id	sid	tid	token	lemma	pos
w3763488m5f	1	1	given	give	VERB
w3763488m5f	1	2	the	the	DET
w3763488m5f	1	3	omnipresence	omnipresence	NOUN
w3763488m5f	1	4	of	of	ADP
w3763488m5f	1	5	graph	graph	NOUN
w3763488m5f	1	6	-	-	PUNCT
w3763488m5f	1	7	structured	structure	VERB
w3763488m5f	1	8	data	datum	NOUN
w3763488m5f	1	9	,	,	PUNCT
w3763488m5f	1	10	graph	graph	NOUN
w3763488m5f	1	11	machine	machine	NOUN
w3763488m5f	1	12	learning	learning	NOUN
w3763488m5f	1	13	has	have	VERB
w3763488m5f	1	14	copious	copious	ADJ
w3763488m5f	1	15	applications	application	NOUN
w3763488m5f	1	16	in	in	ADP
w3763488m5f	1	17	multifarious	multifarious	ADJ
w3763488m5f	1	18	fields	field	NOUN
w3763488m5f	1	19	such	such	ADJ
w3763488m5f	1	20	as	as	ADP
w3763488m5f	1	21	social	social	ADJ
w3763488m5f	1	22	media	medium	NOUN
w3763488m5f	1	23	,	,	PUNCT
w3763488m5f	1	24	e	e	NOUN
w3763488m5f	1	25	-	-	NOUN
w3763488m5f	1	26	commerce	commerce	NOUN
w3763488m5f	1	27	platform	platform	NOUN
w3763488m5f	1	28	,	,	PUNCT
w3763488m5f	1	29	cyber	cyber	ADJ
w3763488m5f	1	30	-	-	PUNCT
w3763488m5f	1	31	physical	physical	ADJ
w3763488m5f	1	32	system	system	NOUN
w3763488m5f	1	33	,	,	PUNCT
w3763488m5f	1	34	or	or	CCONJ
w3763488m5f	1	35	chemical	chemical	NOUN
w3763488m5f	1	36	synthesis	synthesis	NOUN
w3763488m5f	1	37	.	.	PUNCT
w3763488m5f	2	1	nonetheless	nonetheless	ADV
w3763488m5f	2	2	,	,	PUNCT
w3763488m5f	2	3	data	datum	NOUN
w3763488m5f	2	4	driven	drive	VERB
w3763488m5f	2	5	models	model	NOUN
w3763488m5f	2	6	for	for	ADP
w3763488m5f	2	7	graph	graph	NOUN
w3763488m5f	2	8	data	datum	NOUN
w3763488m5f	2	9	also	also	ADV
w3763488m5f	2	10	face	face	VERB
w3763488m5f	2	11	their	their	PRON
w3763488m5f	2	12	unique	unique	ADJ
w3763488m5f	2	13	challenges	challenge	NOUN
w3763488m5f	2	14	including	include	VERB
w3763488m5f	2	15	over	over	ADV
w3763488m5f	2	16	-	-	PUNCT
w3763488m5f	2	17	smoothing	smoothing	NOUN
w3763488m5f	2	18	caused	cause	VERB
w3763488m5f	2	19	by	by	ADP
w3763488m5f	2	20	message	message	NOUN
w3763488m5f	2	21	passing	pass	VERB
w3763488m5f	2	22	-	-	PUNCT
w3763488m5f	2	23	based	base	VERB
w3763488m5f	2	24	graph	graph	NOUN
w3763488m5f	2	25	neural	neural	ADJ
w3763488m5f	2	26	networks	network	NOUN
w3763488m5f	2	27	,	,	PUNCT
w3763488m5f	2	28	structural	structural	ADJ
w3763488m5f	2	29	data	datum	NOUN
w3763488m5f	2	30	sparsity	sparsity	NOUN
w3763488m5f	2	31	brought	bring	VERB
w3763488m5f	2	32	by	by	ADP
w3763488m5f	2	33	power	power	NOUN
w3763488m5f	2	34	-	-	PUNCT
w3763488m5f	2	35	law	law	NOUN
w3763488m5f	2	36	distributions	distribution	NOUN
w3763488m5f	2	37	,	,	PUNCT
w3763488m5f	2	38	lack	lack	NOUN
w3763488m5f	2	39	of	of	ADP
w3763488m5f	2	40	labelled	label	VERB
w3763488m5f	2	41	data	datum	NOUN
w3763488m5f	2	42	due	due	ADJ
w3763488m5f	2	43	to	to	ADP
w3763488m5f	2	44	costly	costly	ADJ
w3763488m5f	2	45	annotations	annotation	NOUN
w3763488m5f	2	46	,	,	PUNCT
w3763488m5f	2	47	and	and	CCONJ
w3763488m5f	2	48	noisy	noisy	ADJ
w3763488m5f	2	49	signals	signal	NOUN
w3763488m5f	2	50	caused	cause	VERB
w3763488m5f	2	51	by	by	ADP
w3763488m5f	2	52	spurious	spurious	ADJ
w3763488m5f	2	53	correlations	correlation	NOUN
w3763488m5f	2	54	.	.	PUNCT
w3763488m5f	3	1	in	in	ADP
w3763488m5f	3	2	order	order	NOUN
w3763488m5f	3	3	to	to	PART
w3763488m5f	3	4	address	address	VERB
w3763488m5f	3	5	these	these	DET
w3763488m5f	3	6	challenges	challenge	NOUN
w3763488m5f	3	7	,	,	PUNCT
w3763488m5f	3	8	other	other	ADJ
w3763488m5f	3	9	than	than	ADP
w3763488m5f	3	10	developing	develop	VERB
w3763488m5f	3	11	more	more	ADV
w3763488m5f	3	12	advanced	advanced	ADJ
w3763488m5f	3	13	and	and	CCONJ
w3763488m5f	3	14	complicated	complicated	ADJ
w3763488m5f	3	15	machine	machine	NOUN
w3763488m5f	3	16	learning	learning	NOUN
w3763488m5f	3	17	models	model	NOUN
w3763488m5f	3	18	,	,	PUNCT
w3763488m5f	3	19	graph	graph	NOUN
w3763488m5f	3	20	data	datum	NOUN
w3763488m5f	3	21	augmentation	augmentation	NOUN
w3763488m5f	3	22	allows	allow	VERB
w3763488m5f	3	23	researchers	researcher	NOUN
w3763488m5f	3	24	to	to	PART
w3763488m5f	3	25	improve	improve	VERB
w3763488m5f	3	26	graph	graph	NOUN
w3763488m5f	3	27	machine	machine	NOUN
w3763488m5f	3	28	learning	learn	VERB
w3763488m5f	3	29	from	from	ADP
w3763488m5f	3	30	the	the	DET
w3763488m5f	3	31	perspective	perspective	NOUN
w3763488m5f	3	32	of	of	ADP
w3763488m5f	3	33	data.works	data.work	NOUN
w3763488m5f	3	34	in	in	ADP
w3763488m5f	3	35	this	this	DET
w3763488m5f	3	36	thesis	thesis	NOUN
w3763488m5f	3	37	develop	develop	VERB
w3763488m5f	3	38	advanced	advanced	ADJ
w3763488m5f	3	39	graph	graph	NOUN
w3763488m5f	3	40	data	datum	NOUN
w3763488m5f	3	41	augmentation	augmentation	NOUN
w3763488m5f	3	42	techniques	technique	NOUN
w3763488m5f	3	43	for	for	ADP
w3763488m5f	3	44	various	various	ADJ
w3763488m5f	3	45	graph	graph	NOUN
w3763488m5f	3	46	machine	machine	NOUN
w3763488m5f	3	47	learning	learning	NOUN
w3763488m5f	3	48	tasks	task	NOUN
w3763488m5f	3	49	:	:	PUNCT
w3763488m5f	3	50	node	node	NOUN
w3763488m5f	3	51	classification	classification	NOUN
w3763488m5f	3	52	,	,	PUNCT
w3763488m5f	3	53	link	link	NOUN
w3763488m5f	3	54	prediction	prediction	NOUN
w3763488m5f	3	55	,	,	PUNCT
w3763488m5f	3	56	and	and	CCONJ
w3763488m5f	3	57	anomaly	anomaly	PROPN
w3763488m5f	3	58	detection	detection	PROPN
w3763488m5f	3	59	.	.	PUNCT
w3763488m5f	4	1	differs	differ	VERB
w3763488m5f	4	2	from	from	ADP
w3763488m5f	4	3	traditional	traditional	ADJ
w3763488m5f	4	4	ad	ad	NOUN
w3763488m5f	4	5	-	-	PUNCT
w3763488m5f	4	6	hoc	hoc	X
w3763488m5f	4	7	data	datum	NOUN
w3763488m5f	4	8	augmentation	augmentation	NOUN
w3763488m5f	4	9	techniques	technique	NOUN
w3763488m5f	4	10	that	that	PRON
w3763488m5f	4	11	integrated	integrate	VERB
w3763488m5f	4	12	augmentation	augmentation	NOUN
w3763488m5f	4	13	into	into	ADP
w3763488m5f	4	14	the	the	DET
w3763488m5f	4	15	learning	learning	NOUN
w3763488m5f	4	16	process	process	NOUN
w3763488m5f	4	17	of	of	ADP
w3763488m5f	4	18	representations	representation	NOUN
w3763488m5f	4	19	and	and	CCONJ
w3763488m5f	4	20	decisions	decision	NOUN
w3763488m5f	4	21	,	,	PUNCT
w3763488m5f	4	22	this	this	DET
w3763488m5f	4	23	thesis	thesis	NOUN
w3763488m5f	4	24	introduces	introduce	VERB
w3763488m5f	4	25	learn	learn	VERB
w3763488m5f	4	26	-	-	PUNCT
w3763488m5f	4	27	to	to	ADP
w3763488m5f	4	28	-	-	PUNCT
w3763488m5f	4	29	augment	augment	NOUN
w3763488m5f	4	30	approaches	approach	NOUN
w3763488m5f	4	31	which	which	PRON
w3763488m5f	4	32	leverage	leverage	NOUN
w3763488m5f	4	33	machine	machine	NOUN
w3763488m5f	4	34	learning	learning	NOUN
w3763488m5f	4	35	models	model	NOUN
w3763488m5f	4	36	for	for	ADP
w3763488m5f	4	37	data	datum	NOUN
w3763488m5f	4	38	augmentation	augmentation	NOUN
w3763488m5f	4	39	.	.	PUNCT
w3763488m5f	5	1	therefore	therefore	ADV
w3763488m5f	5	2	,	,	PUNCT
w3763488m5f	5	3	this	this	DET
w3763488m5f	5	4	thesis	thesis	NOUN
w3763488m5f	5	5	designs	design	VERB
w3763488m5f	5	6	a	a	DET
w3763488m5f	5	7	holistic	holistic	ADJ
w3763488m5f	5	8	learning	learning	NOUN
w3763488m5f	5	9	process	process	NOUN
w3763488m5f	5	10	from	from	ADP
w3763488m5f	5	11	data	datum	NOUN
w3763488m5f	5	12	augmentation	augmentation	NOUN
w3763488m5f	5	13	to	to	ADP
w3763488m5f	5	14	representation	representation	NOUN
w3763488m5f	5	15	learning	learn	VERB
w3763488m5f	5	16	to	to	PART
w3763488m5f	5	17	decision	decision	VERB
w3763488m5f	5	18	making	making	NOUN
w3763488m5f	5	19	.	.	PUNCT
w3763488m5f	6	1	such	such	ADJ
w3763488m5f	6	2	learn	learn	VERB
w3763488m5f	6	3	-	-	PUNCT
w3763488m5f	6	4	to	to	ADP
w3763488m5f	6	5	-	-	PUNCT
w3763488m5f	6	6	augment	augment	NOUN
w3763488m5f	6	7	approaches	approach	NOUN
w3763488m5f	6	8	are	be	AUX
w3763488m5f	6	9	able	able	ADJ
w3763488m5f	6	10	to	to	PART
w3763488m5f	6	11	achieve	achieve	VERB
w3763488m5f	6	12	superior	superior	ADJ
w3763488m5f	6	13	downstream	downstream	ADJ
w3763488m5f	6	14	task	task	NOUN
w3763488m5f	6	15	performance	performance	NOUN
w3763488m5f	6	16	as	as	ADV
w3763488m5f	6	17	well	well	ADV
w3763488m5f	6	18	as	as	ADP
w3763488m5f	6	19	alleviate	alleviate	VERB
w3763488m5f	6	20	the	the	DET
w3763488m5f	6	21	above	above	ADV
w3763488m5f	6	22	-	-	PUNCT
w3763488m5f	6	23	mentioned	mention	VERB
w3763488m5f	6	24	challenges	challenge	NOUN
w3763488m5f	6	25	in	in	ADP
w3763488m5f	6	26	graph	graph	NOUN
w3763488m5f	6	27	machine	machine	NOUN
w3763488m5f	6	28	learning	learning	NOUN
w3763488m5f	6	29	.	.	PUNCT
w3763488m5f	7	1	furthermore	furthermore	ADV
w3763488m5f	7	2	,	,	PUNCT
w3763488m5f	7	3	by	by	ADP
w3763488m5f	7	4	enhancing	enhance	VERB
w3763488m5f	7	5	machine	machine	NOUN
w3763488m5f	7	6	learning	learn	VERB
w3763488m5f	7	7	from	from	ADP
w3763488m5f	7	8	data	datum	NOUN
w3763488m5f	7	9	perspective	perspective	NOUN
w3763488m5f	7	10	,	,	PUNCT
w3763488m5f	7	11	graph	graph	NOUN
w3763488m5f	7	12	data	datum	NOUN
w3763488m5f	7	13	augmentation	augmentation	NOUN
w3763488m5f	7	14	solutions	solution	NOUN
w3763488m5f	7	15	can	can	AUX
w3763488m5f	7	16	be	be	AUX
w3763488m5f	7	17	used	use	VERB
w3763488m5f	7	18	with	with	ADP
w3763488m5f	7	19	different	different	ADJ
w3763488m5f	7	20	graph	graph	NOUN
w3763488m5f	7	21	machine	machine	NOUN
w3763488m5f	7	22	learning	learning	NOUN
w3763488m5f	7	23	models	model	NOUN
w3763488m5f	7	24	and	and	CCONJ
w3763488m5f	7	25	would	would	AUX
w3763488m5f	7	26	not	not	PART
w3763488m5f	7	27	significantly	significantly	ADV
w3763488m5f	7	28	increase	increase	VERB
w3763488m5f	7	29	the	the	DET
w3763488m5f	7	30	model	model	NOUN
w3763488m5f	7	31	's	's	PART
w3763488m5f	7	32	complexity	complexity	NOUN
w3763488m5f	7	33	.	.	PUNCT