,	PUNCT
fbem-32331	24	23	e	e	NOUN
fbem-32331	24	24	,	,	PUNCT
fbem-32331	24	25	x	x	X
fbem-32331	24	26	):	):	PUNCT
fbem-32331	24	27	nodes	node	NOUN
fbem-32331	24	28	v	v	NOUN
fbem-32331	24	29	correspond	correspond	NOUN
fbem-32331	24	30	to	to	ADP
fbem-32331	24	31	entities	entity	NOUN
fbem-32331	24	32	,	,	PUNCT
fbem-32331	24	33	edges	edge	NOUN
fbem-32331	24	34	e	e	NOUN
fbem-32331	24	35	represent	represent	VERB
fbem-32331	24	36	entity	entity	NOUN
fbem-32331	24	37	relationships	relationship	NOUN
fbem-32331	24	38	,	,	PUNCT
fbem-32331	24	39	and	and	CCONJ
fbem-32331	24	40	the	the	DET
fbem-32331	24	41	matrix	matrix	NOUN
fbem-32331	24	42	x	x	VERB
fbem-32331	24	43	records	record	VERB
fbem-32331	24	44	node	node	NOUN
fbem-32331	24	45	attributes	attribute	VERB
fbem-32331	24	46	.	.	PUNCT
fbem-32331	25	1	for	for	ADP
fbem-32331	25	2	example	example	NOUN
fbem-32331	25	3	,	,	PUNCT
fbem-32331	25	4	in	in	ADP
fbem-32331	25	5	financial	financial	ADJ
fbem-32331	25	6	transaction	transaction	NOUN
fbem-32331	25	7	data	datum	NOUN
fbem-32331	25	8	,	,	PUNCT
fbem-32331	25	9	accounts	account	NOUN
fbem-32331	25	10	are	be	AUX
fbem-32331	25	11	nodes	node	NOUN
fbem-32331	25	12	,	,	PUNCT
fbem-32331	25	13	transaction	transaction	NOUN
fbem-32331	25	14	behaviors	behavior	NOUN
fbem-32331	25	15	are	be	AUX
fbem-32331	25	16	edges	edge	NOUN
fbem-32331	25	17	,	,	PUNCT
fbem-32331	25	18	and	and	CCONJ
fbem-32331	25	19	account	account	NOUN
fbem-32331	25	20	balances	balance	NOUN
fbem-32331	25	21	and	and	CCONJ
fbem-32331	25	22	transaction	transaction	NOUN
fbem-32331	25	23	amounts	amount	NOUN
fbem-32331	25	24	are	be	AUX
fbem-32331	25	25	node	node	NOUN
fbem-32331	25	26	attributes	attribute	NOUN
fbem-32331	25	27	.	.	PUNCT
fbem-32331	26	1	in	in	ADP
fbem-32331	26	2	protein	protein	NOUN
fbem-32331	26	3	structure	structure	NOUN
fbem-32331	26	4	data	datum	NOUN
fbem-32331	26	5	,	,	PUNCT
fbem-32331	26	6	amino	amino	ADJ
fbem-32331	26	7	acids	acid	NOUN
fbem-32331	26	8	are	be	AUX
fbem-32331	26	9	nodes	node	NOUN
fbem-32331	26	10	,	,	PUNCT
fbem-32331	26	11	peptide	peptide	ADJ
fbem-32331	26	12	bonds	bond	NOUN
fbem-32331	26	13	are	be	AUX
fbem-32331	26	14	edges	edge	NOUN
fbem-32331	26	15	,	,	PUNCT
fbem-32331	26	16	and	and	CCONJ
fbem-32331	26	17	chemical	chemical	NOUN
fbem-32331	26	18	properties	property	NOUN
fbem-32331	26	19	are	be	AUX
fbem-32331	26	20	attribute	attribute	NOUN
fbem-32331	26	21	features	feature	NOUN
fbem-32331	26	22	.	.	PUNCT
fbem-32331	27	1	traditional	traditional	ADJ
fbem-32331	27	2	data	datum	NOUN
fbem-32331	27	3	processing	processing	NOUN
fbem-32331	27	4	methods	method	NOUN
fbem-32331	27	5	have	have	VERB
fbem-32331	27	6	significant	significant	ADJ
fbem-32331	27	7	limitations	limitation	NOUN
fbem-32331	27	8	in	in	ADP
fbem-32331	27	9	modeling	model	VERB
fbem-32331	27	10	this	this	DET
fbem-32331	27	11	type	type	NOUN
fbem-32331	27	12	of	of	ADP
fbem-32331	27	13	data	datum	NOUN
fbem-32331	27	14	.	.	PUNCT
fbem-32331	28	1	methods	method	NOUN
fbem-32331	28	2	such	such	ADJ
fbem-32331	28	3	as	as	ADP
fbem-32331	28	4	svm	svm	NOUN
fbem-32331	28	5	based	base	VERB
fbem-32331	28	6	on	on	ADP
fbem-32331	28	7	statistical	statistical	ADJ
fbem-32331	28	8	learning	learning	NOUN
fbem-32331	28	9	can	can	AUX
fbem-32331	28	10	only	only	ADV
fbem-32331	28	11	process	process	VERB
fbem-32331	28	12	independent	independent	ADJ
fbem-32331	28	13	samples	sample	NOUN
fbem-32331	28	14	and	and	CCONJ
fbem-32331	28	15	can	can	AUX
fbem-32331	28	16	not	not	PART
fbem-32331	28	17	capture	capture	VERB
fbem-32331	28	18	information	information	NOUN
fbem-32331	28	19	about	about	ADP
fbem-32331	28	20	the	the	DET
fbem-32331	28	21	associations	association	NOUN
fbem-32331	28	22	between	between	ADP
fbem-32331	28	23	entities	entity	NOUN
fbem-32331	28	24	.	.	PUNCT
fbem-32331	29	1	while	while	SCONJ
fbem-32331	29	2	classic	classic	ADJ
fbem-32331	29	3	deep	deep	ADJ
fbem-32331	29	4	learning	learning	NOUN
fbem-32331	29	5	models	model	NOUN
fbem-32331	29	6	can	can	AUX
fbem-32331	29	7	extract	extract	VERB
fbem-32331	29	8	complex	complex	ADJ
fbem-32331	29	9	features	feature	NOUN
fbem-32331	29	10	,	,	PUNCT
fbem-32331	29	11	they	they	PRON
fbem-32331	29	12	have	have	VERB
fbem-32331	29	13	shortcomings	shortcoming	NOUN
fbem-32331	29	14	in	in	ADP
fbem-32331	29	15	structural	structural	ADJ
fbem-32331	29	16	adaptation	adaptation	NOUN
fbem-32331	29	17	:	:	PUNCT
fbem-32331	29	18	when	when	SCONJ
fbem-32331	29	19	cnn	cnn	PROPN
fbem-32331	29	20	processes	process	VERB
fbem-32331	29	21	molecular	molecular	ADJ
fbem-32331	29	22	graphs	graph	NOUN
fbem-32331	29	23	,	,	PUNCT
fbem-32331	29	24	it	it	PRON
fbem-32331	29	25	must	must	AUX
fbem-32331	29	26	forcibly	forcibly	ADV
fbem-32331	29	27	grid	grid	VERB
fbem-32331	29	28	irregular	irregular	ADJ
fbem-32331	29	29	structures	structure	NOUN
fbem-32331	29	30	,	,	PUNCT
fbem-32331	29	31	resulting	result	VERB
fbem-32331	29	32	in	in	ADP
fbem-32331	29	33	the	the	DET
fbem-32331	29	34	loss	loss	NOUN
fbem-32331	29	35	of	of	ADP
fbem-32331	29	36	key	key	ADJ
fbem-32331	29	37	edge	edge	NOUN
fbem-32331	29	38	65	65	NUM
fbem-32331	29	39	information	information	NOUN
fbem-32331	29	40	such	such	ADJ
fbem-32331	29	41	as	as	ADP
fbem-32331	29	42	bond	bond	NOUN
fbem-32331	29	43	types	type	NOUN
fbem-32331	29	44	.	.	PUNCT
fbem-32331	30	1	when	when	SCONJ
fbem-32331	30	2	lstm	lstm	NOUN
fbem-32331	30	3	analyzes	analyze	VERB
fbem-32331	30	4	social	social	ADJ
fbem-32331	30	5	networks	network	NOUN
fbem-32331	30	6	,	,	PUNCT
fbem-32331	30	7	it	it	PRON
fbem-32331	30	8	has	have	VERB
fbem-32331	30	9	difficulty	difficulty	NOUN
fbem-32331	30	10	processing	process	VERB
fbem-32331	30	11	multi	multi	ADJ
fbem-32331	30	12	-	-	ADJ
fbem-32331	30	13	directional	directional	ADJ
fbem-32331	30	14	interactions	interaction	NOUN
fbem-32331	30	15	in	in	ADP
fbem-32331	30	16	parallel	parallel	NOUN
fbem-32331	30	17	,	,	PUNCT
fbem-32331	30	18	and	and	CCONJ
fbem-32331	30	19	long	long	ADJ
fbem-32331	30	20	-	-	PUNCT
fbem-32331	30	21	distance	distance	NOUN
fbem-32331	30	22	dependency	dependency	NOUN
fbem-32331	30	23	transmission	transmission	NOUN
fbem-32331	30	24	is	be	AUX
fbem-32331	30	25	prone	prone	ADJ
fbem-32331	30	26	to	to	ADP
fbem-32331	30	27	information	information	NOUN
fbem-32331	30	28	attenuation	attenuation	NOUN
fbem-32331	30	29	.	.	PUNCT
fbem-32331	31	1	these	these	DET
fbem-32331	31	2	shortcomings	shortcoming	NOUN
fbem-32331	31	3	have	have	AUX
fbem-32331	31	4	limited	limit	VERB
fbem-32331	31	5	the	the	DET
fbem-32331	31	6	effectiveness	effectiveness	NOUN
fbem-32331	31	7	of	of	ADP
fbem-32331	31	8	traditional	traditional	ADJ
fbem-32331	31	9	methods	method	NOUN
fbem-32331	31	10	in	in	ADP
fbem-32331	31	11	mining	mine	VERB
fbem-32331	31	12	deep	deep	ADJ
fbem-32331	31	13	relationships	relationship	NOUN
fbem-32331	31	14	in	in	ADP
fbem-32331	31	15	structured	structured	ADJ
fbem-32331	31	16	data	datum	NOUN
fbem-32331	31	17	.	.	PUNCT
fbem-32331	32	1	the	the	DET
fbem-32331	32	2	design	design	NOUN
fbem-32331	32	3	philosophy	philosophy	NOUN
fbem-32331	32	4	of	of	ADP
fbem-32331	32	5	graph	graph	NOUN
fbem-32331	32	6	neural	neural	ADJ
fbem-32331	32	7	networks	network	NOUN
fbem-32331	32	8	is	be	AUX
fbem-32331	32	9	highly	highly	ADV
fbem-32331	32	10	aligned	aligned	ADJ
fbem-32331	32	11	with	with	ADP
fbem-32331	32	12	the	the	DET
fbem-32331	32	13	essential	essential	ADJ
fbem-32331	32	14	characteristics	characteristic	NOUN
fbem-32331	32	15	of	of	ADP
fbem-32331	32	16	structured	structured	ADJ
fbem-32331	32	17	data	datum	NOUN
fbem-32331	32	18	.	.	PUNCT
fbem-32331	33	1	their	their	PRON
fbem-32331	33	2	adaptability	adaptability	NOUN
fbem-32331	33	3	is	be	AUX
fbem-32331	33	4	primarily	primarily	ADV
fbem-32331	33	5	reflected	reflect	VERB
fbem-32331	33	6	in	in	ADP
fbem-32331	33	7	three	three	NUM
fbem-32331	33	8	aspects	aspect	NOUN
fbem-32331	33	9	:	:	PUNCT
fbem-32331	33	10	first	first	ADV
fbem-32331	33	11	,	,	PUNCT
fbem-32331	33	12	topological	topological	ADJ
fbem-32331	33	13	consistency	consistency	NOUN
fbem-32331	33	14	[	[	X
fbem-32331	33	15	1	1	NUM
fbem-32331	33	16	]	]	PUNCT
fbem-32331	33	17	.	.	PUNCT
fbem-32331	34	1	gnns	gnns	PROPN
fbem-32331	34	2	directly	directly	ADV
fbem-32331	34	3	take	take	VERB
fbem-32331	34	4	graphs	graph	NOUN
fbem-32331	34	5	as	as	ADP
fbem-32331	34	6	input	input	NOUN
fbem-32331	34	7	and	and	CCONJ
fbem-32331	34	8	can	can	AUX
fbem-32331	34	9	preserve	preserve	VERB
fbem-32331	34	10	the	the	DET
fbem-32331	34	11	connections	connection	NOUN
fbem-32331	34	12	between	between	ADP
fbem-32331	34	13	entities	entity	NOUN
fbem-32331	34	14	without	without	ADP
fbem-32331	34	15	structural	structural	ADJ
fbem-32331	34	16	transformation	transformation	NOUN
fbem-32331	34	17	.	.	PUNCT
fbem-32331	35	1	for	for	ADP
fbem-32331	35	2	example	example	NOUN
fbem-32331	35	3	,	,	PUNCT
fbem-32331	35	4	in	in	ADP
fbem-32331	35	5	knowledge	knowledge	NOUN
fbem-32331	35	6	graph	graph	NOUN
fbem-32331	35	7	completion	completion	NOUN
fbem-32331	35	8	tasks	task	NOUN
fbem-32331	35	9	,	,	PUNCT
fbem-32331	35	10	entity	entity	NOUN
fbem-32331	35	11	embeddings	embedding	NOUN
fbem-32331	35	12	can	can	AUX
fbem-32331	35	13	be	be	AUX
fbem-32331	35	14	learned	learn	VERB
fbem-32331	35	15	directly	directly	ADV
fbem-32331	35	16	based	base	VERB
fbem-32331	35	17	on	on	ADP
fbem-32331	35	18	triple	triple	ADJ
fbem-32331	35	19	structures	structure	NOUN
fbem-32331	35	20	.	.	PUNCT
fbem-32331	36	1	second	second	ADJ
fbem-32331	36	2	,	,	PUNCT
fbem-32331	36	3	relationship	relationship	NOUN
fbem-32331	36	4	modeling	model	VERB
fbem-32331	36	5	flexibility	flexibility	NOUN
fbem-32331	36	6	.	.	PUNCT
fbem-32331	37	1	edge	edge	NOUN
fbem-32331	37	2	attribute	attribute	NOUN
fbem-32331	37	3	encoding	encoding	NOUN
fbem-32331	37	4	allows	allow	VERB
fbem-32331	37	5	for	for	ADP
fbem-32331	37	6	adaptability	adaptability	NOUN
fbem-32331	37	7	to	to	PART
fbem-32331	37	8	diverse	diverse	ADJ
fbem-32331	37	9	types	type	NOUN
fbem-32331	37	10	of	of	ADP
fbem-32331	37	11	relationships	relationship	NOUN
fbem-32331	37	12	.	.	PUNCT
fbem-32331	38	1	whether	whether	SCONJ
fbem-32331	38	2	it	it	PRON
fbem-32331	38	3	's	be	AUX
fbem-32331	38	4	transaction	transaction	NOUN
fbem-32331	38	5	amounts	amount	VERB
fbem-32331	38	6	in	in	ADP
fbem-32331	38	7	weighted	weight	VERB
fbem-32331	38	8	graphs	graph	NOUN
fbem-32331	38	9	or	or	CCONJ
fbem-32331	38	10	differences	difference	NOUN
fbem-32331	38	11	in	in	ADP
fbem-32331	38	12	entity	entity	NOUN
fbem-32331	38	13	types	type	NOUN
fbem-32331	38	14	in	in	ADP
fbem-32331	38	15	heterogeneous	heterogeneous	ADJ
fbem-32331	38	16	graphs	graph	NOUN
fbem-32331	38	17	,	,	PUNCT
fbem-32331	38	18	both	both	PRON
fbem-32331	38	19	can	can	AUX
fbem-32331	38	20	be	be	AUX
fbem-32331	38	21	incorporated	incorporate	VERB
fbem-32331	38	22	into	into	ADP
fbem-32331	38	23	feature	feature	NOUN
fbem-32331	38	24	learning	learn	VERB
fbem-32331	38	25	through	through	ADP
fbem-32331	38	26	message	message	NOUN
fbem-32331	38	27	passing	passing	NOUN
fbem-32331	38	28	.	.	PUNCT
fbem-32331	39	1	third	third	ADJ
fbem-32331	39	2	,	,	PUNCT
fbem-32331	39	3	feature	feature	NOUN
fbem-32331	39	4	aggregation	aggregation	NOUN
fbem-32331	39	5	is	be	AUX
fbem-32331	39	6	hierarchical	hierarchical	ADJ
fbem-32331	39	7	.	.	PUNCT
fbem-32331	40	1	by	by	ADP
fbem-32331	40	2	stacking	stack	VERB
fbem-32331	40	3	multiple	multiple	ADJ
fbem-32331	40	4	layers	layer	NOUN
fbem-32331	40	5	of	of	ADP
fbem-32331	40	6	message	message	NOUN
fbem-32331	40	7	passing	pass	VERB
fbem-32331	40	8	units	unit	NOUN
fbem-32331	40	9	,	,	PUNCT
fbem-32331	40	10	nodes	node	NOUN
fbem-32331	40	11	can	can	AUX
fbem-32331	40	12	gradually	gradually	ADV
fbem-32331	40	13	integrate	integrate	VERB
fbem-32331	40	14	multi	multi	ADJ
fbem-32331	40	15	-	-	ADJ
fbem-32331	40	16	hop	hop	ADJ
fbem-32331	40	17	neighbor	neighbor	NOUN
fbem-32331	40	18	information	information	NOUN
fbem-32331	40	19	,	,	PUNCT
fbem-32331	40	20	achieving	achieve	VERB
fbem-32331	40	21	structural	structural	ADJ
fbem-32331	40	22	awareness	awareness	NOUN
fbem-32331	40	23	from	from	ADP
fbem-32331	40	24	local	local	ADJ
fbem-32331	40	25	to	to	ADP
fbem-32331	40	26	global	global	ADJ
fbem-32331	40	27	scale	scale	NOUN
fbem-32331	40	28	.	.	PUNCT
fbem-32331	41	1	this	this	PRON
fbem-32331	41	2	aligns	align	VERB
fbem-32331	41	3	with	with	ADP
fbem-32331	41	4	the	the	DET
fbem-32331	41	5	"	"	PUNCT
fbem-32331	41	6	direct	direct	ADJ
fbem-32331	41	7	-	-	PUNCT
fbem-32331	41	8	indirect	indirect	ADJ
fbem-32331	41	9	"	"	PUNCT
fbem-32331	41	10	hierarchical	hierarchical	ADJ
fbem-32331	41	11	nature	nature	NOUN
fbem-32331	41	12	of	of	ADP
fbem-32331	41	13	structured	structured	ADJ
fbem-32331	41	14	data	datum	NOUN
fbem-32331	41	15	.	.	PUNCT
fbem-32331	42	1	this	this	DET
fbem-32331	42	2	inherent	inherent	ADJ
fbem-32331	42	3	adaptability	adaptability	NOUN
fbem-32331	42	4	allows	allow	VERB
fbem-32331	42	5	gnns	gnn	NOUN
fbem-32331	42	6	to	to	PART
fbem-32331	42	7	break	break	VERB
fbem-32331	42	8	through	through	ADP
fbem-32331	42	9	the	the	DET
fbem-32331	42	10	bottlenecks	bottleneck	NOUN
fbem-32331	42	11	of	of	ADP
fbem-32331	42	12	traditional	traditional	ADJ
fbem-32331	42	13	methods	method	NOUN
fbem-32331	42	14	and	and	CCONJ
fbem-32331	42	15	provide	provide	VERB
fbem-32331	42	16	an	an	DET
fbem-32331	42	17	end	end	NOUN
fbem-32331	42	18	-	-	PUNCT
fbem-32331	42	19	to	to	ADP
fbem-32331	42	20	-	-	PUNCT
fbem-32331	42	21	end	end	NOUN
fbem-32331	42	22	solution	solution	NOUN
fbem-32331	42	23	for	for	ADP
fbem-32331	42	24	structured	structured	ADJ
fbem-32331	42	25	data	datum	NOUN
fbem-32331	42	26	,	,	PUNCT
fbem-32331	42	27	from	from	ADP
fbem-32331	42	28	representation	representation	NOUN
fbem-32331	42	29	learning	learn	VERB
fbem-32331	42	30	to	to	ADP
fbem-32331	42	31	task	task	NOUN
fbem-32331	42	32	solving	solving	NOUN
fbem-32331	42	33	.	.	PUNCT
fbem-32331	43	1	the	the	DET
fbem-32331	43	2	message	message	NOUN
fbem-32331	43	3	passing	pass	VERB
fbem-32331	43	4	mechanism	mechanism	NOUN
fbem-32331	43	5	is	be	AUX
fbem-32331	43	6	the	the	DET
fbem-32331	43	7	core	core	ADJ
fbem-32331	43	8	technical	technical	ADJ
fbem-32331	43	9	path	path	NOUN
fbem-32331	43	10	that	that	PRON
fbem-32331	43	11	enables	enable	VERB
fbem-32331	43	12	this	this	DET
fbem-32331	43	13	adaptability	adaptability	NOUN
fbem-32331	43	14	.	.	PUNCT
fbem-32331	44	1	3	3	X
fbem-32331	44	2	.	.	X
fbem-32331	44	3	core	core	ADJ
fbem-32331	44	4	architecture	architecture	NOUN
fbem-32331	44	5	and	and	CCONJ
fbem-32331	44	6	mathematical	mathematical	ADJ
fbem-32331	44	7	implementation	implementation	NOUN
fbem-32331	44	8	of	of	ADP
fbem-32331	44	9	the	the	DET
fbem-32331	44	10	message	message	NOUN
fbem-32331	44	11	passing	pass	VERB
fbem-32331	44	12	mechanism	mechanism	NOUN
fbem-32331	44	13	the	the	DET
fbem-32331	44	14	message	message	NOUN
fbem-32331	44	15	passing	pass	VERB
fbem-32331	44	16	mechanism	mechanism	NOUN
fbem-32331	44	17	draws	draw	VERB
fbem-32331	44	18	on	on	ADP
fbem-32331	44	19	the	the	DET
fbem-32331	44	20	logic	logic	NOUN
fbem-32331	44	21	of	of	ADP
fbem-32331	44	22	information	information	NOUN
fbem-32331	44	23	exchange	exchange	NOUN
fbem-32331	44	24	in	in	ADP
fbem-32331	44	25	human	human	ADJ
fbem-32331	44	26	society	society	NOUN
fbem-32331	44	27	:	:	PUNCT
fbem-32331	44	28	individuals	individual	NOUN
fbem-32331	44	29	exchange	exchange	VERB
fbem-32331	44	30	information	information	NOUN
fbem-32331	44	31	with	with	ADP
fbem-32331	44	32	surrounding	surround	VERB
fbem-32331	44	33	objects	object	NOUN
fbem-32331	44	34	to	to	PART
fbem-32331	44	35	update	update	VERB
fbem-32331	44	36	their	their	PRON
fbem-32331	44	37	cognition	cognition	NOUN
fbem-32331	44	38	and	and	CCONJ
fbem-32331	44	39	thereby	thereby	ADV
fbem-32331	44	40	understand	understand	VERB
fbem-32331	44	41	the	the	DET
fbem-32331	44	42	overall	overall	ADJ
fbem-32331	44	43	environment	environment	NOUN
fbem-32331	44	44	.	.	PUNCT
fbem-32331	45	1	in	in	ADP
fbem-32331	45	2	gnns	gnn	NOUN
fbem-32331	45	3	,	,	PUNCT
fbem-32331	45	4	this	this	DET
fbem-32331	45	5	process	process	NOUN
fbem-32331	45	6	is	be	AUX
fbem-32331	45	7	abstracted	abstract	VERB
fbem-32331	45	8	into	into	ADP
fbem-32331	45	9	a	a	DET
fbem-32331	45	10	standardized	standardized	ADJ
fbem-32331	45	11	three	three	NUM
fbem-32331	45	12	-	-	PUNCT
fbem-32331	45	13	stage	stage	NOUN
fbem-32331	45	14	process	process	NOUN
fbem-32331	45	15	:	:	PUNCT
fbem-32331	45	16	"	"	PUNCT
fbem-32331	45	17	message	message	NOUN
fbem-32331	45	18	generation	generation	NOUN
fbem-32331	45	19	information	information	NOUN
fbem-32331	45	20	aggregation	aggregation	NOUN
fbem-32331	45	21	state	state	NOUN
fbem-32331	45	22	update	update	NOUN
fbem-32331	45	23	.	.	PUNCT
fbem-32331	45	24	"	"	PUNCT
fbem-32331	46	1	core	core	ADJ
fbem-32331	46	2	elements	element	NOUN
fbem-32331	46	3	include	include	VERB
fbem-32331	46	4	node	node	NOUN
fbem-32331	46	5	features	feature	NOUN
fbem-32331	46	6	,	,	PUNCT
fbem-32331	46	7	neighbor	neighbor	NOUN
fbem-32331	46	8	sets	set	NOUN
fbem-32331	46	9	,	,	PUNCT
fbem-32331	46	10	edge	edge	NOUN
fbem-32331	46	11	attributes	attribute	NOUN
fbem-32331	46	12	,	,	PUNCT
fbem-32331	46	13	and	and	CCONJ
fbem-32331	46	14	three	three	NUM
fbem-32331	46	15	key	key	ADJ
fbem-32331	46	16	operations	operation	NOUN
fbem-32331	46	17	:	:	PUNCT
fbem-32331	46	18	message	message	NOUN
fbem-32331	46	19	generation	generation	NOUN
fbem-32331	46	20	,	,	PUNCT
fbem-32331	46	21	aggregation	aggregation	NOUN
fbem-32331	46	22	,	,	PUNCT
fbem-32331	46	23	and	and	CCONJ
fbem-32331	46	24	update	update	NOUN
fbem-32331	46	25	.	.	PUNCT
fbem-32331	47	1	its	its	PRON
fbem-32331	47	2	permutation	permutation	NOUN
fbem-32331	47	3	invariance	invariance	NOUN
fbem-32331	47	4	,	,	PUNCT
fbem-32331	47	5	receptive	receptive	ADJ
fbem-32331	47	6	field	field	NOUN
fbem-32331	47	7	scalability	scalability	NOUN
fbem-32331	47	8	,	,	PUNCT
fbem-32331	47	9	and	and	CCONJ
fbem-32331	47	10	differentiability	differentiability	NOUN
fbem-32331	47	11	provide	provide	VERB
fbem-32331	47	12	theoretical	theoretical	ADJ
fbem-32331	47	13	support	support	NOUN
fbem-32331	47	14	for	for	ADP
fbem-32331	47	15	model	model	NOUN
fbem-32331	47	16	training	training	NOUN
fbem-32331	47	17	and	and	CCONJ
fbem-32331	47	18	structural	structural	ADJ
fbem-32331	47	19	feature	feature	NOUN
fbem-32331	47	20	mining	mining	NOUN
fbem-32331	47	21	.	.	PUNCT
fbem-32331	48	1	message	message	NOUN
fbem-32331	48	2	generation	generation	NOUN
fbem-32331	48	3	is	be	AUX
fbem-32331	48	4	the	the	DET
fbem-32331	48	5	starting	starting	NOUN
fbem-32331	48	6	point	point	NOUN
fbem-32331	48	7	of	of	ADP
fbem-32331	48	8	the	the	DET
fbem-32331	48	9	mechanism	mechanism	NOUN
fbem-32331	48	10	,	,	PUNCT
fbem-32331	48	11	and	and	CCONJ
fbem-32331	48	12	its	its	PRON
fbem-32331	48	13	core	core	NOUN
fbem-32331	48	14	is	be	AUX
fbem-32331	48	15	to	to	PART
fbem-32331	48	16	transform	transform	VERB
fbem-32331	48	17	neighbor	neighbor	NOUN
fbem-32331	48	18	features	feature	NOUN
fbem-32331	48	19	into	into	ADP
fbem-32331	48	20	transferable	transferable	ADJ
fbem-32331	48	21	"	"	PUNCT
fbem-32331	48	22	information	information	NOUN
fbem-32331	48	23	units	unit	NOUN
fbem-32331	48	24	.	.	PUNCT
fbem-32331	48	25	"	"	PUNCT
fbem-32331	49	1	the	the	DET
fbem-32331	49	2	strategies	strategy	NOUN
fbem-32331	49	3	employed	employ	VERB
fbem-32331	49	4	by	by	ADP
fbem-32331	49	5	different	different	ADJ
fbem-32331	49	6	models	model	NOUN
fbem-32331	49	7	vary	vary	VERB
fbem-32331	49	8	significantly	significantly	ADV
fbem-32331	49	9	.	.	PUNCT
fbem-32331	50	1	gcn	gcn	PROPN
fbem-32331	50	2	uses	use	VERB
fbem-32331	50	3	linear	linear	PROPN
fbem-32331	50	4	mapping	mapping	NOUN
fbem-32331	50	5	to	to	PART
fbem-32331	50	6	process	process	VERB
fbem-32331	50	7	neighbor	neighbor	NOUN
fbem-32331	50	8	features	feature	NOUN
fbem-32331	50	9	and	and	CCONJ
fbem-32331	50	10	mitigates	mitigate	VERB
fbem-32331	50	11	feature	feature	NOUN
fbem-32331	50	12	bias	bias	NOUN
fbem-32331	50	13	caused	cause	VERB
fbem-32331	50	14	by	by	ADP
fbem-32331	50	15	node	node	NOUN
fbem-32331	50	16	degree	degree	NOUN
fbem-32331	50	17	differences	difference	NOUN
fbem-32331	50	18	through	through	ADP
fbem-32331	50	19	degree	degree	NOUN
fbem-32331	50	20	matrix	matrix	NOUN
fbem-32331	50	21	normalization	normalization	NOUN
fbem-32331	50	22	,	,	PUNCT
fbem-32331	50	23	balancing	balance	VERB
fbem-32331	50	24	efficiency	efficiency	NOUN
fbem-32331	50	25	and	and	CCONJ
fbem-32331	50	26	adaptability	adaptability	NOUN
fbem-32331	50	27	to	to	ADP
fbem-32331	50	28	small	small	ADJ
fbem-32331	50	29	and	and	CCONJ
fbem-32331	50	30	medium	medium	ADJ
fbem-32331	50	31	-	-	PUNCT
fbem-32331	50	32	sized	sized	ADJ
fbem-32331	50	33	graphs	graph	NOUN
fbem-32331	50	34	.	.	PUNCT
fbem-32331	51	1	gat	gat	NOUN
fbem-32331	51	2	introduces	introduce	VERB
fbem-32331	51	3	self	self	NOUN
fbem-32331	51	4	-	-	PUNCT
fbem-32331	51	5	attention	attention	NOUN
fbem-32331	51	6	,	,	PUNCT
fbem-32331	51	7	allowing	allow	VERB
fbem-32331	51	8	the	the	DET
fbem-32331	51	9	model	model	NOUN
fbem-32331	51	10	to	to	PART
fbem-32331	51	11	autonomously	autonomously	ADV
fbem-32331	51	12	calculate	calculate	VERB
fbem-32331	51	13	neighbor	neighbor	NOUN
fbem-32331	51	14	association	association	PROPN
fbem-32331	51	15	weights	weight	VERB
fbem-32331	51	16	to	to	PART
fbem-32331	51	17	focus	focus	VERB
fbem-32331	51	18	on	on	ADP
fbem-32331	51	19	important	important	ADJ
fbem-32331	51	20	nodes	node	NOUN
fbem-32331	51	21	.	.	PUNCT
fbem-32331	52	1	it	it	PRON
fbem-32331	52	2	typically	typically	ADV
fbem-32331	52	3	uses	use	VERB
fbem-32331	52	4	8	8	NUM
fbem-32331	52	5	or	or	CCONJ
fbem-32331	52	6	16	16	NUM
fbem-32331	52	7	attention	attention	NOUN
fbem-32331	52	8	groups	group	NOUN
fbem-32331	52	9	to	to	PART
fbem-32331	52	10	enhance	enhance	VERB
fbem-32331	52	11	representations	representation	NOUN
fbem-32331	52	12	and	and	CCONJ
fbem-32331	52	13	requires	require	VERB
fbem-32331	52	14	sparsification	sparsification	NOUN
fbem-32331	52	15	to	to	PART
fbem-32331	52	16	manage	manage	VERB
fbem-32331	52	17	video	video	NOUN
fbem-32331	52	18	memory	memory	NOUN
fbem-32331	52	19	.	.	PUNCT
fbem-32331	53	1	mpnn	mpnn	PROPN
fbem-32331	53	2	is	be	AUX
fbem-32331	53	3	specifically	specifically	ADV
fbem-32331	53	4	designed	design	VERB
fbem-32331	53	5	for	for	ADP
fbem-32331	53	6	data	datum	NOUN
fbem-32331	53	7	with	with	ADP
fbem-32331	53	8	edge	edge	NOUN
fbem-32331	53	9	attributes	attribute	NOUN
fbem-32331	53	10	,	,	PUNCT
fbem-32331	53	11	such	such	ADJ
fbem-32331	53	12	as	as	ADP
fbem-32331	53	13	molecular	molecular	ADJ
fbem-32331	53	14	graphs	graph	NOUN
fbem-32331	53	15	,	,	PUNCT
fbem-32331	53	16	and	and	CCONJ
fbem-32331	53	17	can	can	AUX
fbem-32331	53	18	incorporate	incorporate	VERB
fbem-32331	53	19	edge	edge	NOUN
fbem-32331	53	20	information	information	NOUN
fbem-32331	53	21	such	such	ADJ
fbem-32331	53	22	as	as	ADP
fbem-32331	53	23	chemical	chemical	NOUN
fbem-32331	53	24	bond	bond	NOUN
fbem-32331	53	25	types	type	NOUN
fbem-32331	53	26	into	into	ADP
fbem-32331	53	27	messages	message	NOUN
fbem-32331	53	28	,	,	PUNCT
fbem-32331	53	29	making	make	VERB
fbem-32331	53	30	it	it	PRON
fbem-32331	53	31	suitable	suitable	ADJ
fbem-32331	53	32	for	for	ADP
fbem-32331	53	33	scenarios	scenario	NOUN
fbem-32331	53	34	with	with	ADP
fbem-32331	53	35	attributed	attribute	VERB
fbem-32331	53	36	edges	edge	NOUN
fbem-32331	53	37	.	.	PUNCT
fbem-32331	54	1	information	information	NOUN
fbem-32331	54	2	aggregation	aggregation	NOUN
fbem-32331	54	3	requires	require	VERB
fbem-32331	54	4	integrating	integrate	VERB
fbem-32331	54	5	all	all	DET
fbem-32331	54	6	neighbor	neighbor	NOUN
fbem-32331	54	7	messages	message	NOUN
fbem-32331	54	8	,	,	PUNCT
fbem-32331	54	9	with	with	ADP
fbem-32331	54	10	the	the	DET
fbem-32331	54	11	core	core	NOUN
fbem-32331	54	12	requirement	requirement	NOUN
fbem-32331	54	13	being	be	AUX
fbem-32331	54	14	permutation	permutation	NOUN
fbem-32331	54	15	invariance	invariance	NOUN
fbem-32331	54	16	[	[	X
fbem-32331	54	17	2	2	NUM
fbem-32331	54	18	]	]	PUNCT
fbem-32331	54	19	.	.	PUNCT
fbem-32331	55	1	common	common	ADJ
fbem-32331	55	2	aggregation	aggregation	NOUN
fbem-32331	55	3	operators	operator	NOUN
fbem-32331	55	4	fall	fall	VERB
fbem-32331	55	5	into	into	ADP
fbem-32331	55	6	two	two	NUM
fbem-32331	55	7	categories	category	NOUN
fbem-32331	55	8	:	:	PUNCT
fbem-32331	55	9	basic	basic	ADJ
fbem-32331	55	10	statistical	statistical	ADJ
fbem-32331	55	11	operators	operator	NOUN
fbem-32331	55	12	offer	offer	VERB
fbem-32331	55	13	simple	simple	ADJ
fbem-32331	55	14	computations	computation	NOUN
fbem-32331	55	15	.	.	PUNCT
fbem-32331	56	1	mean	mean	ADJ
fbem-32331	56	2	aggregation	aggregation	NOUN
fbem-32331	56	3	,	,	PUNCT
fbem-32331	56	4	for	for	ADP
fbem-32331	56	5	example	example	NOUN
fbem-32331	56	6	,	,	PUNCT
fbem-32331	56	7	can	can	AUX
fbem-32331	56	8	reduce	reduce	VERB
fbem-32331	56	9	interference	interference	NOUN
fbem-32331	56	10	from	from	ADP
fbem-32331	56	11	nodes	node	NOUN
fbem-32331	56	12	with	with	ADP
fbem-32331	56	13	extreme	extreme	ADJ
fbem-32331	56	14	degrees	degree	NOUN
fbem-32331	56	15	when	when	SCONJ
fbem-32331	56	16	node	node	ADJ
fbem-32331	56	17	degrees	degree	NOUN
fbem-32331	56	18	vary	vary	VERB
fbem-32331	56	19	significantly	significantly	ADV
fbem-32331	56	20	,	,	PUNCT
fbem-32331	56	21	resulting	result	VERB
fbem-32331	56	22	in	in	ADP
fbem-32331	56	23	more	more	ADV
fbem-32331	56	24	stable	stable	ADJ
fbem-32331	56	25	performance	performance	NOUN
fbem-32331	56	26	.	.	PUNCT
fbem-32331	57	1	among	among	ADP
fbem-32331	57	2	advanced	advanced	ADJ
fbem-32331	57	3	learning	learning	NOUN
fbem-32331	57	4	operators	operator	NOUN
fbem-32331	57	5	,	,	PUNCT
fbem-32331	57	6	lstm	lstm	ADJ
fbem-32331	57	7	aggregation	aggregation	NOUN
fbem-32331	57	8	relies	rely	VERB
fbem-32331	57	9	on	on	ADP
fbem-32331	57	10	gating	gate	VERB
fbem-32331	57	11	to	to	PART
fbem-32331	57	12	capture	capture	VERB
fbem-32331	57	13	sequential	sequential	ADJ
fbem-32331	57	14	dependencies	dependency	NOUN
fbem-32331	57	15	,	,	PUNCT
fbem-32331	57	16	making	make	VERB
fbem-32331	57	17	it	it	PRON
fbem-32331	57	18	suitable	suitable	ADJ
fbem-32331	57	19	for	for	ADP
fbem-32331	57	20	dynamic	dynamic	ADJ
fbem-32331	57	21	graph	graph	NOUN
fbem-32331	57	22	time	time	NOUN
fbem-32331	57	23	series	series	NOUN
fbem-32331	57	24	scenarios	scenario	NOUN
fbem-32331	57	25	.	.	PUNCT
fbem-32331	58	1	attention	attention	NOUN
fbem-32331	58	2	aggregation	aggregation	NOUN
fbem-32331	58	3	uses	use	VERB
fbem-32331	58	4	weights	weight	NOUN
fbem-32331	58	5	to	to	PART
fbem-32331	58	6	filter	filter	VERB
fbem-32331	58	7	key	key	ADJ
fbem-32331	58	8	messages	message	NOUN
fbem-32331	58	9	and	and	CCONJ
fbem-32331	58	10	strengthen	strengthen	VERB
fbem-32331	58	11	important	important	ADJ
fbem-32331	58	12	relationships	relationship	NOUN
fbem-32331	58	13	.	.	PUNCT
fbem-32331	59	1	gin	gin	NOUN
fbem-32331	59	2	uses	use	VERB
fbem-32331	59	3	a	a	DET
fbem-32331	59	4	combination	combination	NOUN
fbem-32331	59	5	of	of	ADP
fbem-32331	59	6	summation	summation	NOUN
fbem-32331	59	7	and	and	CCONJ
fbem-32331	59	8	multi	multi	ADJ
fbem-32331	59	9	-	-	ADJ
fbem-32331	59	10	layer	layer	ADJ
fbem-32331	59	11	perceptrons	perceptron	NOUN
fbem-32331	59	12	,	,	PUNCT
fbem-32331	59	13	theoretically	theoretically	ADV
fbem-32331	59	14	approaching	approach	VERB
fbem-32331	59	15	the	the	DET
fbem-32331	59	16	upper	upper	ADJ
fbem-32331	59	17	bound	bind	VERB
fbem-32331	59	18	of	of	ADP
fbem-32331	59	19	the	the	DET
fbem-32331	59	20	graph	graph	NOUN
fbem-32331	59	21	isomorphism	isomorphism	NOUN
fbem-32331	59	22	test	test	NOUN
fbem-32331	59	23	,	,	PUNCT
fbem-32331	59	24	providing	provide	VERB
fbem-32331	59	25	an	an	DET
fbem-32331	59	26	important	important	ADJ
fbem-32331	59	27	reference	reference	NOUN
fbem-32331	59	28	for	for	ADP
fbem-32331	59	29	operator	operator	NOUN
fbem-32331	59	30	design	design	NOUN
fbem-32331	59	31	.	.	PUNCT
fbem-32331	60	1	node	node	PROPN
fbem-32331	60	2	updates	update	NOUN
fbem-32331	60	3	require	require	VERB
fbem-32331	60	4	integrating	integrate	VERB
fbem-32331	60	5	aggregated	aggregate	VERB
fbem-32331	60	6	information	information	NOUN
fbem-32331	60	7	with	with	ADP
fbem-32331	60	8	native	native	ADJ
fbem-32331	60	9	features	feature	NOUN
fbem-32331	60	10	to	to	PART
fbem-32331	60	11	generate	generate	VERB
fbem-32331	60	12	new	new	ADJ
fbem-32331	60	13	representations	representation	NOUN
fbem-32331	60	14	.	.	PUNCT
fbem-32331	61	1	the	the	DET
fbem-32331	61	2	most	most	ADV
fbem-32331	61	3	commonly	commonly	ADV
fbem-32331	61	4	used	use	VERB
fbem-32331	61	5	approach	approach	NOUN
fbem-32331	61	6	is	be	AUX
fbem-32331	61	7	to	to	PART
fbem-32331	61	8	concatenate	concatenate	VERB
fbem-32331	61	9	aggregated	aggregate	VERB
fbem-32331	61	10	information	information	NOUN
fbem-32331	61	11	with	with	ADP
fbem-32331	61	12	native	native	ADJ
fbem-32331	61	13	features	feature	NOUN
fbem-32331	61	14	and	and	CCONJ
fbem-32331	61	15	then	then	ADV
fbem-32331	61	16	update	update	VERB
fbem-32331	61	17	them	they	PRON
fbem-32331	61	18	through	through	ADP
fbem-32331	61	19	a	a	DET
fbem-32331	61	20	nonlinear	nonlinear	ADJ
fbem-32331	61	21	transformation	transformation	NOUN
fbem-32331	61	22	.	.	PUNCT
fbem-32331	62	1	graphsage	graphsage	NOUN
fbem-32331	62	2	and	and	CCONJ
fbem-32331	62	3	gin	gin	NOUN
fbem-32331	62	4	both	both	PRON
fbem-32331	62	5	adopt	adopt	VERB
fbem-32331	62	6	this	this	DET
fbem-32331	62	7	design	design	NOUN
fbem-32331	62	8	.	.	PUNCT
fbem-32331	63	1	to	to	PART
fbem-32331	63	2	mitigate	mitigate	VERB
fbem-32331	63	3	information	information	NOUN
fbem-32331	63	4	attenuation	attenuation	NOUN
fbem-32331	63	5	in	in	ADP
fbem-32331	63	6	deep	deep	ADJ
fbem-32331	63	7	models	model	NOUN
fbem-32331	63	8	,	,	PUNCT
fbem-32331	63	9	residual	residual	ADJ
fbem-32331	63	10	connections	connection	NOUN
fbem-32331	63	11	reuse	reuse	VERB
fbem-32331	63	12	the	the	DET
fbem-32331	63	13	original	original	ADJ
fbem-32331	63	14	node	node	NOUN
fbem-32331	63	15	features	feature	NOUN
fbem-32331	63	16	by	by	ADP
fbem-32331	63	17	adding	add	VERB
fbem-32331	63	18	the	the	DET
fbem-32331	63	19	aggregated	aggregate	VERB
fbem-32331	63	20	results	result	NOUN
fbem-32331	63	21	.	.	PUNCT
fbem-32331	64	1	deepgcn	deepgcn	NOUN
fbem-32331	64	2	overcomes	overcome	VERB
fbem-32331	64	3	the	the	DET
fbem-32331	64	4	limitations	limitation	NOUN
fbem-32331	64	5	of	of	ADP
fbem-32331	64	6	traditional	traditional	ADJ
fbem-32331	64	7	gnn	gnn	NOUN
fbem-32331	64	8	layers	layer	NOUN
fbem-32331	64	9	in	in	ADP
fbem-32331	64	10	this	this	DET
fbem-32331	64	11	way	way	NOUN
fbem-32331	64	12	.	.	PUNCT
fbem-32331	65	1	gated	gate	VERB
fbem-32331	65	2	updates	update	NOUN
fbem-32331	65	3	can	can	AUX
fbem-32331	65	4	autonomously	autonomously	ADV
fbem-32331	65	5	control	control	VERB
fbem-32331	65	6	the	the	DET
fbem-32331	65	7	flow	flow	NOUN
fbem-32331	65	8	of	of	ADP
fbem-32331	65	9	information	information	NOUN
fbem-32331	65	10	,	,	PUNCT
fbem-32331	65	11	excelling	excel	VERB
fbem-32331	65	12	in	in	ADP
fbem-32331	65	13	processing	processing	NOUN
fbem-32331	65	14	timeseries	timeserie	NOUN
fbem-32331	65	15	structured	structure	VERB
fbem-32331	65	16	data	datum	NOUN
fbem-32331	65	17	.	.	PUNCT
fbem-32331	66	1	4	4	X
fbem-32331	66	2	.	.	X
fbem-32331	66	3	typical	typical	ADJ
fbem-32331	66	4	variants	variant	NOUN
fbem-32331	66	5	and	and	CCONJ
fbem-32331	66	6	adaptive	adaptive	ADJ
fbem-32331	66	7	optimization	optimization	NOUN
fbem-32331	66	8	of	of	ADP
fbem-32331	66	9	message	message	NOUN
fbem-32331	66	10	passing	pass	VERB
fbem-32331	66	11	mechanisms	mechanism	NOUN
fbem-32331	66	12	structured	structure	VERB
fbem-32331	66	13	data	datum	NOUN
fbem-32331	66	14	types	type	NOUN
fbem-32331	66	15	are	be	AUX
fbem-32331	66	16	diverse	diverse	ADJ
fbem-32331	66	17	,	,	PUNCT
fbem-32331	66	18	and	and	CCONJ
fbem-32331	66	19	a	a	DET
fbem-32331	66	20	single	single	ADJ
fbem-32331	66	21	message	message	NOUN
fbem-32331	66	22	passing	pass	VERB
fbem-32331	66	23	model	model	NOUN
fbem-32331	66	24	can	can	AUX
fbem-32331	66	25	not	not	PART
fbem-32331	66	26	be	be	AUX
fbem-32331	66	27	suitable	suitable	ADJ
fbem-32331	66	28	for	for	ADP
fbem-32331	66	29	all	all	DET
fbem-32331	66	30	scenarios	scenario	NOUN
fbem-32331	66	31	.	.	PUNCT
fbem-32331	67	1	researchers	researcher	NOUN
fbem-32331	67	2	have	have	AUX
fbem-32331	67	3	proposed	propose	VERB
fbem-32331	67	4	mechanism	mechanism	NOUN
fbem-32331	67	5	variations	variation	NOUN
fbem-32331	67	6	for	for	ADP
fbem-32331	67	7	specialized	specialized	ADJ
fbem-32331	67	8	types	type	NOUN
fbem-32331	67	9	such	such	ADJ
fbem-32331	67	10	as	as	ADP
fbem-32331	67	11	heterogeneous	heterogeneous	ADJ
fbem-32331	67	12	graphs	graph	NOUN
fbem-32331	67	13	,	,	PUNCT
fbem-32331	67	14	dynamic	dynamic	ADJ
fbem-32331	67	15	graphs	graph	NOUN
fbem-32331	67	16	,	,	PUNCT
fbem-32331	67	17	very	very	ADV
fbem-32331	67	18	large	large	ADJ
fbem-32331	67	19	graphs	graph	NOUN
fbem-32331	67	20	,	,	PUNCT
fbem-32331	67	21	and	and	CCONJ
fbem-32331	67	22	high	high	ADV
fbem-32331	67	23	-	-	PUNCT
fbem-32331	67	24	dimensional	dimensional	ADJ
fbem-32331	67	25	sparse	sparse	ADJ
fbem-32331	67	26	graphs	graph	NOUN
fbem-32331	67	27	.	.	PUNCT
fbem-32331	68	1	the	the	DET
fbem-32331	68	2	core	core	NOUN
fbem-32331	68	3	approach	approach	NOUN
fbem-32331	68	4	is	be	AUX
fbem-32331	68	5	to	to	PART
fbem-32331	68	6	adjust	adjust	VERB
fbem-32331	68	7	the	the	DET
fbem-32331	68	8	granularity	granularity	NOUN
fbem-32331	68	9	,	,	PUNCT
fbem-32331	68	10	timing	timing	NOUN
fbem-32331	68	11	,	,	PUNCT
fbem-32331	68	12	and	and	CCONJ
fbem-32331	68	13	scope	scope	NOUN
fbem-32331	68	14	of	of	ADP
fbem-32331	68	15	message	message	NOUN
fbem-32331	68	16	passing	pass	VERB
fbem-32331	68	17	based	base	VERB
fbem-32331	68	18	on	on	ADP
fbem-32331	68	19	data	datum	NOUN
fbem-32331	68	20	characteristics	characteristic	NOUN
fbem-32331	68	21	,	,	PUNCT
fbem-32331	68	22	forming	form	VERB
fbem-32331	68	23	a	a	DET
fbem-32331	68	24	multi	multi	ADJ
fbem-32331	68	25	-	-	ADJ
fbem-32331	68	26	dimensional	dimensional	ADJ
fbem-32331	68	27	technical	technical	ADJ
fbem-32331	68	28	system	system	NOUN
fbem-32331	68	29	.	.	PUNCT
fbem-32331	69	1	the	the	DET
fbem-32331	69	2	core	core	NOUN
fbem-32331	69	3	challenge	challenge	NOUN
fbem-32331	69	4	of	of	ADP
fbem-32331	69	5	heterogeneous	heterogeneous	ADJ
fbem-32331	69	6	graphs	graph	NOUN
fbem-32331	69	7	is	be	AUX
fbem-32331	69	8	the	the	DET
fbem-32331	69	9	diverse	diverse	ADJ
fbem-32331	69	10	types	type	NOUN
fbem-32331	69	11	of	of	ADP
fbem-32331	69	12	nodes	node	NOUN
fbem-32331	69	13	and	and	CCONJ
fbem-32331	69	14	edges	edge	NOUN
fbem-32331	69	15	,	,	PUNCT
fbem-32331	69	16	making	make	VERB
fbem-32331	69	17	it	it	PRON
fbem-32331	69	18	difficult	difficult	ADJ
fbem-32331	69	19	to	to	PART
fbem-32331	69	20	handle	handle	VERB
fbem-32331	69	21	diverse	diverse	ADJ
fbem-32331	69	22	semantic	semantic	ADJ
fbem-32331	69	23	associations	association	NOUN
fbem-32331	69	24	.	.	PUNCT
fbem-32331	70	1	rgcn	rgcn	PROPN
fbem-32331	70	2	designs	design	VERB
fbem-32331	70	3	an	an	DET
fbem-32331	70	4	independent	independent	ADJ
fbem-32331	70	5	linear	linear	ADJ
fbem-32331	70	6	transformation	transformation	NOUN
fbem-32331	70	7	matrix	matrix	NOUN
fbem-32331	70	8	for	for	SCONJ
fbem-32331	70	9	each	each	DET
fbem-32331	70	10	relationship	relationship	NOUN
fbem-32331	70	11	to	to	PART
fbem-32331	70	12	achieve	achieve	VERB
fbem-32331	70	13	relationship	relationship	NOUN
fbem-32331	70	14	-	-	PUNCT
fbem-32331	70	15	aware	aware	ADJ
fbem-32331	70	16	message	message	NOUN
fbem-32331	70	17	generation	generation	NOUN
fbem-32331	70	18	.	.	PUNCT
fbem-32331	71	1	in	in	ADP
fbem-32331	71	2	the	the	DET
fbem-32331	71	3	knowledge	knowledge	NOUN
fbem-32331	71	4	graph	graph	NOUN
fbem-32331	71	5	completion	completion	NOUN
fbem-32331	71	6	task	task	NOUN
fbem-32331	71	7	,	,	PUNCT
fbem-32331	71	8	it	it	PRON
fbem-32331	71	9	significantly	significantly	ADV
fbem-32331	71	10	improves	improve	VERB
fbem-32331	71	11	link	link	NOUN
fbem-32331	71	12	prediction	prediction	NOUN
fbem-32331	71	13	accuracy	accuracy	NOUN
fbem-32331	71	14	by	by	ADP
fbem-32331	71	15	modeling	model	VERB
fbem-32331	71	16	multiple	multiple	ADJ
fbem-32331	71	17	semantic	semantic	ADJ
fbem-32331	71	18	relationships	relationship	NOUN
fbem-32331	71	19	.	.	PUNCT
fbem-32331	72	1	in	in	ADP
fbem-32331	72	2	more	more	ADV
fbem-32331	72	3	complex	complex	ADJ
fbem-32331	72	4	heterogeneous	heterogeneous	ADJ
fbem-32331	72	5	scenarios	scenario	NOUN
fbem-32331	72	6	,	,	PUNCT
fbem-32331	72	7	hetgnn	hetgnn	NOUN
fbem-32331	72	8	adopts	adopt	VERB
fbem-32331	72	9	a	a	DET
fbem-32331	72	10	"	"	PUNCT
fbem-32331	72	11	type	type	NOUN
fbem-32331	72	12	-	-	PUNCT
fbem-32331	72	13	specific	specific	ADJ
fbem-32331	72	14	aggregation	aggregation	NOUN
fbem-32331	72	15	"	"	PUNCT
fbem-32331	72	16	strategy	strategy	NOUN
fbem-32331	72	17	,	,	PUNCT
fbem-32331	72	18	first	first	ADV
fbem-32331	72	19	aggregating	aggregate	VERB
fbem-32331	72	20	messages	message	NOUN
fbem-32331	72	21	for	for	ADP
fbem-32331	72	22	different	different	ADJ
fbem-32331	72	23	types	type	NOUN
fbem-32331	72	24	of	of	ADP
fbem-32331	72	25	neighbors	neighbor	NOUN
fbem-32331	72	26	and	and	CCONJ
fbem-32331	72	27	then	then	ADV
fbem-32331	72	28	fusing	fuse	VERB
fbem-32331	72	29	them	they	PRON
fbem-32331	72	30	,	,	PUNCT
fbem-32331	72	31	successfully	successfully	ADV
fbem-32331	72	32	classifying	classify	VERB
fbem-32331	72	33	authors	author	NOUN
fbem-32331	72	34	'	'	PART
fbem-32331	72	35	research	research	NOUN
fbem-32331	72	36	directions	direction	NOUN
fbem-32331	72	37	in	in	ADP
fbem-32331	72	38	academic	academic	ADJ
fbem-32331	72	39	networks	network	NOUN
fbem-32331	72	40	.	.	PUNCT
fbem-32331	73	1	in	in	ADP
fbem-32331	73	2	dynamic	dynamic	ADJ
fbem-32331	73	3	graphs	graph	NOUN
fbem-32331	73	4	,	,	PUNCT
fbem-32331	73	5	the	the	DET
fbem-32331	73	6	relationships	relationship	NOUN
fbem-32331	73	7	between	between	ADP
fbem-32331	73	8	nodes	node	NOUN
fbem-32331	73	9	and	and	CCONJ
fbem-32331	73	10	edges	edge	NOUN
fbem-32331	73	11	change	change	NOUN
fbem-32331	73	12	over	over	ADP
fbem-32331	73	13	time	time	NOUN
fbem-32331	73	14	,	,	PUNCT
fbem-32331	73	15	requiring	require	VERB
fbem-32331	73	16	message	message	NOUN
fbem-32331	73	17	passing	pass	VERB
fbem-32331	73	18	to	to	PART
fbem-32331	73	19	be	be	AUX
fbem-32331	73	20	temporally	temporally	ADV
fbem-32331	73	21	adaptable	adaptable	ADJ
fbem-32331	73	22	.	.	PUNCT
fbem-32331	74	1	tgn	tgn	NOUN
fbem-32331	74	2	introduces	introduce	VERB
fbem-32331	74	3	a	a	DET
fbem-32331	74	4	memory	memory	NOUN
fbem-32331	74	5	module	module	NOUN
fbem-32331	74	6	to	to	PART
fbem-32331	74	7	store	store	VERB
fbem-32331	74	8	historical	historical	ADJ
fbem-32331	74	9	messages	message	NOUN
fbem-32331	74	10	,	,	PUNCT
fbem-32331	74	11	designs	design	VERB
fbem-32331	74	12	time	time	NOUN
fbem-32331	74	13	-	-	PUNCT
fbem-32331	74	14	aware	aware	ADJ
fbem-32331	74	15	attention	attention	NOUN
fbem-32331	74	16	weights	weight	NOUN
fbem-32331	74	17	,	,	PUNCT
fbem-32331	74	18	and	and	CCONJ
fbem-32331	74	19	incorporates	incorporate	VERB
fbem-32331	74	20	timestamp	timestamp	NOUN
fbem-32331	74	21	features	feature	NOUN
fbem-32331	74	22	into	into	ADP
fbem-32331	74	23	message	message	NOUN
fbem-32331	74	24	updates	update	NOUN
fbem-32331	74	25	to	to	PART
fbem-32331	74	26	effectively	effectively	ADV
fbem-32331	74	27	capture	capture	VERB
fbem-32331	74	28	short	short	ADJ
fbem-32331	74	29	-	-	PUNCT
fbem-32331	74	30	term	term	NOUN
fbem-32331	74	31	fluctuations	fluctuation	NOUN
fbem-32331	74	32	in	in	ADP
fbem-32331	74	33	traffic	traffic	NOUN
fbem-32331	74	34	flow	flow	NOUN
fbem-32331	74	35	prediction	prediction	NOUN
fbem-32331	74	36	.	.	PUNCT
fbem-32331	75	1	ggnn	ggnn	PROPN
fbem-32331	75	2	uses	use	VERB
fbem-32331	75	3	gru	gru	NOUN
fbem-32331	75	4	gated	gate	VERB
fbem-32331	75	5	units	unit	NOUN
fbem-32331	75	6	to	to	PART
fbem-32331	75	7	control	control	VERB
fbem-32331	75	8	the	the	DET
fbem-32331	75	9	retention	retention	NOUN
fbem-32331	75	10	and	and	CCONJ
fbem-32331	75	11	discarding	discard	VERB
fbem-32331	75	12	of	of	ADP
fbem-32331	75	13	temporal	temporal	ADJ
fbem-32331	75	14	messages	message	NOUN
fbem-32331	76	1	[	[	X
fbem-32331	76	2	3	3	NUM
fbem-32331	76	3	]	]	PUNCT
fbem-32331	76	4	.	.	PUNCT
fbem-32331	77	1	in	in	ADP
fbem-32331	77	2	video	video	NOUN
fbem-32331	77	3	scene	scene	NOUN
fbem-32331	77	4	graph	graph	NOUN
fbem-32331	77	5	generation	generation	NOUN
fbem-32331	77	6	,	,	PUNCT
fbem-32331	77	7	it	it	PRON
fbem-32331	77	8	successfully	successfully	ADV
fbem-32331	77	9	models	model	VERB
fbem-32331	77	10	the	the	DET
fbem-32331	77	11	dynamic	dynamic	ADJ
fbem-32331	77	12	changes	change	NOUN
fbem-32331	77	13	in	in	ADP
fbem-32331	77	14	the	the	DET
fbem-32331	77	15	interactive	interactive	ADJ
fbem-32331	77	16	relationships	relationship	NOUN
fbem-32331	77	17	between	between	ADP
fbem-32331	77	18	objects	object	NOUN
fbem-32331	77	19	.	.	PUNCT
fbem-32331	78	1	ultra	ultra	ADJ
fbem-32331	78	2	-	-	ADJ
fbem-32331	78	3	large	large	ADJ
fbem-32331	78	4	-	-	PUNCT
fbem-32331	78	5	scale	scale	NOUN
fbem-32331	78	6	graphs	graph	NOUN
fbem-32331	78	7	face	face	VERB
fbem-32331	78	8	the	the	DET
fbem-32331	78	9	dual	dual	ADJ
fbem-32331	78	10	pressures	pressure	NOUN
fbem-32331	78	11	of	of	ADP
fbem-32331	78	12	computational	computational	ADJ
fbem-32331	78	13	complexity	complexity	NOUN
fbem-32331	78	14	and	and	CCONJ
fbem-32331	78	15	video	video	NOUN
fbem-32331	78	16	memory	memory	NOUN
fbem-32331	78	17	usage	usage	NOUN
fbem-32331	78	18	,	,	PUNCT
fbem-32331	78	19	and	and	CCONJ
fbem-32331	78	20	conventional	conventional	ADJ
fbem-32331	78	21	full	full	ADJ
fbem-32331	78	22	-	-	PUNCT
fbem-32331	78	23	graph	graph	NOUN
fbem-32331	78	24	aggregation	aggregation	NOUN
fbem-32331	78	25	is	be	AUX
fbem-32331	78	26	inefficient	inefficient	ADJ
fbem-32331	78	27	.	.	PUNCT
fbem-32331	79	1	graphsage	graphsage	NOUN
fbem-32331	79	2	proposed	propose	VERB
fbem-32331	79	3	an	an	DET
fbem-32331	79	4	inductive	inductive	ADJ
fbem-32331	79	5	learning	learning	NOUN
fbem-32331	79	6	framework	framework	NOUN
fbem-32331	79	7	that	that	PRON
fbem-32331	79	8	reduces	reduce	VERB
fbem-32331	79	9	complexity	complexity	NOUN
fbem-32331	79	10	from	from	ADP
fbem-32331	79	11	o(n	o(n	NOUN
fbem-32331	79	12	)	)	PUNCT
fbem-32331	79	13	to	to	ADP
fbem-32331	79	14	o(k	o(k	PROPN
fbem-32331	79	15	)	)	PUNCT
fbem-32331	79	16	(	(	PUNCT
fbem-32331	79	17	k	k	X
fbem-32331	79	18	is	be	AUX
fbem-32331	79	19	the	the	DET
fbem-32331	79	20	sampling	sample	VERB
fbem-32331	79	21	size	size	NOUN
fbem-32331	79	22	)	)	PUNCT
fbem-32331	79	23	by	by	ADP
fbem-32331	79	24	randomly	randomly	ADV
fbem-32331	79	25	sampling	sample	VERB
fbem-32331	79	26	a	a	DET
fbem-32331	79	27	fixed	fix	VERB
fbem-32331	79	28	66	66	NUM
fbem-32331	79	29	number	number	NOUN
fbem-32331	79	30	of	of	ADP
fbem-32331	79	31	neighbors	neighbor	NOUN
fbem-32331	79	32	instead	instead	ADV
fbem-32331	79	33	of	of	ADP
fbem-32331	79	34	full	full	ADJ
fbem-32331	79	35	aggregation	aggregation	NOUN
fbem-32331	79	36	.	.	PUNCT
fbem-32331	80	1	this	this	DET
fbem-32331	80	2	framework	framework	NOUN
fbem-32331	80	3	has	have	AUX
fbem-32331	80	4	been	be	AUX
fbem-32331	80	5	applied	apply	VERB
fbem-32331	80	6	to	to	ADP
fbem-32331	80	7	user	user	NOUN
fbem-32331	80	8	embedding	embed	VERB
fbem-32331	80	9	learning	learn	VERB
fbem-32331	80	10	in	in	ADP
fbem-32331	80	11	large	large	ADJ
fbem-32331	80	12	-	-	PUNCT
fbem-32331	80	13	scale	scale	NOUN
fbem-32331	80	14	recommendation	recommendation	NOUN
fbem-32331	80	15	systems	system	NOUN
fbem-32331	80	16	.	.	PUNCT
fbem-32331	81	1	pinsage	pinsage	NOUN
fbem-32331	81	2	has	have	AUX
fbem-32331	81	3	been	be	AUX
fbem-32331	81	4	further	far	ADV
fbem-32331	81	5	optimized	optimize	VERB
fbem-32331	81	6	,	,	PUNCT
fbem-32331	81	7	using	use	VERB
fbem-32331	81	8	importance	importance	NOUN
fbem-32331	81	9	sampling	sample	VERB
fbem-32331	81	10	to	to	PART
fbem-32331	81	11	select	select	VERB
fbem-32331	81	12	highly	highly	ADV
fbem-32331	81	13	influential	influential	ADJ
fbem-32331	81	14	neighbors	neighbor	NOUN
fbem-32331	81	15	and	and	CCONJ
fbem-32331	81	16	combining	combine	VERB
fbem-32331	81	17	graph	graph	NOUN
fbem-32331	81	18	partitioning	partition	VERB
fbem-32331	81	19	technology	technology	NOUN
fbem-32331	81	20	to	to	PART
fbem-32331	81	21	achieve	achieve	VERB
fbem-32331	81	22	distributed	distributed	ADJ
fbem-32331	81	23	training	training	NOUN
fbem-32331	81	24	,	,	PUNCT
fbem-32331	81	25	supporting	support	VERB
fbem-32331	81	26	pinterest	pinterest	NOUN
fbem-32331	81	27	's	's	PART
fbem-32331	81	28	recommendation	recommendation	NOUN
fbem-32331	81	29	of	of	ADP
fbem-32331	81	30	hundreds	hundred	NOUN
fbem-32331	81	31	of	of	ADP
fbem-32331	81	32	millions	million	NOUN
fbem-32331	81	33	of	of	ADP
fbem-32331	81	34	items	item	NOUN
fbem-32331	81	35	.	.	PUNCT
fbem-32331	82	1	in	in	ADP
fbem-32331	82	2	high	high	ADV
fbem-32331	82	3	-	-	PUNCT
fbem-32331	82	4	dimensional	dimensional	ADJ
fbem-32331	82	5	,	,	PUNCT
fbem-32331	82	6	sparsely	sparsely	ADV
fbem-32331	82	7	structured	structured	ADJ
fbem-32331	82	8	data	datum	NOUN
fbem-32331	82	9	,	,	PUNCT
fbem-32331	82	10	message	message	NOUN
fbem-32331	82	11	passing	passing	NOUN
fbem-32331	82	12	is	be	AUX
fbem-32331	82	13	prone	prone	ADJ
fbem-32331	82	14	to	to	ADP
fbem-32331	82	15	losing	lose	VERB
fbem-32331	82	16	feature	feature	NOUN
fbem-32331	82	17	information	information	NOUN
fbem-32331	82	18	due	due	ADP
fbem-32331	82	19	to	to	ADP
fbem-32331	82	20	"	"	PUNCT
fbem-32331	82	21	overcompression	overcompression	NOUN
fbem-32331	82	22	.	.	PUNCT
fbem-32331	82	23	"	"	PUNCT
fbem-32331	83	1	d	d	X
fbem-32331	83	2	-	-	PUNCT
fbem-32331	83	3	mpnn	mpnn	NOUN
fbem-32331	83	4	,	,	PUNCT
fbem-32331	83	5	a	a	DET
fbem-32331	83	6	molecular	molecular	ADJ
fbem-32331	83	7	prediction	prediction	NOUN
fbem-32331	83	8	framework	framework	NOUN
fbem-32331	83	9	,	,	PUNCT
fbem-32331	83	10	uses	use	VERB
fbem-32331	83	11	bilinear	bilinear	NOUN
fbem-32331	83	12	transformations	transformation	NOUN
fbem-32331	83	13	to	to	PART
fbem-32331	83	14	expand	expand	VERB
fbem-32331	83	15	the	the	DET
fbem-32331	83	16	message	message	NOUN
fbem-32331	83	17	dimension	dimension	NOUN
fbem-32331	83	18	and	and	CCONJ
fbem-32331	83	19	design	design	VERB
fbem-32331	83	20	separate	separate	ADJ
fbem-32331	83	21	message	message	NOUN
fbem-32331	83	22	generation	generation	NOUN
fbem-32331	83	23	and	and	CCONJ
fbem-32331	83	24	update	update	NOUN
fbem-32331	83	25	networks	network	NOUN
fbem-32331	83	26	.	.	PUNCT
fbem-32331	84	1	in	in	ADP
fbem-32331	84	2	qm9	qm9	PROPN
fbem-32331	84	3	molecular	molecular	ADJ
fbem-32331	84	4	property	property	NOUN
fbem-32331	84	5	prediction	prediction	NOUN
fbem-32331	84	6	,	,	PUNCT
fbem-32331	84	7	it	it	PRON
fbem-32331	84	8	reduces	reduce	VERB
fbem-32331	84	9	the	the	DET
fbem-32331	84	10	prediction	prediction	NOUN
fbem-32331	84	11	error	error	NOUN
fbem-32331	84	12	of	of	ADP
fbem-32331	84	13	fine	fine	ADV
fbem-32331	84	14	-	-	PUNCT
fbem-32331	84	15	grained	grain	VERB
fbem-32331	84	16	properties	property	NOUN
fbem-32331	84	17	such	such	ADJ
fbem-32331	84	18	as	as	ADP
fbem-32331	84	19	atomic	atomic	ADJ
fbem-32331	84	20	energy	energy	NOUN
fbem-32331	84	21	by	by	ADP
fbem-32331	84	22	12	12	NUM
fbem-32331	84	23	%	%	NOUN
fbem-32331	84	24	compared	compare	VERB
fbem-32331	84	25	to	to	ADP
fbem-32331	84	26	traditional	traditional	ADJ
fbem-32331	84	27	mpnns	mpnn	NOUN
fbem-32331	84	28	.	.	PUNCT
fbem-32331	85	1	deepfri	deepfri	PROPN
fbem-32331	85	2	,	,	PUNCT
fbem-32331	85	3	a	a	DET
fbem-32331	85	4	protein	protein	NOUN
fbem-32331	85	5	function	function	NOUN
fbem-32331	85	6	prediction	prediction	NOUN
fbem-32331	85	7	model	model	NOUN
fbem-32331	85	8	,	,	PUNCT
fbem-32331	85	9	integrates	integrate	NOUN
fbem-32331	85	10	evolutionary	evolutionary	ADJ
fbem-32331	85	11	and	and	CCONJ
fbem-32331	85	12	structural	structural	ADJ
fbem-32331	85	13	information	information	NOUN
fbem-32331	85	14	,	,	PUNCT
fbem-32331	85	15	implements	implement	VERB
fbem-32331	85	16	message	message	NOUN
fbem-32331	85	17	passing	pass	VERB
fbem-32331	85	18	through	through	ADP
fbem-32331	85	19	multi	multi	ADJ
fbem-32331	85	20	-	-	ADJ
fbem-32331	85	21	layer	layer	ADJ
fbem-32331	85	22	convolutions	convolution	NOUN
fbem-32331	85	23	,	,	PUNCT
fbem-32331	85	24	and	and	CCONJ
fbem-32331	85	25	then	then	ADV
fbem-32331	85	26	aggregates	aggregate	VERB
fbem-32331	85	27	multi	multi	ADJ
fbem-32331	85	28	-	-	ADJ
fbem-32331	85	29	scale	scale	ADJ
fbem-32331	85	30	features	feature	NOUN
fbem-32331	85	31	through	through	ADP
fbem-32331	85	32	attention	attention	NOUN
fbem-32331	85	33	-	-	PUNCT
fbem-32331	85	34	weighted	weight	VERB
fbem-32331	85	35	aggregation	aggregation	NOUN
fbem-32331	85	36	.	.	PUNCT
fbem-32331	86	1	the	the	DET
fbem-32331	86	2	model	model	NOUN
fbem-32331	86	3	achieves	achieve	VERB
fbem-32331	86	4	an	an	DET
fbem-32331	86	5	f1	f1	ADJ
fbem-32331	86	6	score	score	NOUN
fbem-32331	86	7	of	of	ADP
fbem-32331	86	8	87	87	NUM
fbem-32331	86	9	%	%	NOUN
fbem-32331	86	10	for	for	ADP
fbem-32331	86	11	enzyme	enzyme	NOUN
fbem-32331	86	12	function	function	NOUN
fbem-32331	86	13	prediction	prediction	NOUN
fbem-32331	86	14	,	,	PUNCT
fbem-32331	86	15	far	far	ADV
fbem-32331	86	16	exceeding	exceed	VERB
fbem-32331	86	17	traditional	traditional	ADJ
fbem-32331	86	18	sequence	sequence	NOUN
fbem-32331	86	19	alignment	alignment	NOUN
fbem-32331	86	20	methods	method	NOUN
fbem-32331	86	21	.	.	PUNCT
fbem-32331	87	1	5	5	X
fbem-32331	87	2	.	.	NOUN
fbem-32331	87	3	empirical	empirical	ADJ
fbem-32331	87	4	application	application	NOUN
fbem-32331	87	5	of	of	ADP
fbem-32331	87	6	the	the	DET
fbem-32331	87	7	message	message	NOUN
fbem-32331	87	8	passing	pass	VERB
fbem-32331	87	9	mechanism	mechanism	NOUN
fbem-32331	87	10	in	in	ADP
fbem-32331	87	11	structured	structured	ADJ
fbem-32331	87	12	data	datum	NOUN
fbem-32331	87	13	the	the	DET
fbem-32331	87	14	application	application	NOUN
fbem-32331	87	15	value	value	NOUN
fbem-32331	87	16	of	of	ADP
fbem-32331	87	17	the	the	DET
fbem-32331	87	18	message	message	NOUN
fbem-32331	87	19	passing	passing	NOUN
fbem-32331	87	20	mechanism	mechanism	NOUN
fbem-32331	87	21	lies	lie	VERB
fbem-32331	87	22	in	in	ADP
fbem-32331	87	23	its	its	PRON
fbem-32331	87	24	ability	ability	NOUN
fbem-32331	87	25	to	to	PART
fbem-32331	87	26	model	model	VERB
fbem-32331	87	27	complex	complex	ADJ
fbem-32331	87	28	relationships	relationship	NOUN
fbem-32331	87	29	and	and	CCONJ
fbem-32331	87	30	its	its	PRON
fbem-32331	87	31	adaptability	adaptability	NOUN
fbem-32331	87	32	across	across	ADP
fbem-32331	87	33	scenarios	scenario	NOUN
fbem-32331	87	34	.	.	PUNCT
fbem-32331	88	1	it	it	PRON
fbem-32331	88	2	has	have	AUX
fbem-32331	88	3	been	be	AUX
fbem-32331	88	4	implemented	implement	VERB
fbem-32331	88	5	in	in	ADP
fbem-32331	88	6	fields	field	NOUN
fbem-32331	88	7	such	such	ADJ
fbem-32331	88	8	as	as	ADP
fbem-32331	88	9	bioinformatics	bioinformatics	NOUN
fbem-32331	88	10	,	,	PUNCT
fbem-32331	88	11	financial	financial	ADJ
fbem-32331	88	12	risk	risk	NOUN
fbem-32331	88	13	control	control	NOUN
fbem-32331	88	14	,	,	PUNCT
fbem-32331	88	15	and	and	CCONJ
fbem-32331	88	16	retail	retail	ADJ
fbem-32331	88	17	supply	supply	NOUN
fbem-32331	88	18	chain	chain	NOUN
fbem-32331	88	19	.	.	PUNCT
fbem-32331	89	1	the	the	DET
fbem-32331	89	2	following	follow	VERB
fbem-32331	89	3	analysis	analysis	NOUN
fbem-32331	89	4	uses	use	VERB
fbem-32331	89	5	real	real	ADJ
fbem-32331	89	6	-	-	PUNCT
fbem-32331	89	7	world	world	NOUN
fbem-32331	89	8	examples	example	NOUN
fbem-32331	89	9	to	to	PART
fbem-32331	89	10	analyze	analyze	VERB
fbem-32331	89	11	its	its	PRON
fbem-32331	89	12	practical	practical	ADJ
fbem-32331	89	13	logic	logic	NOUN
fbem-32331	89	14	and	and	CCONJ
fbem-32331	89	15	effectiveness	effectiveness	NOUN
fbem-32331	89	16	.	.	PUNCT
fbem-32331	90	1	in	in	ADP
fbem-32331	90	2	bioinformatics	bioinformatics	NOUN
fbem-32331	90	3	,	,	PUNCT
fbem-32331	90	4	structural	structural	ADJ
fbem-32331	90	5	modeling	modeling	NOUN
fbem-32331	90	6	of	of	ADP
fbem-32331	90	7	molecules	molecule	NOUN
fbem-32331	90	8	and	and	CCONJ
fbem-32331	90	9	proteins	protein	NOUN
fbem-32331	90	10	is	be	AUX
fbem-32331	90	11	a	a	DET
fbem-32331	90	12	core	core	NOUN
fbem-32331	90	13	challenge	challenge	NOUN
fbem-32331	90	14	,	,	PUNCT
fbem-32331	90	15	and	and	CCONJ
fbem-32331	90	16	the	the	DET
fbem-32331	90	17	message	message	NOUN
fbem-32331	90	18	passing	pass	VERB
fbem-32331	90	19	mechanism	mechanism	NOUN
fbem-32331	90	20	provides	provide	VERB
fbem-32331	90	21	a	a	DET
fbem-32331	90	22	breakthrough	breakthrough	NOUN
fbem-32331	90	23	solution	solution	NOUN
fbem-32331	90	24	.	.	PUNCT
fbem-32331	91	1	molecules	molecule	NOUN
fbem-32331	91	2	can	can	AUX
fbem-32331	91	3	be	be	AUX
fbem-32331	91	4	modeled	model	VERB
fbem-32331	91	5	as	as	ADP
fbem-32331	91	6	"	"	PUNCT
fbem-32331	91	7	atom	atom	NOUN
fbem-32331	91	8	-	-	PUNCT
fbem-32331	91	9	chemical	chemical	NOUN
fbem-32331	91	10	bond	bond	NOUN
fbem-32331	91	11	"	"	PUNCT
fbem-32331	91	12	graphs	graph	NOUN
fbem-32331	91	13	[	[	X
fbem-32331	91	14	4	4	NUM
fbem-32331	91	15	]	]	PUNCT
fbem-32331	91	16	.	.	PUNCT
fbem-32331	92	1	mpnn	mpnn	PROPN
fbem-32331	92	2	accurately	accurately	ADV
fbem-32331	92	3	predicts	predict	VERB
fbem-32331	92	4	13	13	NUM
fbem-32331	92	5	physicochemical	physicochemical	ADJ
fbem-32331	92	6	properties	property	NOUN
fbem-32331	92	7	on	on	ADP
fbem-32331	92	8	the	the	DET
fbem-32331	92	9	qm9	qm9	PROPN
fbem-32331	92	10	dataset	dataset	NOUN
fbem-32331	92	11	,	,	PUNCT
fbem-32331	92	12	with	with	ADP
fbem-32331	92	13	a	a	DET
fbem-32331	92	14	prediction	prediction	NOUN
fbem-32331	92	15	error	error	NOUN
fbem-32331	92	16	of	of	ADP
fbem-32331	92	17	less	less	ADJ
fbem-32331	92	18	than	than	ADP
fbem-32331	92	19	0.1	0.1	NUM
fbem-32331	92	20	ev	ev	INTJ
fbem-32331	92	21	for	for	ADP
fbem-32331	92	22	the	the	DET
fbem-32331	92	23	homolumo	homolumo	ADJ
fbem-32331	92	24	energy	energy	NOUN
fbem-32331	92	25	gap	gap	NOUN
fbem-32331	92	26	,	,	PUNCT
fbem-32331	92	27	making	make	VERB
fbem-32331	92	28	it	it	PRON
fbem-32331	92	29	a	a	DET
fbem-32331	92	30	tool	tool	NOUN
fbem-32331	92	31	for	for	ADP
fbem-32331	92	32	virtual	virtual	ADJ
fbem-32331	92	33	screening	screening	NOUN
fbem-32331	92	34	of	of	ADP
fbem-32331	92	35	drug	drug	NOUN
fbem-32331	92	36	molecules	molecule	NOUN
fbem-32331	92	37	.	.	PUNCT
fbem-32331	93	1	for	for	ADP
fbem-32331	93	2	protein	protein	NOUN
fbem-32331	93	3	function	function	NOUN
fbem-32331	93	4	prediction	prediction	NOUN
fbem-32331	93	5	,	,	PUNCT
fbem-32331	93	6	deepfri	deepfri	PROPN
fbem-32331	93	7	uses	use	VERB
fbem-32331	93	8	a	a	DET
fbem-32331	93	9	gcn	gcn	ADJ
fbem-32331	93	10	architecture	architecture	NOUN
fbem-32331	93	11	to	to	PART
fbem-32331	93	12	convert	convert	VERB
fbem-32331	93	13	protein	protein	NOUN
fbem-32331	93	14	three	three	NUM
fbem-32331	93	15	-	-	PUNCT
fbem-32331	93	16	dimensional	dimensional	ADJ
fbem-32331	93	17	structures	structure	NOUN
fbem-32331	93	18	into	into	ADP
fbem-32331	93	19	graphs	graph	NOUN
fbem-32331	93	20	,	,	PUNCT
fbem-32331	93	21	aggregating	aggregate	VERB
fbem-32331	93	22	spatial	spatial	ADJ
fbem-32331	93	23	information	information	NOUN
fbem-32331	93	24	about	about	ADP
fbem-32331	93	25	amino	amino	NOUN
fbem-32331	93	26	acid	acid	NOUN
fbem-32331	93	27	residues	residue	NOUN
fbem-32331	93	28	.	.	PUNCT
fbem-32331	94	1	this	this	PRON
fbem-32331	94	2	allows	allow	VERB
fbem-32331	94	3	for	for	ADP
fbem-32331	94	4	inferring	infer	VERB
fbem-32331	94	5	function	function	NOUN
fbem-32331	94	6	before	before	ADP
fbem-32331	94	7	dna	dna	NOUN
fbem-32331	94	8	sequencing	sequence	VERB
fbem-32331	94	9	,	,	PUNCT
fbem-32331	94	10	facilitating	facilitate	VERB
fbem-32331	94	11	the	the	DET
fbem-32331	94	12	detection	detection	NOUN
fbem-32331	94	13	of	of	ADP
fbem-32331	94	14	unknown	unknown	ADJ
fbem-32331	94	15	pathogens	pathogen	NOUN
fbem-32331	94	16	.	.	PUNCT
fbem-32331	95	1	compared	compare	VERB
fbem-32331	95	2	to	to	ADP
fbem-32331	95	3	traditional	traditional	ADJ
fbem-32331	95	4	blast	blast	NOUN
fbem-32331	95	5	methods	method	NOUN
fbem-32331	95	6	,	,	PUNCT
fbem-32331	95	7	its	its	PRON
fbem-32331	95	8	prediction	prediction	NOUN
fbem-32331	95	9	recall	recall	NOUN
fbem-32331	95	10	rate	rate	NOUN
fbem-32331	95	11	is	be	AUX
fbem-32331	95	12	35	35	NUM
fbem-32331	95	13	%	%	NOUN
fbem-32331	95	14	higher	high	ADJ
fbem-32331	95	15	and	and	CCONJ
fbem-32331	95	16	has	have	AUX
fbem-32331	95	17	been	be	AUX
fbem-32331	95	18	used	use	VERB
fbem-32331	95	19	for	for	ADP
fbem-32331	95	20	functional	functional	ADJ
fbem-32331	95	21	annotation	annotation	NOUN
fbem-32331	95	22	of	of	ADP
fbem-32331	95	23	the	the	DET
fbem-32331	95	24	human	human	ADJ
fbem-32331	95	25	proteome	proteome	PROPN
fbem-32331	95	26	.	.	PUNCT
fbem-32331	96	1	financial	financial	ADJ
fbem-32331	96	2	risk	risk	NOUN
fbem-32331	96	3	control	control	NOUN
fbem-32331	96	4	transaction	transaction	NOUN
fbem-32331	96	5	networks	network	NOUN
fbem-32331	96	6	are	be	AUX
fbem-32331	96	7	heterogeneous	heterogeneous	ADJ
fbem-32331	96	8	structured	structured	ADJ
fbem-32331	96	9	data	datum	NOUN
fbem-32331	96	10	,	,	PUNCT
fbem-32331	96	11	and	and	CCONJ
fbem-32331	96	12	the	the	DET
fbem-32331	96	13	message	message	NOUN
fbem-32331	96	14	passing	pass	VERB
fbem-32331	96	15	mechanism	mechanism	NOUN
fbem-32331	96	16	can	can	AUX
fbem-32331	96	17	mine	mine	VERB
fbem-32331	96	18	hidden	hidden	ADJ
fbem-32331	96	19	associations	association	NOUN
fbem-32331	96	20	.	.	PUNCT
fbem-32331	97	1	traditional	traditional	ADJ
fbem-32331	97	2	methods	method	NOUN
fbem-32331	97	3	focus	focus	VERB
fbem-32331	97	4	on	on	ADP
fbem-32331	97	5	single	single	ADJ
fbem-32331	97	6	transactions	transaction	NOUN
fbem-32331	97	7	and	and	CCONJ
fbem-32331	97	8	ignore	ignore	VERB
fbem-32331	97	9	inter	inter	ADJ
fbem-32331	97	10	-	-	ADJ
fbem-32331	97	11	account	account	ADJ
fbem-32331	97	12	connections	connection	NOUN
fbem-32331	97	13	.	.	PUNCT
fbem-32331	98	1	the	the	DET
fbem-32331	98	2	gat	gat	PROPN
fbem-32331	98	3	model	model	NOUN
fbem-32331	98	4	,	,	PUNCT
fbem-32331	98	5	however	however	ADV
fbem-32331	98	6	,	,	PUNCT
fbem-32331	98	7	constructs	construct	VERB
fbem-32331	98	8	an	an	DET
fbem-32331	98	9	account	account	NOUN
fbem-32331	98	10	-	-	PUNCT
fbem-32331	98	11	transaction	transaction	NOUN
fbem-32331	98	12	graph	graph	NOUN
fbem-32331	98	13	and	and	CCONJ
fbem-32331	98	14	uses	use	VERB
fbem-32331	98	15	attention	attention	NOUN
fbem-32331	98	16	to	to	PART
fbem-32331	98	17	aggregate	aggregate	VERB
fbem-32331	98	18	multi	multi	ADJ
fbem-32331	98	19	-	-	ADJ
fbem-32331	98	20	hop	hop	ADJ
fbem-32331	98	21	features	feature	NOUN
fbem-32331	98	22	to	to	PART
fbem-32331	98	23	identify	identify	VERB
fbem-32331	98	24	money	money	NOUN
fbem-32331	98	25	laundering	laundering	NOUN
fbem-32331	98	26	networks	network	NOUN
fbem-32331	98	27	.	.	PUNCT
fbem-32331	99	1	after	after	ADP
fbem-32331	99	2	deployment	deployment	NOUN
fbem-32331	99	3	at	at	ADP
fbem-32331	99	4	a	a	DET
fbem-32331	99	5	state	state	NOUN
fbem-32331	99	6	-	-	PUNCT
fbem-32331	99	7	owned	own	VERB
fbem-32331	99	8	bank	bank	NOUN
fbem-32331	99	9	,	,	PUNCT
fbem-32331	99	10	the	the	DET
fbem-32331	99	11	false	false	ADJ
fbem-32331	99	12	positive	positive	ADJ
fbem-32331	99	13	rate	rate	NOUN
fbem-32331	99	14	for	for	ADP
fbem-32331	99	15	suspicious	suspicious	ADJ
fbem-32331	99	16	transactions	transaction	NOUN
fbem-32331	99	17	dropped	drop	VERB
fbem-32331	99	18	from	from	ADP
fbem-32331	99	19	18	18	NUM
fbem-32331	99	20	%	%	NOUN
fbem-32331	99	21	to	to	ADP
fbem-32331	99	22	5.2	5.2	NUM
fbem-32331	99	23	%	%	NOUN
fbem-32331	99	24	,	,	PUNCT
fbem-32331	99	25	and	and	CCONJ
fbem-32331	99	26	the	the	DET
fbem-32331	99	27	bank	bank	NOUN
fbem-32331	99	28	identified	identify	VERB
fbem-32331	99	29	three	three	NUM
fbem-32331	99	30	money	money	NOUN
fbem-32331	99	31	laundering	laundering	NOUN
fbem-32331	99	32	rings	ring	NOUN
fbem-32331	99	33	with	with	ADP
fbem-32331	99	34	hundreds	hundred	NOUN
fbem-32331	99	35	of	of	ADP
fbem-32331	99	36	accounts	account	NOUN
fbem-32331	99	37	.	.	PUNCT
fbem-32331	100	1	in	in	ADP
fbem-32331	100	2	credit	credit	NOUN
fbem-32331	100	3	assessment	assessment	NOUN
fbem-32331	100	4	,	,	PUNCT
fbem-32331	100	5	the	the	DET
fbem-32331	100	6	rgcn	rgcn	PROPN
fbem-32331	100	7	model	model	NOUN
fbem-32331	100	8	,	,	PUNCT
fbem-32331	100	9	which	which	PRON
fbem-32331	100	10	models	model	VERB
fbem-32331	100	11	a	a	DET
fbem-32331	100	12	ternary	ternary	ADJ
fbem-32331	100	13	network	network	NOUN
fbem-32331	100	14	of	of	ADP
fbem-32331	100	15	"	"	PUNCT
fbem-32331	100	16	enterprise	enterprise	NOUN
fbem-32331	100	17	-	-	PUNCT
fbem-32331	100	18	guarantee	guarantee	NOUN
fbem-32331	100	19	-	-	PUNCT
fbem-32331	100	20	bank	bank	NOUN
fbem-32331	100	21	,	,	PUNCT
fbem-32331	100	22	"	"	PUNCT
fbem-32331	100	23	improved	improve	VERB
fbem-32331	100	24	the	the	DET
fbem-32331	100	25	accuracy	accuracy	NOUN
fbem-32331	100	26	of	of	ADP
fbem-32331	100	27	default	default	NOUN
fbem-32331	100	28	prediction	prediction	NOUN
fbem-32331	100	29	for	for	ADP
fbem-32331	100	30	small	small	ADJ
fbem-32331	100	31	and	and	CCONJ
fbem-32331	100	32	medium	medium	ADJ
fbem-32331	100	33	-	-	PUNCT
fbem-32331	100	34	sized	sized	ADJ
fbem-32331	100	35	enterprises	enterprise	NOUN
fbem-32331	100	36	by	by	ADP
fbem-32331	100	37	21	21	NUM
fbem-32331	100	38	%	%	NOUN
fbem-32331	100	39	and	and	CCONJ
fbem-32331	100	40	reduced	reduce	VERB
fbem-32331	100	41	bad	bad	ADJ
fbem-32331	100	42	debt	debt	NOUN
fbem-32331	100	43	rates	rate	NOUN
fbem-32331	100	44	.	.	PUNCT
fbem-32331	101	1	in	in	ADP
fbem-32331	101	2	the	the	DET
fbem-32331	101	3	retail	retail	ADJ
fbem-32331	101	4	supply	supply	NOUN
fbem-32331	101	5	chain	chain	NOUN
fbem-32331	101	6	,	,	PUNCT
fbem-32331	101	7	product	product	NOUN
fbem-32331	101	8	association	association	NOUN
fbem-32331	101	9	networks	network	NOUN
fbem-32331	101	10	are	be	AUX
fbem-32331	101	11	crucial	crucial	ADJ
fbem-32331	101	12	,	,	PUNCT
fbem-32331	101	13	and	and	CCONJ
fbem-32331	101	14	message	message	NOUN
fbem-32331	101	15	passing	pass	VERB
fbem-32331	101	16	mechanisms	mechanism	NOUN
fbem-32331	101	17	optimize	optimize	VERB
fbem-32331	101	18	inventory	inventory	NOUN
fbem-32331	101	19	and	and	CCONJ
fbem-32331	101	20	recommendations	recommendation	NOUN
fbem-32331	101	21	.	.	PUNCT
fbem-32331	102	1	traditional	traditional	ADJ
fbem-32331	102	2	arima	arima	PROPN
fbem-32331	102	3	and	and	CCONJ
fbem-32331	102	4	lstm	lstm	NOUN
fbem-32331	102	5	methods	method	NOUN
fbem-32331	102	6	rely	rely	VERB
fbem-32331	102	7	solely	solely	ADV
fbem-32331	102	8	on	on	ADP
fbem-32331	102	9	individual	individual	ADJ
fbem-32331	102	10	product	product	NOUN
fbem-32331	102	11	sales	sale	NOUN
fbem-32331	102	12	,	,	PUNCT
fbem-32331	102	13	ignoring	ignore	VERB
fbem-32331	102	14	complementarity	complementarity	NOUN
fbem-32331	102	15	/	/	SYM
fbem-32331	102	16	substitution	substitution	NOUN
fbem-32331	102	17	relationships	relationship	NOUN
fbem-32331	102	18	.	.	PUNCT
fbem-32331	103	1	amazon	amazon	PROPN
fbem-32331	103	2	uses	use	VERB
fbem-32331	103	3	graphsage	graphsage	NOUN
fbem-32331	103	4	to	to	PART
fbem-32331	103	5	construct	construct	VERB
fbem-32331	103	6	a	a	DET
fbem-32331	103	7	product	product	NOUN
fbem-32331	103	8	graph	graph	NOUN
fbem-32331	103	9	and	and	CCONJ
fbem-32331	103	10	integrate	integrate	VERB
fbem-32331	103	11	sales	sale	NOUN
fbem-32331	103	12	of	of	ADP
fbem-32331	103	13	related	related	ADJ
fbem-32331	103	14	products	product	NOUN
fbem-32331	103	15	,	,	PUNCT
fbem-32331	103	16	resulting	result	VERB
fbem-32331	103	17	in	in	ADP
fbem-32331	103	18	an	an	DET
fbem-32331	103	19	18	18	NUM
fbem-32331	103	20	%	%	NOUN
fbem-32331	103	21	increase	increase	NOUN
fbem-32331	103	22	in	in	ADP
fbem-32331	103	23	fresh	fresh	ADJ
fbem-32331	103	24	produce	produce	NOUN
fbem-32331	103	25	inventory	inventory	NOUN
fbem-32331	103	26	turnover	turnover	NOUN
fbem-32331	103	27	and	and	CCONJ
fbem-32331	103	28	a	a	DET
fbem-32331	103	29	24	24	NUM
fbem-32331	103	30	%	%	NOUN
fbem-32331	103	31	reduction	reduction	NOUN
fbem-32331	103	32	in	in	ADP
fbem-32331	103	33	out	out	ADJ
fbem-32331	103	34	-	-	PUNCT
fbem-32331	103	35	ofstock	ofstock	NOUN
fbem-32331	103	36	rates	rate	NOUN
fbem-32331	103	37	.	.	PUNCT
fbem-32331	104	1	walmart	walmart	PROPN
fbem-32331	104	2	builds	build	VERB
fbem-32331	104	3	a	a	DET
fbem-32331	104	4	heterogeneous	heterogeneous	ADJ
fbem-32331	104	5	"	"	PUNCT
fbem-32331	104	6	user	user	NOUN
fbem-32331	104	7	-	-	PUNCT
fbem-32331	104	8	productcategory	productcategory	ADJ
fbem-32331	104	9	"	"	PUNCT
fbem-32331	104	10	graph	graph	NOUN
fbem-32331	104	11	and	and	CCONJ
fbem-32331	104	12	uses	use	VERB
fbem-32331	104	13	gat	gat	NOUN
fbem-32331	104	14	to	to	PART
fbem-32331	104	15	distinguish	distinguish	VERB
fbem-32331	104	16	the	the	DET
fbem-32331	104	17	importance	importance	NOUN
fbem-32331	104	18	of	of	ADP
fbem-32331	104	19	associations	association	NOUN
fbem-32331	104	20	.	.	PUNCT
fbem-32331	105	1	this	this	PRON
fbem-32331	105	2	results	result	VERB
fbem-32331	105	3	in	in	ADP
fbem-32331	105	4	a	a	DET
fbem-32331	105	5	30	30	NUM
fbem-32331	105	6	%	%	NOUN
fbem-32331	105	7	increase	increase	NOUN
fbem-32331	105	8	in	in	ADP
fbem-32331	105	9	clickthrough	clickthrough	NOUN
fbem-32331	105	10	rate	rate	NOUN
fbem-32331	105	11	for	for	ADP
fbem-32331	105	12	personalized	personalized	ADJ
fbem-32331	105	13	recommendations	recommendation	NOUN
fbem-32331	105	14	compared	compare	VERB
fbem-32331	105	15	to	to	ADP
fbem-32331	105	16	traditional	traditional	ADJ
fbem-32331	105	17	collaborative	collaborative	ADJ
fbem-32331	105	18	filtering	filtering	NOUN
fbem-32331	105	19	,	,	PUNCT
fbem-32331	105	20	achieving	achieve	VERB
fbem-32331	105	21	an	an	DET
fbem-32331	105	22	upgrade	upgrade	NOUN
fbem-32331	105	23	from	from	ADP
fbem-32331	105	24	"	"	PUNCT
fbem-32331	105	25	single	single	ADJ
fbem-32331	105	26	-	-	PUNCT
fbem-32331	105	27	point	point	NOUN
fbem-32331	105	28	prediction	prediction	NOUN
fbem-32331	105	29	"	"	PUNCT
fbem-32331	105	30	to	to	ADP
fbem-32331	105	31	"	"	PUNCT
fbem-32331	105	32	network	network	NOUN
fbem-32331	105	33	collaboration	collaboration	NOUN
fbem-32331	105	34	.	.	PUNCT
fbem-32331	105	35	"	"	PUNCT
fbem-32331	106	1	message	message	NOUN
fbem-32331	106	2	passing	pass	VERB
fbem-32331	106	3	mechanisms	mechanism	NOUN
fbem-32331	106	4	are	be	AUX
fbem-32331	106	5	also	also	ADV
fbem-32331	106	6	highly	highly	ADV
fbem-32331	106	7	effective	effective	ADJ
fbem-32331	106	8	in	in	ADP
fbem-32331	106	9	spatiotemporal	spatiotemporal	ADJ
fbem-32331	106	10	structured	structured	ADJ
fbem-32331	106	11	data	datum	NOUN
fbem-32331	106	12	such	such	ADJ
fbem-32331	106	13	as	as	ADP
fbem-32331	106	14	transportation	transportation	NOUN
fbem-32331	106	15	and	and	CCONJ
fbem-32331	106	16	social	social	ADJ
fbem-32331	106	17	networks	network	NOUN
fbem-32331	106	18	.	.	PUNCT
fbem-32331	107	1	in	in	ADP
fbem-32331	107	2	traffic	traffic	NOUN
fbem-32331	107	3	flow	flow	NOUN
fbem-32331	107	4	prediction	prediction	NOUN
fbem-32331	107	5	,	,	PUNCT
fbem-32331	107	6	st	st	PROPN
fbem-32331	107	7	-	-	PUNCT
fbem-32331	107	8	gnn	gnn	PROPN
fbem-32331	107	9	transforms	transform	VERB
fbem-32331	107	10	road	road	NOUN
fbem-32331	107	11	networks	network	NOUN
fbem-32331	107	12	into	into	ADP
fbem-32331	107	13	spatiotemporal	spatiotemporal	ADJ
fbem-32331	107	14	graphs	graph	NOUN
fbem-32331	107	15	,	,	PUNCT
fbem-32331	107	16	incorporating	incorporate	VERB
fbem-32331	107	17	time	time	NOUN
fbem-32331	107	18	-	-	PUNCT
fbem-32331	107	19	series	series	NOUN
fbem-32331	107	20	features	feature	VERB
fbem-32331	107	21	into	into	ADP
fbem-32331	107	22	message	message	NOUN
fbem-32331	107	23	passing	pass	VERB
fbem-32331	107	24	to	to	PART
fbem-32331	107	25	capture	capture	VERB
fbem-32331	107	26	traffic	traffic	NOUN
fbem-32331	107	27	flow	flow	NOUN
fbem-32331	107	28	patterns	pattern	NOUN
fbem-32331	107	29	.	.	PUNCT
fbem-32331	108	1	application	application	NOUN
fbem-32331	108	2	in	in	ADP
fbem-32331	108	3	one	one	NUM
fbem-32331	108	4	city	city	NOUN
fbem-32331	108	5	achieved	achieve	VERB
fbem-32331	108	6	an	an	DET
fbem-32331	108	7	89	89	NUM
fbem-32331	108	8	%	%	NOUN
fbem-32331	108	9	accuracy	accuracy	NOUN
fbem-32331	108	10	rate	rate	NOUN
fbem-32331	108	11	for	for	ADP
fbem-32331	108	12	morning	morning	NOUN
fbem-32331	108	13	rush	rush	NOUN
fbem-32331	108	14	hour	hour	NOUN
fbem-32331	108	15	congestion	congestion	NOUN
fbem-32331	108	16	predictions	prediction	NOUN
fbem-32331	108	17	and	and	CCONJ
fbem-32331	108	18	a	a	DET
fbem-32331	108	19	22	22	NUM
fbem-32331	108	20	%	%	NOUN
fbem-32331	108	21	improvement	improvement	NOUN
fbem-32331	108	22	in	in	ADP
fbem-32331	108	23	route	route	NOUN
fbem-32331	108	24	planning	planning	NOUN
fbem-32331	108	25	efficiency	efficiency	NOUN
fbem-32331	108	26	.	.	PUNCT
fbem-32331	109	1	in	in	ADP
fbem-32331	109	2	social	social	ADJ
fbem-32331	109	3	network	network	NOUN
fbem-32331	109	4	analysis	analysis	NOUN
fbem-32331	109	5	,	,	PUNCT
fbem-32331	109	6	gin	gin	NOUN
fbem-32331	109	7	uses	use	VERB
fbem-32331	109	8	deep	deep	ADJ
fbem-32331	109	9	message	message	NOUN
fbem-32331	109	10	passing	pass	VERB
fbem-32331	109	11	to	to	PART
fbem-32331	109	12	detect	detect	VERB
fbem-32331	109	13	communities	community	NOUN
fbem-32331	109	14	,	,	PUNCT
fbem-32331	109	15	identifying	identify	VERB
fbem-32331	109	16	hidden	hidden	ADJ
fbem-32331	109	17	interest	interest	NOUN
fbem-32331	109	18	groups	group	NOUN
fbem-32331	109	19	within	within	ADP
fbem-32331	109	20	the	the	DET
fbem-32331	109	21	facebook	facebook	NOUN
fbem-32331	109	22	social	social	ADJ
fbem-32331	109	23	graph	graph	NOUN
fbem-32331	109	24	.	.	PUNCT
fbem-32331	110	1	its	its	PRON
fbem-32331	110	2	modularity	modularity	NOUN
fbem-32331	110	3	index	index	NOUN
fbem-32331	110	4	reaches	reach	VERB
fbem-32331	110	5	0.83	0.83	NUM
fbem-32331	110	6	,	,	PUNCT
fbem-32331	110	7	providing	provide	VERB
fbem-32331	110	8	support	support	NOUN
fbem-32331	110	9	for	for	ADP
fbem-32331	110	10	precision	precision	NOUN
fbem-32331	110	11	marketing	marketing	NOUN
fbem-32331	110	12	[	[	X
fbem-32331	110	13	5	5	NUM
fbem-32331	110	14	]	]	PUNCT
fbem-32331	110	15	.	.	PUNCT
fbem-32331	111	1	6	6	NUM
fbem-32331	111	2	.	.	X
fbem-32331	111	3	existing	exist	VERB
fbem-32331	111	4	challenges	challenge	NOUN
fbem-32331	111	5	and	and	CCONJ
fbem-32331	111	6	optimization	optimization	NOUN
fbem-32331	111	7	paths	path	NOUN
fbem-32331	111	8	for	for	ADP
fbem-32331	111	9	the	the	DET
fbem-32331	111	10	message	message	NOUN
fbem-32331	111	11	passing	pass	VERB
fbem-32331	111	12	mechanism	mechanism	NOUN
fbem-32331	111	13	while	while	SCONJ
fbem-32331	111	14	the	the	DET
fbem-32331	111	15	message	message	NOUN
fbem-32331	111	16	passing	pass	VERB
fbem-32331	111	17	mechanism	mechanism	NOUN
fbem-32331	111	18	holds	hold	VERB
fbem-32331	111	19	significant	significant	ADJ
fbem-32331	111	20	potential	potential	NOUN
fbem-32331	111	21	for	for	ADP
fbem-32331	111	22	structured	structured	ADJ
fbem-32331	111	23	data	datum	NOUN
fbem-32331	111	24	processing	processing	NOUN
fbem-32331	111	25	,	,	PUNCT
fbem-32331	111	26	it	it	PRON
fbem-32331	111	27	still	still	ADV
fbem-32331	111	28	faces	face	VERB
fbem-32331	111	29	key	key	ADJ
fbem-32331	111	30	theoretical	theoretical	ADJ
fbem-32331	111	31	and	and	CCONJ
fbem-32331	111	32	engineering	engineering	NOUN
fbem-32331	111	33	challenges	challenge	NOUN
fbem-32331	111	34	when	when	SCONJ
fbem-32331	111	35	dealing	deal	VERB
fbem-32331	111	36	with	with	ADP
fbem-32331	111	37	complex	complex	ADJ
fbem-32331	111	38	,	,	PUNCT
fbem-32331	111	39	large	large	ADJ
fbem-32331	111	40	-	-	PUNCT
fbem-32331	111	41	scale	scale	NOUN
fbem-32331	111	42	,	,	PUNCT
fbem-32331	111	43	and	and	CCONJ
fbem-32331	111	44	highly	highly	ADV
fbem-32331	111	45	dynamic	dynamic	ADJ
fbem-32331	111	46	data	datum	NOUN
fbem-32331	111	47	.	.	PUNCT
fbem-32331	112	1	identifying	identify	VERB
fbem-32331	112	2	these	these	DET
fbem-32331	112	3	challenges	challenge	NOUN
fbem-32331	112	4	and	and	CCONJ
fbem-32331	112	5	exploring	explore	VERB
fbem-32331	112	6	optimization	optimization	NOUN
fbem-32331	112	7	directions	direction	NOUN
fbem-32331	112	8	are	be	AUX
fbem-32331	112	9	key	key	ADJ
fbem-32331	112	10	to	to	ADP
fbem-32331	112	11	its	its	PRON
fbem-32331	112	12	further	further	ADJ
fbem-32331	112	13	development	development	NOUN
fbem-32331	112	14	.	.	PUNCT
fbem-32331	113	1	oversmoothing	oversmoothe	VERB
fbem-32331	113	2	is	be	AUX
fbem-32331	113	3	a	a	DET
fbem-32331	113	4	core	core	ADJ
fbem-32331	113	5	theoretical	theoretical	ADJ
fbem-32331	113	6	bottleneck	bottleneck	NOUN
fbem-32331	113	7	:	:	PUNCT
fbem-32331	113	8	as	as	ADP
fbem-32331	113	9	the	the	DET
fbem-32331	113	10	number	number	NOUN
fbem-32331	113	11	of	of	ADP
fbem-32331	113	12	network	network	NOUN
fbem-32331	113	13	layers	layer	NOUN
fbem-32331	113	14	increases	increase	VERB
fbem-32331	113	15	,	,	PUNCT
fbem-32331	113	16	node	node	NOUN
fbem-32331	113	17	features	feature	NOUN
fbem-32331	113	18	gradually	gradually	ADV
fbem-32331	113	19	converge	converge	VERB
fbem-32331	113	20	and	and	CCONJ
fbem-32331	113	21	lose	lose	VERB
fbem-32331	113	22	their	their	PRON
fbem-32331	113	23	differentiation	differentiation	NOUN
fbem-32331	113	24	.	.	PUNCT
fbem-32331	114	1	the	the	DET
fbem-32331	114	2	root	root	NOUN
fbem-32331	114	3	cause	cause	NOUN
fbem-32331	114	4	is	be	AUX
fbem-32331	114	5	feature	feature	NOUN
fbem-32331	114	6	averaging	averaging	NOUN
fbem-32331	114	7	caused	cause	VERB
fbem-32331	114	8	by	by	ADP
fbem-32331	114	9	multiple	multiple	ADJ
fbem-32331	114	10	message	message	NOUN
fbem-32331	114	11	aggregations	aggregation	NOUN
fbem-32331	114	12	,	,	PUNCT
fbem-32331	114	13	which	which	PRON
fbem-32331	114	14	is	be	AUX
fbem-32331	114	15	more	more	ADV
fbem-32331	114	16	pronounced	pronounce	VERB
fbem-32331	114	17	in	in	ADP
fbem-32331	114	18	dense	dense	ADJ
fbem-32331	114	19	graphs	graph	NOUN
fbem-32331	114	20	.	.	PUNCT
fbem-32331	115	1	when	when	SCONJ
fbem-32331	115	2	the	the	DET
fbem-32331	115	3	number	number	NOUN
fbem-32331	115	4	of	of	ADP
fbem-32331	115	5	gcn	gcn	NOUN
fbem-32331	115	6	layers	layer	NOUN
fbem-32331	115	7	exceeds	exceed	VERB
fbem-32331	115	8	6	6	NUM
fbem-32331	115	9	,	,	PUNCT
fbem-32331	115	10	the	the	DET
fbem-32331	115	11	cosine	cosine	NOUN
fbem-32331	115	12	similarity	similarity	NOUN
fbem-32331	115	13	of	of	ADP
fbem-32331	115	14	node	node	ADJ
fbem-32331	115	15	embeddings	embedding	NOUN
fbem-32331	115	16	often	often	ADV
fbem-32331	115	17	exceeds	exceed	VERB
fbem-32331	115	18	0.9	0.9	NUM
fbem-32331	115	19	,	,	PUNCT
fbem-32331	115	20	resulting	result	VERB
fbem-32331	115	21	in	in	ADP
fbem-32331	115	22	a	a	DET
fbem-32331	115	23	performance	performance	NOUN
fbem-32331	115	24	drop	drop	NOUN
fbem-32331	115	25	of	of	ADP
fbem-32331	115	26	over	over	ADP
fbem-32331	115	27	40	40	NUM
fbem-32331	115	28	%	%	NOUN
fbem-32331	115	29	in	in	ADP
fbem-32331	115	30	tasks	task	NOUN
fbem-32331	115	31	such	such	ADJ
fbem-32331	115	32	as	as	ADP
fbem-32331	115	33	community	community	NOUN
fbem-32331	115	34	detection	detection	NOUN
fbem-32331	115	35	.	.	PUNCT
fbem-32331	116	1	current	current	ADJ
fbem-32331	116	2	optimizations	optimization	NOUN
fbem-32331	116	3	fall	fall	VERB
fbem-32331	116	4	into	into	ADP
fbem-32331	116	5	three	three	NUM
fbem-32331	116	6	categories	category	NOUN
fbem-32331	116	7	:	:	PUNCT
fbem-32331	116	8	gcn	gcn	NOUN
fbem-32331	116	9	-	-	PUNCT
fbem-32331	116	10	res	re	NOUN
fbem-32331	116	11	uses	use	VERB
fbem-32331	116	12	residual	residual	ADJ
fbem-32331	116	13	connections	connection	NOUN
fbem-32331	116	14	to	to	PART
fbem-32331	116	15	preserve	preserve	VERB
fbem-32331	116	16	original	original	ADJ
fbem-32331	116	17	features	feature	NOUN
fbem-32331	116	18	;	;	PUNCT
fbem-32331	116	19	jk	jk	PROPN
fbem-32331	116	20	-	-	PROPN
fbem-32331	116	21	net	net	PROPN
fbem-32331	116	22	relies	rely	VERB
fbem-32331	116	23	on	on	ADP
fbem-32331	116	24	skip	skip	ADJ
fbem-32331	116	25	connections	connection	NOUN
fbem-32331	116	26	to	to	PART
fbem-32331	116	27	adaptively	adaptively	ADV
fbem-32331	116	28	fuse	fuse	VERB
fbem-32331	116	29	features	feature	NOUN
fbem-32331	116	30	from	from	ADP
fbem-32331	116	31	different	different	ADJ
fbem-32331	116	32	layers	layer	NOUN
fbem-32331	116	33	;	;	PUNCT
fbem-32331	116	34	and	and	CCONJ
fbem-32331	116	35	dropedge	dropedge	VERB
fbem-32331	116	36	breaks	break	VERB
fbem-32331	116	37	down	down	ADP
fbem-32331	116	38	over	over	ADP
fbem-32331	116	39	-	-	PUNCT
fbem-32331	116	40	aggregation	aggregation	NOUN
fbem-32331	116	41	by	by	ADP
fbem-32331	116	42	randomly	randomly	ADV
fbem-32331	116	43	dropping	drop	VERB
fbem-32331	116	44	edges	edge	NOUN
fbem-32331	116	45	.	.	PUNCT
fbem-32331	117	1	on	on	ADP
fbem-32331	117	2	the	the	DET
fbem-32331	117	3	cora	cora	PROPN
fbem-32331	117	4	dataset	dataset	PROPN
fbem-32331	117	5	,	,	PUNCT
fbem-32331	117	6	a	a	DET
fbem-32331	117	7	10	10	NUM
fbem-32331	117	8	-	-	PUNCT
fbem-32331	117	9	layer	layer	NOUN
fbem-32331	117	10	gcn	gcn	NOUN
fbem-32331	117	11	maintains	maintain	VERB
fbem-32331	117	12	a	a	DET
fbem-32331	117	13	classification	classification	NOUN
fbem-32331	117	14	accuracy	accuracy	NOUN
fbem-32331	117	15	of	of	ADP
fbem-32331	117	16	over	over	ADP
fbem-32331	117	17	83	83	NUM
fbem-32331	117	18	%	%	NOUN
fbem-32331	117	19	,	,	PUNCT
fbem-32331	117	20	a	a	DET
fbem-32331	117	21	27	27	NUM
fbem-32331	117	22	%	%	NOUN
fbem-32331	117	23	improvement	improvement	NOUN
fbem-32331	117	24	over	over	ADP
fbem-32331	117	25	the	the	DET
fbem-32331	117	26	baseline	baseline	NOUN
fbem-32331	117	27	.	.	PUNCT
fbem-32331	118	1	scalability	scalability	NOUN
fbem-32331	118	2	for	for	ADP
fbem-32331	118	3	large	large	ADJ
fbem-32331	118	4	-	-	PUNCT
fbem-32331	118	5	scale	scale	NOUN
fbem-32331	118	6	graphs	graph	NOUN
fbem-32331	118	7	is	be	AUX
fbem-32331	118	8	an	an	DET
fbem-32331	118	9	engineering	engineering	NOUN
fbem-32331	118	10	challenge	challenge	NOUN
fbem-32331	118	11	:	:	PUNCT
fbem-32331	118	12	traditional	traditional	ADJ
fbem-32331	118	13	message	message	NOUN
fbem-32331	118	14	passing	pass	VERB
fbem-32331	118	15	requires	require	VERB
fbem-32331	118	16	traversing	traverse	VERB
fbem-32331	118	17	the	the	DET
fbem-32331	118	18	entire	entire	ADJ
fbem-32331	118	19	graph	graph	NOUN
fbem-32331	118	20	adjacency	adjacency	NOUN
fbem-32331	118	21	matrix	matrix	NOUN
fbem-32331	118	22	.	.	PUNCT
fbem-32331	119	1	a	a	DET
fbem-32331	119	2	single	single	ADJ
fbem-32331	119	3	forward	forward	ADJ
fbem-32331	119	4	computation	computation	NOUN
fbem-32331	119	5	on	on	ADP
fbem-32331	119	6	a	a	DET
fbem-32331	119	7	billion	billion	NUM
fbem-32331	119	8	-	-	PUNCT
fbem-32331	119	9	node	node	NOUN
fbem-32331	119	10	graph	graph	NOUN
fbem-32331	119	11	has	have	VERB
fbem-32331	119	12	a	a	DET
fbem-32331	119	13	complexity	complexity	NOUN
fbem-32331	119	14	of	of	ADP
fbem-32331	119	15	o(10⁸	o(10⁸	PROPN
fbem-32331	119	16	)	)	PUNCT
fbem-32331	119	17	,	,	PUNCT
fbem-32331	119	18	requiring	require	VERB
fbem-32331	119	19	over	over	ADP
fbem-32331	119	20	100	100	NUM
fbem-32331	119	21	gb	gb	NOUN
fbem-32331	119	22	of	of	ADP
fbem-32331	119	23	graphics	graphic	NOUN
fbem-32331	119	24	memory	memory	NOUN
fbem-32331	119	25	.	.	PUNCT
fbem-32331	120	1	the	the	DET
fbem-32331	120	2	solution	solution	NOUN
fbem-32331	120	3	focuses	focus	VERB
fbem-32331	120	4	on	on	ADP
fbem-32331	120	5	two	two	NUM
fbem-32331	120	6	key	key	ADJ
fbem-32331	120	7	points	point	NOUN
fbem-32331	120	8	:	:	PUNCT
fbem-32331	120	9	sampling	sampling	NOUN
fbem-32331	120	10	has	have	AUX
fbem-32331	120	11	been	be	AUX
fbem-32331	120	12	upgraded	upgrade	VERB
fbem-32331	120	13	from	from	ADP
fbem-32331	120	14	graphsage	graphsage	NOUN
fbem-32331	120	15	's	's	PART
fbem-32331	120	16	uniform	uniform	NOUN
fbem-32331	120	17	sampling	sample	VERB
fbem-32331	120	18	to	to	PART
fbem-32331	120	19	pinsage	pinsage	NOUN
fbem-32331	120	20	's	's	PART
fbem-32331	120	21	importance	importance	NOUN
fbem-32331	120	22	sampling	sampling	NOUN
fbem-32331	120	23	,	,	PUNCT
fbem-32331	120	24	and	and	CCONJ
fbem-32331	120	25	then	then	ADV
fbem-32331	120	26	to	to	AUX
fbem-32331	120	27	cluster	cluster	NOUN
fbem-32331	120	28	-	-	PUNCT
fbem-32331	120	29	gcn	gcn	NOUN
fbem-32331	120	30	's	's	PART
fbem-32331	120	31	graph	graph	NOUN
fbem-32331	120	32	partitioning	partitioning	NOUN
fbem-32331	120	33	.	.	PUNCT
fbem-32331	121	1	the	the	DET
fbem-32331	121	2	latter	latter	ADJ
fbem-32331	121	3	splits	split	VERB
fbem-32331	121	4	the	the	DET
fbem-32331	121	5	graph	graph	NOUN
fbem-32331	121	6	into	into	ADP
fbem-32331	121	7	subgraphs	subgraph	NOUN
fbem-32331	121	8	for	for	ADP
fbem-32331	121	9	independent	independent	ADJ
fbem-32331	121	10	training	training	NOUN
fbem-32331	121	11	,	,	PUNCT
fbem-32331	121	12	making	make	VERB
fbem-32331	121	13	training	training	NOUN
fbem-32331	121	14	time	time	NOUN
fbem-32331	121	15	scale	scale	NOUN
fbem-32331	121	16	linearly	linearly	ADV
fbem-32331	121	17	with	with	ADP
fbem-32331	121	18	node	node	ADJ
fbem-32331	121	19	size	size	NOUN
fbem-32331	121	20	,	,	PUNCT
fbem-32331	121	21	achieving	achieve	VERB
fbem-32331	121	22	an	an	DET
fbem-32331	121	23	8x	8x	NUM
fbem-32331	121	24	speedup	speedup	NOUN
fbem-32331	121	25	on	on	ADP
fbem-32331	121	26	the	the	DET
fbem-32331	121	27	2.4	2.4	NUM
fbem-32331	121	28	millionnode	millionnode	NOUN
fbem-32331	121	29	ogbn	ogbn	NOUN
fbem-32331	121	30	-	-	PUNCT
fbem-32331	121	31	products	product	NOUN
fbem-32331	121	32	dataset	dataset	NOUN
fbem-32331	121	33	.	.	PUNCT
fbem-32331	122	1	for	for	ADP
fbem-32331	122	2	parallel	parallel	ADJ
fbem-32331	122	3	computing	computing	NOUN
fbem-32331	122	4	,	,	PUNCT
fbem-32331	122	5	the	the	DET
fbem-32331	122	6	dgl	dgl	PROPN
fbem-32331	122	7	framework	framework	NOUN
fbem-32331	122	8	's	's	PART
fbem-32331	122	9	distributed	distribute	VERB
fbem-32331	122	10	module	module	NOUN
fbem-32331	122	11	supports	support	VERB
fbem-32331	122	12	computation	computation	NOUN
fbem-32331	122	13	on	on	ADP
fbem-32331	122	14	billion	billion	NUM
fbem-32331	122	15	-	-	PUNCT
fbem-32331	122	16	node	node	NOUN
fbem-32331	122	17	graphs	graph	NOUN
fbem-32331	122	18	through	through	ADP
fbem-32331	122	19	node	node	NOUN
fbem-32331	122	20	partitioning	partitioning	NOUN
fbem-32331	122	21	and	and	CCONJ
fbem-32331	122	22	feature	feature	NOUN
fbem-32331	122	23	sharding	sharding	NOUN
fbem-32331	122	24	,	,	PUNCT
fbem-32331	122	25	improving	improve	VERB
fbem-32331	122	26	training	training	NOUN
fbem-32331	122	27	efficiency	efficiency	NOUN
fbem-32331	122	28	by	by	ADP
fbem-32331	122	29	two	two	NUM
fbem-32331	122	30	orders	order	NOUN
fbem-32331	122	31	of	of	ADP
fbem-32331	122	32	67	67	NUM
fbem-32331	122	33	magnitude	magnitude	NOUN
fbem-32331	122	34	on	on	ADP
fbem-32331	122	35	alibaba	alibaba	PROPN
fbem-32331	122	36	cloud	cloud	NOUN
fbem-32331	122	37	clusters	cluster	NOUN
fbem-32331	122	38	compared	compare	VERB
fbem-32331	122	39	to	to	ADP
fbem-32331	122	40	single	single	ADJ
fbem-32331	122	41	machines	machine	NOUN
fbem-32331	122	42	.	.	PUNCT
fbem-32331	123	1	inadequate	inadequate	ADJ
fbem-32331	123	2	adaptability	adaptability	NOUN
fbem-32331	123	3	to	to	ADP
fbem-32331	123	4	dynamic	dynamic	ADJ
fbem-32331	123	5	and	and	CCONJ
fbem-32331	123	6	heterogeneous	heterogeneous	ADJ
fbem-32331	123	7	data	datum	NOUN
fbem-32331	123	8	limits	limit	VERB
fbem-32331	123	9	its	its	PRON
fbem-32331	123	10	application	application	NOUN
fbem-32331	123	11	.	.	PUNCT
fbem-32331	124	1	the	the	DET
fbem-32331	124	2	addition	addition	NOUN
fbem-32331	124	3	and	and	CCONJ
fbem-32331	124	4	deletion	deletion	NOUN
fbem-32331	124	5	of	of	ADP
fbem-32331	124	6	nodes	node	NOUN
fbem-32331	124	7	and	and	CCONJ
fbem-32331	124	8	edges	edge	NOUN
fbem-32331	124	9	in	in	ADP
fbem-32331	124	10	dynamic	dynamic	ADJ
fbem-32331	124	11	graphs	graph	NOUN
fbem-32331	124	12	frequently	frequently	ADV
fbem-32331	124	13	changes	change	VERB
fbem-32331	124	14	the	the	DET
fbem-32331	124	15	topology	topology	NOUN
fbem-32331	124	16	,	,	PUNCT
fbem-32331	124	17	making	make	VERB
fbem-32331	124	18	it	it	PRON
fbem-32331	124	19	difficult	difficult	ADJ
fbem-32331	124	20	for	for	ADP
fbem-32331	124	21	traditional	traditional	ADJ
fbem-32331	124	22	static	static	ADJ
fbem-32331	124	23	mechanisms	mechanism	NOUN
fbem-32331	124	24	to	to	PART
fbem-32331	124	25	update	update	VERB
fbem-32331	124	26	embeddings	embedding	NOUN
fbem-32331	124	27	in	in	ADP
fbem-32331	124	28	real	real	ADJ
fbem-32331	124	29	time	time	NOUN
fbem-32331	124	30	.	.	PUNCT
fbem-32331	125	1	although	although	SCONJ
fbem-32331	125	2	tgn	tgn	NOUN
fbem-32331	125	3	incorporates	incorporate	VERB
fbem-32331	125	4	temporal	temporal	ADJ
fbem-32331	125	5	memory	memory	NOUN
fbem-32331	125	6	,	,	PUNCT
fbem-32331	125	7	it	it	PRON
fbem-32331	125	8	still	still	ADV
fbem-32331	125	9	experiences	experience	VERB
fbem-32331	125	10	a	a	DET
fbem-32331	125	11	latency	latency	NOUN
fbem-32331	125	12	of	of	ADP
fbem-32331	125	13	over	over	ADP
fbem-32331	125	14	30	30	NUM
fbem-32331	125	15	%	%	NOUN
fbem-32331	125	16	to	to	PART
fbem-32331	125	17	handle	handle	VERB
fbem-32331	125	18	sudden	sudden	ADJ
fbem-32331	125	19	topological	topological	ADJ
fbem-32331	125	20	changes	change	NOUN
fbem-32331	125	21	.	.	PUNCT
fbem-32331	126	1	delta	delta	NOUN
fbem-32331	126	2	-	-	PUNCT
fbem-32331	126	3	gnn	gnn	PROPN
fbem-32331	126	4	reduces	reduce	VERB
fbem-32331	126	5	latency	latency	NOUN
fbem-32331	126	6	from	from	ADP
fbem-32331	126	7	seconds	second	NOUN
fbem-32331	126	8	to	to	PART
fbem-32331	126	9	milliseconds	millisecond	NOUN
fbem-32331	126	10	by	by	ADP
fbem-32331	126	11	incrementally	incrementally	ADV
fbem-32331	126	12	updating	update	VERB
fbem-32331	126	13	local	local	ADJ
fbem-32331	126	14	node	node	NOUN
fbem-32331	126	15	features	feature	NOUN
fbem-32331	126	16	.	.	PUNCT
fbem-32331	127	1	heterogeneous	heterogeneous	ADJ
fbem-32331	127	2	graphs	graph	NOUN
fbem-32331	127	3	require	require	VERB
fbem-32331	127	4	unified	unified	ADJ
fbem-32331	127	5	modeling	modeling	NOUN
fbem-32331	127	6	of	of	ADP
fbem-32331	127	7	multiple	multiple	ADJ
fbem-32331	127	8	entity	entity	NOUN
fbem-32331	127	9	and	and	CCONJ
fbem-32331	127	10	relationship	relationship	NOUN
fbem-32331	127	11	types	type	NOUN
fbem-32331	128	1	[	[	X
fbem-32331	128	2	6	6	NUM
fbem-32331	128	3	]	]	PUNCT
fbem-32331	128	4	.	.	PUNCT
fbem-32331	129	1	models	model	NOUN
fbem-32331	129	2	like	like	ADP
fbem-32331	129	3	rgcn	rgcn	PROPN
fbem-32331	129	4	use	use	VERB
fbem-32331	129	5	independent	independent	ADJ
fbem-32331	129	6	parameters	parameter	NOUN
fbem-32331	129	7	for	for	ADP
fbem-32331	129	8	each	each	DET
fbem-32331	129	9	relationship	relationship	NOUN
fbem-32331	129	10	,	,	PUNCT
fbem-32331	129	11	leading	lead	VERB
fbem-32331	129	12	to	to	ADP
fbem-32331	129	13	a	a	DET
fbem-32331	129	14	surge	surge	NOUN
fbem-32331	129	15	in	in	ADP
fbem-32331	129	16	parameters	parameter	NOUN
fbem-32331	129	17	and	and	CCONJ
fbem-32331	129	18	overfitting	overfitte	VERB
fbem-32331	129	19	when	when	SCONJ
fbem-32331	129	20	there	there	PRON
fbem-32331	129	21	are	be	VERB
fbem-32331	129	22	more	more	ADJ
fbem-32331	129	23	than	than	ADP
fbem-32331	129	24	100	100	NUM
fbem-32331	129	25	relationships	relationship	NOUN
fbem-32331	129	26	.	.	PUNCT
fbem-32331	130	1	hgt	hgt	PROPN
fbem-32331	130	2	,	,	PUNCT
fbem-32331	130	3	relying	rely	VERB
fbem-32331	130	4	on	on	ADP
fbem-32331	130	5	meta	meta	ADJ
fbem-32331	130	6	-	-	PUNCT
fbem-32331	130	7	path	path	NOUN
fbem-32331	130	8	-	-	PUNCT
fbem-32331	130	9	guided	guide	VERB
fbem-32331	130	10	attention	attention	NOUN
fbem-32331	130	11	weight	weight	NOUN
fbem-32331	130	12	sharing	sharing	NOUN
fbem-32331	130	13	,	,	PUNCT
fbem-32331	130	14	reduces	reduce	VERB
fbem-32331	130	15	the	the	DET
fbem-32331	130	16	number	number	NOUN
fbem-32331	130	17	of	of	ADP
fbem-32331	130	18	parameters	parameter	NOUN
fbem-32331	130	19	by	by	ADP
fbem-32331	130	20	60	60	NUM
fbem-32331	130	21	%	%	NOUN
fbem-32331	130	22	on	on	ADP
fbem-32331	130	23	the	the	DET
fbem-32331	130	24	dblp	dblp	NOUN
fbem-32331	130	25	academic	academic	ADJ
fbem-32331	130	26	heterogeneous	heterogeneous	ADJ
fbem-32331	130	27	graph	graph	NOUN
fbem-32331	130	28	while	while	SCONJ
fbem-32331	130	29	maintaining	maintain	VERB
fbem-32331	130	30	91	91	NUM
fbem-32331	130	31	%	%	NOUN
fbem-32331	130	32	node	node	NOUN
fbem-32331	130	33	classification	classification	NOUN
fbem-32331	130	34	accuracy	accuracy	NOUN
fbem-32331	130	35	.	.	PUNCT
fbem-32331	131	1	poor	poor	ADJ
fbem-32331	131	2	interpretability	interpretability	NOUN
fbem-32331	131	3	hinders	hinder	VERB
fbem-32331	131	4	its	its	PRON
fbem-32331	131	5	application	application	NOUN
fbem-32331	131	6	in	in	ADP
fbem-32331	131	7	high	high	ADJ
fbem-32331	131	8	-	-	PUNCT
fbem-32331	131	9	reliability	reliability	NOUN
fbem-32331	131	10	domains	domain	NOUN
fbem-32331	131	11	.	.	PUNCT
fbem-32331	132	1	the	the	DET
fbem-32331	132	2	"	"	PUNCT
fbem-32331	132	3	black	black	ADJ
fbem-32331	132	4	box	box	NOUN
fbem-32331	132	5	"	"	PUNCT
fbem-32331	132	6	nature	nature	NOUN
fbem-32331	132	7	of	of	ADP
fbem-32331	132	8	the	the	DET
fbem-32331	132	9	model	model	NOUN
fbem-32331	132	10	makes	make	VERB
fbem-32331	132	11	it	it	PRON
fbem-32331	132	12	difficult	difficult	ADJ
fbem-32331	132	13	to	to	PART
fbem-32331	132	14	trace	trace	VERB
fbem-32331	132	15	feature	feature	NOUN
fbem-32331	132	16	transfer	transfer	NOUN
fbem-32331	132	17	.	.	PUNCT
fbem-32331	133	1	for	for	ADP
fbem-32331	133	2	example	example	NOUN
fbem-32331	133	3	,	,	PUNCT
fbem-32331	133	4	in	in	ADP
fbem-32331	133	5	molecular	molecular	ADJ
fbem-32331	133	6	drug	drug	NOUN
fbem-32331	133	7	prediction	prediction	NOUN
fbem-32331	133	8	,	,	PUNCT
fbem-32331	133	9	it	it	PRON
fbem-32331	133	10	is	be	AUX
fbem-32331	133	11	impossible	impossible	ADJ
fbem-32331	133	12	to	to	PART
fbem-32331	133	13	explain	explain	VERB
fbem-32331	133	14	the	the	DET
fbem-32331	133	15	impact	impact	NOUN
fbem-32331	133	16	of	of	ADP
fbem-32331	133	17	atomic	atomic	ADJ
fbem-32331	133	18	features	feature	NOUN
fbem-32331	133	19	on	on	ADP
fbem-32331	133	20	activity	activity	NOUN
fbem-32331	133	21	prediction	prediction	NOUN
fbem-32331	133	22	.	.	PUNCT
fbem-32331	134	1	two	two	NUM
fbem-32331	134	2	related	related	ADJ
fbem-32331	134	3	studies	study	NOUN
fbem-32331	134	4	exist	exist	VERB
fbem-32331	134	5	:	:	PUNCT
fbem-32331	134	6	gat	gat	NOUN
fbem-32331	134	7	uses	use	VERB
fbem-32331	134	8	attention	attention	NOUN
fbem-32331	134	9	weight	weight	NOUN
fbem-32331	134	10	heatmaps	heatmap	NOUN
fbem-32331	134	11	to	to	PART
fbem-32331	134	12	locate	locate	VERB
fbem-32331	134	13	key	key	ADJ
fbem-32331	134	14	accounts	account	NOUN
fbem-32331	134	15	for	for	ADP
fbem-32331	134	16	fraud	fraud	NOUN
fbem-32331	134	17	detection	detection	NOUN
fbem-32331	134	18	;	;	PUNCT
fbem-32331	134	19	and	and	CCONJ
fbem-32331	134	20	gnnexplainer	gnnexplainer	NOUN
fbem-32331	134	21	generates	generate	VERB
fbem-32331	134	22	sparse	sparse	ADJ
fbem-32331	134	23	subgraphs	subgraph	NOUN
fbem-32331	134	24	to	to	PART
fbem-32331	134	25	identify	identify	VERB
fbem-32331	134	26	key	key	ADJ
fbem-32331	134	27	nodes	node	NOUN
fbem-32331	134	28	and	and	CCONJ
fbem-32331	134	29	edges	edge	NOUN
fbem-32331	134	30	,	,	PUNCT
fbem-32331	134	31	achieving	achieve	VERB
fbem-32331	134	32	85	85	NUM
fbem-32331	134	33	%	%	NOUN
fbem-32331	134	34	feature	feature	NOUN
fbem-32331	134	35	attribution	attribution	NOUN
fbem-32331	134	36	accuracy	accuracy	NOUN
fbem-32331	134	37	on	on	ADP
fbem-32331	134	38	the	the	DET
fbem-32331	134	39	pubmed	pubmed	PROPN
fbem-32331	134	40	dataset	dataset	PROPN
fbem-32331	134	41	.	.	PUNCT
fbem-32331	135	1	future	future	ADJ
fbem-32331	135	2	research	research	NOUN
fbem-32331	135	3	focuses	focus	VERB
fbem-32331	135	4	on	on	ADP
fbem-32331	135	5	cross	cross	ADJ
fbem-32331	135	6	-	-	ADJ
fbem-32331	135	7	modal	modal	ADJ
fbem-32331	135	8	fusion	fusion	NOUN
fbem-32331	135	9	and	and	CCONJ
fbem-32331	135	10	self	self	NOUN
fbem-32331	135	11	-	-	PUNCT
fbem-32331	135	12	supervised	supervise	VERB
fbem-32331	135	13	learning	learning	NOUN
fbem-32331	135	14	.	.	PUNCT
fbem-32331	136	1	mm	mm	NOUN
fbem-32331	136	2	-	-	PUNCT
fbem-32331	136	3	gnn	gnn	PROPN
fbem-32331	136	4	aligns	align	VERB
fbem-32331	136	5	medical	medical	ADJ
fbem-32331	136	6	cross	cross	ADJ
fbem-32331	136	7	-	-	ADJ
fbem-32331	136	8	modal	modal	ADJ
fbem-32331	136	9	features	feature	NOUN
fbem-32331	136	10	,	,	PUNCT
fbem-32331	136	11	achieving	achieve	VERB
fbem-32331	136	12	an	an	DET
fbem-32331	136	13	89	89	NUM
fbem-32331	136	14	%	%	NOUN
fbem-32331	136	15	lung	lung	NOUN
fbem-32331	136	16	cancer	cancer	NOUN
fbem-32331	136	17	diagnosis	diagnosis	NOUN
fbem-32331	136	18	accuracy	accuracy	NOUN
fbem-32331	136	19	.	.	PUNCT
fbem-32331	137	1	graphcl	graphcl	ADJ
fbem-32331	137	2	,	,	PUNCT
fbem-32331	137	3	pre	pre	VERB
fbem-32331	137	4	-	-	VERB
fbem-32331	137	5	trained	train	VERB
fbem-32331	137	6	through	through	ADP
fbem-32331	137	7	contrastive	contrastive	ADJ
fbem-32331	137	8	learning	learning	NOUN
fbem-32331	137	9	,	,	PUNCT
fbem-32331	137	10	achieves	achieve	VERB
fbem-32331	137	11	a	a	DET
fbem-32331	137	12	classification	classification	NOUN
fbem-32331	137	13	accuracy	accuracy	NOUN
fbem-32331	137	14	of	of	ADP
fbem-32331	137	15	78	78	NUM
fbem-32331	137	16	%	%	NOUN
fbem-32331	137	17	on	on	ADP
fbem-32331	137	18	the	the	DET
fbem-32331	137	19	citeseer	citeseer	NOUN
fbem-32331	137	20	dataset	dataset	NOUN
fbem-32331	137	21	,	,	PUNCT
fbem-32331	137	22	which	which	PRON
fbem-32331	137	23	has	have	VERB
fbem-32331	137	24	only	only	ADV
fbem-32331	137	25	10	10	NUM
fbem-32331	137	26	%	%	NOUN
fbem-32331	137	27	labels	label	NOUN
fbem-32331	137	28	,	,	PUNCT
fbem-32331	137	29	a	a	DET
fbem-32331	137	30	15	15	NUM
fbem-32331	137	31	%	%	NOUN
fbem-32331	137	32	improvement	improvement	NOUN
fbem-32331	137	33	over	over	ADP
fbem-32331	137	34	supervised	supervised	ADJ
fbem-32331	137	35	learning	learning	NOUN
fbem-32331	137	36	.	.	PUNCT
fbem-32331	138	1	graphgpt	graphgpt	NOUN
fbem-32331	138	2	enhances	enhance	VERB
fbem-32331	138	3	semantic	semantic	ADJ
fbem-32331	138	4	understanding	understanding	NOUN
fbem-32331	138	5	through	through	ADP
fbem-32331	138	6	graph	graph	NOUN
fbem-32331	138	7	-	-	PUNCT
fbem-32331	138	8	text	text	NOUN
fbem-32331	138	9	alignment	alignment	NOUN
fbem-32331	138	10	,	,	PUNCT
fbem-32331	138	11	paving	pave	VERB
fbem-32331	138	12	the	the	DET
fbem-32331	138	13	way	way	NOUN
fbem-32331	138	14	for	for	ADP
fbem-32331	138	15	complex	complex	ADJ
fbem-32331	138	16	data	datum	NOUN
fbem-32331	138	17	reasoning	reasoning	NOUN
fbem-32331	138	18	.	.	PUNCT
fbem-32331	139	1	7	7	X
fbem-32331	139	2	.	.	X
fbem-32331	139	3	conclusion	conclusion	NOUN
fbem-32331	139	4	this	this	DET
fbem-32331	139	5	paper	paper	NOUN
fbem-32331	139	6	examines	examine	VERB
fbem-32331	139	7	the	the	DET
fbem-32331	139	8	principle	principle	ADJ
fbem-32331	139	9	architecture	architecture	NOUN
fbem-32331	139	10	and	and	CCONJ
fbem-32331	139	11	application	application	NOUN
fbem-32331	139	12	potential	potential	NOUN
fbem-32331	139	13	of	of	ADP
fbem-32331	139	14	the	the	DET
fbem-32331	139	15	message	message	NOUN
fbem-32331	139	16	passing	pass	VERB
fbem-32331	139	17	mechanism	mechanism	NOUN
fbem-32331	139	18	in	in	ADP
fbem-32331	139	19	graph	graph	NOUN
fbem-32331	139	20	neural	neural	ADJ
fbem-32331	139	21	networks	network	NOUN
fbem-32331	139	22	for	for	ADP
fbem-32331	139	23	structured	structured	ADJ
fbem-32331	139	24	data	datum	NOUN
fbem-32331	139	25	processing	processing	NOUN
fbem-32331	139	26	.	.	PUNCT
fbem-32331	140	1	combining	combine	VERB
fbem-32331	140	2	theoretical	theoretical	ADJ
fbem-32331	140	3	analysis	analysis	NOUN
fbem-32331	140	4	with	with	ADP
fbem-32331	140	5	empirical	empirical	ADJ
fbem-32331	140	6	cases	case	NOUN
fbem-32331	140	7	,	,	PUNCT
fbem-32331	140	8	it	it	PRON
fbem-32331	140	9	identifies	identify	VERB
fbem-32331	140	10	the	the	DET
fbem-32331	140	11	mechanism	mechanism	NOUN
fbem-32331	140	12	's	's	PART
fbem-32331	140	13	core	core	NOUN
fbem-32331	140	14	value	value	NOUN
fbem-32331	140	15	and	and	CCONJ
fbem-32331	140	16	development	development	NOUN
fbem-32331	140	17	direction	direction	NOUN
fbem-32331	140	18	.	.	PUNCT
fbem-32331	141	1	the	the	DET
fbem-32331	141	2	study	study	NOUN
fbem-32331	141	3	found	find	VERB
fbem-32331	141	4	that	that	SCONJ
fbem-32331	141	5	the	the	DET
fbem-32331	141	6	message	message	NOUN
fbem-32331	141	7	passing	pass	VERB
fbem-32331	141	8	mechanism	mechanism	NOUN
fbem-32331	141	9	,	,	PUNCT
fbem-32331	141	10	through	through	ADP
fbem-32331	141	11	a	a	DET
fbem-32331	141	12	standardized	standardized	ADJ
fbem-32331	141	13	"	"	PUNCT
fbem-32331	141	14	generate	generate	NOUN
fbem-32331	141	15	-	-	PUNCT
fbem-32331	141	16	aggregateupdate	aggregateupdate	NOUN
fbem-32331	141	17	"	"	PUNCT
fbem-32331	141	18	process	process	NOUN
fbem-32331	141	19	,	,	PUNCT
fbem-32331	141	20	can	can	AUX
fbem-32331	141	21	effectively	effectively	ADV
fbem-32331	141	22	mine	mine	VERB
fbem-32331	141	23	entity	entity	NOUN
fbem-32331	141	24	associations	association	NOUN
fbem-32331	141	25	from	from	ADP
fbem-32331	141	26	structured	structured	ADJ
fbem-32331	141	27	data	datum	NOUN
fbem-32331	141	28	.	.	PUNCT
fbem-32331	142	1	essentially	essentially	ADV
fbem-32331	142	2	,	,	PUNCT
fbem-32331	142	3	it	it	PRON
fbem-32331	142	4	transforms	transform	VERB
fbem-32331	142	5	the	the	DET
fbem-32331	142	6	topological	topological	ADJ
fbem-32331	142	7	features	feature	NOUN
fbem-32331	142	8	of	of	ADP
fbem-32331	142	9	the	the	DET
fbem-32331	142	10	graph	graph	NOUN
fbem-32331	142	11	structure	structure	NOUN
fbem-32331	142	12	into	into	ADP
fbem-32331	142	13	learnable	learnable	ADJ
fbem-32331	142	14	node	node	ADJ
fbem-32331	142	15	embeddings	embedding	NOUN
fbem-32331	142	16	,	,	PUNCT
fbem-32331	142	17	providing	provide	VERB
fbem-32331	142	18	a	a	DET
fbem-32331	142	19	fundamentally	fundamentally	ADV
fbem-32331	142	20	relevant	relevant	ADJ
fbem-32331	142	21	technical	technical	ADJ
fbem-32331	142	22	solution	solution	NOUN
fbem-32331	142	23	for	for	ADP
fbem-32331	142	24	non	non	ADJ
fbem-32331	142	25	-	-	ADJ
fbem-32331	142	26	euclidean	euclidean	ADJ
fbem-32331	142	27	data	datum	NOUN
fbem-32331	142	28	modeling	modeling	NOUN
fbem-32331	142	29	.	.	PUNCT
fbem-32331	143	1	theoretically	theoretically	ADV
fbem-32331	143	2	,	,	PUNCT
fbem-32331	143	3	the	the	DET
fbem-32331	143	4	message	message	NOUN
fbem-32331	143	5	passing	pass	VERB
fbem-32331	143	6	mechanism	mechanism	NOUN
fbem-32331	143	7	demonstrates	demonstrate	VERB
fbem-32331	143	8	strong	strong	ADJ
fbem-32331	143	9	adaptability	adaptability	NOUN
fbem-32331	143	10	and	and	CCONJ
fbem-32331	143	11	scalability	scalability	NOUN
fbem-32331	143	12	.	.	PUNCT
fbem-32331	144	1	an	an	DET
fbem-32331	144	2	analysis	analysis	NOUN
fbem-32331	144	3	of	of	ADP
fbem-32331	144	4	typical	typical	ADJ
fbem-32331	144	5	models	model	NOUN
fbem-32331	144	6	such	such	ADJ
fbem-32331	144	7	as	as	ADP
fbem-32331	144	8	gcn	gcn	NOUN
fbem-32331	144	9	,	,	PUNCT
fbem-32331	144	10	gat	gat	NOUN
fbem-32331	144	11	,	,	PUNCT
fbem-32331	144	12	and	and	CCONJ
fbem-32331	144	13	graphsage	graphsage	NOUN
fbem-32331	144	14	reveals	reveal	VERB
fbem-32331	144	15	that	that	SCONJ
fbem-32331	144	16	their	their	PRON
fbem-32331	144	17	core	core	NOUN
fbem-32331	144	18	differences	difference	NOUN
fbem-32331	144	19	lie	lie	VERB
fbem-32331	144	20	in	in	ADP
fbem-32331	144	21	the	the	DET
fbem-32331	144	22	design	design	NOUN
fbem-32331	144	23	of	of	ADP
fbem-32331	144	24	message	message	NOUN
fbem-32331	144	25	generation	generation	NOUN
fbem-32331	144	26	and	and	CCONJ
fbem-32331	144	27	aggregation	aggregation	NOUN
fbem-32331	144	28	.	.	PUNCT
fbem-32331	145	1	this	this	DET
fbem-32331	145	2	modularity	modularity	NOUN
fbem-32331	145	3	enables	enable	VERB
fbem-32331	145	4	flexible	flexible	ADJ
fbem-32331	145	5	adaptation	adaptation	NOUN
fbem-32331	145	6	to	to	PART
fbem-32331	145	7	diverse	diverse	VERB
fbem-32331	145	8	data	datum	NOUN
fbem-32331	145	9	types	type	NOUN
fbem-32331	145	10	,	,	PUNCT
fbem-32331	145	11	including	include	VERB
fbem-32331	145	12	heterogeneous	heterogeneous	ADJ
fbem-32331	145	13	,	,	PUNCT
fbem-32331	145	14	dynamic	dynamic	ADJ
fbem-32331	145	15	,	,	PUNCT
fbem-32331	145	16	and	and	CCONJ
fbem-32331	145	17	large	large	ADJ
fbem-32331	145	18	-	-	PUNCT
fbem-32331	145	19	scale	scale	NOUN
fbem-32331	145	20	graphs	graph	NOUN
fbem-32331	145	21	.	.	PUNCT
fbem-32331	146	1	a	a	DET
fbem-32331	146	2	unified	unified	ADJ
fbem-32331	146	3	theoretical	theoretical	ADJ
fbem-32331	146	4	framework	framework	NOUN
fbem-32331	146	5	lays	lay	VERB
fbem-32331	146	6	the	the	DET
fbem-32331	146	7	foundation	foundation	NOUN
fbem-32331	146	8	for	for	ADP
fbem-32331	146	9	mechanism	mechanism	NOUN
fbem-32331	146	10	optimization	optimization	NOUN
fbem-32331	146	11	,	,	PUNCT
fbem-32331	146	12	and	and	CCONJ
fbem-32331	146	13	strategies	strategy	NOUN
fbem-32331	146	14	such	such	ADJ
fbem-32331	146	15	as	as	ADP
fbem-32331	146	16	residual	residual	ADJ
fbem-32331	146	17	connections	connection	NOUN
fbem-32331	146	18	and	and	CCONJ
fbem-32331	146	19	attention	attention	NOUN
fbem-32331	146	20	weighting	weight	VERB
fbem-32331	146	21	effectively	effectively	ADV
fbem-32331	146	22	mitigate	mitigate	VERB
fbem-32331	146	23	inherent	inherent	ADJ
fbem-32331	146	24	issues	issue	NOUN
fbem-32331	146	25	such	such	ADJ
fbem-32331	146	26	as	as	ADP
fbem-32331	146	27	oversmoothing	oversmoothing	NOUN
fbem-32331	146	28	and	and	CCONJ
fbem-32331	146	29	overcompression	overcompression	NOUN
fbem-32331	146	30	.	.	PUNCT
fbem-32331	147	1	empirically	empirically	ADV
fbem-32331	147	2	,	,	PUNCT
fbem-32331	147	3	this	this	DET
fbem-32331	147	4	mechanism	mechanism	NOUN
fbem-32331	147	5	has	have	AUX
fbem-32331	147	6	been	be	AUX
fbem-32331	147	7	applied	apply	VERB
fbem-32331	147	8	in	in	ADP
fbem-32331	147	9	numerous	numerous	ADJ
fbem-32331	147	10	fields	field	NOUN
fbem-32331	147	11	:	:	PUNCT
fbem-32331	147	12	breaking	break	VERB
fbem-32331	147	13	through	through	ADP
fbem-32331	147	14	the	the	DET
fbem-32331	147	15	limitations	limitation	NOUN
fbem-32331	147	16	of	of	ADP
fbem-32331	147	17	molecular	molecular	ADJ
fbem-32331	147	18	property	property	NOUN
fbem-32331	147	19	prediction	prediction	NOUN
fbem-32331	147	20	accuracy	accuracy	NOUN
fbem-32331	147	21	in	in	ADP
fbem-32331	147	22	bioinformatics	bioinformatics	NOUN
fbem-32331	147	23	,	,	PUNCT
fbem-32331	147	24	revealing	reveal	VERB
fbem-32331	147	25	hidden	hide	VERB
fbem-32331	147	26	transaction	transaction	NOUN
fbem-32331	147	27	networks	network	NOUN
fbem-32331	147	28	in	in	ADP
fbem-32331	147	29	financial	financial	ADJ
fbem-32331	147	30	risk	risk	NOUN
fbem-32331	147	31	management	management	NOUN
fbem-32331	147	32	,	,	PUNCT
fbem-32331	147	33	and	and	CCONJ
fbem-32331	147	34	improving	improve	VERB
fbem-32331	147	35	efficiency	efficiency	NOUN
fbem-32331	147	36	through	through	ADP
fbem-32331	147	37	product	product	NOUN
fbem-32331	147	38	association	association	NOUN
fbem-32331	147	39	mining	mining	NOUN
fbem-32331	147	40	in	in	ADP
fbem-32331	147	41	retail	retail	ADJ
fbem-32331	147	42	supply	supply	NOUN
fbem-32331	147	43	chains	chain	NOUN
fbem-32331	147	44	.	.	PUNCT
fbem-32331	148	1	these	these	DET
fbem-32331	148	2	practices	practice	NOUN
fbem-32331	148	3	demonstrate	demonstrate	VERB
fbem-32331	148	4	its	its	PRON
fbem-32331	148	5	ability	ability	NOUN
fbem-32331	148	6	to	to	PART
fbem-32331	148	7	accurately	accurately	ADV
fbem-32331	148	8	address	address	VERB
fbem-32331	148	9	the	the	DET
fbem-32331	148	10	core	core	NOUN
fbem-32331	148	11	pain	pain	NOUN
fbem-32331	148	12	point	point	NOUN
fbem-32331	148	13	of	of	ADP
fbem-32331	148	14	"	"	PUNCT
fbem-32331	148	15	difficulty	difficulty	NOUN
fbem-32331	148	16	in	in	ADP
fbem-32331	148	17	modeling	model	VERB
fbem-32331	148	18	relationships	relationship	NOUN
fbem-32331	148	19	"	"	PUNCT
fbem-32331	148	20	in	in	ADP
fbem-32331	148	21	structured	structured	ADJ
fbem-32331	148	22	data	datum	NOUN
fbem-32331	148	23	,	,	PUNCT
fbem-32331	148	24	providing	provide	VERB
fbem-32331	148	25	a	a	DET
fbem-32331	148	26	universal	universal	ADJ
fbem-32331	148	27	solution	solution	NOUN
fbem-32331	148	28	for	for	ADP
fbem-32331	148	29	complex	complex	ADJ
fbem-32331	148	30	cross	cross	ADJ
fbem-32331	148	31	-	-	ADJ
fbem-32331	148	32	domain	domain	ADJ
fbem-32331	148	33	problems	problem	NOUN
fbem-32331	148	34	.	.	PUNCT
fbem-32331	149	1	while	while	SCONJ
fbem-32331	149	2	the	the	DET
fbem-32331	149	3	current	current	ADJ
fbem-32331	149	4	mechanism	mechanism	NOUN
fbem-32331	149	5	faces	face	VERB
fbem-32331	149	6	three	three	NUM
fbem-32331	149	7	major	major	ADJ
fbem-32331	149	8	challenges	challenge	NOUN
fbem-32331	149	9	:	:	PUNCT
fbem-32331	149	10	oversmoothing	oversmoothe	VERB
fbem-32331	149	11	,	,	PUNCT
fbem-32331	149	12	scalability	scalability	NOUN
fbem-32331	149	13	,	,	PUNCT
fbem-32331	149	14	and	and	CCONJ
fbem-32331	149	15	interpretability	interpretability	NOUN
fbem-32331	149	16	,	,	PUNCT
fbem-32331	149	17	a	a	DET
fbem-32331	149	18	clear	clear	ADJ
fbem-32331	149	19	path	path	NOUN
fbem-32331	149	20	for	for	ADP
fbem-32331	149	21	optimization	optimization	NOUN
fbem-32331	149	22	is	be	AUX
fbem-32331	149	23	emerging	emerge	VERB
fbem-32331	149	24	:	:	PUNCT
fbem-32331	149	25	residual	residual	ADJ
fbem-32331	149	26	and	and	CCONJ
fbem-32331	149	27	skip	skip	ADJ
fbem-32331	149	28	connections	connection	NOUN
fbem-32331	149	29	mitigate	mitigate	VERB
fbem-32331	149	30	feature	feature	NOUN
fbem-32331	149	31	convergence	convergence	NOUN
fbem-32331	149	32	,	,	PUNCT
fbem-32331	149	33	sampling	sample	VERB
fbem-32331	149	34	and	and	CCONJ
fbem-32331	149	35	distributed	distribute	VERB
fbem-32331	149	36	computing	computing	NOUN
fbem-32331	149	37	enhance	enhance	VERB
fbem-32331	149	38	large	large	ADJ
fbem-32331	149	39	-	-	PUNCT
fbem-32331	149	40	scale	scale	NOUN
fbem-32331	149	41	data	datum	NOUN
fbem-32331	149	42	processing	processing	NOUN
fbem-32331	149	43	capabilities	capability	NOUN
fbem-32331	149	44	,	,	PUNCT
fbem-32331	149	45	and	and	CCONJ
fbem-32331	149	46	attention	attention	NOUN
fbem-32331	149	47	visualization	visualization	NOUN
fbem-32331	149	48	and	and	CCONJ
fbem-32331	149	49	causal	causal	ADJ
fbem-32331	149	50	reasoning	reasoning	NOUN
fbem-32331	149	51	enhance	enhance	VERB
fbem-32331	149	52	model	model	NOUN
fbem-32331	149	53	transparency	transparency	NOUN
fbem-32331	149	54	.	.	PUNCT
fbem-32331	150	1	future	future	ADJ
fbem-32331	150	2	breakthroughs	breakthrough	NOUN
fbem-32331	150	3	in	in	ADP
fbem-32331	150	4	more	more	ADJ
fbem-32331	150	5	complex	complex	ADJ
fbem-32331	150	6	scenarios	scenario	NOUN
fbem-32331	150	7	,	,	PUNCT
fbem-32331	150	8	such	such	ADJ
fbem-32331	150	9	as	as	ADP
fbem-32331	150	10	brain	brain	NOUN
fbem-32331	150	11	neural	neural	ADJ
fbem-32331	150	12	network	network	NOUN
fbem-32331	150	13	modeling	modeling	NOUN
fbem-32331	150	14	and	and	CCONJ
fbem-32331	150	15	quantum	quantum	ADJ
fbem-32331	150	16	chemistry	chemistry	NOUN
fbem-32331	150	17	computation	computation	NOUN
fbem-32331	150	18	,	,	PUNCT
fbem-32331	150	19	combined	combine	VERB
fbem-32331	150	20	with	with	ADP
fbem-32331	150	21	selfsupervised	selfsupervise	VERB
fbem-32331	150	22	learning	learning	NOUN
fbem-32331	150	23	,	,	PUNCT
fbem-32331	150	24	cross	cross	ADJ
fbem-32331	150	25	-	-	ADJ
fbem-32331	150	26	modal	modal	ADJ
fbem-32331	150	27	fusion	fusion	NOUN
fbem-32331	150	28	,	,	PUNCT
fbem-32331	150	29	and	and	CCONJ
fbem-32331	150	30	large	large	ADJ
fbem-32331	150	31	language	language	NOUN
fbem-32331	150	32	model	model	NOUN
fbem-32331	150	33	technologies	technology	NOUN
fbem-32331	150	34	,	,	PUNCT
fbem-32331	150	35	are	be	AUX
fbem-32331	150	36	expected	expect	VERB
fbem-32331	150	37	.	.	PUNCT
fbem-32331	151	1	in	in	ADP
fbem-32331	151	2	summary	summary	NOUN
fbem-32331	151	3	,	,	PUNCT
fbem-32331	151	4	the	the	DET
fbem-32331	151	5	message	message	NOUN
fbem-32331	151	6	passing	pass	VERB
fbem-32331	151	7	mechanism	mechanism	NOUN
fbem-32331	151	8	is	be	AUX
fbem-32331	151	9	not	not	PART
fbem-32331	151	10	only	only	ADV
fbem-32331	151	11	the	the	DET
fbem-32331	151	12	technical	technical	ADJ
fbem-32331	151	13	core	core	NOUN
fbem-32331	151	14	of	of	ADP
fbem-32331	151	15	graph	graph	NOUN
fbem-32331	151	16	neural	neural	ADJ
fbem-32331	151	17	networks	network	NOUN
fbem-32331	151	18	but	but	CCONJ
fbem-32331	151	19	also	also	ADV
fbem-32331	151	20	a	a	DET
fbem-32331	151	21	revolutionary	revolutionary	ADJ
fbem-32331	151	22	tool	tool	NOUN
fbem-32331	151	23	for	for	ADP
fbem-32331	151	24	structured	structured	ADJ
fbem-32331	151	25	data	datum	NOUN
fbem-32331	151	26	processing	processing	NOUN
fbem-32331	151	27	.	.	PUNCT
fbem-32331	152	1	with	with	ADP
fbem-32331	152	2	the	the	DET
fbem-32331	152	3	improvement	improvement	NOUN
fbem-32331	152	4	of	of	ADP
fbem-32331	152	5	theoretical	theoretical	ADJ
fbem-32331	152	6	frameworks	framework	NOUN
fbem-32331	152	7	and	and	CCONJ
fbem-32331	152	8	advancements	advancement	NOUN
fbem-32331	152	9	in	in	ADP
fbem-32331	152	10	engineering	engineering	NOUN
fbem-32331	152	11	technology	technology	NOUN
fbem-32331	152	12	,	,	PUNCT
fbem-32331	152	13	it	it	PRON
fbem-32331	152	14	will	will	AUX
fbem-32331	152	15	play	play	VERB
fbem-32331	152	16	a	a	DET
fbem-32331	152	17	key	key	ADJ
fbem-32331	152	18	role	role	NOUN
fbem-32331	152	19	in	in	ADP
fbem-32331	152	20	unlocking	unlock	VERB
fbem-32331	152	21	the	the	DET
fbem-32331	152	22	value	value	NOUN
fbem-32331	152	23	of	of	ADP
fbem-32331	152	24	data	datum	NOUN
fbem-32331	152	25	relationships	relationship	NOUN
fbem-32331	152	26	and	and	CCONJ
fbem-32331	152	27	promoting	promote	VERB
fbem-32331	152	28	the	the	DET
fbem-32331	152	29	implementation	implementation	NOUN
fbem-32331	152	30	of	of	ADP
fbem-32331	152	31	ai	ai	NOUN
fbem-32331	152	32	,	,	PUNCT
fbem-32331	152	33	providing	provide	VERB
fbem-32331	152	34	the	the	DET
fbem-32331	152	35	core	core	NOUN
fbem-32331	152	36	driving	driving	NOUN
fbem-32331	152	37	force	force	NOUN
fbem-32331	152	38	for	for	ADP
fbem-32331	152	39	intelligent	intelligent	ADJ
fbem-32331	152	40	upgrades	upgrade	NOUN
fbem-32331	152	41	across	across	ADP
fbem-32331	152	42	various	various	ADJ
fbem-32331	152	43	industries	industry	NOUN
fbem-32331	152	44	.	.	PUNCT
fbem-32331	153	1	references	reference	NOUN
fbem-32331	153	2	[	[	X
fbem-32331	153	3	1	1	NUM
fbem-32331	153	4	]	]	X
fbem-32331	153	5	zhong	zhong	PROPN
fbem-32331	153	6	zhe	zhe	PROPN
fbem-32331	153	7	,	,	PUNCT
fbem-32331	153	8	li	li	PROPN
fbem-32331	153	9	chuntao	chuntao	PROPN
fbem-32331	153	10	,	,	PUNCT
fbem-32331	153	11	pang	pang	PROPN
fbem-32331	153	12	jian	jian	PROPN
fbem-32331	153	13	.	.	PROPN
fbem-32331	153	14	hierarchical	hierarchical	ADJ
fbem-32331	153	15	message	message	NOUN
fbem-32331	153	16	passing	pass	VERB
fbem-32331	153	17	graph	graph	NOUN
fbem-32331	153	18	neural	neural	ADJ
fbem-32331	153	19	network	network	NOUN
fbem-32331	153	20	[	[	X
fbem-32331	153	21	j	j	X
fbem-32331	153	22	]	]	X
fbem-32331	153	23	.	.	PUNCT
fbem-32331	154	1	data	data	PROPN
fbem-32331	154	2	mining	mining	NOUN
fbem-32331	154	3	and	and	CCONJ
fbem-32331	154	4	knowledge	knowledge	NOUN
fbem-32331	154	5	discovery	discovery	NOUN
fbem-32331	154	6	,	,	PUNCT
fbem-32331	154	7	2023	2023	NUM
fbem-32331	154	8	,	,	PUNCT
fbem-32331	154	9	37(1	37(1	NUM
fbem-32331	154	10	):	):	PUNCT
fbem-32331	154	11	381	381	NUM
fbem-32331	154	12	-	-	SYM
fbem-32331	154	13	408	408	NUM
fbem-32331	154	14	.	.	PUNCT
fbem-32331	155	1	[	[	X
fbem-32331	155	2	2	2	X
fbem-32331	155	3	]	]	PUNCT
fbem-32331	155	4	he	he	PRON
fbem-32331	155	5	hua	hua	PROPN
fbem-32331	155	6	,	,	PUNCT
fbem-32331	155	7	yu	yu	PROPN
fbem-32331	155	8	xiao	xiao	PROPN
fbem-32331	155	9	,	,	PUNCT
fbem-32331	155	10	zhang	zhang	PROPN
fbem-32331	155	11	jian	jian	PROPN
fbem-32331	155	12	,	,	PUNCT
fbem-32331	155	13	et	et	PROPN
fbem-32331	155	14	al	al	PROPN
fbem-32331	155	15	.	.	PUNCT
fbem-32331	155	16	message	message	NOUN
fbem-32331	155	17	passing	pass	VERB
fbem-32331	155	18	meets	meet	VERB
fbem-32331	155	19	graph	graph	NOUN
fbem-32331	155	20	neural	neural	ADJ
fbem-32331	155	21	network	network	NOUN
fbem-32331	155	22	:	:	PUNCT
fbem-32331	155	23	a	a	DET
fbem-32331	155	24	new	new	ADJ
fbem-32331	155	25	paradigm	paradigm	NOUN
fbem-32331	155	26	for	for	ADP
fbem-32331	155	27	massive	massive	ADJ
fbem-32331	155	28	mimo	mimo	PROPN
fbem-32331	155	29	systems	system	NOUN
fbem-32331	155	30	[	[	X
fbem-32331	155	31	j	j	X
fbem-32331	155	32	]	]	X
fbem-32331	155	33	.	.	PUNCT
fbem-32331	156	1	ieee	ieee	NOUN
fbem-32331	156	2	transactions	transaction	NOUN
fbem-32331	156	3	on	on	ADP
fbem-32331	156	4	wireless	wireless	ADJ
fbem-32331	156	5	communications	communication	NOUN
fbem-32331	156	6	,	,	PUNCT
fbem-32331	156	7	2023	2023	NUM
fbem-32331	156	8	,	,	PUNCT
fbem-32331	156	9	23(5	23(5	NUM
fbem-32331	156	10	):	):	PUNCT
fbem-32331	156	11	4709	4709	NUM
fbem-32331	156	12	-	-	SYM
fbem-32331	156	13	4723	4723	NUM
fbem-32331	156	14	.	.	PUNCT
fbem-32331	157	1	[	[	X
fbem-32331	157	2	3	3	X
fbem-32331	157	3	]	]	X
fbem-32331	157	4	ma	ma	PROPN
fbem-32331	157	5	tianqi	tianqi	NOUN
fbem-32331	157	6	.	.	PUNCT
fbem-32331	158	1	research	research	NOUN
fbem-32331	158	2	on	on	ADP
fbem-32331	158	3	message	message	NOUN
fbem-32331	158	4	passing	passing	NOUN
fbem-32331	158	5	mechanism	mechanism	NOUN
fbem-32331	158	6	and	and	CCONJ
fbem-32331	158	7	generalization	generalization	NOUN
fbem-32331	158	8	strategy	strategy	NOUN
fbem-32331	158	9	for	for	ADP
fbem-32331	158	10	sat	sit	VERB
fbem-32331	158	11	solution	solution	NOUN
fbem-32331	158	12	based	base	VERB
fbem-32331	158	13	on	on	ADP
fbem-32331	158	14	graph	graph	NOUN
fbem-32331	158	15	neural	neural	ADJ
fbem-32331	158	16	network	network	NOUN
fbem-32331	159	1	[	[	X
fbem-32331	159	2	d	d	X
fbem-32331	159	3	]	]	X
fbem-32331	159	4	.	.	PUNCT
fbem-32331	160	1	huazhong	huazhong	PROPN
fbem-32331	160	2	university	university	PROPN
fbem-32331	160	3	of	of	ADP
fbem-32331	160	4	science	science	NOUN
fbem-32331	160	5	and	and	CCONJ
fbem-32331	160	6	technology	technology	NOUN
fbem-32331	160	7	,	,	PUNCT
fbem-32331	160	8	2024	2024	NUM
fbem-32331	160	9	.	.	PUNCT
fbem-32331	161	1	doi	doi	NOUN
fbem-32331	161	2	:	:	PUNCT
fbem-32331	161	3	10.27157	10.27157	NUM
fbem-32331	161	4	/	/	SYM
fbem-32331	161	5	d.cnki.ghzku.2024.006096	d.cnki.ghzku.2024.006096	NOUN
fbem-32331	161	6	.	.	PUNCT
fbem-32331	162	1	[	[	X
fbem-32331	162	2	4	4	NUM
fbem-32331	162	3	]	]	X
fbem-32331	162	4	balcilar	balcilar	PROPN
fbem-32331	162	5	m	m	PROPN
fbem-32331	162	6	,	,	PUNCT
fbem-32331	162	7	héroux	héroux	NOUN
fbem-32331	162	8	p	p	NOUN
fbem-32331	162	9	,	,	PUNCT
fbem-32331	162	10	gauzere	gauzere	ADV
fbem-32331	162	11	b	b	NUM
fbem-32331	162	12	,	,	PUNCT
fbem-32331	162	13	et	et	PROPN
fbem-32331	162	14	al	al	PROPN
fbem-32331	162	15	.	.	PUNCT
fbem-32331	163	1	breaking	break	VERB
fbem-32331	163	2	the	the	DET
fbem-32331	163	3	limit	limit	NOUN
fbem-32331	163	4	of	of	ADP
fbem-32331	163	5	message	message	NOUN
fbem-32331	163	6	passing	pass	VERB
fbem-32331	163	7	graph	graph	NOUN
fbem-32331	163	8	neural	neural	ADJ
fbem-32331	163	9	network	network	NOUN
fbem-32331	163	10	[	[	X
fbem-32331	163	11	c	c	X
fbem-32331	163	12	]	]	X
fbem-32331	163	13	//	//	PUNCT
fbem-32331	163	14	international	international	ADJ
fbem-32331	163	15	conference	conference	NOUN
fbem-32331	163	16	on	on	ADP
fbem-32331	163	17	machine	machine	NOUN
fbem-32331	163	18	learning	learning	NOUN
fbem-32331	163	19	.	.	PUNCT
fbem-32331	164	1	pmlr	pmlr	NOUN
fbem-32331	164	2	,	,	PUNCT
fbem-32331	164	3	2021	2021	NUM
fbem-32331	164	4	:	:	PUNCT
fbem-32331	164	5	599	599	NUM
fbem-32331	164	6	-	-	SYM
fbem-32331	164	7	608	608	NUM
fbem-32331	164	8	.	.	PUNCT
fbem-32331	165	1	[	[	X
fbem-32331	165	2	5	5	NUM
fbem-32331	165	3	]	]	PUNCT
fbem-32331	165	4	zhu	zhu	PROPN
fbem-32331	165	5	meiqi	meiqi	PROPN
fbem-32331	165	6	.	.	PUNCT
fbem-32331	166	1	research	research	NOUN
fbem-32331	166	2	on	on	ADP
fbem-32331	166	3	the	the	DET
fbem-32331	166	4	message	message	NOUN
fbem-32331	166	5	passing	pass	VERB
fbem-32331	166	6	mechanism	mechanism	NOUN
fbem-32331	166	7	of	of	ADP
fbem-32331	166	8	graph	graph	NOUN
fbem-32331	166	9	neural	neural	ADJ
fbem-32331	166	10	network	network	NOUN
fbem-32331	167	1	[	[	X
fbem-32331	167	2	d	d	X
fbem-32331	167	3	]	]	X
fbem-32331	167	4	.	.	PUNCT
fbem-32331	168	1	beijing	beijing	PROPN
fbem-32331	168	2	university	university	PROPN
fbem-32331	168	3	of	of	ADP
fbem-32331	168	4	posts	post	NOUN
fbem-32331	168	5	and	and	CCONJ
fbem-32331	168	6	telecommunications	telecommunication	NOUN
fbem-32331	168	7	,	,	PUNCT
fbem-32331	168	8	2022	2022	NUM
fbem-32331	168	9	.	.	PUNCT
fbem-32331	169	1	doi:10.26969	doi:10.26969	ADJ
fbem-32331	169	2	/	/	SYM
fbem-32331	169	3	d.cnki.gbydu.2022.002655	d.cnki.gbydu.2022.002655	ADJ
fbem-32331	169	4	.	.	PUNCT
fbem-32331	170	1	[	[	X
fbem-32331	170	2	6	6	NUM
fbem-32331	170	3	]	]	PUNCT
fbem-32331	170	4	ma	ma	PROPN
fbem-32331	170	5	tianqi	tianqi	NOUN
fbem-32331	170	6	.	.	PUNCT
fbem-32331	171	1	research	research	NOUN
fbem-32331	171	2	on	on	ADP
fbem-32331	171	3	the	the	DET
fbem-32331	171	4	message	message	NOUN
fbem-32331	171	5	passing	pass	VERB
fbem-32331	171	6	mechanism	mechanism	NOUN
fbem-32331	171	7	and	and	CCONJ
fbem-32331	171	8	generalization	generalization	NOUN
fbem-32331	171	9	strategy	strategy	NOUN
fbem-32331	171	10	of	of	ADP
fbem-32331	171	11	sat	sit	VERB
fbem-32331	171	12	solution	solution	NOUN
fbem-32331	171	13	based	base	VERB
fbem-32331	171	14	on	on	ADP
fbem-32331	171	15	graph	graph	NOUN
fbem-32331	171	16	neural	neural	ADJ
fbem-32331	171	17	network	network	NOUN
fbem-32331	172	1	[	[	X
fbem-32331	172	2	d	d	X
fbem-32331	172	3	]	]	X
fbem-32331	172	4	.	.	PUNCT
fbem-32331	173	1	huazhong	huazhong	PROPN
fbem-32331	173	2	university	university	PROPN
fbem-32331	173	3	of	of	ADP
fbem-32331	173	4	science	science	NOUN
fbem-32331	173	5	and	and	CCONJ
fbem-32331	173	6	technology	technology	NOUN
fbem-32331	173	7	,	,	PUNCT
fbem-32331	173	8	2024	2024	NUM
fbem-32331	173	9	.	.	PUNCT
fbem-32331	174	1	doi:10.27157	doi:10.27157	NOUN
fbem-32331	174	2	/	/	SYM
fbem-32331	174	3	d.cnki.ghzku.2024.006096	d.cnki.ghzku.2024.006096	NOUN
fbem-32331	174	4	.	.	PUNCT