id	sid	tid	token	lemma	pos
easat-5755	1	1	edelweiss	edelweiss	PROPN
easat-5755	1	2	applied	apply	VERB
easat-5755	1	3	science	science	NOUN
easat-5755	1	4	and	and	CCONJ
easat-5755	1	5	technology	technology	NOUN
easat-5755	1	6	issn	issn	PROPN
easat-5755	1	7	:	:	PUNCT
easat-5755	1	8	2576	2576	NUM
easat-5755	1	9	-	-	SYM
easat-5755	1	10	8484	8484	NUM
easat-5755	1	11	vol	vol	NOUN
easat-5755	1	12	.	.	PROPN
easat-5755	2	1	9	9	NUM
easat-5755	2	2	,	,	PUNCT
easat-5755	2	3	no	no	INTJ
easat-5755	2	4	.	.	NOUN
easat-5755	2	5	3	3	NUM
easat-5755	2	6	,	,	PUNCT
easat-5755	2	7	2143	2143	NUM
easat-5755	2	8	-	-	SYM
easat-5755	2	9	2148	2148	NUM
easat-5755	2	10	2025	2025	NUM
easat-5755	2	11	publisher	publisher	NOUN
easat-5755	2	12	:	:	PUNCT
easat-5755	2	13	learning	learn	VERB
easat-5755	2	14	gate	gate	NOUN
easat-5755	2	15	doi	doi	PROPN
easat-5755	2	16	:	:	PUNCT
easat-5755	2	17	10.55214/25768484.v9i3.5755	10.55214/25768484.v9i3.5755	NUM
easat-5755	2	18	©	©	PROPN
easat-5755	2	19	2025	2025	NUM
easat-5755	2	20	by	by	ADP
easat-5755	2	21	the	the	DET
easat-5755	2	22	authors	author	NOUN
easat-5755	2	23	;	;	PUNCT
easat-5755	2	24	licensee	licensee	PROPN
easat-5755	2	25	learning	learning	NOUN
easat-5755	2	26	gate	gate	NOUN
easat-5755	3	1	©	©	PROPN
easat-5755	3	2	2025	2025	NUM
easat-5755	3	3	by	by	ADP
easat-5755	3	4	the	the	DET
easat-5755	3	5	authors	author	NOUN
easat-5755	3	6	;	;	PUNCT
easat-5755	3	7	licensee	licensee	PROPN
easat-5755	3	8	learning	learning	NOUN
easat-5755	3	9	gate	gate	NOUN
easat-5755	3	10	history	history	NOUN
easat-5755	3	11	:	:	PUNCT
easat-5755	3	12	received	receive	VERB
easat-5755	3	13	:	:	PUNCT
easat-5755	3	14	23	23	NUM
easat-5755	3	15	january	january	NOUN
easat-5755	3	16	2025	2025	NUM
easat-5755	3	17	;	;	PUNCT
easat-5755	3	18	revised	revise	VERB
easat-5755	3	19	:	:	PUNCT
easat-5755	3	20	13	13	NUM
easat-5755	3	21	march	march	NOUN
easat-5755	3	22	2025	2025	NUM
easat-5755	3	23	;	;	PUNCT
easat-5755	3	24	accepted	accept	VERB
easat-5755	3	25	:	:	PUNCT
easat-5755	3	26	19	19	NUM
easat-5755	3	27	march	march	NOUN
easat-5755	3	28	2025	2025	NUM
easat-5755	3	29	;	;	PUNCT
easat-5755	3	30	published	publish	VERB
easat-5755	3	31	:	:	PUNCT
easat-5755	4	1	25	25	NUM
easat-5755	4	2	march	march	NOUN
easat-5755	4	3	2025	2025	NUM
easat-5755	4	4	*	*	PUNCT
easat-5755	4	5	correspondence	correspondence	NOUN
easat-5755	4	6	:	:	PUNCT
easat-5755	4	7	zh_lwgt01@126.com	zh_lwgt01@126.com	X
easat-5755	4	8	research	research	PROPN
easat-5755	4	9	on	on	ADP
easat-5755	4	10	api	api	NOUN
easat-5755	4	11	security	security	NOUN
easat-5755	4	12	vulnerability	vulnerability	NOUN
easat-5755	4	13	detection	detection	NOUN
easat-5755	4	14	and	and	CCONJ
easat-5755	4	15	repair	repair	NOUN
easat-5755	4	16	mechanism	mechanism	NOUN
easat-5755	4	17	based	base	VERB
easat-5755	4	18	on	on	ADP
easat-5755	4	19	deep	deep	ADJ
easat-5755	4	20	learning	learn	VERB
easat-5755	4	21	hong	hong	PROPN
easat-5755	4	22	zou1	zou1	PROPN
easat-5755	4	23	*	*	PROPN
easat-5755	4	24	,	,	PUNCT
easat-5755	4	25	jiafa	jiafa	PROPN
easat-5755	4	26	zhang2	zhang2	PROPN
easat-5755	4	27	,	,	PUNCT
easat-5755	4	28	zifeng	zifeng	PROPN
easat-5755	4	29	zeng3	zeng3	PROPN
easat-5755	4	30	,	,	PUNCT
easat-5755	4	31	weijie	weijie	PROPN
easat-5755	4	32	xu4	xu4	PROPN
easat-5755	4	33	,	,	PUNCT
easat-5755	4	34	jiawei	jiawei	NOUN
easat-5755	4	35	jiang5	jiang5	PROPN
easat-5755	4	36	1,2,3,4,5china	1,2,3,4,5china	NUM
easat-5755	4	37	southern	southern	ADJ
easat-5755	4	38	power	power	NOUN
easat-5755	4	39	grid	grid	NOUN
easat-5755	4	40	digital	digital	ADJ
easat-5755	4	41	grid	grid	NOUN
easat-5755	4	42	group	group	NOUN
easat-5755	4	43	communication	communication	NOUN
easat-5755	4	44	company	company	NOUN
easat-5755	4	45	,	,	PUNCT
easat-5755	4	46	guangzhou	guangzhou	PROPN
easat-5755	4	47	510663	510663	NUM
easat-5755	4	48	,	,	PUNCT
easat-5755	4	49	china	china	PROPN
easat-5755	4	50	;	;	PUNCT
easat-5755	4	51	zh_lwgt01@126.com	zh_lwgt01@126.com	X
easat-5755	4	52	(	(	PUNCT
easat-5755	4	53	h.z	h.z	PROPN
easat-5755	4	54	.	.	PROPN
easat-5755	4	55	)	)	PUNCT
easat-5755	4	56	zhangjf2@csg.cn	zhangjf2@csg.cn	PROPN
easat-5755	4	57	(	(	PUNCT
easat-5755	4	58	j.z	j.z	PROPN
easat-5755	4	59	.	.	PROPN
easat-5755	4	60	)	)	PUNCT
easat-5755	5	1	zengzf@csg.cn	zengzf@csg.cn	PROPN
easat-5755	5	2	(	(	PUNCT
easat-5755	5	3	z.z	z.z	PROPN
easat-5755	5	4	.	.	PUNCT
easat-5755	5	5	)	)	PUNCT
easat-5755	6	1	xuwj1@csg.cn	xuwj1@csg.cn	PROPN
easat-5755	6	2	(	(	PUNCT
easat-5755	6	3	w.x	w.x	PROPN
easat-5755	6	4	.	.	PROPN
easat-5755	6	5	)	)	PUNCT
easat-5755	7	1	jiangjw@csg.cn	jiangjw@csg.cn	PROPN
easat-5755	7	2	(	(	PUNCT
easat-5755	7	3	j.j	j.j	PROPN
easat-5755	7	4	.	.	PROPN
easat-5755	7	5	)	)	PUNCT
easat-5755	7	6	.	.	PUNCT
easat-5755	8	1	abstract	abstract	ADV
easat-5755	8	2	:	:	PUNCT
easat-5755	8	3	this	this	DET
easat-5755	8	4	paper	paper	NOUN
easat-5755	8	5	aims	aim	VERB
easat-5755	8	6	to	to	PART
easat-5755	8	7	design	design	VERB
easat-5755	8	8	a	a	DET
easat-5755	8	9	deep	deep	ADJ
easat-5755	8	10	learning	learning	NOUN
easat-5755	8	11	-	-	PUNCT
easat-5755	8	12	based	base	VERB
easat-5755	8	13	mechanism	mechanism	NOUN
easat-5755	8	14	for	for	ADP
easat-5755	8	15	detecting	detect	VERB
easat-5755	8	16	and	and	CCONJ
easat-5755	8	17	repairing	repair	VERB
easat-5755	8	18	api	api	NOUN
easat-5755	8	19	security	security	NOUN
easat-5755	8	20	vulnerabilities	vulnerability	NOUN
easat-5755	8	21	,	,	PUNCT
easat-5755	8	22	enabling	enable	VERB
easat-5755	8	23	comprehensive	comprehensive	ADJ
easat-5755	8	24	monitoring	monitoring	NOUN
easat-5755	8	25	and	and	CCONJ
easat-5755	8	26	automated	automate	VERB
easat-5755	8	27	remediation	remediation	NOUN
easat-5755	8	28	of	of	ADP
easat-5755	8	29	api	api	NOUN
easat-5755	8	30	interfaces	interface	NOUN
easat-5755	8	31	.	.	PUNCT
easat-5755	9	1	the	the	DET
easat-5755	9	2	proposed	propose	VERB
easat-5755	9	3	system	system	NOUN
easat-5755	9	4	architecture	architecture	NOUN
easat-5755	9	5	comprises	comprise	VERB
easat-5755	9	6	three	three	NUM
easat-5755	9	7	main	main	ADJ
easat-5755	9	8	modules	module	NOUN
easat-5755	9	9	:	:	PUNCT
easat-5755	9	10	a	a	DET
easat-5755	9	11	data	data	NOUN
easat-5755	9	12	acquisition	acquisition	NOUN
easat-5755	9	13	and	and	CCONJ
easat-5755	9	14	sensing	sense	VERB
easat-5755	9	15	module	module	NOUN
easat-5755	9	16	for	for	ADP
easat-5755	9	17	real	real	ADJ
easat-5755	9	18	-	-	PUNCT
easat-5755	9	19	time	time	NOUN
easat-5755	9	20	monitoring	monitoring	NOUN
easat-5755	9	21	of	of	ADP
easat-5755	9	22	api	api	NOUN
easat-5755	9	23	performance	performance	NOUN
easat-5755	9	24	indicators	indicator	NOUN
easat-5755	9	25	,	,	PUNCT
easat-5755	9	26	a	a	DET
easat-5755	9	27	deep	deep	ADJ
easat-5755	9	28	learning	learning	NOUN
easat-5755	9	29	module	module	NOUN
easat-5755	9	30	utilizing	utilize	VERB
easat-5755	9	31	recurrent	recurrent	ADJ
easat-5755	9	32	neural	neural	ADJ
easat-5755	9	33	networks	network	NOUN
easat-5755	9	34	(	(	PUNCT
easat-5755	9	35	rnn	rnn	PROPN
easat-5755	9	36	)	)	PUNCT
easat-5755	9	37	to	to	PART
easat-5755	9	38	analyze	analyze	VERB
easat-5755	9	39	api	api	NOUN
easat-5755	9	40	traffic	traffic	NOUN
easat-5755	9	41	and	and	CCONJ
easat-5755	9	42	identify	identify	VERB
easat-5755	9	43	potential	potential	ADJ
easat-5755	9	44	vulnerabilities	vulnerability	NOUN
easat-5755	9	45	,	,	PUNCT
easat-5755	9	46	and	and	CCONJ
easat-5755	9	47	a	a	DET
easat-5755	9	48	repair	repair	NOUN
easat-5755	9	49	module	module	NOUN
easat-5755	9	50	that	that	PRON
easat-5755	9	51	develops	develop	VERB
easat-5755	9	52	intelligent	intelligent	ADJ
easat-5755	9	53	repair	repair	NOUN
easat-5755	9	54	strategies	strategy	NOUN
easat-5755	9	55	based	base	VERB
easat-5755	9	56	on	on	ADP
easat-5755	9	57	the	the	DET
easat-5755	9	58	analysis	analysis	NOUN
easat-5755	9	59	results	result	NOUN
easat-5755	9	60	.	.	PUNCT
easat-5755	10	1	experimental	experimental	ADJ
easat-5755	10	2	validation	validation	NOUN
easat-5755	10	3	shows	show	VERB
easat-5755	10	4	that	that	SCONJ
easat-5755	10	5	the	the	DET
easat-5755	10	6	proposed	propose	VERB
easat-5755	10	7	system	system	NOUN
easat-5755	10	8	significantly	significantly	ADV
easat-5755	10	9	outperforms	outperform	VERB
easat-5755	10	10	traditional	traditional	ADJ
easat-5755	10	11	rulematching	rulematching	NOUN
easat-5755	10	12	and	and	CCONJ
easat-5755	10	13	support	support	VERB
easat-5755	10	14	vector	vector	NOUN
easat-5755	10	15	machine	machine	NOUN
easat-5755	10	16	(	(	PUNCT
easat-5755	10	17	svm	svm	ADJ
easat-5755	10	18	)	)	PUNCT
easat-5755	10	19	models	model	NOUN
easat-5755	10	20	in	in	ADP
easat-5755	10	21	terms	term	NOUN
easat-5755	10	22	of	of	ADP
easat-5755	10	23	vulnerability	vulnerability	NOUN
easat-5755	10	24	detection	detection	NOUN
easat-5755	10	25	rate	rate	NOUN
easat-5755	10	26	,	,	PUNCT
easat-5755	10	27	repair	repair	NOUN
easat-5755	10	28	rate	rate	NOUN
easat-5755	10	29	,	,	PUNCT
easat-5755	10	30	and	and	CCONJ
easat-5755	10	31	overall	overall	ADJ
easat-5755	10	32	quality	quality	NOUN
easat-5755	10	33	assessment	assessment	NOUN
easat-5755	10	34	,	,	PUNCT
easat-5755	10	35	highlighting	highlight	VERB
easat-5755	10	36	the	the	DET
easat-5755	10	37	effectiveness	effectiveness	NOUN
easat-5755	10	38	of	of	ADP
easat-5755	10	39	deep	deep	ADJ
easat-5755	10	40	learning	learning	NOUN
easat-5755	10	41	models	model	NOUN
easat-5755	10	42	in	in	ADP
easat-5755	10	43	api	api	NOUN
easat-5755	10	44	security	security	NOUN
easat-5755	10	45	.	.	PUNCT
easat-5755	11	1	the	the	DET
easat-5755	11	2	research	research	NOUN
easat-5755	11	3	demonstrates	demonstrate	VERB
easat-5755	11	4	that	that	SCONJ
easat-5755	11	5	deep	deep	ADJ
easat-5755	11	6	learning	learning	NOUN
easat-5755	11	7	approaches	approach	NOUN
easat-5755	11	8	can	can	AUX
easat-5755	11	9	enhance	enhance	VERB
easat-5755	11	10	the	the	DET
easat-5755	11	11	detection	detection	NOUN
easat-5755	11	12	and	and	CCONJ
easat-5755	11	13	repair	repair	NOUN
easat-5755	11	14	of	of	ADP
easat-5755	11	15	api	api	NOUN
easat-5755	11	16	vulnerabilities	vulnerability	NOUN
easat-5755	11	17	,	,	PUNCT
easat-5755	11	18	offering	offer	VERB
easat-5755	11	19	a	a	DET
easat-5755	11	20	more	more	ADV
easat-5755	11	21	effective	effective	ADJ
easat-5755	11	22	solution	solution	NOUN
easat-5755	11	23	compared	compare	VERB
easat-5755	11	24	to	to	ADP
easat-5755	11	25	conventional	conventional	ADJ
easat-5755	11	26	methods	method	NOUN
easat-5755	11	27	.	.	PUNCT
easat-5755	12	1	this	this	DET
easat-5755	12	2	study	study	NOUN
easat-5755	12	3	provides	provide	VERB
easat-5755	12	4	innovative	innovative	ADJ
easat-5755	12	5	ideas	idea	NOUN
easat-5755	12	6	and	and	CCONJ
easat-5755	12	7	methodologies	methodology	NOUN
easat-5755	12	8	for	for	ADP
easat-5755	12	9	improving	improve	VERB
easat-5755	12	10	api	api	NOUN
easat-5755	12	11	security	security	NOUN
easat-5755	12	12	,	,	PUNCT
easat-5755	12	13	which	which	PRON
easat-5755	12	14	is	be	AUX
easat-5755	12	15	crucial	crucial	ADJ
easat-5755	12	16	for	for	ADP
easat-5755	12	17	safeguarding	safeguard	VERB
easat-5755	12	18	applications	application	NOUN
easat-5755	12	19	and	and	CCONJ
easat-5755	12	20	systems	system	NOUN
easat-5755	12	21	in	in	ADP
easat-5755	12	22	an	an	DET
easat-5755	12	23	increasingly	increasingly	ADV
easat-5755	12	24	interconnected	interconnect	VERB
easat-5755	12	25	digital	digital	ADJ
easat-5755	12	26	landscape	landscape	NOUN
easat-5755	12	27	.	.	PUNCT
easat-5755	13	1	keywords	keyword	NOUN
easat-5755	13	2	:	:	PUNCT
easat-5755	13	3	api	api	NOUN
easat-5755	13	4	security	security	NOUN
easat-5755	13	5	vulnerability	vulnerability	NOUN
easat-5755	13	6	,	,	PUNCT
easat-5755	13	7	deep	deep	ADJ
easat-5755	13	8	learning	learning	NOUN
easat-5755	13	9	,	,	PUNCT
easat-5755	13	10	repair	repair	NOUN
easat-5755	13	11	mechanism	mechanism	NOUN
easat-5755	13	12	.	.	PUNCT
easat-5755	14	1	1	1	X
easat-5755	14	2	.	.	X
easat-5755	14	3	introduction	introduction	NOUN
easat-5755	14	4	with	with	ADP
easat-5755	14	5	the	the	DET
easat-5755	14	6	rapid	rapid	ADJ
easat-5755	14	7	development	development	NOUN
easat-5755	14	8	of	of	ADP
easat-5755	14	9	internet	internet	NOUN
easat-5755	14	10	technology	technology	NOUN
easat-5755	14	11	,	,	PUNCT
easat-5755	14	12	api	api	NOUN
easat-5755	14	13	(	(	PUNCT
easat-5755	14	14	application	application	NOUN
easat-5755	14	15	program	program	NOUN
easat-5755	14	16	interface	interface	NOUN
easat-5755	14	17	)	)	PUNCT
easat-5755	14	18	,	,	PUNCT
easat-5755	14	19	as	as	ADP
easat-5755	14	20	an	an	DET
easat-5755	14	21	important	important	ADJ
easat-5755	14	22	part	part	NOUN
easat-5755	14	23	of	of	ADP
easat-5755	14	24	modern	modern	ADJ
easat-5755	14	25	software	software	NOUN
easat-5755	14	26	architecture	architecture	NOUN
easat-5755	14	27	,	,	PUNCT
easat-5755	14	28	is	be	AUX
easat-5755	14	29	widely	widely	ADV
easat-5755	14	30	used	use	VERB
easat-5755	14	31	in	in	ADP
easat-5755	14	32	the	the	DET
easat-5755	14	33	interaction	interaction	NOUN
easat-5755	14	34	between	between	ADP
easat-5755	14	35	various	various	ADJ
easat-5755	14	36	applications	application	NOUN
easat-5755	14	37	and	and	CCONJ
easat-5755	14	38	services	service	NOUN
easat-5755	14	39	.	.	PUNCT
easat-5755	15	1	the	the	DET
easat-5755	15	2	popularity	popularity	NOUN
easat-5755	15	3	of	of	ADP
easat-5755	15	4	api	api	NOUN
easat-5755	15	5	makes	make	VERB
easat-5755	15	6	data	datum	NOUN
easat-5755	15	7	sharing	sharing	NOUN
easat-5755	15	8	and	and	CCONJ
easat-5755	15	9	function	function	VERB
easat-5755	15	10	invocation	invocation	NOUN
easat-5755	15	11	between	between	ADP
easat-5755	15	12	systems	system	NOUN
easat-5755	15	13	more	more	ADV
easat-5755	15	14	efficient	efficient	ADJ
easat-5755	15	15	,	,	PUNCT
easat-5755	15	16	but	but	CCONJ
easat-5755	15	17	at	at	ADP
easat-5755	15	18	the	the	DET
easat-5755	15	19	same	same	ADJ
easat-5755	15	20	time	time	NOUN
easat-5755	15	21	,	,	PUNCT
easat-5755	15	22	it	it	PRON
easat-5755	15	23	also	also	ADV
easat-5755	15	24	brings	bring	VERB
easat-5755	15	25	about	about	ADP
easat-5755	15	26	security	security	NOUN
easat-5755	15	27	risks	risk	NOUN
easat-5755	15	28	.	.	PUNCT
easat-5755	16	1	api	api	NOUN
easat-5755	16	2	security	security	NOUN
easat-5755	16	3	vulnerabilities	vulnerability	NOUN
easat-5755	16	4	,	,	PUNCT
easat-5755	16	5	such	such	ADJ
easat-5755	16	6	as	as	ADP
easat-5755	16	7	authentication	authentication	NOUN
easat-5755	16	8	loopholes	loophole	NOUN
easat-5755	16	9	,	,	PUNCT
easat-5755	16	10	data	datum	NOUN
easat-5755	16	11	leakage	leakage	NOUN
easat-5755	16	12	,	,	PUNCT
easat-5755	16	13	and	and	CCONJ
easat-5755	16	14	injection	injection	NOUN
easat-5755	16	15	attacks	attack	NOUN
easat-5755	16	16	,	,	PUNCT
easat-5755	16	17	have	have	AUX
easat-5755	16	18	become	become	VERB
easat-5755	16	19	the	the	DET
easat-5755	16	20	main	main	ADJ
easat-5755	16	21	target	target	NOUN
easat-5755	16	22	of	of	ADP
easat-5755	16	23	network	network	NOUN
easat-5755	16	24	attackers	attacker	NOUN
easat-5755	16	25	[	[	X
easat-5755	16	26	1	1	NUM
easat-5755	16	27	]	]	PUNCT
easat-5755	16	28	.	.	PUNCT
easat-5755	17	1	according	accord	VERB
easat-5755	17	2	to	to	ADP
easat-5755	17	3	relevant	relevant	ADJ
easat-5755	17	4	research	research	NOUN
easat-5755	17	5	,	,	PUNCT
easat-5755	17	6	the	the	DET
easat-5755	17	7	number	number	NOUN
easat-5755	17	8	of	of	ADP
easat-5755	17	9	api	api	NOUN
easat-5755	17	10	security	security	NOUN
easat-5755	17	11	vulnerabilities	vulnerability	NOUN
easat-5755	17	12	is	be	AUX
easat-5755	17	13	increasing	increase	VERB
easat-5755	17	14	year	year	NOUN
easat-5755	17	15	by	by	ADP
easat-5755	17	16	year	year	NOUN
easat-5755	17	17	,	,	PUNCT
easat-5755	17	18	bringing	bring	VERB
easat-5755	17	19	huge	huge	ADJ
easat-5755	17	20	security	security	NOUN
easat-5755	17	21	risks	risk	NOUN
easat-5755	17	22	to	to	ADP
easat-5755	17	23	enterprises	enterprise	NOUN
easat-5755	17	24	and	and	CCONJ
easat-5755	17	25	users	user	NOUN
easat-5755	17	26	[	[	X
easat-5755	17	27	2	2	NUM
easat-5755	17	28	]	]	PUNCT
easat-5755	17	29	.	.	PUNCT
easat-5755	18	1	to	to	PART
easat-5755	18	2	cope	cope	VERB
easat-5755	18	3	with	with	ADP
easat-5755	18	4	these	these	DET
easat-5755	18	5	challenges	challenge	NOUN
easat-5755	18	6	,	,	PUNCT
easat-5755	18	7	traditional	traditional	ADJ
easat-5755	18	8	security	security	NOUN
easat-5755	18	9	detection	detection	NOUN
easat-5755	18	10	methods	method	NOUN
easat-5755	18	11	can	can	AUX
easat-5755	18	12	no	no	ADV
easat-5755	18	13	longer	long	ADV
easat-5755	18	14	meet	meet	VERB
easat-5755	18	15	the	the	DET
easat-5755	18	16	demands	demand	NOUN
easat-5755	18	17	of	of	ADP
easat-5755	18	18	the	the	DET
easat-5755	18	19	rapidly	rapidly	ADV
easat-5755	18	20	changing	change	VERB
easat-5755	18	21	network	network	NOUN
easat-5755	18	22	environment	environment	NOUN
easat-5755	18	23	and	and	CCONJ
easat-5755	18	24	complex	complex	ADJ
easat-5755	18	25	attack	attack	NOUN
easat-5755	18	26	patterns	pattern	NOUN
easat-5755	18	27	.	.	PUNCT
easat-5755	19	1	therefore	therefore	ADV
easat-5755	19	2	,	,	PUNCT
easat-5755	19	3	security	security	NOUN
easat-5755	19	4	detection	detection	NOUN
easat-5755	19	5	and	and	CCONJ
easat-5755	19	6	remediation	remediation	NOUN
easat-5755	19	7	mechanisms	mechanism	NOUN
easat-5755	19	8	based	base	VERB
easat-5755	19	9	on	on	ADP
easat-5755	19	10	deep	deep	ADJ
easat-5755	19	11	learning	learning	NOUN
easat-5755	19	12	have	have	AUX
easat-5755	19	13	gradually	gradually	ADV
easat-5755	19	14	become	become	VERB
easat-5755	19	15	a	a	DET
easat-5755	19	16	research	research	NOUN
easat-5755	19	17	hotspot	hotspot	NOUN
easat-5755	19	18	.	.	PUNCT
easat-5755	20	1	deep	deep	ADJ
easat-5755	20	2	learning	learning	NOUN
easat-5755	20	3	can	can	AUX
easat-5755	20	4	automatically	automatically	ADV
easat-5755	20	5	extract	extract	VERB
easat-5755	20	6	data	data	NOUN
easat-5755	20	7	features	feature	NOUN
easat-5755	20	8	,	,	PUNCT
easat-5755	20	9	identify	identify	VERB
easat-5755	20	10	potential	potential	ADJ
easat-5755	20	11	security	security	NOUN
easat-5755	20	12	threats	threat	NOUN
easat-5755	20	13	,	,	PUNCT
easat-5755	20	14	and	and	CCONJ
easat-5755	20	15	make	make	VERB
easat-5755	20	16	intelligent	intelligent	ADJ
easat-5755	20	17	decisions	decision	NOUN
easat-5755	20	18	based	base	VERB
easat-5755	20	19	on	on	ADP
easat-5755	20	20	real	real	ADJ
easat-5755	20	21	-	-	PUNCT
easat-5755	20	22	time	time	NOUN
easat-5755	20	23	data	datum	NOUN
easat-5755	20	24	,	,	PUNCT
easat-5755	20	25	providing	provide	VERB
easat-5755	20	26	new	new	ADJ
easat-5755	20	27	ideas	idea	NOUN
easat-5755	20	28	for	for	ADP
easat-5755	20	29	security	security	NOUN
easat-5755	20	30	protection	protection	NOUN
easat-5755	20	31	of	of	ADP
easat-5755	20	32	apis	apis	PROPN
easat-5755	20	33	[	[	X
easat-5755	20	34	3	3	NUM
easat-5755	20	35	]	]	PUNCT
easat-5755	20	36	.	.	PUNCT
easat-5755	21	1	many	many	ADJ
easat-5755	21	2	research	research	NOUN
easat-5755	21	3	organizations	organization	NOUN
easat-5755	21	4	and	and	CCONJ
easat-5755	21	5	companies	company	NOUN
easat-5755	21	6	have	have	AUX
easat-5755	21	7	conducted	conduct	VERB
easat-5755	21	8	in	in	ADP
easat-5755	21	9	-	-	PUNCT
easat-5755	21	10	depth	depth	NOUN
easat-5755	21	11	exploration	exploration	NOUN
easat-5755	21	12	in	in	ADP
easat-5755	21	13	the	the	DET
easat-5755	21	14	field	field	NOUN
easat-5755	21	15	of	of	ADP
easat-5755	21	16	api	api	NOUN
easat-5755	21	17	security	security	NOUN
easat-5755	21	18	.	.	PUNCT
easat-5755	22	1	for	for	ADP
easat-5755	22	2	example	example	NOUN
easat-5755	22	3	,	,	PUNCT
easat-5755	22	4	google	google	PROPN
easat-5755	22	5	,	,	PUNCT
easat-5755	22	6	microsoft	microsoft	PROPN
easat-5755	22	7	and	and	CCONJ
easat-5755	22	8	other	other	ADJ
easat-5755	22	9	companies	company	NOUN
easat-5755	22	10	have	have	AUX
easat-5755	22	11	developed	develop	VERB
easat-5755	22	12	a	a	DET
easat-5755	22	13	variety	variety	NOUN
easat-5755	22	14	of	of	ADP
easat-5755	22	15	api	api	NOUN
easat-5755	22	16	security	security	NOUN
easat-5755	22	17	detection	detection	NOUN
easat-5755	22	18	tools	tool	NOUN
easat-5755	22	19	using	use	VERB
easat-5755	22	20	deep	deep	ADJ
easat-5755	22	21	learning	learning	NOUN
easat-5755	22	22	and	and	CCONJ
easat-5755	22	23	machine	machine	NOUN
easat-5755	22	24	learning	learning	NOUN
easat-5755	22	25	technologies	technology	NOUN
easat-5755	22	26	[	[	X
easat-5755	22	27	4	4	NUM
easat-5755	22	28	]	]	PUNCT
easat-5755	22	29	.	.	PUNCT
easat-5755	23	1	these	these	DET
easat-5755	23	2	tools	tool	NOUN
easat-5755	23	3	identify	identify	VERB
easat-5755	23	4	anomalous	anomalous	ADJ
easat-5755	23	5	behaviors	behavior	NOUN
easat-5755	23	6	by	by	ADP
easat-5755	23	7	analyzing	analyze	VERB
easat-5755	23	8	the	the	DET
easat-5755	23	9	characteristics	characteristic	NOUN
easat-5755	23	10	of	of	ADP
easat-5755	23	11	api	api	NOUN
easat-5755	23	12	traffic	traffic	NOUN
easat-5755	23	13	and	and	CCONJ
easat-5755	23	14	provide	provide	VERB
easat-5755	23	15	corresponding	correspond	VERB
easat-5755	23	16	security	security	NOUN
easat-5755	23	17	fixing	fix	VERB
easat-5755	23	18	suggestions	suggestion	NOUN
easat-5755	23	19	.	.	PUNCT
easat-5755	24	1	meanwhile	meanwhile	ADV
easat-5755	24	2	,	,	PUNCT
easat-5755	24	3	academics	academic	NOUN
easat-5755	24	4	have	have	AUX
easat-5755	24	5	also	also	ADV
easat-5755	24	6	proposed	propose	VERB
easat-5755	24	7	a	a	DET
easat-5755	24	8	variety	variety	NOUN
easat-5755	24	9	of	of	ADP
easat-5755	24	10	deep	deep	ADJ
easat-5755	24	11	learning	learning	NOUN
easat-5755	24	12	-	-	PUNCT
easat-5755	24	13	based	base	VERB
easat-5755	24	14	models	model	NOUN
easat-5755	24	15	,	,	PUNCT
easat-5755	24	16	such	such	ADJ
easat-5755	24	17	as	as	ADP
easat-5755	24	18	convolutional	convolutional	ADJ
easat-5755	24	19	neural	neural	ADJ
easat-5755	24	20	networks	network	NOUN
easat-5755	24	21	(	(	PUNCT
easat-5755	24	22	cnn	cnn	PROPN
easat-5755	24	23	)	)	PUNCT
easat-5755	24	24	and	and	CCONJ
easat-5755	24	25	recurrent	recurrent	ADJ
easat-5755	24	26	neural	neural	ADJ
easat-5755	24	27	networks	network	NOUN
easat-5755	24	28	(	(	PUNCT
easat-5755	24	29	rnn	rnn	PROPN
easat-5755	24	30	)	)	PUNCT
easat-5755	24	31	,	,	PUNCT
easat-5755	24	32	for	for	ADP
easat-5755	24	33	detecting	detect	VERB
easat-5755	24	34	potential	potential	ADJ
easat-5755	24	35	vulnerabilities	vulnerability	NOUN
easat-5755	24	36	in	in	ADP
easat-5755	24	37	api	api	NOUN
easat-5755	24	38	requests	request	NOUN
easat-5755	24	39	.	.	PUNCT
easat-5755	25	1	domestic	domestic	ADJ
easat-5755	25	2	research	research	NOUN
easat-5755	25	3	on	on	ADP
easat-5755	25	4	api	api	NOUN
easat-5755	25	5	security	security	NOUN
easat-5755	25	6	is	be	AUX
easat-5755	25	7	also	also	ADV
easat-5755	25	8	gradually	gradually	ADV
easat-5755	25	9	emerging	emerge	VERB
easat-5755	25	10	.	.	PUNCT
easat-5755	26	1	2144	2144	NUM
easat-5755	26	2	edelweiss	edelweiss	PROPN
easat-5755	26	3	applied	apply	VERB
easat-5755	26	4	science	science	NOUN
easat-5755	26	5	and	and	CCONJ
easat-5755	26	6	technology	technology	NOUN
easat-5755	26	7	issn	issn	PROPN
easat-5755	26	8	:	:	PUNCT
easat-5755	26	9	2576	2576	NUM
easat-5755	26	10	-	-	SYM
easat-5755	26	11	8484	8484	NUM
easat-5755	26	12	vol	vol	NOUN
easat-5755	26	13	.	.	PROPN
easat-5755	27	1	9	9	NUM
easat-5755	27	2	,	,	PUNCT
easat-5755	27	3	no	no	INTJ
easat-5755	27	4	.	.	NOUN
easat-5755	28	1	3	3	NUM
easat-5755	28	2	:	:	SYM
easat-5755	28	3	2143	2143	NUM
easat-5755	28	4	-	-	SYM
easat-5755	28	5	2148	2148	NUM
easat-5755	28	6	,	,	PUNCT
easat-5755	28	7	2025	2025	NUM
easat-5755	28	8	doi	doi	NOUN
easat-5755	28	9	:	:	PUNCT
easat-5755	28	10	10.55214/25768484.v9i3.5755	10.55214/25768484.v9i3.5755	NUM
easat-5755	28	11	©	©	PROPN
easat-5755	28	12	2025	2025	NUM
easat-5755	28	13	by	by	ADP
easat-5755	28	14	the	the	DET
easat-5755	28	15	authors	author	NOUN
easat-5755	28	16	;	;	PUNCT
easat-5755	28	17	licensee	licensee	PROPN
easat-5755	28	18	learning	learning	NOUN
easat-5755	28	19	gate	gate	VERB
easat-5755	28	20	many	many	ADJ
easat-5755	28	21	universities	university	NOUN
easat-5755	28	22	and	and	CCONJ
easat-5755	28	23	research	research	NOUN
easat-5755	28	24	institutes	institute	NOUN
easat-5755	28	25	have	have	AUX
easat-5755	28	26	begun	begin	VERB
easat-5755	28	27	to	to	PART
easat-5755	28	28	pay	pay	VERB
easat-5755	28	29	attention	attention	NOUN
easat-5755	28	30	to	to	ADP
easat-5755	28	31	the	the	DET
easat-5755	28	32	detection	detection	NOUN
easat-5755	28	33	and	and	CCONJ
easat-5755	28	34	repair	repair	NOUN
easat-5755	28	35	of	of	ADP
easat-5755	28	36	api	api	NOUN
easat-5755	28	37	security	security	NOUN
easat-5755	28	38	vulnerabilities	vulnerability	NOUN
easat-5755	28	39	,	,	PUNCT
easat-5755	28	40	and	and	CCONJ
easat-5755	28	41	carry	carry	VERB
easat-5755	28	42	out	out	ADP
easat-5755	28	43	related	relate	VERB
easat-5755	28	44	research	research	NOUN
easat-5755	28	45	by	by	ADP
easat-5755	28	46	combining	combine	VERB
easat-5755	28	47	deep	deep	ADJ
easat-5755	28	48	learning	learning	NOUN
easat-5755	28	49	techniques	technique	NOUN
easat-5755	28	50	.	.	PUNCT
easat-5755	29	1	some	some	DET
easat-5755	29	2	researchers	researcher	NOUN
easat-5755	29	3	have	have	AUX
easat-5755	29	4	proposed	propose	VERB
easat-5755	29	5	a	a	DET
easat-5755	29	6	deep	deep	ADJ
easat-5755	29	7	learning	learning	NOUN
easat-5755	29	8	-	-	PUNCT
easat-5755	29	9	based	base	VERB
easat-5755	29	10	api	api	NOUN
easat-5755	29	11	traffic	traffic	NOUN
easat-5755	29	12	analysis	analysis	NOUN
easat-5755	29	13	method	method	NOUN
easat-5755	29	14	to	to	PART
easat-5755	29	15	identify	identify	VERB
easat-5755	29	16	potential	potential	ADJ
easat-5755	29	17	security	security	NOUN
easat-5755	29	18	threats	threat	NOUN
easat-5755	29	19	by	by	ADP
easat-5755	29	20	comparing	compare	VERB
easat-5755	29	21	the	the	DET
easat-5755	29	22	differences	difference	NOUN
easat-5755	29	23	between	between	ADP
easat-5755	29	24	normal	normal	ADJ
easat-5755	29	25	and	and	CCONJ
easat-5755	29	26	abnormal	abnormal	ADJ
easat-5755	29	27	traffic	traffic	NOUN
easat-5755	29	28	.	.	PUNCT
easat-5755	30	1	in	in	ADP
easat-5755	30	2	addition	addition	NOUN
easat-5755	30	3	,	,	PUNCT
easat-5755	30	4	some	some	DET
easat-5755	30	5	domestic	domestic	ADJ
easat-5755	30	6	enterprises	enterprise	NOUN
easat-5755	30	7	are	be	AUX
easat-5755	30	8	also	also	ADV
easat-5755	30	9	applying	apply	VERB
easat-5755	30	10	deep	deep	ADJ
easat-5755	30	11	learning	learning	NOUN
easat-5755	30	12	technology	technology	NOUN
easat-5755	30	13	to	to	PART
easat-5755	30	14	improve	improve	VERB
easat-5755	30	15	api	api	NOUN
easat-5755	30	16	security	security	NOUN
easat-5755	30	17	in	in	ADP
easat-5755	30	18	practice	practice	NOUN
easat-5755	30	19	[	[	X
easat-5755	30	20	5	5	NUM
easat-5755	30	21	]	]	PUNCT
easat-5755	30	22	.	.	PUNCT
easat-5755	31	1	although	although	SCONJ
easat-5755	31	2	the	the	DET
easat-5755	31	3	research	research	NOUN
easat-5755	31	4	on	on	ADP
easat-5755	31	5	api	api	NOUN
easat-5755	31	6	security	security	NOUN
easat-5755	31	7	vulnerability	vulnerability	NOUN
easat-5755	31	8	detection	detection	NOUN
easat-5755	31	9	and	and	CCONJ
easat-5755	31	10	repair	repair	NOUN
easat-5755	31	11	mechanism	mechanism	NOUN
easat-5755	31	12	based	base	VERB
easat-5755	31	13	on	on	ADP
easat-5755	31	14	deep	deep	ADJ
easat-5755	31	15	learning	learning	NOUN
easat-5755	31	16	has	have	AUX
easat-5755	31	17	achieved	achieve	VERB
easat-5755	31	18	certain	certain	ADJ
easat-5755	31	19	results	result	NOUN
easat-5755	31	20	,	,	PUNCT
easat-5755	31	21	there	there	PRON
easat-5755	31	22	are	be	VERB
easat-5755	31	23	still	still	ADV
easat-5755	31	24	some	some	DET
easat-5755	31	25	shortcomings	shortcoming	NOUN
easat-5755	31	26	.	.	PUNCT
easat-5755	32	1	currently	currently	ADV
easat-5755	32	2	,	,	PUNCT
easat-5755	32	3	there	there	PRON
easat-5755	32	4	are	be	VERB
easat-5755	32	5	relatively	relatively	ADV
easat-5755	32	6	few	few	ADJ
easat-5755	32	7	publicly	publicly	ADV
easat-5755	32	8	available	available	ADJ
easat-5755	32	9	datasets	dataset	NOUN
easat-5755	32	10	for	for	ADP
easat-5755	32	11	api	api	NOUN
easat-5755	32	12	security	security	NOUN
easat-5755	32	13	vulnerabilities	vulnerability	NOUN
easat-5755	32	14	,	,	PUNCT
easat-5755	32	15	leading	lead	VERB
easat-5755	32	16	to	to	ADP
easat-5755	32	17	limitations	limitation	NOUN
easat-5755	32	18	in	in	ADP
easat-5755	32	19	the	the	DET
easat-5755	32	20	training	training	NOUN
easat-5755	32	21	and	and	CCONJ
easat-5755	32	22	validation	validation	NOUN
easat-5755	32	23	of	of	ADP
easat-5755	32	24	deep	deep	ADJ
easat-5755	32	25	learning	learning	NOUN
easat-5755	32	26	models	model	NOUN
easat-5755	32	27	[	[	X
easat-5755	32	28	6	6	NUM
easat-5755	32	29	]	]	PUNCT
easat-5755	32	30	.	.	PUNCT
easat-5755	33	1	the	the	DET
easat-5755	33	2	lack	lack	NOUN
easat-5755	33	3	of	of	ADP
easat-5755	33	4	diverse	diverse	ADJ
easat-5755	33	5	and	and	CCONJ
easat-5755	33	6	real	real	ADJ
easat-5755	33	7	-	-	PUNCT
easat-5755	33	8	scenario	scenario	NOUN
easat-5755	33	9	datasets	dataset	NOUN
easat-5755	33	10	makes	make	VERB
easat-5755	33	11	the	the	DET
easat-5755	33	12	effectiveness	effectiveness	NOUN
easat-5755	33	13	and	and	CCONJ
easat-5755	33	14	robustness	robustness	NOUN
easat-5755	33	15	of	of	ADP
easat-5755	33	16	the	the	DET
easat-5755	33	17	models	model	NOUN
easat-5755	33	18	in	in	ADP
easat-5755	33	19	real	real	ADJ
easat-5755	33	20	-	-	PUNCT
easat-5755	33	21	world	world	NOUN
easat-5755	33	22	applications	application	NOUN
easat-5755	33	23	suffer	suffer	VERB
easat-5755	33	24	.	.	PUNCT
easat-5755	34	1	deep	deep	ADJ
easat-5755	34	2	learning	learning	NOUN
easat-5755	34	3	models	model	NOUN
easat-5755	34	4	are	be	AUX
easat-5755	34	5	often	often	ADV
easat-5755	34	6	viewed	view	VERB
easat-5755	34	7	as	as	ADP
easat-5755	34	8	"	"	PUNCT
easat-5755	34	9	black	black	ADJ
easat-5755	34	10	boxes	box	NOUN
easat-5755	34	11	"	"	PUNCT
easat-5755	34	12	whose	whose	DET
easat-5755	34	13	internal	internal	ADJ
easat-5755	34	14	decision	decision	NOUN
easat-5755	34	15	-	-	PUNCT
easat-5755	34	16	making	make	VERB
easat-5755	34	17	processes	process	NOUN
easat-5755	34	18	can	can	AUX
easat-5755	34	19	not	not	PART
easat-5755	34	20	be	be	AUX
easat-5755	34	21	easily	easily	ADV
easat-5755	34	22	explained	explain	VERB
easat-5755	34	23	[	[	PUNCT
easat-5755	34	24	7	7	NUM
easat-5755	34	25	]	]	PUNCT
easat-5755	34	26	.	.	PUNCT
easat-5755	35	1	this	this	PRON
easat-5755	35	2	is	be	AUX
easat-5755	35	3	especially	especially	ADV
easat-5755	35	4	important	important	ADJ
easat-5755	35	5	in	in	ADP
easat-5755	35	6	the	the	DET
easat-5755	35	7	security	security	NOUN
easat-5755	35	8	domain	domain	NOUN
easat-5755	35	9	,	,	PUNCT
easat-5755	35	10	where	where	SCONJ
easat-5755	35	11	security	security	NOUN
easat-5755	35	12	experts	expert	NOUN
easat-5755	35	13	need	need	VERB
easat-5755	35	14	to	to	PART
easat-5755	35	15	understand	understand	VERB
easat-5755	35	16	the	the	DET
easat-5755	35	17	basis	basis	NOUN
easat-5755	35	18	of	of	ADP
easat-5755	35	19	the	the	DET
easat-5755	35	20	model	model	NOUN
easat-5755	35	21	's	's	PART
easat-5755	35	22	judgment	judgment	NOUN
easat-5755	35	23	in	in	ADP
easat-5755	35	24	order	order	NOUN
easat-5755	35	25	to	to	PART
easat-5755	35	26	make	make	VERB
easat-5755	35	27	sound	sound	ADJ
easat-5755	35	28	security	security	NOUN
easat-5755	35	29	decisions	decision	NOUN
easat-5755	35	30	.	.	PUNCT
easat-5755	36	1	there	there	PRON
easat-5755	36	2	is	be	VERB
easat-5755	36	3	still	still	ADV
easat-5755	36	4	plenty	plenty	NOUN
easat-5755	36	5	of	of	ADP
easat-5755	36	6	room	room	NOUN
easat-5755	36	7	for	for	ADP
easat-5755	36	8	the	the	DET
easat-5755	36	9	research	research	NOUN
easat-5755	36	10	of	of	ADP
easat-5755	36	11	api	api	NOUN
easat-5755	36	12	security	security	NOUN
easat-5755	36	13	vulnerability	vulnerability	NOUN
easat-5755	36	14	detection	detection	NOUN
easat-5755	36	15	and	and	CCONJ
easat-5755	36	16	repair	repair	NOUN
easat-5755	36	17	mechanism	mechanism	NOUN
easat-5755	36	18	based	base	VERB
easat-5755	36	19	on	on	ADP
easat-5755	36	20	deep	deep	ADJ
easat-5755	36	21	learning	learning	NOUN
easat-5755	36	22	.	.	PUNCT
easat-5755	37	1	in	in	ADP
easat-5755	37	2	this	this	DET
easat-5755	37	3	paper	paper	NOUN
easat-5755	37	4	,	,	PUNCT
easat-5755	37	5	we	we	PRON
easat-5755	37	6	conduct	conduct	VERB
easat-5755	37	7	an	an	DET
easat-5755	37	8	in	in	ADP
easat-5755	37	9	-	-	PUNCT
easat-5755	37	10	depth	depth	NOUN
easat-5755	37	11	exploration	exploration	NOUN
easat-5755	37	12	on	on	ADP
easat-5755	37	13	the	the	DET
easat-5755	37	14	aspects	aspect	NOUN
easat-5755	37	15	of	of	ADP
easat-5755	37	16	dataset	dataset	NOUN
easat-5755	37	17	construction	construction	NOUN
easat-5755	37	18	,	,	PUNCT
easat-5755	37	19	model	model	NOUN
easat-5755	37	20	interpretation	interpretation	NOUN
easat-5755	37	21	,	,	PUNCT
easat-5755	37	22	real	real	ADJ
easat-5755	37	23	-	-	PUNCT
easat-5755	37	24	time	time	NOUN
easat-5755	37	25	performance	performance	NOUN
easat-5755	37	26	and	and	CCONJ
easat-5755	37	27	adaptability	adaptability	NOUN
easat-5755	37	28	to	to	PART
easat-5755	37	29	improve	improve	VERB
easat-5755	37	30	the	the	DET
easat-5755	37	31	security	security	NOUN
easat-5755	37	32	and	and	CCONJ
easat-5755	37	33	reliability	reliability	NOUN
easat-5755	37	34	of	of	ADP
easat-5755	37	35	apis	apis	PROPN
easat-5755	37	36	.	.	PUNCT
easat-5755	38	1	2	2	X
easat-5755	38	2	.	.	X
easat-5755	38	3	deep	deep	ADJ
easat-5755	38	4	learning	learning	NOUN
easat-5755	38	5	based	base	VERB
easat-5755	38	6	api	api	NOUN
easat-5755	38	7	security	security	NOUN
easat-5755	38	8	vulnerability	vulnerability	NOUN
easat-5755	38	9	detection	detection	NOUN
easat-5755	38	10	design	design	NOUN
easat-5755	38	11	2.1	2.1	NUM
easat-5755	38	12	.	.	PUNCT
easat-5755	39	1	overall	overall	ADJ
easat-5755	39	2	system	system	NOUN
easat-5755	39	3	design	design	VERB
easat-5755	39	4	the	the	DET
easat-5755	39	5	deep	deep	ADJ
easat-5755	39	6	learning	learning	NOUN
easat-5755	39	7	-	-	PUNCT
easat-5755	39	8	based	base	VERB
easat-5755	39	9	api	api	NOUN
easat-5755	39	10	security	security	NOUN
easat-5755	39	11	vulnerability	vulnerability	NOUN
easat-5755	39	12	detection	detection	NOUN
easat-5755	39	13	and	and	CCONJ
easat-5755	39	14	repair	repair	NOUN
easat-5755	39	15	mechanism	mechanism	NOUN
easat-5755	39	16	system	system	NOUN
easat-5755	39	17	aims	aim	VERB
easat-5755	39	18	to	to	PART
easat-5755	39	19	provide	provide	VERB
easat-5755	39	20	comprehensive	comprehensive	ADJ
easat-5755	39	21	security	security	NOUN
easat-5755	39	22	monitoring	monitoring	NOUN
easat-5755	39	23	,	,	PUNCT
easat-5755	39	24	vulnerability	vulnerability	NOUN
easat-5755	39	25	detection	detection	NOUN
easat-5755	39	26	and	and	CCONJ
easat-5755	39	27	automatic	automatic	ADJ
easat-5755	39	28	repair	repair	NOUN
easat-5755	39	29	of	of	ADP
easat-5755	39	30	api	api	NOUN
easat-5755	39	31	interfaces	interface	NOUN
easat-5755	39	32	through	through	ADP
easat-5755	39	33	intelligent	intelligent	ADJ
easat-5755	39	34	means	mean	NOUN
easat-5755	39	35	[	[	X
easat-5755	39	36	8	8	NUM
easat-5755	39	37	]	]	PUNCT
easat-5755	39	38	.	.	PUNCT
easat-5755	40	1	the	the	DET
easat-5755	40	2	overall	overall	ADJ
easat-5755	40	3	architecture	architecture	NOUN
easat-5755	40	4	of	of	ADP
easat-5755	40	5	the	the	DET
easat-5755	40	6	system	system	NOUN
easat-5755	40	7	is	be	AUX
easat-5755	40	8	divided	divide	VERB
easat-5755	40	9	into	into	ADP
easat-5755	40	10	three	three	NUM
easat-5755	40	11	main	main	ADJ
easat-5755	40	12	modules	module	NOUN
easat-5755	40	13	:	:	PUNCT
easat-5755	40	14	data	datum	NOUN
easat-5755	40	15	acquisition	acquisition	NOUN
easat-5755	40	16	and	and	CCONJ
easat-5755	40	17	sensing	sense	VERB
easat-5755	40	18	module	module	NOUN
easat-5755	40	19	,	,	PUNCT
easat-5755	40	20	deep	deep	ADJ
easat-5755	40	21	learning	learning	NOUN
easat-5755	40	22	and	and	CCONJ
easat-5755	40	23	data	datum	NOUN
easat-5755	40	24	processing	processing	NOUN
easat-5755	40	25	module	module	NOUN
easat-5755	40	26	,	,	PUNCT
easat-5755	40	27	and	and	CCONJ
easat-5755	40	28	api	api	NOUN
easat-5755	40	29	security	security	NOUN
easat-5755	40	30	vulnerability	vulnerability	NOUN
easat-5755	40	31	repair	repair	NOUN
easat-5755	40	32	module	module	NOUN
easat-5755	40	33	.	.	PUNCT
easat-5755	41	1	the	the	DET
easat-5755	41	2	modules	module	NOUN
easat-5755	41	3	interact	interact	VERB
easat-5755	41	4	with	with	ADP
easat-5755	41	5	each	each	DET
easat-5755	41	6	other	other	ADJ
easat-5755	41	7	through	through	ADP
easat-5755	41	8	an	an	DET
easat-5755	41	9	efficient	efficient	ADJ
easat-5755	41	10	data	data	NOUN
easat-5755	41	11	transmission	transmission	NOUN
easat-5755	41	12	channel	channel	NOUN
easat-5755	41	13	to	to	PART
easat-5755	41	14	ensure	ensure	VERB
easat-5755	41	15	real	real	ADJ
easat-5755	41	16	-	-	PUNCT
easat-5755	41	17	time	time	NOUN
easat-5755	41	18	and	and	CCONJ
easat-5755	41	19	accurate	accurate	ADJ
easat-5755	41	20	data	datum	NOUN
easat-5755	41	21	.	.	PUNCT
easat-5755	42	1	2.2	2.2	NUM
easat-5755	42	2	.	.	PUNCT
easat-5755	42	3	api	api	NOUN
easat-5755	42	4	security	security	NOUN
easat-5755	42	5	vulnerability	vulnerability	NOUN
easat-5755	42	6	detection	detection	NOUN
easat-5755	42	7	function	function	NOUN
easat-5755	42	8	module	module	NOUN
easat-5755	42	9	design	design	NOUN
easat-5755	42	10	2.2.1	2.2.1	NUM
easat-5755	42	11	.	.	PUNCT
easat-5755	42	12	data	datum	NOUN
easat-5755	42	13	acquisition	acquisition	NOUN
easat-5755	42	14	and	and	CCONJ
easat-5755	42	15	sensing	sensing	NOUN
easat-5755	42	16	module	module	NOUN
easat-5755	42	17	the	the	DET
easat-5755	42	18	data	data	NOUN
easat-5755	42	19	acquisition	acquisition	NOUN
easat-5755	42	20	and	and	CCONJ
easat-5755	42	21	sensing	sense	VERB
easat-5755	42	22	module	module	NOUN
easat-5755	42	23	is	be	AUX
easat-5755	42	24	the	the	DET
easat-5755	42	25	core	core	NOUN
easat-5755	42	26	component	component	NOUN
easat-5755	42	27	of	of	ADP
easat-5755	42	28	the	the	DET
easat-5755	42	29	entire	entire	ADJ
easat-5755	42	30	api	api	NOUN
easat-5755	42	31	security	security	NOUN
easat-5755	42	32	vulnerability	vulnerability	NOUN
easat-5755	42	33	detection	detection	NOUN
easat-5755	42	34	system	system	NOUN
easat-5755	42	35	,	,	PUNCT
easat-5755	42	36	responsible	responsible	ADJ
easat-5755	42	37	for	for	ADP
easat-5755	42	38	real	real	ADJ
easat-5755	42	39	-	-	PUNCT
easat-5755	42	40	time	time	NOUN
easat-5755	42	41	monitoring	monitoring	NOUN
easat-5755	42	42	and	and	CCONJ
easat-5755	42	43	collection	collection	NOUN
easat-5755	42	44	of	of	ADP
easat-5755	42	45	key	key	ADJ
easat-5755	42	46	performance	performance	NOUN
easat-5755	42	47	indicators	indicator	NOUN
easat-5755	42	48	and	and	CCONJ
easat-5755	42	49	security	security	NOUN
easat-5755	42	50	status	status	NOUN
easat-5755	42	51	of	of	ADP
easat-5755	42	52	the	the	DET
easat-5755	42	53	api	api	NOUN
easat-5755	42	54	interface	interface	NOUN
easat-5755	42	55	.	.	PUNCT
easat-5755	43	1	the	the	DET
easat-5755	43	2	module	module	NOUN
easat-5755	43	3	is	be	AUX
easat-5755	43	4	designed	design	VERB
easat-5755	43	5	to	to	PART
easat-5755	43	6	ensure	ensure	VERB
easat-5755	43	7	the	the	DET
easat-5755	43	8	accuracy	accuracy	NOUN
easat-5755	43	9	,	,	PUNCT
easat-5755	43	10	reliability	reliability	NOUN
easat-5755	43	11	and	and	CCONJ
easat-5755	43	12	real	real	ADJ
easat-5755	43	13	-	-	PUNCT
easat-5755	43	14	time	time	NOUN
easat-5755	43	15	performance	performance	NOUN
easat-5755	43	16	of	of	ADP
easat-5755	43	17	the	the	DET
easat-5755	43	18	data	datum	NOUN
easat-5755	43	19	,	,	PUNCT
easat-5755	43	20	providing	provide	VERB
easat-5755	43	21	a	a	DET
easat-5755	43	22	solid	solid	ADJ
easat-5755	43	23	data	datum	NOUN
easat-5755	43	24	foundation	foundation	NOUN
easat-5755	43	25	for	for	ADP
easat-5755	43	26	subsequent	subsequent	ADJ
easat-5755	43	27	security	security	NOUN
easat-5755	43	28	analysis	analysis	NOUN
easat-5755	43	29	and	and	CCONJ
easat-5755	43	30	vulnerability	vulnerability	NOUN
easat-5755	43	31	detection	detection	NOUN
easat-5755	43	32	.	.	PUNCT
easat-5755	44	1	for	for	ADP
easat-5755	44	2	the	the	DET
easat-5755	44	3	selection	selection	NOUN
easat-5755	44	4	of	of	ADP
easat-5755	44	5	sensors	sensor	NOUN
easat-5755	44	6	,	,	PUNCT
easat-5755	44	7	the	the	DET
easat-5755	44	8	module	module	NOUN
easat-5755	44	9	utilizes	utilize	VERB
easat-5755	44	10	highly	highly	ADV
easat-5755	44	11	efficient	efficient	ADJ
easat-5755	44	12	network	network	NOUN
easat-5755	44	13	traffic	traffic	NOUN
easat-5755	44	14	monitoring	monitoring	NOUN
easat-5755	44	15	tools	tool	NOUN
easat-5755	44	16	and	and	CCONJ
easat-5755	44	17	security	security	NOUN
easat-5755	44	18	information	information	NOUN
easat-5755	44	19	event	event	NOUN
easat-5755	44	20	management	management	NOUN
easat-5755	44	21	(	(	PUNCT
easat-5755	44	22	siem	siem	NOUN
easat-5755	44	23	)	)	PUNCT
easat-5755	44	24	systems	system	NOUN
easat-5755	44	25	.	.	PUNCT
easat-5755	45	1	these	these	DET
easat-5755	45	2	tools	tool	NOUN
easat-5755	45	3	are	be	AUX
easat-5755	45	4	known	know	VERB
easat-5755	45	5	for	for	ADP
easat-5755	45	6	their	their	PRON
easat-5755	45	7	high	high	ADJ
easat-5755	45	8	performance	performance	NOUN
easat-5755	45	9	,	,	PUNCT
easat-5755	45	10	low	low	ADJ
easat-5755	45	11	latency	latency	NOUN
easat-5755	45	12	and	and	CCONJ
easat-5755	45	13	powerful	powerful	ADJ
easat-5755	45	14	data	datum	NOUN
easat-5755	45	15	analysis	analysis	NOUN
easat-5755	45	16	capabilities	capability	NOUN
easat-5755	45	17	,	,	PUNCT
easat-5755	45	18	and	and	CCONJ
easat-5755	45	19	can	can	AUX
easat-5755	45	20	operate	operate	VERB
easat-5755	45	21	stably	stably	ADV
easat-5755	45	22	in	in	ADP
easat-5755	45	23	a	a	DET
easat-5755	45	24	variety	variety	NOUN
easat-5755	45	25	of	of	ADP
easat-5755	45	26	network	network	NOUN
easat-5755	45	27	environments	environment	NOUN
easat-5755	45	28	.	.	PUNCT
easat-5755	46	1	by	by	ADP
easat-5755	46	2	integrating	integrate	VERB
easat-5755	46	3	multiple	multiple	ADJ
easat-5755	46	4	types	type	NOUN
easat-5755	46	5	of	of	ADP
easat-5755	46	6	monitoring	monitoring	NOUN
easat-5755	46	7	tools	tool	NOUN
easat-5755	46	8	,	,	PUNCT
easat-5755	46	9	the	the	DET
easat-5755	46	10	module	module	NOUN
easat-5755	46	11	is	be	AUX
easat-5755	46	12	able	able	ADJ
easat-5755	46	13	to	to	PART
easat-5755	46	14	simultaneously	simultaneously	ADV
easat-5755	46	15	capture	capture	VERB
easat-5755	46	16	a	a	DET
easat-5755	46	17	wide	wide	ADJ
easat-5755	46	18	range	range	NOUN
easat-5755	46	19	of	of	ADP
easat-5755	46	20	performance	performance	NOUN
easat-5755	46	21	parameters	parameter	NOUN
easat-5755	46	22	such	such	ADJ
easat-5755	46	23	as	as	ADP
easat-5755	46	24	api	api	NOUN
easat-5755	46	25	requests	request	NOUN
easat-5755	46	26	,	,	PUNCT
easat-5755	46	27	response	response	NOUN
easat-5755	46	28	times	time	NOUN
easat-5755	46	29	,	,	PUNCT
easat-5755	46	30	error	error	NOUN
easat-5755	46	31	rates	rate	NOUN
easat-5755	46	32	,	,	PUNCT
easat-5755	46	33	etc	etc	X
easat-5755	46	34	.	.	X
easat-5755	46	35	to	to	PART
easat-5755	46	36	comprehensively	comprehensively	ADV
easat-5755	46	37	assess	assess	VERB
easat-5755	46	38	the	the	DET
easat-5755	46	39	security	security	NOUN
easat-5755	46	40	status	status	NOUN
easat-5755	46	41	of	of	ADP
easat-5755	46	42	the	the	DET
easat-5755	46	43	api	api	NOUN
easat-5755	47	1	[	[	X
easat-5755	47	2	9	9	NUM
easat-5755	47	3	]	]	PUNCT
easat-5755	47	4	.	.	PUNCT
easat-5755	48	1	to	to	PART
easat-5755	48	2	ensure	ensure	VERB
easat-5755	48	3	efficient	efficient	ADJ
easat-5755	48	4	and	and	CCONJ
easat-5755	48	5	real	real	ADJ
easat-5755	48	6	-	-	PUNCT
easat-5755	48	7	time	time	NOUN
easat-5755	48	8	data	datum	NOUN
easat-5755	48	9	processing	processing	NOUN
easat-5755	48	10	,	,	PUNCT
easat-5755	48	11	the	the	DET
easat-5755	48	12	module	module	NOUN
easat-5755	48	13	integrates	integrate	VERB
easat-5755	48	14	a	a	DET
easat-5755	48	15	highperformance	highperformance	NOUN
easat-5755	48	16	processing	processing	NOUN
easat-5755	48	17	unit	unit	NOUN
easat-5755	48	18	,	,	PUNCT
easat-5755	48	19	choosing	choose	VERB
easat-5755	48	20	nvidia	nvidia	PROPN
easat-5755	48	21	's	's	PART
easat-5755	48	22	jetson	jetson	PROPN
easat-5755	48	23	xavier	xavier	PROPN
easat-5755	48	24	processor	processor	PROPN
easat-5755	48	25	.	.	PUNCT
easat-5755	49	1	the	the	DET
easat-5755	49	2	processor	processor	NOUN
easat-5755	49	3	has	have	VERB
easat-5755	49	4	powerful	powerful	ADJ
easat-5755	49	5	graphics	graphic	NOUN
easat-5755	49	6	processing	processing	NOUN
easat-5755	49	7	and	and	CCONJ
easat-5755	49	8	parallel	parallel	ADJ
easat-5755	49	9	computing	computing	NOUN
easat-5755	49	10	capabilities	capability	NOUN
easat-5755	49	11	,	,	PUNCT
easat-5755	49	12	and	and	CCONJ
easat-5755	49	13	can	can	AUX
easat-5755	49	14	support	support	VERB
easat-5755	49	15	complex	complex	ADJ
easat-5755	49	16	data	datum	NOUN
easat-5755	49	17	analysis	analysis	NOUN
easat-5755	49	18	and	and	CCONJ
easat-5755	49	19	security	security	NOUN
easat-5755	49	20	detection	detection	NOUN
easat-5755	49	21	tasks	task	NOUN
easat-5755	49	22	[	[	X
easat-5755	49	23	10	10	NUM
easat-5755	49	24	]	]	PUNCT
easat-5755	49	25	.	.	PUNCT
easat-5755	50	1	this	this	DET
easat-5755	50	2	design	design	NOUN
easat-5755	50	3	allows	allow	VERB
easat-5755	50	4	the	the	DET
easat-5755	50	5	system	system	NOUN
easat-5755	50	6	to	to	PART
easat-5755	50	7	maintain	maintain	VERB
easat-5755	50	8	an	an	DET
easat-5755	50	9	efficient	efficient	ADJ
easat-5755	50	10	response	response	NOUN
easat-5755	50	11	speed	speed	NOUN
easat-5755	50	12	in	in	ADP
easat-5755	50	13	the	the	DET
easat-5755	50	14	face	face	NOUN
easat-5755	50	15	of	of	ADP
easat-5755	50	16	a	a	DET
easat-5755	50	17	large	large	ADJ
easat-5755	50	18	number	number	NOUN
easat-5755	50	19	of	of	ADP
easat-5755	50	20	api	api	NOUN
easat-5755	50	21	requests	request	NOUN
easat-5755	50	22	,	,	PUNCT
easat-5755	50	23	ensuring	ensure	VERB
easat-5755	50	24	rapid	rapid	ADJ
easat-5755	50	25	processing	processing	NOUN
easat-5755	50	26	and	and	CCONJ
easat-5755	50	27	analysis	analysis	NOUN
easat-5755	50	28	of	of	ADP
easat-5755	50	29	real	real	ADJ
easat-5755	50	30	-	-	PUNCT
easat-5755	50	31	time	time	NOUN
easat-5755	50	32	data	datum	NOUN
easat-5755	50	33	.	.	PUNCT
easat-5755	51	1	packet	packet	NOUN
easat-5755	51	2	capture	capture	NOUN
easat-5755	51	3	tools	tool	NOUN
easat-5755	51	4	(	(	PUNCT
easat-5755	51	5	such	such	ADJ
easat-5755	51	6	as	as	ADP
easat-5755	51	7	wireshark	wireshark	NOUN
easat-5755	51	8	or	or	CCONJ
easat-5755	51	9	tcpdump	tcpdump	NOUN
easat-5755	51	10	)	)	PUNCT
easat-5755	51	11	play	play	VERB
easat-5755	51	12	a	a	DET
easat-5755	51	13	crucial	crucial	ADJ
easat-5755	51	14	role	role	NOUN
easat-5755	51	15	in	in	ADP
easat-5755	51	16	the	the	DET
easat-5755	51	17	data	data	NOUN
easat-5755	51	18	collection	collection	NOUN
easat-5755	51	19	process	process	NOUN
easat-5755	51	20	.	.	PUNCT
easat-5755	52	1	these	these	DET
easat-5755	52	2	tools	tool	NOUN
easat-5755	52	3	are	be	AUX
easat-5755	52	4	responsible	responsible	ADJ
easat-5755	52	5	for	for	ADP
easat-5755	52	6	capturing	capture	VERB
easat-5755	52	7	packets	packet	NOUN
easat-5755	52	8	from	from	ADP
easat-5755	52	9	the	the	DET
easat-5755	52	10	network	network	NOUN
easat-5755	52	11	and	and	CCONJ
easat-5755	52	12	transforming	transform	VERB
easat-5755	52	13	them	they	PRON
easat-5755	52	14	into	into	ADP
easat-5755	52	15	an	an	DET
easat-5755	52	16	analyzable	analyzable	ADJ
easat-5755	52	17	format	format	NOUN
easat-5755	52	18	.	.	PUNCT
easat-5755	53	1	with	with	ADP
easat-5755	53	2	efficient	efficient	ADJ
easat-5755	53	3	filtering	filtering	NOUN
easat-5755	53	4	and	and	CCONJ
easat-5755	53	5	parsing	parse	VERB
easat-5755	53	6	mechanisms	mechanism	NOUN
easat-5755	53	7	,	,	PUNCT
easat-5755	53	8	the	the	DET
easat-5755	53	9	modules	module	NOUN
easat-5755	53	10	are	be	AUX
easat-5755	53	11	able	able	ADJ
easat-5755	53	12	to	to	PART
easat-5755	53	13	capture	capture	VERB
easat-5755	53	14	small	small	ADJ
easat-5755	53	15	changes	change	NOUN
easat-5755	53	16	in	in	ADP
easat-5755	53	17	api	api	NOUN
easat-5755	53	18	requests	request	NOUN
easat-5755	53	19	with	with	ADP
easat-5755	53	20	great	great	ADJ
easat-5755	53	21	precision	precision	NOUN
easat-5755	53	22	,	,	PUNCT
easat-5755	53	23	ensuring	ensure	VERB
easat-5755	53	24	data	datum	NOUN
easat-5755	53	25	integrity	integrity	NOUN
easat-5755	53	26	and	and	CCONJ
easat-5755	53	27	accuracy	accuracy	NOUN
easat-5755	53	28	.	.	PUNCT
easat-5755	54	1	according	accord	VERB
easat-5755	54	2	to	to	ADP
easat-5755	54	3	the	the	DET
easat-5755	54	4	nyquist	nyquist	NOUN
easat-5755	54	5	sampling	sample	VERB
easat-5755	54	6	theorem	theorem	NOUN
easat-5755	54	7	,	,	PUNCT
easat-5755	54	8	the	the	DET
easat-5755	54	9	relationship	relationship	NOUN
easat-5755	54	10	between	between	ADP
easat-5755	54	11	the	the	DET
easat-5755	54	12	sampling	sample	VERB
easat-5755	54	13	frequency	frequency	NOUN
easat-5755	54	14	and	and	CCONJ
easat-5755	54	15	the	the	DET
easat-5755	54	16	highest	high	ADJ
easat-5755	54	17	frequency	frequency	NOUN
easat-5755	54	18	of	of	ADP
easat-5755	54	19	the	the	DET
easat-5755	54	20	signal	signal	NOUN
easat-5755	54	21	is	be	AUX
easat-5755	54	22	:	:	PUNCT
easat-5755	54	23	2145	2145	NUM
easat-5755	54	24	edelweiss	edelweiss	PROPN
easat-5755	54	25	applied	apply	VERB
easat-5755	54	26	science	science	NOUN
easat-5755	54	27	and	and	CCONJ
easat-5755	54	28	technology	technology	NOUN
easat-5755	54	29	issn	issn	PROPN
easat-5755	54	30	:	:	PUNCT
easat-5755	54	31	2576	2576	NUM
easat-5755	54	32	-	-	SYM
easat-5755	54	33	8484	8484	NUM
easat-5755	54	34	vol	vol	NOUN
easat-5755	54	35	.	.	PROPN
easat-5755	55	1	9	9	NUM
easat-5755	55	2	,	,	PUNCT
easat-5755	55	3	no	no	INTJ
easat-5755	55	4	.	.	NOUN
easat-5755	56	1	3	3	NUM
easat-5755	56	2	:	:	SYM
easat-5755	56	3	2143	2143	NUM
easat-5755	56	4	-	-	SYM
easat-5755	56	5	2148	2148	NUM
easat-5755	56	6	,	,	PUNCT
easat-5755	56	7	2025	2025	NUM
easat-5755	56	8	doi	doi	NOUN
easat-5755	56	9	:	:	PUNCT
easat-5755	56	10	10.55214/25768484.v9i3.5755	10.55214/25768484.v9i3.5755	NUM
easat-5755	56	11	©	©	PROPN
easat-5755	56	12	2025	2025	NUM
easat-5755	56	13	by	by	ADP
easat-5755	56	14	the	the	DET
easat-5755	56	15	authors	author	NOUN
easat-5755	56	16	;	;	PUNCT
easat-5755	56	17	licensee	licensee	PROPN
easat-5755	56	18	learning	learn	VERB
easat-5755	56	19	gate	gate	PROPN
easat-5755	56	20	s	s	PART
easat-5755	56	21	max2f	max2f	PROPN
easat-5755	56	22	f≥	f≥	NOUN
easat-5755	56	23	（	（	PUNCT
easat-5755	56	24	1	1	NUM
easat-5755	56	25	）	）	PUNCT
easat-5755	56	26	where	where	SCONJ
easat-5755	56	27	:	:	PUNCT
easat-5755	56	28	sf	sf	NOUN
easat-5755	56	29	is	be	AUX
easat-5755	56	30	the	the	DET
easat-5755	56	31	sampling	sample	VERB
easat-5755	56	32	frequency	frequency	NOUN
easat-5755	56	33	,	,	PUNCT
easat-5755	56	34	hz	hz	VERB
easat-5755	56	35	;	;	PUNCT
easat-5755	56	36	maxf	maxf	ADV
easat-5755	56	37	is	be	AUX
easat-5755	56	38	the	the	DET
easat-5755	56	39	highest	high	ADJ
easat-5755	56	40	frequency	frequency	NOUN
easat-5755	56	41	of	of	ADP
easat-5755	56	42	the	the	DET
easat-5755	56	43	signal	signal	NOUN
easat-5755	56	44	.	.	PUNCT
easat-5755	57	1	the	the	DET
easat-5755	57	2	nyquist	nyquist	NOUN
easat-5755	57	3	sampling	sample	VERB
easat-5755	57	4	theorem	theorem	NOUN
easat-5755	57	5	ensures	ensure	VERB
easat-5755	57	6	that	that	SCONJ
easat-5755	57	7	the	the	DET
easat-5755	57	8	sampled	sample	VERB
easat-5755	57	9	signal	signal	NOUN
easat-5755	57	10	can	can	AUX
easat-5755	57	11	completely	completely	ADV
easat-5755	57	12	reconstruct	reconstruct	VERB
easat-5755	57	13	the	the	DET
easat-5755	57	14	original	original	ADJ
easat-5755	57	15	data	datum	NOUN
easat-5755	57	16	stream	stream	NOUN
easat-5755	57	17	,	,	PUNCT
easat-5755	57	18	effectively	effectively	ADV
easat-5755	57	19	avoiding	avoid	VERB
easat-5755	57	20	the	the	DET
easat-5755	57	21	problem	problem	NOUN
easat-5755	57	22	of	of	ADP
easat-5755	57	23	information	information	NOUN
easat-5755	57	24	loss	loss	NOUN
easat-5755	57	25	.	.	PUNCT
easat-5755	58	1	by	by	ADP
easat-5755	58	2	reasonably	reasonably	ADV
easat-5755	58	3	setting	set	VERB
easat-5755	58	4	the	the	DET
easat-5755	58	5	sampling	sample	VERB
easat-5755	58	6	frequency	frequency	NOUN
easat-5755	58	7	and	and	CCONJ
easat-5755	58	8	optimizing	optimize	VERB
easat-5755	58	9	the	the	DET
easat-5755	58	10	layout	layout	NOUN
easat-5755	58	11	of	of	ADP
easat-5755	58	12	the	the	DET
easat-5755	58	13	monitoring	monitoring	NOUN
easat-5755	58	14	tools	tool	NOUN
easat-5755	58	15	,	,	PUNCT
easat-5755	58	16	the	the	DET
easat-5755	58	17	data	data	NOUN
easat-5755	58	18	acquisition	acquisition	NOUN
easat-5755	58	19	and	and	CCONJ
easat-5755	58	20	sensing	sense	VERB
easat-5755	58	21	module	module	NOUN
easat-5755	58	22	is	be	AUX
easat-5755	58	23	able	able	ADJ
easat-5755	58	24	to	to	PART
easat-5755	58	25	capture	capture	VERB
easat-5755	58	26	the	the	DET
easat-5755	58	27	performance	performance	NOUN
easat-5755	58	28	signals	signal	NOUN
easat-5755	58	29	of	of	ADP
easat-5755	58	30	the	the	DET
easat-5755	58	31	api	api	NOUN
easat-5755	58	32	interface	interface	NOUN
easat-5755	58	33	in	in	ADP
easat-5755	58	34	real	real	ADJ
easat-5755	58	35	-	-	PUNCT
easat-5755	58	36	time	time	NOUN
easat-5755	58	37	and	and	CCONJ
easat-5755	58	38	accurately	accurately	ADV
easat-5755	58	39	.	.	PUNCT
easat-5755	59	1	in	in	ADP
easat-5755	59	2	addition	addition	NOUN
easat-5755	59	3	,	,	PUNCT
easat-5755	59	4	the	the	DET
easat-5755	59	5	module	module	NOUN
easat-5755	59	6	places	place	VERB
easat-5755	59	7	special	special	ADJ
easat-5755	59	8	emphasis	emphasis	NOUN
easat-5755	59	9	on	on	ADP
easat-5755	59	10	the	the	DET
easat-5755	59	11	ability	ability	NOUN
easat-5755	59	12	to	to	PART
easat-5755	59	13	detect	detect	VERB
easat-5755	59	14	api	api	NOUN
easat-5755	59	15	security	security	NOUN
easat-5755	59	16	vulnerabilities	vulnerability	NOUN
easat-5755	59	17	during	during	ADP
easat-5755	59	18	the	the	DET
easat-5755	59	19	data	data	NOUN
easat-5755	59	20	processing	processing	NOUN
easat-5755	59	21	and	and	CCONJ
easat-5755	59	22	analysis	analysis	NOUN
easat-5755	59	23	phase	phase	NOUN
easat-5755	59	24	.	.	PUNCT
easat-5755	60	1	through	through	ADP
easat-5755	60	2	deep	deep	ADJ
easat-5755	60	3	learning	learning	NOUN
easat-5755	60	4	analysis	analysis	NOUN
easat-5755	60	5	of	of	ADP
easat-5755	60	6	the	the	DET
easat-5755	60	7	collected	collect	VERB
easat-5755	60	8	high	high	ADJ
easat-5755	60	9	-	-	PUNCT
easat-5755	60	10	quality	quality	NOUN
easat-5755	60	11	data	datum	NOUN
easat-5755	60	12	,	,	PUNCT
easat-5755	60	13	the	the	DET
easat-5755	60	14	system	system	NOUN
easat-5755	60	15	is	be	AUX
easat-5755	60	16	able	able	ADJ
easat-5755	60	17	to	to	PART
easat-5755	60	18	identify	identify	VERB
easat-5755	60	19	potential	potential	ADJ
easat-5755	60	20	security	security	NOUN
easat-5755	60	21	vulnerabilities	vulnerability	NOUN
easat-5755	60	22	and	and	CCONJ
easat-5755	60	23	abnormal	abnormal	ADJ
easat-5755	60	24	behaviors	behavior	NOUN
easat-5755	60	25	for	for	ADP
easat-5755	60	26	effective	effective	ADJ
easat-5755	60	27	vulnerability	vulnerability	NOUN
easat-5755	60	28	detection	detection	NOUN
easat-5755	60	29	and	and	CCONJ
easat-5755	60	30	response	response	NOUN
easat-5755	60	31	.	.	PUNCT
easat-5755	61	1	2.2.2	2.2.2	X
easat-5755	61	2	.	.	X
easat-5755	61	3	deep	deep	ADJ
easat-5755	61	4	learning	learning	NOUN
easat-5755	61	5	and	and	CCONJ
easat-5755	61	6	data	datum	NOUN
easat-5755	61	7	processing	processing	NOUN
easat-5755	61	8	module	module	NOUN
easat-5755	61	9	the	the	DET
easat-5755	61	10	deep	deep	ADJ
easat-5755	61	11	learning	learning	NOUN
easat-5755	61	12	and	and	CCONJ
easat-5755	61	13	data	datum	NOUN
easat-5755	61	14	processing	processing	NOUN
easat-5755	61	15	module	module	NOUN
easat-5755	61	16	is	be	AUX
easat-5755	61	17	responsible	responsible	ADJ
easat-5755	61	18	for	for	ADP
easat-5755	61	19	intelligent	intelligent	ADJ
easat-5755	61	20	analysis	analysis	NOUN
easat-5755	61	21	and	and	CCONJ
easat-5755	61	22	security	security	NOUN
easat-5755	61	23	vulnerability	vulnerability	NOUN
easat-5755	61	24	detection	detection	NOUN
easat-5755	61	25	of	of	ADP
easat-5755	61	26	the	the	DET
easat-5755	61	27	collected	collect	VERB
easat-5755	61	28	api	api	NOUN
easat-5755	61	29	request	request	NOUN
easat-5755	61	30	and	and	CCONJ
easat-5755	61	31	response	response	NOUN
easat-5755	61	32	data	datum	NOUN
easat-5755	61	33	.	.	PUNCT
easat-5755	62	1	the	the	DET
easat-5755	62	2	module	module	NOUN
easat-5755	62	3	is	be	AUX
easat-5755	62	4	based	base	VERB
easat-5755	62	5	on	on	ADP
easat-5755	62	6	nvidia	nvidia	PROPN
easat-5755	62	7	's	's	PART
easat-5755	62	8	a100	a100	PROPN
easat-5755	62	9	graphics	graphic	NOUN
easat-5755	62	10	processing	processing	NOUN
easat-5755	62	11	unit	unit	NOUN
easat-5755	62	12	(	(	PUNCT
easat-5755	62	13	gpu	gpu	PROPN
easat-5755	62	14	)	)	PUNCT
easat-5755	62	15	accelerator	accelerator	NOUN
easat-5755	62	16	card	card	NOUN
easat-5755	62	17	with	with	ADP
easat-5755	62	18	6,912	6,912	NUM
easat-5755	62	19	cuda	cuda	NOUN
easat-5755	62	20	cores	core	NOUN
easat-5755	62	21	and	and	CCONJ
easat-5755	62	22	432	432	NUM
easat-5755	62	23	tensor	tensor	NOUN
easat-5755	62	24	computing	computing	NOUN
easat-5755	62	25	cores	core	NOUN
easat-5755	62	26	,	,	PUNCT
easat-5755	62	27	with	with	ADP
easat-5755	62	28	a	a	DET
easat-5755	62	29	single	single	ADJ
easat-5755	62	30	-	-	PUNCT
easat-5755	62	31	precision	precision	NOUN
easat-5755	62	32	floating	float	VERB
easat-5755	62	33	-	-	PUNCT
easat-5755	62	34	point	point	NOUN
easat-5755	62	35	performance	performance	NOUN
easat-5755	62	36	of	of	ADP
easat-5755	62	37	up	up	ADP
easat-5755	62	38	to	to	PART
easat-5755	62	39	19.5	19.5	NUM
easat-5755	62	40	tflops	tflop	NOUN
easat-5755	62	41	,	,	PUNCT
easat-5755	62	42	which	which	PRON
easat-5755	62	43	is	be	AUX
easat-5755	62	44	coupled	couple	VERB
easat-5755	62	45	with	with	ADP
easat-5755	62	46	high	high	ADJ
easat-5755	62	47	bandwidth	bandwidth	ADJ
easat-5755	62	48	memory	memory	NOUN
easat-5755	62	49	(	(	PUNCT
easat-5755	62	50	hbm	hbm	PROPN
easat-5755	62	51	)	)	PUNCT
easat-5755	62	52	to	to	PART
easat-5755	62	53	meet	meet	VERB
easat-5755	62	54	the	the	DET
easat-5755	62	55	high	high	ADJ
easat-5755	62	56	-	-	PUNCT
easat-5755	62	57	performance	performance	NOUN
easat-5755	62	58	computing	computing	NOUN
easat-5755	62	59	needs	need	NOUN
easat-5755	62	60	of	of	ADP
easat-5755	62	61	deep	deep	ADJ
easat-5755	62	62	learning	learning	NOUN
easat-5755	62	63	algorithms	algorithm	NOUN
easat-5755	62	64	in	in	ADP
easat-5755	62	65	large	large	ADJ
easat-5755	62	66	-	-	PUNCT
easat-5755	62	67	scale	scale	NOUN
easat-5755	62	68	data	datum	NOUN
easat-5755	62	69	processing	processing	NOUN
easat-5755	62	70	.	.	PUNCT
easat-5755	63	1	with	with	ADP
easat-5755	63	2	high	high	ADJ
easat-5755	63	3	bandwidth	bandwidth	ADJ
easat-5755	63	4	memory	memory	NOUN
easat-5755	63	5	(	(	PUNCT
easat-5755	63	6	hbm	hbm	PROPN
easat-5755	63	7	)	)	PUNCT
easat-5755	63	8	,	,	PUNCT
easat-5755	63	9	it	it	PRON
easat-5755	63	10	can	can	AUX
easat-5755	63	11	meet	meet	VERB
easat-5755	63	12	the	the	DET
easat-5755	63	13	high	high	ADJ
easat-5755	63	14	-	-	PUNCT
easat-5755	63	15	performance	performance	NOUN
easat-5755	63	16	computing	computing	NOUN
easat-5755	63	17	needs	need	NOUN
easat-5755	63	18	of	of	ADP
easat-5755	63	19	deep	deep	ADJ
easat-5755	63	20	learning	learning	NOUN
easat-5755	63	21	algorithms	algorithm	NOUN
easat-5755	63	22	in	in	ADP
easat-5755	63	23	large	large	ADJ
easat-5755	63	24	-	-	PUNCT
easat-5755	63	25	scale	scale	NOUN
easat-5755	63	26	data	datum	NOUN
easat-5755	63	27	processing	processing	NOUN
easat-5755	63	28	.	.	PUNCT
easat-5755	64	1	at	at	ADP
easat-5755	64	2	the	the	DET
easat-5755	64	3	software	software	NOUN
easat-5755	64	4	level	level	NOUN
easat-5755	64	5	,	,	PUNCT
easat-5755	64	6	the	the	DET
easat-5755	64	7	module	module	NOUN
easat-5755	64	8	adopts	adopt	VERB
easat-5755	64	9	the	the	DET
easat-5755	64	10	tensorflow	tensorflow	NOUN
easat-5755	64	11	deep	deep	ADJ
easat-5755	64	12	learning	learning	NOUN
easat-5755	64	13	framework	framework	NOUN
easat-5755	64	14	and	and	CCONJ
easat-5755	64	15	combines	combine	VERB
easat-5755	64	16	its	its	PRON
easat-5755	64	17	powerful	powerful	ADJ
easat-5755	64	18	model	model	NOUN
easat-5755	64	19	building	building	NOUN
easat-5755	64	20	and	and	CCONJ
easat-5755	64	21	training	train	VERB
easat-5755	64	22	capabilities	capability	NOUN
easat-5755	64	23	to	to	PART
easat-5755	64	24	build	build	VERB
easat-5755	64	25	a	a	DET
easat-5755	64	26	recurrent	recurrent	ADJ
easat-5755	64	27	neural	neural	ADJ
easat-5755	64	28	network	network	NOUN
easat-5755	64	29	(	(	PUNCT
easat-5755	64	30	rnn	rnn	PROPN
easat-5755	64	31	)	)	PUNCT
easat-5755	64	32	model	model	NOUN
easat-5755	64	33	to	to	PART
easat-5755	64	34	achieve	achieve	VERB
easat-5755	64	35	efficient	efficient	ADJ
easat-5755	64	36	extraction	extraction	NOUN
easat-5755	64	37	and	and	CCONJ
easat-5755	64	38	analysis	analysis	NOUN
easat-5755	64	39	of	of	ADP
easat-5755	64	40	api	api	NOUN
easat-5755	64	41	traffic	traffic	NOUN
easat-5755	64	42	features.rnn	features.rnn	NOUN
easat-5755	64	43	,	,	PUNCT
easat-5755	64	44	through	through	ADP
easat-5755	64	45	its	its	PRON
easat-5755	64	46	time	time	NOUN
easat-5755	64	47	-	-	PUNCT
easat-5755	64	48	series	series	NOUN
easat-5755	64	49	processing	processing	NOUN
easat-5755	64	50	capabilities	capability	NOUN
easat-5755	64	51	,	,	PUNCT
easat-5755	64	52	is	be	AUX
easat-5755	64	53	able	able	ADJ
easat-5755	64	54	to	to	PART
easat-5755	64	55	effectively	effectively	ADV
easat-5755	64	56	capture	capture	VERB
easat-5755	64	57	the	the	DET
easat-5755	64	58	data	datum	NOUN
easat-5755	64	59	's	's	PART
easat-5755	64	60	temporal	temporal	ADJ
easat-5755	64	61	sequence	sequence	NOUN
easat-5755	64	62	features	feature	NOUN
easat-5755	64	63	and	and	CCONJ
easat-5755	64	64	contextual	contextual	ADJ
easat-5755	64	65	information	information	NOUN
easat-5755	64	66	.	.	PUNCT
easat-5755	65	1	in	in	ADP
easat-5755	65	2	the	the	DET
easat-5755	65	3	case	case	NOUN
easat-5755	65	4	of	of	ADP
easat-5755	65	5	a	a	DET
easat-5755	65	6	given	give	VERB
easat-5755	65	7	input	input	NOUN
easat-5755	65	8	sequence	sequence	NOUN
easat-5755	65	9	,	,	PUNCT
easat-5755	65	10	the	the	DET
easat-5755	65	11	output	output	NOUN
easat-5755	65	12	of	of	ADP
easat-5755	65	13	rnn	rnn	NOUN
easat-5755	65	14	can	can	AUX
easat-5755	65	15	be	be	AUX
easat-5755	65	16	expressed	express	VERB
easat-5755	65	17	as	as	ADP
easat-5755	65	18	:	:	PUNCT
easat-5755	65	19	c	c	NOUN
easat-5755	65	20	c	c	NOUN
easat-5755	65	21	c	c	NOUN
easat-5755	65	22	,	,	PUNCT
easat-5755	65	23	c	c	PROPN
easat-5755	65	24	1	1	NUM
easat-5755	65	25	c	c	NOUN
easat-5755	65	26	c	c	PROPN
easat-5755	65	27			PROPN
easat-5755	66	1			ADV
easat-5755	66	2			ADV
easat-5755	66	3	=	=	PUNCT
easat-5755	66	4	=	=	PUNCT
easat-5755	67	1	+y	+y	NOUN
easat-5755	67	2	b	b	X
easat-5755	67	3	w	w	NOUN
easat-5755	67	4	x	x	PUNCT
easat-5755	67	5	（	（	PROPN
easat-5755	67	6	2	2	NUM
easat-5755	67	7	）	）	PUNCT
easat-5755	67	8	where	where	SCONJ
easat-5755	67	9	:	:	PUNCT
easat-5755	67	10	c	c	X
easat-5755	67	11	,	,	PUNCT
easat-5755	67	12	c	c	PROPN
easat-5755	67	13	k	k	PROPN
easat-5755	67	14	k	k	PROPN
easat-5755	67	15			ADJ
easat-5755	67	16	w	w	NOUN
easat-5755	67	17	is	be	AUX
easat-5755	67	18	the	the	DET
easat-5755	67	19	convolutional	convolutional	ADJ
easat-5755	67	20	kernel	kernel	NOUN
easat-5755	67	21	;	;	PUNCT
easat-5755	67	22	cb	cb	NOUN
easat-5755	67	23	is	be	AUX
easat-5755	67	24	the	the	DET
easat-5755	67	25	bias	bias	NOUN
easat-5755	67	26	term	term	NOUN
easat-5755	67	27	;	;	PUNCT
easat-5755	67	28	h	h	NOUN
easat-5755	67	29			ADJ
easat-5755	67	30	andw	andw	NOUN
easat-5755	67	31			CCONJ
easat-5755	67	32	are	be	AUX
easat-5755	67	33	the	the	DET
easat-5755	67	34	height	height	NOUN
easat-5755	67	35	of	of	ADP
easat-5755	67	36	the	the	DET
easat-5755	67	37	output	output	NOUN
easat-5755	67	38	feature	feature	NOUN
easat-5755	67	39	map	map	NOUN
easat-5755	67	40	and	and	CCONJ
easat-5755	67	41	the	the	DET
easat-5755	67	42	width	width	NOUN
easat-5755	67	43	of	of	ADP
easat-5755	67	44	the	the	DET
easat-5755	67	45	output	output	NOUN
easat-5755	67	46	feature	feature	NOUN
easat-5755	67	47	map	map	NOUN
easat-5755	67	48	.	.	PUNCT
easat-5755	68	1	by	by	ADP
easat-5755	68	2	stacking	stack	VERB
easat-5755	68	3	multiple	multiple	ADJ
easat-5755	68	4	rnn	rnn	NOUN
easat-5755	68	5	layers	layer	NOUN
easat-5755	68	6	,	,	PUNCT
easat-5755	68	7	the	the	DET
easat-5755	68	8	module	module	NOUN
easat-5755	68	9	is	be	AUX
easat-5755	68	10	able	able	ADJ
easat-5755	68	11	to	to	PART
easat-5755	68	12	form	form	VERB
easat-5755	68	13	a	a	DET
easat-5755	68	14	hierarchical	hierarchical	ADJ
easat-5755	68	15	feature	feature	NOUN
easat-5755	68	16	representation	representation	NOUN
easat-5755	68	17	that	that	PRON
easat-5755	68	18	effectively	effectively	ADV
easat-5755	68	19	identifies	identify	VERB
easat-5755	68	20	potential	potential	ADJ
easat-5755	68	21	security	security	NOUN
easat-5755	68	22	vulnerabilities	vulnerability	NOUN
easat-5755	68	23	and	and	CCONJ
easat-5755	68	24	anomalous	anomalous	ADJ
easat-5755	68	25	behaviors	behavior	NOUN
easat-5755	68	26	in	in	ADP
easat-5755	68	27	api	api	NOUN
easat-5755	68	28	traffic	traffic	NOUN
easat-5755	68	29	.	.	PUNCT
easat-5755	69	1	2.2.3	2.2.3	X
easat-5755	69	2	.	.	X
easat-5755	69	3	api	api	NOUN
easat-5755	69	4	security	security	NOUN
easat-5755	69	5	vulnerability	vulnerability	NOUN
easat-5755	69	6	repair	repair	NOUN
easat-5755	69	7	module	module	NOUN
easat-5755	69	8	api	api	NOUN
easat-5755	69	9	security	security	NOUN
easat-5755	69	10	vulnerability	vulnerability	NOUN
easat-5755	69	11	repair	repair	NOUN
easat-5755	69	12	module	module	NOUN
easat-5755	69	13	is	be	AUX
easat-5755	69	14	responsible	responsible	ADJ
easat-5755	69	15	for	for	ADP
easat-5755	69	16	achieving	achieve	VERB
easat-5755	69	17	effective	effective	ADJ
easat-5755	69	18	repair	repair	NOUN
easat-5755	69	19	and	and	CCONJ
easat-5755	69	20	management	management	NOUN
easat-5755	69	21	of	of	ADP
easat-5755	69	22	detected	detect	VERB
easat-5755	69	23	security	security	NOUN
easat-5755	69	24	vulnerabilities	vulnerability	NOUN
easat-5755	69	25	,	,	PUNCT
easat-5755	69	26	as	as	ADV
easat-5755	69	27	well	well	ADV
easat-5755	69	28	as	as	ADP
easat-5755	69	29	formulating	formulate	VERB
easat-5755	69	30	intelligent	intelligent	ADJ
easat-5755	69	31	repair	repair	NOUN
easat-5755	69	32	strategies	strategy	NOUN
easat-5755	69	33	based	base	VERB
easat-5755	69	34	on	on	ADP
easat-5755	69	35	the	the	DET
easat-5755	69	36	analysis	analysis	NOUN
easat-5755	69	37	results	result	NOUN
easat-5755	69	38	of	of	ADP
easat-5755	69	39	the	the	DET
easat-5755	69	40	deep	deep	ADJ
easat-5755	69	41	learning	learning	NOUN
easat-5755	69	42	model	model	NOUN
easat-5755	69	43	.	.	PUNCT
easat-5755	70	1	the	the	DET
easat-5755	70	2	module	module	NOUN
easat-5755	70	3	adopts	adopt	VERB
easat-5755	70	4	a	a	DET
easat-5755	70	5	high	high	ADJ
easat-5755	70	6	-	-	PUNCT
easat-5755	70	7	performance	performance	NOUN
easat-5755	70	8	intel	intel	NOUN
easat-5755	70	9	xeon	xeon	PROPN
easat-5755	70	10	processor	processor	NOUN
easat-5755	70	11	with	with	ADP
easat-5755	70	12	multi	multi	ADJ
easat-5755	70	13	-	-	ADJ
easat-5755	70	14	core	core	ADJ
easat-5755	70	15	parallel	parallel	ADJ
easat-5755	70	16	processing	processing	NOUN
easat-5755	70	17	capability	capability	NOUN
easat-5755	70	18	and	and	CCONJ
easat-5755	70	19	a	a	DET
easat-5755	70	20	main	main	ADJ
easat-5755	70	21	frequency	frequency	NOUN
easat-5755	70	22	of	of	ADP
easat-5755	70	23	up	up	ADP
easat-5755	70	24	to	to	PART
easat-5755	70	25	3.0	3.0	NUM
easat-5755	70	26	ghz	ghz	NOUN
easat-5755	70	27	,	,	PUNCT
easat-5755	70	28	and	and	CCONJ
easat-5755	70	29	supports	support	VERB
easat-5755	70	30	a	a	DET
easat-5755	70	31	variety	variety	NOUN
easat-5755	70	32	of	of	ADP
easat-5755	70	33	high	high	ADJ
easat-5755	70	34	-	-	PUNCT
easat-5755	70	35	speed	speed	NOUN
easat-5755	70	36	communication	communication	NOUN
easat-5755	70	37	interfaces	interface	NOUN
easat-5755	70	38	,	,	PUNCT
easat-5755	70	39	including	include	VERB
easat-5755	70	40	ethernet	ethernet	NOUN
easat-5755	70	41	,	,	PUNCT
easat-5755	70	42	pcie	pcie	NOUN
easat-5755	70	43	,	,	PUNCT
easat-5755	70	44	and	and	CCONJ
easat-5755	70	45	usb	usb	NOUN
easat-5755	70	46	,	,	PUNCT
easat-5755	70	47	etc	etc	X
easat-5755	70	48	.	.	X
easat-5755	70	49	,	,	PUNCT
easat-5755	70	50	to	to	PART
easat-5755	70	51	ensure	ensure	VERB
easat-5755	70	52	fast	fast	ADJ
easat-5755	70	53	data	datum	NOUN
easat-5755	70	54	transmission	transmission	NOUN
easat-5755	70	55	and	and	CCONJ
easat-5755	70	56	processing	processing	NOUN
easat-5755	70	57	.	.	PUNCT
easat-5755	71	1	during	during	ADP
easat-5755	71	2	the	the	DET
easat-5755	71	3	vulnerability	vulnerability	NOUN
easat-5755	71	4	repair	repair	NOUN
easat-5755	71	5	process	process	NOUN
easat-5755	71	6	,	,	PUNCT
easat-5755	71	7	the	the	DET
easat-5755	71	8	module	module	NOUN
easat-5755	71	9	introduces	introduce	VERB
easat-5755	71	10	a	a	DET
easat-5755	71	11	deep	deep	ADJ
easat-5755	71	12	learning	learning	NOUN
easat-5755	71	13	-	-	PUNCT
easat-5755	71	14	based	base	VERB
easat-5755	71	15	adaptive	adaptive	ADJ
easat-5755	71	16	repair	repair	NOUN
easat-5755	71	17	algorithm	algorithm	NOUN
easat-5755	71	18	to	to	PART
easat-5755	71	19	achieve	achieve	VERB
easat-5755	71	20	intelligent	intelligent	ADJ
easat-5755	71	21	repair	repair	NOUN
easat-5755	71	22	of	of	ADP
easat-5755	71	23	api	api	NOUN
easat-5755	71	24	security	security	NOUN
easat-5755	71	25	vulnerabilities	vulnerability	NOUN
easat-5755	71	26	.	.	PUNCT
easat-5755	72	1	the	the	DET
easat-5755	72	2	algorithm	algorithm	NOUN
easat-5755	72	3	dynamically	dynamically	ADV
easat-5755	72	4	adjusts	adjust	VERB
easat-5755	72	5	the	the	DET
easat-5755	72	6	repair	repair	NOUN
easat-5755	72	7	strategy	strategy	NOUN
easat-5755	72	8	by	by	ADP
easat-5755	72	9	analyzing	analyze	VERB
easat-5755	72	10	the	the	DET
easat-5755	72	11	output	output	NOUN
easat-5755	72	12	of	of	ADP
easat-5755	72	13	the	the	DET
easat-5755	72	14	deep	deep	ADJ
easat-5755	72	15	learning	learning	NOUN
easat-5755	72	16	model	model	NOUN
easat-5755	72	17	in	in	ADP
easat-5755	72	18	real	real	ADJ
easat-5755	72	19	time	time	NOUN
easat-5755	72	20	to	to	PART
easat-5755	72	21	improve	improve	VERB
easat-5755	72	22	the	the	DET
easat-5755	72	23	accuracy	accuracy	NOUN
easat-5755	72	24	and	and	CCONJ
easat-5755	72	25	efficiency	efficiency	NOUN
easat-5755	72	26	of	of	ADP
easat-5755	72	27	repair	repair	NOUN
easat-5755	72	28	.	.	PUNCT
easat-5755	73	1	its	its	PRON
easat-5755	73	2	basic	basic	ADJ
easat-5755	73	3	principle	principle	NOUN
easat-5755	73	4	can	can	AUX
easat-5755	73	5	be	be	AUX
easat-5755	73	6	expressed	express	VERB
easat-5755	73	7	as	as	SCONJ
easat-5755	73	8	follows	follow	VERB
easat-5755	73	9	:	:	PUNCT
easat-5755	74	1	r(s	r(s	NUM
easat-5755	74	2	,	,	PUNCT
easat-5755	74	3	a)=r+γmaxa′r(s′,a′	a)=r+γmaxa′r(s′,a′	NOUN
easat-5755	74	4	)	)	PUNCT
easat-5755	74	5	（	（	PUNCT
easat-5755	75	1	3	3	NUM
easat-5755	75	2	）	）	PUNCT
easat-5755	75	3	where	where	SCONJ
easat-5755	75	4	r(s	r(s	PROPN
easat-5755	75	5	,	,	PUNCT
easat-5755	75	6	a	a	PRON
easat-5755	75	7	)	)	PUNCT
easat-5755	75	8	is	be	AUX
easat-5755	75	9	the	the	DET
easat-5755	75	10	expected	expect	VERB
easat-5755	75	11	repair	repair	NOUN
easat-5755	75	12	effect	effect	NOUN
easat-5755	75	13	of	of	ADP
easat-5755	75	14	taking	take	VERB
easat-5755	75	15	action	action	NOUN
easat-5755	75	16	a	a	PRON
easat-5755	75	17	in	in	ADP
easat-5755	75	18	states	state	NOUN
easat-5755	75	19	;	;	PUNCT
easat-5755	75	20	r	r	NOUN
easat-5755	75	21	is	be	AUX
easat-5755	75	22	the	the	DET
easat-5755	75	23	immediate	immediate	ADJ
easat-5755	75	24	repair	repair	NOUN
easat-5755	75	25	reward	reward	NOUN
easat-5755	75	26	;	;	PUNCT
easat-5755	75	27	γ	γ	X
easat-5755	75	28	is	be	AUX
easat-5755	75	29	the	the	DET
easat-5755	75	30	discount	discount	NOUN
easat-5755	75	31	factor	factor	NOUN
easat-5755	75	32	;	;	PUNCT
easat-5755	75	33	s′′	s′′	PROPN
easat-5755	75	34	is	be	AUX
easat-5755	75	35	the	the	DET
easat-5755	75	36	next	next	ADJ
easat-5755	75	37	state	state	NOUN
easat-5755	75	38	;	;	PUNCT
easat-5755	75	39	and	and	CCONJ
easat-5755	75	40	a′′	a′′	NOUN
easat-5755	75	41	is	be	AUX
easat-5755	75	42	the	the	DET
easat-5755	75	43	optional	optional	ADJ
easat-5755	75	44	repair	repair	NOUN
easat-5755	75	45	action	action	NOUN
easat-5755	75	46	in	in	ADP
easat-5755	75	47	states′′.	states′′.	NUM
easat-5755	75	48	by	by	ADP
easat-5755	75	49	2146	2146	NUM
easat-5755	75	50	edelweiss	edelweiss	PROPN
easat-5755	75	51	applied	apply	VERB
easat-5755	75	52	science	science	NOUN
easat-5755	75	53	and	and	CCONJ
easat-5755	75	54	technology	technology	NOUN
easat-5755	75	55	issn	issn	PROPN
easat-5755	75	56	:	:	PUNCT
easat-5755	75	57	2576	2576	NUM
easat-5755	75	58	-	-	SYM
easat-5755	75	59	8484	8484	NUM
easat-5755	75	60	vol	vol	NOUN
easat-5755	75	61	.	.	PROPN
easat-5755	76	1	9	9	NUM
easat-5755	76	2	,	,	PUNCT
easat-5755	76	3	no	no	INTJ
easat-5755	76	4	.	.	NOUN
easat-5755	77	1	3	3	NUM
easat-5755	77	2	:	:	SYM
easat-5755	77	3	2143	2143	NUM
easat-5755	77	4	-	-	SYM
easat-5755	77	5	2148	2148	NUM
easat-5755	77	6	,	,	PUNCT
easat-5755	77	7	2025	2025	NUM
easat-5755	77	8	doi	doi	NOUN
easat-5755	77	9	:	:	PUNCT
easat-5755	77	10	10.55214/25768484.v9i3.5755	10.55214/25768484.v9i3.5755	NUM
easat-5755	77	11	©	©	PROPN
easat-5755	77	12	2025	2025	NUM
easat-5755	77	13	by	by	ADP
easat-5755	77	14	the	the	DET
easat-5755	77	15	authors	author	NOUN
easat-5755	77	16	;	;	PUNCT
easat-5755	77	17	licensee	licensee	PROPN
easat-5755	77	18	learning	learn	VERB
easat-5755	77	19	gate	gate	NOUN
easat-5755	77	20	constantly	constantly	ADV
easat-5755	77	21	updating	update	VERB
easat-5755	77	22	the	the	DET
easat-5755	77	23	value	value	NOUN
easat-5755	77	24	of	of	ADP
easat-5755	77	25	r	r	NOUN
easat-5755	77	26	,	,	PUNCT
easat-5755	77	27	the	the	DET
easat-5755	77	28	algorithm	algorithm	NOUN
easat-5755	77	29	is	be	AUX
easat-5755	77	30	able	able	ADJ
easat-5755	77	31	to	to	PART
easat-5755	77	32	learn	learn	VERB
easat-5755	77	33	the	the	DET
easat-5755	77	34	optimal	optimal	ADJ
easat-5755	77	35	repair	repair	NOUN
easat-5755	77	36	strategy	strategy	NOUN
easat-5755	77	37	and	and	CCONJ
easat-5755	77	38	thus	thus	ADV
easat-5755	77	39	make	make	VERB
easat-5755	77	40	more	more	ADV
easat-5755	77	41	accurate	accurate	ADJ
easat-5755	77	42	repair	repair	NOUN
easat-5755	77	43	decisions	decision	NOUN
easat-5755	77	44	when	when	SCONJ
easat-5755	77	45	facing	face	VERB
easat-5755	77	46	complex	complex	ADJ
easat-5755	77	47	api	api	NOUN
easat-5755	77	48	vulnerabilities	vulnerability	NOUN
easat-5755	77	49	.	.	PUNCT
easat-5755	78	1	the	the	DET
easat-5755	78	2	module	module	NOUN
easat-5755	78	3	not	not	PART
easat-5755	78	4	only	only	ADV
easat-5755	78	5	realizes	realize	VERB
easat-5755	78	6	real	real	ADJ
easat-5755	78	7	-	-	PUNCT
easat-5755	78	8	time	time	NOUN
easat-5755	78	9	monitoring	monitoring	NOUN
easat-5755	78	10	and	and	CCONJ
easat-5755	78	11	automated	automated	ADJ
easat-5755	78	12	repair	repair	NOUN
easat-5755	78	13	of	of	ADP
easat-5755	78	14	api	api	NOUN
easat-5755	78	15	vulnerabilities	vulnerability	NOUN
easat-5755	78	16	,	,	PUNCT
easat-5755	78	17	but	but	CCONJ
easat-5755	78	18	also	also	ADV
easat-5755	78	19	continuously	continuously	ADV
easat-5755	78	20	optimizes	optimize	VERB
easat-5755	78	21	the	the	DET
easat-5755	78	22	repair	repair	NOUN
easat-5755	78	23	process	process	NOUN
easat-5755	78	24	through	through	ADP
easat-5755	78	25	the	the	DET
easat-5755	78	26	feedback	feedback	NOUN
easat-5755	78	27	mechanism	mechanism	NOUN
easat-5755	78	28	.	.	PUNCT
easat-5755	79	1	by	by	ADP
easat-5755	79	2	reasonably	reasonably	ADV
easat-5755	79	3	designing	design	VERB
easat-5755	79	4	the	the	DET
easat-5755	79	5	objective	objective	ADJ
easat-5755	79	6	function	function	NOUN
easat-5755	79	7	and	and	CCONJ
easat-5755	79	8	constraints	constraint	NOUN
easat-5755	79	9	of	of	ADP
easat-5755	79	10	the	the	DET
easat-5755	79	11	remediation	remediation	NOUN
easat-5755	79	12	algorithm	algorithm	NOUN
easat-5755	79	13	,	,	PUNCT
easat-5755	79	14	the	the	DET
easat-5755	79	15	module	module	NOUN
easat-5755	79	16	can	can	AUX
easat-5755	79	17	effectively	effectively	ADV
easat-5755	79	18	improve	improve	VERB
easat-5755	79	19	the	the	DET
easat-5755	79	20	security	security	NOUN
easat-5755	79	21	and	and	CCONJ
easat-5755	79	22	stability	stability	NOUN
easat-5755	79	23	of	of	ADP
easat-5755	79	24	the	the	DET
easat-5755	79	25	api	api	NOUN
easat-5755	79	26	,	,	PUNCT
easat-5755	79	27	and	and	CCONJ
easat-5755	79	28	ensure	ensure	VERB
easat-5755	79	29	that	that	SCONJ
easat-5755	79	30	the	the	DET
easat-5755	79	31	final	final	ADJ
easat-5755	79	32	repaired	repaired	ADJ
easat-5755	79	33	api	api	NOUN
easat-5755	79	34	meets	meet	VERB
easat-5755	79	35	the	the	DET
easat-5755	79	36	security	security	NOUN
easat-5755	79	37	standards	standard	NOUN
easat-5755	79	38	and	and	CCONJ
easat-5755	79	39	best	good	ADJ
easat-5755	79	40	practices	practice	NOUN
easat-5755	79	41	.	.	PUNCT
easat-5755	80	1	in	in	ADP
easat-5755	80	2	addition	addition	NOUN
easat-5755	80	3	,	,	PUNCT
easat-5755	80	4	the	the	DET
easat-5755	80	5	module	module	NOUN
easat-5755	80	6	also	also	ADV
easat-5755	80	7	has	have	VERB
easat-5755	80	8	a	a	DET
easat-5755	80	9	vulnerability	vulnerability	NOUN
easat-5755	80	10	repair	repair	NOUN
easat-5755	80	11	logging	log	VERB
easat-5755	80	12	function	function	NOUN
easat-5755	80	13	,	,	PUNCT
easat-5755	80	14	so	so	SCONJ
easat-5755	80	15	as	as	SCONJ
easat-5755	80	16	to	to	PART
easat-5755	80	17	facilitate	facilitate	VERB
easat-5755	80	18	subsequent	subsequent	ADJ
easat-5755	80	19	auditing	auditing	NOUN
easat-5755	80	20	and	and	CCONJ
easat-5755	80	21	analysis	analysis	NOUN
easat-5755	80	22	,	,	PUNCT
easat-5755	80	23	and	and	CCONJ
easat-5755	80	24	further	far	ADV
easat-5755	80	25	enhance	enhance	VERB
easat-5755	80	26	the	the	DET
easat-5755	80	27	security	security	NOUN
easat-5755	80	28	and	and	CCONJ
easat-5755	80	29	traceability	traceability	NOUN
easat-5755	80	30	of	of	ADP
easat-5755	80	31	the	the	DET
easat-5755	80	32	system	system	NOUN
easat-5755	80	33	.	.	PUNCT
easat-5755	81	1	3	3	X
easat-5755	81	2	.	.	X
easat-5755	81	3	system	system	NOUN
easat-5755	81	4	experimental	experimental	ADJ
easat-5755	81	5	validation	validation	NOUN
easat-5755	81	6	3.1	3.1	NUM
easat-5755	81	7	.	.	PUNCT
easat-5755	82	1	experimental	experimental	ADJ
easat-5755	82	2	program	program	NOUN
easat-5755	82	3	a	a	DET
easat-5755	82	4	complete	complete	ADJ
easat-5755	82	5	set	set	NOUN
easat-5755	82	6	of	of	ADP
easat-5755	82	7	experimental	experimental	ADJ
easat-5755	82	8	programs	program	NOUN
easat-5755	82	9	is	be	AUX
easat-5755	82	10	designed	design	VERB
easat-5755	82	11	to	to	PART
easat-5755	82	12	verify	verify	VERB
easat-5755	82	13	the	the	DET
easat-5755	82	14	performance	performance	NOUN
easat-5755	82	15	of	of	ADP
easat-5755	82	16	deep	deep	ADJ
easat-5755	82	17	learningbased	learningbase	VERB
easat-5755	82	18	api	api	NOUN
easat-5755	82	19	security	security	NOUN
easat-5755	82	20	vulnerability	vulnerability	NOUN
easat-5755	82	21	detection	detection	NOUN
easat-5755	82	22	and	and	CCONJ
easat-5755	82	23	repair	repair	NOUN
easat-5755	82	24	mechanism	mechanism	NOUN
easat-5755	82	25	.	.	PUNCT
easat-5755	83	1	the	the	DET
easat-5755	83	2	experiments	experiment	NOUN
easat-5755	83	3	were	be	AUX
easat-5755	83	4	conducted	conduct	VERB
easat-5755	83	5	in	in	ADP
easat-5755	83	6	the	the	DET
easat-5755	83	7	test	test	NOUN
easat-5755	83	8	lab	lab	NOUN
easat-5755	83	9	of	of	ADP
easat-5755	83	10	a	a	DET
easat-5755	83	11	cybersecurity	cybersecurity	NOUN
easat-5755	83	12	company	company	NOUN
easat-5755	83	13	,	,	PUNCT
easat-5755	83	14	and	and	CCONJ
easat-5755	83	15	10	10	NUM
easat-5755	83	16	different	different	ADJ
easat-5755	83	17	types	type	NOUN
easat-5755	83	18	of	of	ADP
easat-5755	83	19	apis	apis	PROPN
easat-5755	83	20	were	be	AUX
easat-5755	83	21	selected	select	VERB
easat-5755	83	22	as	as	ADP
easat-5755	83	23	test	test	NOUN
easat-5755	83	24	objects	object	NOUN
easat-5755	83	25	,	,	PUNCT
easat-5755	83	26	covering	cover	VERB
easat-5755	83	27	a	a	DET
easat-5755	83	28	wide	wide	ADJ
easat-5755	83	29	range	range	NOUN
easat-5755	83	30	of	of	ADP
easat-5755	83	31	application	application	NOUN
easat-5755	83	32	scenarios	scenario	NOUN
easat-5755	83	33	and	and	CCONJ
easat-5755	83	34	technical	technical	ADJ
easat-5755	83	35	specifications	specification	NOUN
easat-5755	83	36	.	.	PUNCT
easat-5755	84	1	restful	restful	ADJ
easat-5755	84	2	api	api	NOUN
easat-5755	84	3	is	be	AUX
easat-5755	84	4	used	use	VERB
easat-5755	84	5	for	for	ADP
easat-5755	84	6	data	datum	NOUN
easat-5755	84	7	exchange	exchange	NOUN
easat-5755	84	8	in	in	ADP
easat-5755	84	9	web	web	NOUN
easat-5755	84	10	applications	application	NOUN
easat-5755	84	11	,	,	PUNCT
easat-5755	84	12	using	use	VERB
easat-5755	84	13	the	the	DET
easat-5755	84	14	http	http	PROPN
easat-5755	84	15	protocol	protocol	NOUN
easat-5755	84	16	;	;	PUNCT
easat-5755	84	17	soap	soap	NOUN
easat-5755	84	18	api	api	NOUN
easat-5755	84	19	is	be	AUX
easat-5755	84	20	an	an	DET
easat-5755	84	21	xml	xml	NOUN
easat-5755	84	22	-	-	PUNCT
easat-5755	84	23	based	base	VERB
easat-5755	84	24	protocol	protocol	NOUN
easat-5755	84	25	commonly	commonly	ADV
easat-5755	84	26	used	use	VERB
easat-5755	84	27	for	for	ADP
easat-5755	84	28	interoperability	interoperability	NOUN
easat-5755	84	29	of	of	ADP
easat-5755	84	30	enterprise	enterprise	NOUN
easat-5755	84	31	-	-	PUNCT
easat-5755	84	32	class	class	NOUN
easat-5755	84	33	services	service	NOUN
easat-5755	84	34	;	;	PUNCT
easat-5755	84	35	graphql	graphql	PROPN
easat-5755	84	36	api	api	NOUN
easat-5755	84	37	allows	allow	VERB
easat-5755	84	38	the	the	DET
easat-5755	84	39	client	client	NOUN
easat-5755	84	40	to	to	PART
easat-5755	84	41	specify	specify	VERB
easat-5755	84	42	the	the	DET
easat-5755	84	43	structure	structure	NOUN
easat-5755	84	44	of	of	ADP
easat-5755	84	45	the	the	DET
easat-5755	84	46	required	require	VERB
easat-5755	84	47	data	datum	NOUN
easat-5755	84	48	,	,	PUNCT
easat-5755	84	49	with	with	ADP
easat-5755	84	50	a	a	DET
easat-5755	84	51	high	high	ADJ
easat-5755	84	52	degree	degree	NOUN
easat-5755	84	53	of	of	ADP
easat-5755	84	54	flexibility	flexibility	NOUN
easat-5755	84	55	;	;	PUNCT
easat-5755	84	56	websocket	websocket	NOUN
easat-5755	84	57	api	api	NOUN
easat-5755	84	58	is	be	AUX
easat-5755	84	59	used	use	VERB
easat-5755	84	60	for	for	ADP
easat-5755	84	61	real	real	ADJ
easat-5755	84	62	-	-	PUNCT
easat-5755	84	63	time	time	NOUN
easat-5755	84	64	communication	communication	NOUN
easat-5755	84	65	of	of	ADP
easat-5755	84	66	bi	bi	ADJ
easat-5755	84	67	-	-	ADJ
easat-5755	84	68	directional	directional	ADJ
easat-5755	84	69	data	datum	NOUN
easat-5755	84	70	transfer	transfer	NOUN
easat-5755	84	71	;	;	PUNCT
easat-5755	84	72	grpc	grpc	NOUN
easat-5755	84	73	api	api	NOUN
easat-5755	84	74	is	be	AUX
easat-5755	84	75	a	a	DET
easat-5755	84	76	high	high	ADJ
easat-5755	84	77	-	-	PUNCT
easat-5755	84	78	performance	performance	NOUN
easat-5755	84	79	remote	remote	ADJ
easat-5755	84	80	procedure	procedure	NOUN
easat-5755	84	81	call	call	NOUN
easat-5755	84	82	framework	framework	NOUN
easat-5755	84	83	based	base	VERB
easat-5755	84	84	on	on	ADP
easat-5755	84	85	http/2	http/2	NOUN
easat-5755	84	86	,	,	PUNCT
easat-5755	84	87	suitable	suitable	ADJ
easat-5755	84	88	for	for	ADP
easat-5755	84	89	microservice	microservice	NOUN
easat-5755	84	90	architectures	architecture	NOUN
easat-5755	84	91	;	;	PUNCT
easat-5755	84	92	oauth	oauth	NOUN
easat-5755	84	93	api	api	NOUN
easat-5755	84	94	is	be	AUX
easat-5755	84	95	used	use	VERB
easat-5755	84	96	for	for	ADP
easat-5755	84	97	user	user	NOUN
easat-5755	84	98	authentication	authentication	NOUN
easat-5755	84	99	and	and	CCONJ
easat-5755	84	100	authorization	authorization	NOUN
easat-5755	84	101	,	,	PUNCT
easat-5755	84	102	commonly	commonly	ADV
easat-5755	84	103	used	use	VERB
easat-5755	84	104	in	in	ADP
easat-5755	84	105	social	social	ADJ
easat-5755	84	106	media	medium	NOUN
easat-5755	84	107	applications	application	NOUN
easat-5755	84	108	;	;	PUNCT
easat-5755	84	109	payment	payment	NOUN
easat-5755	84	110	gateway	gateway	NOUN
easat-5755	84	111	api	api	NOUN
easat-5755	84	112	is	be	AUX
easat-5755	84	113	used	use	VERB
easat-5755	84	114	for	for	ADP
easat-5755	84	115	online	online	ADJ
easat-5755	84	116	payment	payment	NOUN
easat-5755	84	117	processing	processing	NOUN
easat-5755	84	118	,	,	PUNCT
easat-5755	84	119	such	such	ADJ
easat-5755	84	120	as	as	ADP
easat-5755	84	121	stripe	stripe	NOUN
easat-5755	84	122	or	or	CCONJ
easat-5755	84	123	paypal	paypal	NOUN
easat-5755	84	124	;	;	PUNCT
easat-5755	84	125	messaging	message	VERB
easat-5755	84	126	api	api	NOUN
easat-5755	84	127	is	be	AUX
easat-5755	84	128	used	use	VERB
easat-5755	84	129	for	for	ADP
easat-5755	84	130	messaging	message	VERB
easat-5755	84	131	services	service	NOUN
easat-5755	84	132	such	such	ADJ
easat-5755	84	133	as	as	ADP
easat-5755	84	134	twilio	twilio	NOUN
easat-5755	84	135	or	or	CCONJ
easat-5755	84	136	firebase	firebase	VERB
easat-5755	84	137	cloud	cloud	NOUN
easat-5755	84	138	messaging	messaging	NOUN
easat-5755	84	139	;	;	PUNCT
easat-5755	84	140	iot	iot	PROPN
easat-5755	84	141	apis	apis	PROPN
easat-5755	84	142	support	support	NOUN
easat-5755	84	143	data	datum	NOUN
easat-5755	84	144	exchange	exchange	NOUN
easat-5755	84	145	between	between	ADP
easat-5755	84	146	iot	iot	PROPN
easat-5755	84	147	devices	device	NOUN
easat-5755	84	148	;	;	PUNCT
easat-5755	84	149	and	and	CCONJ
easat-5755	84	150	machine	machine	NOUN
easat-5755	84	151	learning	learn	VERB
easat-5755	84	152	apis	apis	PROPN
easat-5755	84	153	provide	provide	VERB
easat-5755	84	154	services	service	NOUN
easat-5755	84	155	for	for	ADP
easat-5755	84	156	machine	machine	NOUN
easat-5755	84	157	learning	learn	VERB
easat-5755	84	158	model	model	NOUN
easat-5755	84	159	calls	call	NOUN
easat-5755	84	160	,	,	PUNCT
easat-5755	84	161	such	such	ADJ
easat-5755	84	162	as	as	ADP
easat-5755	84	163	google	google	PROPN
easat-5755	84	164	cloud	cloud	PROPN
easat-5755	84	165	ml	ml	NOUN
easat-5755	84	166	or	or	CCONJ
easat-5755	84	167	aws	aw	NOUN
easat-5755	84	168	sagemaker	sagemaker	NOUN
easat-5755	84	169	.	.	PUNCT
easat-5755	85	1	the	the	DET
easat-5755	85	2	training	training	NOUN
easat-5755	85	3	dataset	dataset	NOUN
easat-5755	85	4	contains	contain	VERB
easat-5755	85	5	api	api	NOUN
easat-5755	85	6	requests	request	NOUN
easat-5755	85	7	and	and	CCONJ
easat-5755	85	8	responses	response	NOUN
easat-5755	85	9	,	,	PUNCT
easat-5755	85	10	api	api	NOUN
easat-5755	85	11	documentation	documentation	NOUN
easat-5755	85	12	,	,	PUNCT
easat-5755	85	13	and	and	CCONJ
easat-5755	85	14	logs	log	NOUN
easat-5755	85	15	of	of	ADP
easat-5755	85	16	user	user	NOUN
easat-5755	85	17	inputs	input	NOUN
easat-5755	85	18	and	and	CCONJ
easat-5755	85	19	outputs	output	NOUN
easat-5755	85	20	,	,	PUNCT
easat-5755	85	21	and	and	CCONJ
easat-5755	85	22	its	its	PRON
easat-5755	85	23	data	data	NOUN
easat-5755	85	24	annotation	annotation	NOUN
easat-5755	85	25	methods	method	NOUN
easat-5755	85	26	include	include	VERB
easat-5755	85	27	vulnerability	vulnerability	NOUN
easat-5755	85	28	type	type	NOUN
easat-5755	85	29	annotation	annotation	NOUN
easat-5755	85	30	,	,	PUNCT
easat-5755	85	31	i.e.	i.e.	X
easat-5755	85	32	,	,	PUNCT
easat-5755	85	33	marking	mark	VERB
easat-5755	85	34	possible	possible	ADJ
easat-5755	85	35	security	security	NOUN
easat-5755	85	36	vulnerabilities	vulnerability	NOUN
easat-5755	85	37	(	(	PUNCT
easat-5755	85	38	e.g.	e.g.	ADV
easat-5755	85	39	,	,	PUNCT
easat-5755	85	40	sql	sql	NOUN
easat-5755	85	41	injection	injection	NOUN
easat-5755	85	42	,	,	PUNCT
easat-5755	85	43	xss	xss	PROPN
easat-5755	85	44	,	,	PUNCT
easat-5755	85	45	authentication	authentication	NOUN
easat-5755	85	46	flaws	flaw	NOUN
easat-5755	85	47	,	,	PUNCT
easat-5755	85	48	etc	etc	X
easat-5755	85	49	.	.	X
easat-5755	85	50	)	)	PUNCT
easat-5755	85	51	in	in	ADP
easat-5755	85	52	each	each	DET
easat-5755	85	53	api	api	NOUN
easat-5755	85	54	request	request	NOUN
easat-5755	85	55	and	and	CCONJ
easat-5755	85	56	response	response	NOUN
easat-5755	85	57	,	,	PUNCT
easat-5755	85	58	and	and	CCONJ
easat-5755	85	59	assigning	assign	VERB
easat-5755	85	60	a	a	DET
easat-5755	85	61	risk	risk	NOUN
easat-5755	85	62	level	level	NOUN
easat-5755	85	63	(	(	PUNCT
easat-5755	85	64	high	high	ADJ
easat-5755	85	65	,	,	PUNCT
easat-5755	85	66	medium	medium	ADJ
easat-5755	85	67	,	,	PUNCT
easat-5755	85	68	or	or	CCONJ
easat-5755	85	69	low	low	ADJ
easat-5755	85	70	)	)	PUNCT
easat-5755	85	71	to	to	ADP
easat-5755	85	72	each	each	DET
easat-5755	85	73	annotated	annotate	VERB
easat-5755	85	74	vulnerability	vulnerability	NOUN
easat-5755	85	75	,	,	PUNCT
easat-5755	85	76	as	as	ADV
easat-5755	85	77	well	well	ADV
easat-5755	85	78	as	as	ADP
easat-5755	85	79	providing	provide	VERB
easat-5755	85	80	the	the	DET
easat-5755	85	81	api	api	NOUN
easat-5755	85	82	usage	usage	NOUN
easat-5755	85	83	scenarios	scenario	NOUN
easat-5755	85	84	,	,	PUNCT
easat-5755	85	85	invocation	invocation	NOUN
easat-5755	85	86	frequency	frequency	NOUN
easat-5755	85	87	and	and	CCONJ
easat-5755	85	88	user	user	NOUN
easat-5755	85	89	roles	role	NOUN
easat-5755	85	90	,	,	PUNCT
easat-5755	85	91	and	and	CCONJ
easat-5755	85	92	other	other	ADJ
easat-5755	85	93	contextual	contextual	ADJ
easat-5755	85	94	information	information	NOUN
easat-5755	85	95	.	.	PUNCT
easat-5755	86	1	the	the	DET
easat-5755	86	2	validation	validation	NOUN
easat-5755	86	3	dataset	dataset	NOUN
easat-5755	86	4	,	,	PUNCT
easat-5755	86	5	on	on	ADP
easat-5755	86	6	the	the	DET
easat-5755	86	7	other	other	ADJ
easat-5755	86	8	hand	hand	NOUN
easat-5755	86	9	,	,	PUNCT
easat-5755	86	10	includes	include	VERB
easat-5755	86	11	real	real	ADJ
easat-5755	86	12	api	api	NOUN
easat-5755	86	13	invocation	invocation	NOUN
easat-5755	86	14	logs	log	NOUN
easat-5755	86	15	,	,	PUNCT
easat-5755	86	16	user	user	NOUN
easat-5755	86	17	feedback	feedback	NOUN
easat-5755	86	18	and	and	CCONJ
easat-5755	86	19	system	system	NOUN
easat-5755	86	20	monitoring	monitor	VERB
easat-5755	86	21	data	datum	NOUN
easat-5755	86	22	,	,	PUNCT
easat-5755	86	23	and	and	CCONJ
easat-5755	86	24	its	its	PRON
easat-5755	86	25	data	data	NOUN
easat-5755	86	26	annotation	annotation	NOUN
easat-5755	86	27	methods	method	NOUN
easat-5755	86	28	include	include	VERB
easat-5755	86	29	vulnerability	vulnerability	NOUN
easat-5755	86	30	validation	validation	NOUN
easat-5755	86	31	,	,	PUNCT
easat-5755	86	32	i.e.	i.e.	X
easat-5755	86	33	,	,	PUNCT
easat-5755	86	34	annotating	annotate	VERB
easat-5755	86	35	the	the	DET
easat-5755	86	36	existence	existence	NOUN
easat-5755	86	37	of	of	ADP
easat-5755	86	38	vulnerabilities	vulnerability	NOUN
easat-5755	86	39	according	accord	VERB
easat-5755	86	40	to	to	ADP
easat-5755	86	41	the	the	DET
easat-5755	86	42	actual	actual	ADJ
easat-5755	86	43	running	run	VERB
easat-5755	86	44	situation	situation	NOUN
easat-5755	86	45	and	and	CCONJ
easat-5755	86	46	recording	record	VERB
easat-5755	86	47	the	the	DET
easat-5755	86	48	status	status	NOUN
easat-5755	86	49	after	after	ADP
easat-5755	86	50	fixing	fix	VERB
easat-5755	86	51	them	they	PRON
easat-5755	86	52	,	,	PUNCT
easat-5755	86	53	as	as	ADV
easat-5755	86	54	well	well	ADV
easat-5755	86	55	as	as	ADP
easat-5755	86	56	performance	performance	NOUN
easat-5755	86	57	indexes	index	NOUN
easat-5755	86	58	such	such	ADJ
easat-5755	86	59	as	as	ADP
easat-5755	86	60	the	the	DET
easat-5755	86	61	response	response	NOUN
easat-5755	86	62	time	time	NOUN
easat-5755	86	63	and	and	CCONJ
easat-5755	86	64	success	success	NOUN
easat-5755	86	65	rate	rate	NOUN
easat-5755	86	66	of	of	ADP
easat-5755	86	67	the	the	DET
easat-5755	86	68	api	api	NOUN
easat-5755	86	69	.	.	PUNCT
easat-5755	87	1	during	during	ADP
easat-5755	87	2	the	the	DET
easat-5755	87	3	experiment	experiment	NOUN
easat-5755	87	4	,	,	PUNCT
easat-5755	87	5	the	the	DET
easat-5755	87	6	wireshark	wireshark	NOUN
easat-5755	87	7	network	network	NOUN
easat-5755	87	8	analysis	analysis	NOUN
easat-5755	87	9	tool	tool	NOUN
easat-5755	87	10	was	be	AUX
easat-5755	87	11	utilized	utilize	VERB
easat-5755	87	12	to	to	PART
easat-5755	87	13	capture	capture	VERB
easat-5755	87	14	real	real	ADJ
easat-5755	87	15	-	-	PUNCT
easat-5755	87	16	time	time	NOUN
easat-5755	87	17	packets	packet	NOUN
easat-5755	87	18	of	of	ADP
easat-5755	87	19	api	api	NOUN
easat-5755	87	20	requests	request	NOUN
easat-5755	87	21	and	and	CCONJ
easat-5755	87	22	responses	response	NOUN
easat-5755	87	23	,	,	PUNCT
easat-5755	87	24	with	with	SCONJ
easat-5755	87	25	the	the	DET
easat-5755	87	26	main	main	ADJ
easat-5755	87	27	parameters	parameter	NOUN
easat-5755	87	28	including	include	VERB
easat-5755	87	29	request	request	NOUN
easat-5755	87	30	method	method	NOUN
easat-5755	87	31	,	,	PUNCT
easat-5755	87	32	status	status	NOUN
easat-5755	87	33	code	code	NOUN
easat-5755	87	34	,	,	PUNCT
easat-5755	87	35	response	response	NOUN
easat-5755	87	36	time	time	NOUN
easat-5755	87	37	,	,	PUNCT
easat-5755	87	38	and	and	CCONJ
easat-5755	87	39	data	datum	NOUN
easat-5755	87	40	load	load	NOUN
easat-5755	87	41	,	,	PUNCT
easat-5755	87	42	etc	etc	X
easat-5755	87	43	.	.	X
easat-5755	87	44	the	the	DET
easat-5755	87	45	sampling	sample	VERB
easat-5755	87	46	frequency	frequency	NOUN
easat-5755	87	47	was	be	AUX
easat-5755	87	48	set	set	VERB
easat-5755	87	49	to	to	ADP
easat-5755	87	50	1	1	NUM
easat-5755	87	51	khz	khz	NOUN
easat-5755	87	52	,	,	PUNCT
easat-5755	87	53	and	and	CCONJ
easat-5755	87	54	each	each	DET
easat-5755	87	55	test	test	NOUN
easat-5755	87	56	cycle	cycle	NOUN
easat-5755	87	57	lasted	last	VERB
easat-5755	87	58	for	for	ADP
easat-5755	87	59	3	3	NUM
easat-5755	87	60	hours	hour	NOUN
easat-5755	87	61	.	.	PUNCT
easat-5755	88	1	a	a	DET
easat-5755	88	2	network	network	NOUN
easat-5755	88	3	traffic	traffic	NOUN
easat-5755	88	4	monitoring	monitoring	NOUN
easat-5755	88	5	device	device	NOUN
easat-5755	88	6	with	with	ADP
easat-5755	88	7	a	a	DET
easat-5755	88	8	measurement	measurement	NOUN
easat-5755	88	9	accuracy	accuracy	NOUN
easat-5755	88	10	of	of	ADP
easat-5755	88	11	±0.01	±0.01	PROPN
easat-5755	88	12	%	%	NOUN
easat-5755	88	13	was	be	AUX
easat-5755	88	14	used	use	VERB
easat-5755	88	15	to	to	PART
easat-5755	88	16	record	record	VERB
easat-5755	88	17	changes	change	NOUN
easat-5755	88	18	in	in	ADP
easat-5755	88	19	the	the	DET
easat-5755	88	20	traffic	traffic	NOUN
easat-5755	88	21	characteristics	characteristic	NOUN
easat-5755	88	22	of	of	ADP
easat-5755	88	23	the	the	DET
easat-5755	88	24	api	api	NOUN
easat-5755	88	25	to	to	PART
easat-5755	88	26	ensure	ensure	VERB
easat-5755	88	27	the	the	DET
easat-5755	88	28	accuracy	accuracy	NOUN
easat-5755	88	29	and	and	CCONJ
easat-5755	88	30	reliability	reliability	NOUN
easat-5755	88	31	of	of	ADP
easat-5755	88	32	the	the	DET
easat-5755	88	33	data	datum	NOUN
easat-5755	88	34	.	.	PUNCT
easat-5755	89	1	for	for	ADP
easat-5755	89	2	data	data	NOUN
easat-5755	89	3	transmission	transmission	NOUN
easat-5755	89	4	,	,	PUNCT
easat-5755	89	5	the	the	DET
easat-5755	89	6	experiment	experiment	NOUN
easat-5755	89	7	uses	use	VERB
easat-5755	89	8	a	a	DET
easat-5755	89	9	wireless	wireless	ADJ
easat-5755	89	10	communication	communication	NOUN
easat-5755	89	11	system	system	NOUN
easat-5755	89	12	based	base	VERB
easat-5755	89	13	on	on	ADP
easat-5755	89	14	5	5	NUM
easat-5755	89	15	g	g	NOUN
easat-5755	89	16	technology	technology	NOUN
easat-5755	89	17	,	,	PUNCT
easat-5755	89	18	with	with	ADP
easat-5755	89	19	uplink	uplink	NOUN
easat-5755	89	20	and	and	CCONJ
easat-5755	89	21	downlink	downlink	NOUN
easat-5755	89	22	rates	rate	NOUN
easat-5755	89	23	of	of	ADP
easat-5755	89	24	2	2	NUM
easat-5755	89	25	gb	gb	NOUN
easat-5755	89	26	/	/	SYM
easat-5755	89	27	s	s	NOUN
easat-5755	89	28	and	and	CCONJ
easat-5755	89	29	2.5	2.5	NUM
easat-5755	89	30	gb	gb	NOUN
easat-5755	89	31	/	/	SYM
easat-5755	89	32	s	s	NOUN
easat-5755	89	33	,	,	PUNCT
easat-5755	89	34	respectively	respectively	ADV
easat-5755	89	35	,	,	PUNCT
easat-5755	89	36	and	and	CCONJ
easat-5755	89	37	a	a	DET
easat-5755	89	38	latency	latency	NOUN
easat-5755	89	39	control	control	NOUN
easat-5755	89	40	of	of	ADP
easat-5755	89	41	less	less	ADJ
easat-5755	89	42	than	than	ADP
easat-5755	89	43	1	1	NUM
easat-5755	89	44	ms	ms	NOUN
easat-5755	89	45	to	to	PART
easat-5755	89	46	ensure	ensure	VERB
easat-5755	89	47	real	real	ADJ
easat-5755	89	48	-	-	PUNCT
easat-5755	89	49	time	time	NOUN
easat-5755	89	50	data	datum	NOUN
easat-5755	89	51	.	.	PUNCT
easat-5755	90	1	the	the	DET
easat-5755	90	2	experiments	experiment	NOUN
easat-5755	90	3	are	be	AUX
easat-5755	90	4	conducted	conduct	VERB
easat-5755	90	5	on	on	ADP
easat-5755	90	6	a	a	DET
easat-5755	90	7	high	high	ADJ
easat-5755	90	8	-	-	PUNCT
easat-5755	90	9	performance	performance	NOUN
easat-5755	90	10	server	server	NOUN
easat-5755	90	11	equipped	equip	VERB
easat-5755	90	12	with	with	ADP
easat-5755	90	13	nvidia	nvidia	PROPN
easat-5755	90	14	a100	a100	PROPN
easat-5755	90	15	gpus	gpu	NOUN
easat-5755	90	16	for	for	ADP
easat-5755	90	17	deep	deep	ADJ
easat-5755	90	18	learning	learning	NOUN
easat-5755	90	19	model	model	NOUN
easat-5755	90	20	training	training	NOUN
easat-5755	90	21	,	,	PUNCT
easat-5755	90	22	and	and	CCONJ
easat-5755	90	23	the	the	DET
easat-5755	90	24	training	training	NOUN
easat-5755	90	25	dataset	dataset	NOUN
easat-5755	90	26	contains	contain	VERB
easat-5755	90	27	10,000	10,000	NUM
easat-5755	90	28	samples	sample	NOUN
easat-5755	90	29	,	,	PUNCT
easat-5755	90	30	each	each	PRON
easat-5755	90	31	of	of	ADP
easat-5755	90	32	which	which	PRON
easat-5755	90	33	contains	contain	VERB
easat-5755	90	34	api	api	NOUN
easat-5755	90	35	request	request	NOUN
easat-5755	90	36	characteristics	characteristic	NOUN
easat-5755	90	37	and	and	CCONJ
easat-5755	90	38	historical	historical	ADJ
easat-5755	90	39	vulnerability	vulnerability	NOUN
easat-5755	90	40	records	record	NOUN
easat-5755	90	41	.	.	PUNCT
easat-5755	91	1	the	the	DET
easat-5755	91	2	experiments	experiment	NOUN
easat-5755	91	3	were	be	AUX
easat-5755	91	4	conducted	conduct	VERB
easat-5755	91	5	in	in	ADP
easat-5755	91	6	5	5	NUM
easat-5755	91	7	rounds	round	NOUN
easat-5755	91	8	of	of	ADP
easat-5755	91	9	iterations	iteration	NOUN
easat-5755	91	10	,	,	PUNCT
easat-5755	91	11	with	with	ADP
easat-5755	91	12	200	200	NUM
easat-5755	91	13	rounds	round	NOUN
easat-5755	91	14	of	of	ADP
easat-5755	91	15	training	training	NOUN
easat-5755	91	16	in	in	ADP
easat-5755	91	17	each	each	DET
easat-5755	91	18	round	round	NOUN
easat-5755	91	19	,	,	PUNCT
easat-5755	91	20	the	the	DET
easat-5755	91	21	batch	batch	NOUN
easat-5755	91	22	size	size	NOUN
easat-5755	91	23	was	be	AUX
easat-5755	91	24	set	set	VERB
easat-5755	91	25	to	to	ADP
easat-5755	91	26	128	128	NUM
easat-5755	91	27	,	,	PUNCT
easat-5755	91	28	and	and	CCONJ
easat-5755	91	29	the	the	DET
easat-5755	91	30	initial	initial	ADJ
easat-5755	91	31	value	value	NOUN
easat-5755	91	32	of	of	ADP
easat-5755	91	33	the	the	DET
easat-5755	91	34	learning	learning	NOUN
easat-5755	91	35	rate	rate	NOUN
easat-5755	91	36	was	be	AUX
easat-5755	91	37	0.001	0.001	NUM
easat-5755	91	38	,	,	PUNCT
easat-5755	91	39	using	use	VERB
easat-5755	91	40	adam	adam	PROPN
easat-5755	91	41	optimizer	optimizer	NOUN
easat-5755	91	42	and	and	CCONJ
easat-5755	91	43	cross	cross	ADJ
easat-5755	91	44	-	-	ADJ
easat-5755	91	45	entropy	entropy	ADJ
easat-5755	91	46	loss	loss	NOUN
easat-5755	91	47	function	function	NOUN
easat-5755	91	48	.	.	PUNCT
easat-5755	92	1	in	in	ADP
easat-5755	92	2	order	order	NOUN
easat-5755	92	3	to	to	PART
easat-5755	92	4	verify	verify	VERB
easat-5755	92	5	the	the	DET
easat-5755	92	6	effectiveness	effectiveness	NOUN
easat-5755	92	7	of	of	ADP
easat-5755	92	8	the	the	DET
easat-5755	92	9	deep	deep	ADJ
easat-5755	92	10	learning	learning	NOUN
easat-5755	92	11	-	-	PUNCT
easat-5755	92	12	based	base	VERB
easat-5755	92	13	api	api	NOUN
easat-5755	92	14	security	security	NOUN
easat-5755	92	15	vulnerability	vulnerability	NOUN
easat-5755	92	16	detection	detection	NOUN
easat-5755	92	17	and	and	CCONJ
easat-5755	92	18	repair	repair	NOUN
easat-5755	92	19	mechanism	mechanism	NOUN
easat-5755	92	20	,	,	PUNCT
easat-5755	92	21	the	the	DET
easat-5755	92	22	experiments	experiment	NOUN
easat-5755	92	23	are	be	AUX
easat-5755	92	24	designed	design	VERB
easat-5755	92	25	with	with	ADP
easat-5755	92	26	four	four	NUM
easat-5755	92	27	typical	typical	ADJ
easat-5755	92	28	security	security	NOUN
easat-5755	92	29	vulnerability	vulnerability	NOUN
easat-5755	92	30	scenarios	scenario	NOUN
easat-5755	92	31	,	,	PUNCT
easat-5755	92	32	including	include	VERB
easat-5755	92	33	sql	sql	NOUN
easat-5755	92	34	injection	injection	NOUN
easat-5755	92	35	,	,	PUNCT
easat-5755	92	36	cross	cross	ADJ
easat-5755	92	37	-	-	ADJ
easat-5755	92	38	site	site	ADJ
easat-5755	92	39	scripting	scripting	NOUN
easat-5755	92	40	attack	attack	NOUN
easat-5755	92	41	(	(	PUNCT
easat-5755	92	42	xss	xss	PROPN
easat-5755	92	43	)	)	PUNCT
easat-5755	92	44	,	,	PUNCT
easat-5755	92	45	authentication	authentication	NOUN
easat-5755	92	46	bypass	bypass	NOUN
easat-5755	92	47	and	and	CCONJ
easat-5755	92	48	insecure	insecure	ADJ
easat-5755	92	49	direct	direct	ADJ
easat-5755	92	50	object	object	NOUN
easat-5755	92	51	reference	reference	NOUN
easat-5755	92	52	(	(	PUNCT
easat-5755	92	53	idor	idor	ADJ
easat-5755	92	54	)	)	PUNCT
easat-5755	92	55	.	.	PUNCT
easat-5755	93	1	by	by	ADP
easat-5755	93	2	injecting	inject	VERB
easat-5755	93	3	vulnerability	vulnerability	NOUN
easat-5755	93	4	data	datum	NOUN
easat-5755	93	5	2147	2147	NUM
easat-5755	93	6	edelweiss	edelweiss	PROPN
easat-5755	93	7	applied	apply	VERB
easat-5755	93	8	science	science	NOUN
easat-5755	93	9	and	and	CCONJ
easat-5755	93	10	technology	technology	NOUN
easat-5755	93	11	issn	issn	PROPN
easat-5755	93	12	:	:	PUNCT
easat-5755	93	13	2576	2576	NUM
easat-5755	93	14	-	-	SYM
easat-5755	93	15	8484	8484	NUM
easat-5755	93	16	vol	vol	NOUN
easat-5755	93	17	.	.	PROPN
easat-5755	94	1	9	9	NUM
easat-5755	94	2	,	,	PUNCT
easat-5755	94	3	no	no	INTJ
easat-5755	94	4	.	.	NOUN
easat-5755	95	1	3	3	NUM
easat-5755	95	2	:	:	SYM
easat-5755	95	3	2143	2143	NUM
easat-5755	95	4	-	-	SYM
easat-5755	95	5	2148	2148	NUM
easat-5755	95	6	,	,	PUNCT
easat-5755	95	7	2025	2025	NUM
easat-5755	95	8	doi	doi	NOUN
easat-5755	95	9	:	:	PUNCT
easat-5755	95	10	10.55214/25768484.v9i3.5755	10.55214/25768484.v9i3.5755	NUM
easat-5755	95	11	©	©	PROPN
easat-5755	95	12	2025	2025	NUM
easat-5755	95	13	by	by	ADP
easat-5755	95	14	the	the	DET
easat-5755	95	15	authors	author	NOUN
easat-5755	95	16	;	;	PUNCT
easat-5755	95	17	licensee	licensee	PROPN
easat-5755	95	18	learning	learning	NOUN
easat-5755	95	19	gate	gate	NOUN
easat-5755	95	20	artificially	artificially	ADV
easat-5755	95	21	,	,	PUNCT
easat-5755	95	22	we	we	PRON
easat-5755	95	23	compare	compare	VERB
easat-5755	95	24	the	the	DET
easat-5755	95	25	detection	detection	NOUN
easat-5755	95	26	accuracy	accuracy	NOUN
easat-5755	95	27	of	of	ADP
easat-5755	95	28	the	the	DET
easat-5755	95	29	deep	deep	ADJ
easat-5755	95	30	learning	learning	NOUN
easat-5755	95	31	model	model	NOUN
easat-5755	95	32	of	of	ADP
easat-5755	95	33	the	the	DET
easat-5755	95	34	system	system	NOUN
easat-5755	95	35	designed	design	VERB
easat-5755	95	36	in	in	ADP
easat-5755	95	37	this	this	DET
easat-5755	95	38	paper	paper	NOUN
easat-5755	95	39	with	with	ADP
easat-5755	95	40	traditional	traditional	ADJ
easat-5755	95	41	machine	machine	NOUN
easat-5755	95	42	learning	learning	NOUN
easat-5755	95	43	models	model	NOUN
easat-5755	95	44	such	such	ADJ
easat-5755	95	45	as	as	ADP
easat-5755	95	46	rule	rule	NOUN
easat-5755	95	47	-	-	PUNCT
easat-5755	95	48	based	base	VERB
easat-5755	95	49	matching	matching	NOUN
easat-5755	95	50	(	(	PUNCT
easat-5755	95	51	rbm	rbm	PROPN
easat-5755	95	52	)	)	PUNCT
easat-5755	95	53	and	and	CCONJ
easat-5755	95	54	support	support	VERB
easat-5755	95	55	vector	vector	NOUN
easat-5755	95	56	machine	machine	NOUN
easat-5755	95	57	(	(	PUNCT
easat-5755	95	58	svm	svm	PROPN
easat-5755	95	59	)	)	PUNCT
easat-5755	95	60	,	,	PUNCT
easat-5755	95	61	and	and	CCONJ
easat-5755	95	62	record	record	VERB
easat-5755	95	63	the	the	DET
easat-5755	95	64	response	response	NOUN
easat-5755	95	65	time	time	NOUN
easat-5755	95	66	of	of	ADP
easat-5755	95	67	the	the	DET
easat-5755	95	68	deep	deep	ADJ
easat-5755	95	69	learning	learning	NOUN
easat-5755	95	70	model	model	NOUN
easat-5755	95	71	.	.	PUNCT
easat-5755	96	1	3.2	3.2	NUM
easat-5755	96	2	.	.	PUNCT
easat-5755	97	1	analysis	analysis	NOUN
easat-5755	97	2	of	of	ADP
easat-5755	97	3	experimental	experimental	ADJ
easat-5755	97	4	results	result	NOUN
easat-5755	97	5	in	in	ADP
easat-5755	97	6	the	the	DET
easat-5755	97	7	api	api	NOUN
easat-5755	97	8	security	security	NOUN
easat-5755	97	9	vulnerability	vulnerability	NOUN
easat-5755	97	10	detection	detection	NOUN
easat-5755	97	11	scenario	scenario	NOUN
easat-5755	97	12	,	,	PUNCT
easat-5755	97	13	the	the	DET
easat-5755	97	14	performance	performance	NOUN
easat-5755	97	15	comparison	comparison	NOUN
easat-5755	97	16	of	of	ADP
easat-5755	97	17	the	the	DET
easat-5755	97	18	deep	deep	ADJ
easat-5755	97	19	learning	learning	NOUN
easat-5755	97	20	-	-	PUNCT
easat-5755	97	21	based	base	VERB
easat-5755	97	22	detection	detection	NOUN
easat-5755	97	23	and	and	CCONJ
easat-5755	97	24	repair	repair	NOUN
easat-5755	97	25	mechanism	mechanism	NOUN
easat-5755	97	26	is	be	AUX
easat-5755	97	27	shown	show	VERB
easat-5755	97	28	in	in	ADP
easat-5755	97	29	table	table	NOUN
easat-5755	97	30	1	1	NUM
easat-5755	97	31	,	,	PUNCT
easat-5755	97	32	and	and	CCONJ
easat-5755	97	33	the	the	DET
easat-5755	97	34	effect	effect	NOUN
easat-5755	97	35	comparison	comparison	NOUN
easat-5755	97	36	between	between	ADP
easat-5755	97	37	the	the	DET
easat-5755	97	38	deep	deep	ADJ
easat-5755	97	39	learning	learning	NOUN
easat-5755	97	40	model	model	NOUN
easat-5755	97	41	and	and	CCONJ
easat-5755	97	42	the	the	DET
easat-5755	97	43	traditional	traditional	ADJ
easat-5755	97	44	machine	machine	NOUN
easat-5755	97	45	learning	learning	NOUN
easat-5755	97	46	model	model	NOUN
easat-5755	97	47	in	in	ADP
easat-5755	97	48	api	api	NOUN
easat-5755	97	49	vulnerability	vulnerability	NOUN
easat-5755	97	50	detection	detection	NOUN
easat-5755	97	51	is	be	AUX
easat-5755	97	52	shown	show	VERB
easat-5755	97	53	in	in	ADP
easat-5755	97	54	table	table	NOUN
easat-5755	97	55	2	2	NUM
easat-5755	97	56	.	.	PUNCT
easat-5755	97	57	table	table	NOUN
easat-5755	97	58	1	1	NUM
easat-5755	97	59	.	.	PUNCT
easat-5755	97	60	performance	performance	NOUN
easat-5755	97	61	comparison	comparison	NOUN
easat-5755	97	62	of	of	ADP
easat-5755	97	63	deep	deep	ADJ
easat-5755	97	64	learning	learning	NOUN
easat-5755	97	65	models	model	NOUN
easat-5755	97	66	for	for	ADP
easat-5755	97	67	api	api	NOUN
easat-5755	97	68	security	security	NOUN
easat-5755	97	69	vulnerability	vulnerability	NOUN
easat-5755	97	70	detection	detection	NOUN
easat-5755	97	71	testing	testing	NOUN
easat-5755	97	72	standards	standard	NOUN
easat-5755	97	73	deep	deep	ADJ
easat-5755	97	74	learning	learning	NOUN
easat-5755	97	75	model	model	NOUN
easat-5755	97	76	detection	detection	PROPN
easat-5755	97	77	acc	acc	PROPN
easat-5755	97	78	uracy/%	uracy/%	AUX
easat-5755	97	79	rule	rule	VERB
easat-5755	97	80	matching	matching	NOUN
easat-5755	97	81	detection	detection	NOUN
easat-5755	97	82	accuracy/%	accuracy/%	ADV
easat-5755	97	83	svm	svm	ADJ
easat-5755	97	84	detection	detection	NOUN
easat-5755	97	85	accuracy/%	accuracy/%	ADP
easat-5755	97	86	deep	deep	ADJ
easat-5755	97	87	learning	learn	VERB
easat-5755	97	88	response	response	NOUN
easat-5755	97	89	time	time	NOUN
easat-5755	97	90	/	/	SYM
easat-5755	97	91	ms	ms	NOUN
easat-5755	97	92	vulnerability	vulnerability	NOUN
easat-5755	97	93	detection	detection	NOUN
easat-5755	97	94	rate	rate	NOUN
easat-5755	97	95	98.2	98.2	NUM
easat-5755	97	96	85.6	85.6	NUM
easat-5755	97	97	83.4	83.4	NUM
easat-5755	97	98	75	75	NUM
easat-5755	97	99	vulnerability	vulnerability	NOUN
easat-5755	97	100	remediation	remediation	NOUN
easat-5755	97	101	rate	rate	NOUN
easat-5755	97	102	96.7	96.7	NUM
easat-5755	97	103	80.1	80.1	NUM
easat-5755	97	104	78.5	78.5	NUM
easat-5755	97	105	78	78	NUM
easat-5755	97	106	overall	overall	ADJ
easat-5755	97	107	quality	quality	NOUN
easat-5755	97	108	assessment	assessment	NOUN
easat-5755	97	109	97.5	97.5	NUM
easat-5755	97	110	82.0	82.0	NUM
easat-5755	97	111	80.2	80.2	NUM
easat-5755	97	112	76	76	NUM
easat-5755	97	113	the	the	DET
easat-5755	97	114	data	datum	NOUN
easat-5755	97	115	in	in	ADP
easat-5755	97	116	table	table	NOUN
easat-5755	97	117	1	1	NUM
easat-5755	97	118	shows	show	VERB
easat-5755	97	119	that	that	SCONJ
easat-5755	97	120	the	the	DET
easat-5755	97	121	deep	deep	ADJ
easat-5755	97	122	learning	learning	NOUN
easat-5755	97	123	model	model	NOUN
easat-5755	97	124	performs	perform	VERB
easat-5755	97	125	well	well	ADV
easat-5755	97	126	in	in	ADP
easat-5755	97	127	vulnerability	vulnerability	NOUN
easat-5755	97	128	detection	detection	NOUN
easat-5755	97	129	rate	rate	NOUN
easat-5755	97	130	,	,	PUNCT
easat-5755	97	131	vulnerability	vulnerability	NOUN
easat-5755	97	132	repair	repair	NOUN
easat-5755	97	133	rate	rate	NOUN
easat-5755	97	134	and	and	CCONJ
easat-5755	97	135	overall	overall	ADJ
easat-5755	97	136	quality	quality	NOUN
easat-5755	97	137	assessment	assessment	NOUN
easat-5755	97	138	.	.	PUNCT
easat-5755	98	1	specifically	specifically	ADV
easat-5755	98	2	,	,	PUNCT
easat-5755	98	3	the	the	DET
easat-5755	98	4	deep	deep	ADJ
easat-5755	98	5	learning	learning	NOUN
easat-5755	98	6	model	model	NOUN
easat-5755	98	7	achieves	achieve	VERB
easat-5755	98	8	a	a	DET
easat-5755	98	9	vulnerability	vulnerability	NOUN
easat-5755	98	10	detection	detection	NOUN
easat-5755	98	11	rate	rate	NOUN
easat-5755	98	12	of	of	ADP
easat-5755	98	13	98.2	98.2	NUM
easat-5755	98	14	%	%	NOUN
easat-5755	98	15	,	,	PUNCT
easat-5755	98	16	a	a	DET
easat-5755	98	17	vulnerability	vulnerability	NOUN
easat-5755	98	18	repair	repair	NOUN
easat-5755	98	19	rate	rate	NOUN
easat-5755	98	20	of	of	ADP
easat-5755	98	21	96.7	96.7	NUM
easat-5755	98	22	%	%	NOUN
easat-5755	98	23	,	,	PUNCT
easat-5755	98	24	and	and	CCONJ
easat-5755	98	25	an	an	DET
easat-5755	98	26	overall	overall	ADJ
easat-5755	98	27	quality	quality	NOUN
easat-5755	98	28	assessment	assessment	NOUN
easat-5755	98	29	of	of	ADP
easat-5755	98	30	97.5	97.5	NUM
easat-5755	98	31	%	%	NOUN
easat-5755	98	32	.	.	PUNCT
easat-5755	99	1	these	these	DET
easat-5755	99	2	figures	figure	NOUN
easat-5755	99	3	are	be	AUX
easat-5755	99	4	significantly	significantly	ADV
easat-5755	99	5	higher	high	ADJ
easat-5755	99	6	than	than	ADP
easat-5755	99	7	those	those	PRON
easat-5755	99	8	of	of	ADP
easat-5755	99	9	traditional	traditional	ADJ
easat-5755	99	10	rule	rule	NOUN
easat-5755	99	11	matching	matching	NOUN
easat-5755	99	12	(	(	PUNCT
easat-5755	99	13	85.6	85.6	NUM
easat-5755	99	14	%	%	NOUN
easat-5755	99	15	detection	detection	NOUN
easat-5755	99	16	rate	rate	NOUN
easat-5755	99	17	,	,	PUNCT
easat-5755	99	18	80.1	80.1	NUM
easat-5755	99	19	%	%	NOUN
easat-5755	99	20	repair	repair	NOUN
easat-5755	99	21	rate	rate	NOUN
easat-5755	99	22	,	,	PUNCT
easat-5755	99	23	and	and	CCONJ
easat-5755	99	24	82.0	82.0	NUM
easat-5755	99	25	%	%	NOUN
easat-5755	99	26	overall	overall	ADJ
easat-5755	99	27	quality	quality	NOUN
easat-5755	99	28	assessment	assessment	NOUN
easat-5755	99	29	)	)	PUNCT
easat-5755	99	30	and	and	CCONJ
easat-5755	99	31	svm	svm	ADJ
easat-5755	99	32	models	model	NOUN
easat-5755	99	33	(	(	PUNCT
easat-5755	99	34	83.4	83.4	NUM
easat-5755	99	35	%	%	NOUN
easat-5755	99	36	detection	detection	NOUN
easat-5755	99	37	rate	rate	NOUN
easat-5755	99	38	,	,	PUNCT
easat-5755	99	39	78.5	78.5	NUM
easat-5755	99	40	%	%	NOUN
easat-5755	99	41	repair	repair	NOUN
easat-5755	99	42	rate	rate	NOUN
easat-5755	99	43	,	,	PUNCT
easat-5755	99	44	and	and	CCONJ
easat-5755	99	45	80.2	80.2	NUM
easat-5755	99	46	%	%	NOUN
easat-5755	99	47	overall	overall	ADJ
easat-5755	99	48	quality	quality	NOUN
easat-5755	99	49	assessment	assessment	NOUN
easat-5755	99	50	)	)	PUNCT
easat-5755	99	51	,	,	PUNCT
easat-5755	99	52	suggesting	suggest	VERB
easat-5755	99	53	that	that	SCONJ
easat-5755	99	54	the	the	DET
easat-5755	99	55	deep	deep	ADJ
easat-5755	99	56	learning	learning	NOUN
easat-5755	99	57	model	model	NOUN
easat-5755	99	58	is	be	AUX
easat-5755	99	59	more	more	ADV
easat-5755	99	60	accurate	accurate	ADJ
easat-5755	99	61	in	in	ADP
easat-5755	99	62	identifying	identify	VERB
easat-5755	99	63	and	and	CCONJ
easat-5755	99	64	distinguishing	distinguish	VERB
easat-5755	99	65	security	security	NOUN
easat-5755	99	66	vulnerabilities	vulnerability	NOUN
easat-5755	99	67	.	.	PUNCT
easat-5755	100	1	this	this	DET
easat-5755	100	2	advantage	advantage	NOUN
easat-5755	100	3	makes	make	VERB
easat-5755	100	4	the	the	DET
easat-5755	100	5	security	security	NOUN
easat-5755	100	6	detection	detection	NOUN
easat-5755	100	7	and	and	CCONJ
easat-5755	100	8	repair	repair	NOUN
easat-5755	100	9	process	process	NOUN
easat-5755	100	10	of	of	ADP
easat-5755	100	11	apis	apis	PROPN
easat-5755	100	12	more	more	ADV
easat-5755	100	13	reliable	reliable	ADJ
easat-5755	100	14	and	and	CCONJ
easat-5755	100	15	reduces	reduce	VERB
easat-5755	100	16	the	the	DET
easat-5755	100	17	security	security	NOUN
easat-5755	100	18	risks	risk	NOUN
easat-5755	100	19	caused	cause	VERB
easat-5755	100	20	by	by	ADP
easat-5755	100	21	vulnerabilities	vulnerability	NOUN
easat-5755	100	22	.	.	PUNCT
easat-5755	101	1	in	in	ADP
easat-5755	101	2	terms	term	NOUN
easat-5755	101	3	of	of	ADP
easat-5755	101	4	response	response	NOUN
easat-5755	101	5	time	time	NOUN
easat-5755	101	6	,	,	PUNCT
easat-5755	101	7	the	the	DET
easat-5755	101	8	response	response	NOUN
easat-5755	101	9	time	time	NOUN
easat-5755	101	10	of	of	ADP
easat-5755	101	11	the	the	DET
easat-5755	101	12	deep	deep	ADJ
easat-5755	101	13	learning	learning	NOUN
easat-5755	101	14	model	model	NOUN
easat-5755	101	15	is	be	AUX
easat-5755	101	16	76	76	NUM
easat-5755	101	17	ms	ms	NOUN
easat-5755	101	18	,	,	PUNCT
easat-5755	101	19	which	which	PRON
easat-5755	101	20	compared	compare	VERB
easat-5755	101	21	to	to	ADP
easat-5755	101	22	the	the	DET
easat-5755	101	23	response	response	NOUN
easat-5755	101	24	time	time	NOUN
easat-5755	101	25	of	of	ADP
easat-5755	101	26	rule	rule	NOUN
easat-5755	101	27	matching	matching	NOUN
easat-5755	101	28	and	and	CCONJ
easat-5755	101	29	svm	svm	ADJ
easat-5755	101	30	(	(	PUNCT
easat-5755	101	31	75	75	NUM
easat-5755	101	32	ms	ms	NOUN
easat-5755	101	33	and	and	CCONJ
easat-5755	101	34	78	78	NUM
easat-5755	101	35	ms	ms	NOUN
easat-5755	101	36	,	,	PUNCT
easat-5755	101	37	respectively	respectively	ADV
easat-5755	101	38	)	)	PUNCT
easat-5755	101	39	is	be	AUX
easat-5755	101	40	not	not	PART
easat-5755	101	41	significantly	significantly	ADV
easat-5755	101	42	inferior	inferior	ADJ
easat-5755	101	43	to	to	ADP
easat-5755	101	44	the	the	DET
easat-5755	101	45	traditional	traditional	ADJ
easat-5755	101	46	model	model	NOUN
easat-5755	101	47	,	,	PUNCT
easat-5755	101	48	but	but	CCONJ
easat-5755	101	49	instead	instead	ADV
easat-5755	101	50	shows	show	VERB
easat-5755	101	51	higher	high	ADJ
easat-5755	101	52	efficiency	efficiency	NOUN
easat-5755	101	53	in	in	ADP
easat-5755	101	54	processing	processing	NOUN
easat-5755	101	55	time	time	NOUN
easat-5755	101	56	(	(	PUNCT
easat-5755	101	57	75	75	NUM
easat-5755	101	58	ms	ms	NOUN
easat-5755	101	59	)	)	PUNCT
easat-5755	101	60	,	,	PUNCT
easat-5755	101	61	which	which	PRON
easat-5755	101	62	is	be	AUX
easat-5755	101	63	crucial	crucial	ADJ
easat-5755	101	64	for	for	ADP
easat-5755	101	65	security	security	NOUN
easat-5755	101	66	detection	detection	NOUN
easat-5755	101	67	that	that	PRON
easat-5755	101	68	requires	require	VERB
easat-5755	101	69	fast	fast	ADJ
easat-5755	101	70	processing	processing	NOUN
easat-5755	101	71	of	of	ADP
easat-5755	101	72	a	a	DET
easat-5755	101	73	large	large	ADJ
easat-5755	101	74	number	number	NOUN
easat-5755	101	75	of	of	ADP
easat-5755	101	76	api	api	NOUN
easat-5755	101	77	requests	request	NOUN
easat-5755	101	78	.	.	PUNCT
easat-5755	102	1	table	table	NOUN
easat-5755	102	2	2	2	NUM
easat-5755	102	3	.	.	PUNCT
easat-5755	102	4	performance	performance	NOUN
easat-5755	102	5	comparison	comparison	NOUN
easat-5755	102	6	between	between	ADP
easat-5755	102	7	rule	rule	NOUN
easat-5755	102	8	-	-	PUNCT
easat-5755	102	9	based	base	VERB
easat-5755	102	10	matching	matching	NOUN
easat-5755	102	11	and	and	CCONJ
easat-5755	102	12	deep	deep	ADJ
easat-5755	102	13	learning	learning	NOUN
easat-5755	102	14	models	model	NOUN
easat-5755	102	15	for	for	ADP
easat-5755	102	16	api	api	NOUN
easat-5755	102	17	security	security	NOUN
easat-5755	102	18	vulnerability	vulnerability	NOUN
easat-5755	102	19	detection	detection	NOUN
easat-5755	102	20	from	from	ADP
easat-5755	102	21	the	the	DET
easat-5755	102	22	data	datum	NOUN
easat-5755	102	23	in	in	ADP
easat-5755	102	24	table	table	NOUN
easat-5755	102	25	2	2	NUM
easat-5755	102	26	,	,	PUNCT
easat-5755	102	27	the	the	DET
easat-5755	102	28	rule	rule	NOUN
easat-5755	102	29	-	-	PUNCT
easat-5755	102	30	matching	matching	NOUN
easat-5755	102	31	-	-	PUNCT
easat-5755	102	32	based	base	VERB
easat-5755	102	33	approach	approach	NOUN
easat-5755	102	34	performs	perform	VERB
easat-5755	102	35	less	less	ADV
easat-5755	102	36	well	well	ADV
easat-5755	102	37	than	than	ADP
easat-5755	102	38	the	the	DET
easat-5755	102	39	deep	deep	ADJ
easat-5755	102	40	learning	learning	NOUN
easat-5755	102	41	model	model	NOUN
easat-5755	102	42	in	in	ADP
easat-5755	102	43	terms	term	NOUN
easat-5755	102	44	of	of	ADP
easat-5755	102	45	both	both	PRON
easat-5755	102	46	detection	detection	NOUN
easat-5755	102	47	accuracy	accuracy	NOUN
easat-5755	102	48	and	and	CCONJ
easat-5755	102	49	response	response	NOUN
easat-5755	102	50	time	time	NOUN
easat-5755	102	51	.	.	PUNCT
easat-5755	103	1	specifically	specifically	ADV
easat-5755	103	2	,	,	PUNCT
easat-5755	103	3	the	the	DET
easat-5755	103	4	detection	detection	NOUN
easat-5755	103	5	accuracy	accuracy	NOUN
easat-5755	103	6	of	of	ADP
easat-5755	103	7	the	the	DET
easat-5755	103	8	rule	rule	NOUN
easat-5755	103	9	-	-	PUNCT
easat-5755	103	10	based	base	VERB
easat-5755	103	11	matching	matching	NOUN
easat-5755	103	12	approach	approach	NOUN
easat-5755	103	13	is	be	AUX
easat-5755	103	14	only	only	ADV
easat-5755	103	15	84.5	84.5	NUM
easat-5755	103	16	%	%	NOUN
easat-5755	103	17	,	,	PUNCT
easat-5755	103	18	while	while	SCONJ
easat-5755	103	19	the	the	DET
easat-5755	103	20	deep	deep	ADJ
easat-5755	103	21	learning	learning	NOUN
easat-5755	103	22	model	model	NOUN
easat-5755	103	23	reaches	reach	VERB
easat-5755	103	24	97.5	97.5	NUM
easat-5755	103	25	%	%	NOUN
easat-5755	103	26	,	,	PUNCT
easat-5755	103	27	an	an	DET
easat-5755	103	28	improvement	improvement	NOUN
easat-5755	103	29	of	of	ADP
easat-5755	103	30	nearly	nearly	ADV
easat-5755	103	31	13	13	NUM
easat-5755	103	32	percentage	percentage	NOUN
easat-5755	103	33	points	point	NOUN
easat-5755	103	34	.	.	PUNCT
easat-5755	104	1	this	this	DET
easat-5755	104	2	significant	significant	ADJ
easat-5755	104	3	difference	difference	NOUN
easat-5755	104	4	indicates	indicate	VERB
easat-5755	104	5	that	that	SCONJ
easat-5755	104	6	the	the	DET
easat-5755	104	7	deep	deep	ADJ
easat-5755	104	8	learning	learning	NOUN
easat-5755	104	9	model	model	NOUN
easat-5755	104	10	is	be	AUX
easat-5755	104	11	more	more	ADV
easat-5755	104	12	advantageous	advantageous	ADJ
easat-5755	104	13	when	when	SCONJ
easat-5755	104	14	dealing	deal	VERB
easat-5755	104	15	with	with	ADP
easat-5755	104	16	complex	complex	ADJ
easat-5755	104	17	api	api	NOUN
easat-5755	104	18	requests	request	NOUN
easat-5755	104	19	and	and	CCONJ
easat-5755	104	20	is	be	AUX
easat-5755	104	21	able	able	ADJ
easat-5755	104	22	to	to	PART
easat-5755	104	23	identify	identify	VERB
easat-5755	104	24	potential	potential	ADJ
easat-5755	104	25	security	security	NOUN
easat-5755	104	26	vulnerabilities	vulnerability	NOUN
easat-5755	104	27	more	more	ADV
easat-5755	104	28	accurately	accurately	ADV
easat-5755	104	29	.	.	PUNCT
easat-5755	105	1	in	in	ADP
easat-5755	105	2	terms	term	NOUN
easat-5755	105	3	of	of	ADP
easat-5755	105	4	response	response	NOUN
easat-5755	105	5	time	time	NOUN
easat-5755	105	6	,	,	PUNCT
easat-5755	105	7	the	the	DET
easat-5755	105	8	response	response	NOUN
easat-5755	105	9	time	time	NOUN
easat-5755	105	10	of	of	ADP
easat-5755	105	11	the	the	DET
easat-5755	105	12	rule	rule	NOUN
easat-5755	105	13	-	-	PUNCT
easat-5755	105	14	based	base	VERB
easat-5755	105	15	matching	matching	NOUN
easat-5755	105	16	approach	approach	NOUN
easat-5755	105	17	is	be	AUX
easat-5755	105	18	120	120	NUM
easat-5755	105	19	milliseconds	millisecond	NOUN
easat-5755	105	20	,	,	PUNCT
easat-5755	105	21	which	which	PRON
easat-5755	105	22	is	be	AUX
easat-5755	105	23	44	44	NUM
easat-5755	105	24	milliseconds	millisecond	NOUN
easat-5755	105	25	shorter	short	ADJ
easat-5755	105	26	compared	compare	VERB
easat-5755	105	27	to	to	ADP
easat-5755	105	28	76	76	NUM
easat-5755	105	29	milliseconds	millisecond	NOUN
easat-5755	105	30	for	for	ADP
easat-5755	105	31	the	the	DET
easat-5755	105	32	deep	deep	ADJ
easat-5755	105	33	learning	learning	NOUN
easat-5755	105	34	model	model	NOUN
easat-5755	105	35	.	.	PUNCT
easat-5755	106	1	this	this	DET
easat-5755	106	2	fast	fast	ADJ
easat-5755	106	3	response	response	NOUN
easat-5755	106	4	capability	capability	NOUN
easat-5755	106	5	enables	enable	VERB
easat-5755	106	6	the	the	DET
easat-5755	106	7	deep	deep	ADJ
easat-5755	106	8	learning	learning	NOUN
easat-5755	106	9	model	model	NOUN
easat-5755	106	10	to	to	PART
easat-5755	106	11	better	well	ADV
easat-5755	106	12	adapt	adapt	VERB
easat-5755	106	13	to	to	ADP
easat-5755	106	14	the	the	DET
easat-5755	106	15	demands	demand	NOUN
easat-5755	106	16	in	in	ADP
easat-5755	106	17	the	the	DET
easat-5755	106	18	dynamically	dynamically	ADV
easat-5755	106	19	changing	change	VERB
easat-5755	106	20	network	network	NOUN
easat-5755	106	21	environment	environment	NOUN
easat-5755	106	22	and	and	CCONJ
easat-5755	106	23	improve	improve	VERB
easat-5755	106	24	the	the	DET
easat-5755	106	25	overall	overall	ADJ
easat-5755	106	26	security	security	NOUN
easat-5755	106	27	detection	detection	NOUN
easat-5755	106	28	efficiency	efficiency	NOUN
easat-5755	106	29	.	.	PUNCT
easat-5755	107	1	in	in	ADP
easat-5755	107	2	addition	addition	NOUN
easat-5755	107	3	,	,	PUNCT
easat-5755	107	4	the	the	DET
easat-5755	107	5	final	final	ADJ
easat-5755	107	6	vulnerability	vulnerability	NOUN
easat-5755	107	7	fix	fix	NOUN
easat-5755	107	8	score	score	NOUN
easat-5755	107	9	is	be	AUX
easat-5755	107	10	also	also	ADV
easat-5755	107	11	an	an	DET
easat-5755	107	12	important	important	ADJ
easat-5755	107	13	indicator	indicator	NOUN
easat-5755	107	14	.	.	PUNCT
easat-5755	108	1	the	the	DET
easat-5755	108	2	deep	deep	ADJ
easat-5755	108	3	learning	learning	NOUN
easat-5755	108	4	model	model	NOUN
easat-5755	108	5	's	's	PART
easat-5755	108	6	score	score	NOUN
easat-5755	108	7	of	of	ADP
easat-5755	108	8	90	90	NUM
easat-5755	108	9	is	be	AUX
easat-5755	108	10	much	much	ADV
easat-5755	108	11	higher	high	ADJ
easat-5755	108	12	than	than	ADP
easat-5755	108	13	the	the	DET
easat-5755	108	14	rule	rule	NOUN
easat-5755	108	15	-	-	PUNCT
easat-5755	108	16	based	base	VERB
easat-5755	108	17	matching	matching	NOUN
easat-5755	108	18	method	method	NOUN
easat-5755	108	19	's	's	PART
easat-5755	108	20	detection	detection	NOUN
easat-5755	108	21	methods	method	NOUN
easat-5755	108	22	detection	detection	NOUN
easat-5755	108	23	accuracy/%	accuracy/%	ADP
easat-5755	108	24	response	response	NOUN
easat-5755	108	25	time	time	NOUN
easat-5755	108	26	/	/	SYM
easat-5755	108	27	ms	ms	PROPN
easat-5755	108	28	final	final	ADJ
easat-5755	108	29	bug	bug	NOUN
easat-5755	108	30	fix	fix	NOUN
easat-5755	108	31	score	score	NOUN
easat-5755	108	32	rule	rule	NOUN
easat-5755	108	33	-	-	PUNCT
easat-5755	108	34	based	base	VERB
easat-5755	108	35	matching	matching	NOUN
easat-5755	108	36	approach	approach	NOUN
easat-5755	108	37	84.5	84.5	NUM
easat-5755	108	38	120	120	NUM
easat-5755	108	39	70	70	NUM
easat-5755	108	40	deep	deep	ADJ
easat-5755	108	41	learning	learning	NOUN
easat-5755	108	42	model	model	NOUN
easat-5755	108	43	97.5	97.5	NUM
easat-5755	108	44	76	76	NUM
easat-5755	108	45	90	90	NUM
easat-5755	108	46	2148	2148	NUM
easat-5755	108	47	edelweiss	edelweiss	PROPN
easat-5755	108	48	applied	apply	VERB
easat-5755	108	49	science	science	NOUN
easat-5755	108	50	and	and	CCONJ
easat-5755	108	51	technology	technology	NOUN
easat-5755	108	52	issn	issn	PROPN
easat-5755	108	53	:	:	PUNCT
easat-5755	108	54	2576	2576	NUM
easat-5755	108	55	-	-	SYM
easat-5755	108	56	8484	8484	NUM
easat-5755	108	57	vol	vol	NOUN
easat-5755	108	58	.	.	PROPN
easat-5755	109	1	9	9	NUM
easat-5755	109	2	,	,	PUNCT
easat-5755	109	3	no	no	INTJ
easat-5755	109	4	.	.	NOUN
easat-5755	110	1	3	3	NUM
easat-5755	110	2	:	:	SYM
easat-5755	110	3	2143	2143	NUM
easat-5755	110	4	-	-	SYM
easat-5755	110	5	2148	2148	NUM
easat-5755	110	6	,	,	PUNCT
easat-5755	110	7	2025	2025	NUM
easat-5755	110	8	doi	doi	NOUN
easat-5755	110	9	:	:	PUNCT
easat-5755	110	10	10.55214/25768484.v9i3.5755	10.55214/25768484.v9i3.5755	NUM
easat-5755	110	11	©	©	PROPN
easat-5755	110	12	2025	2025	NUM
easat-5755	110	13	by	by	ADP
easat-5755	110	14	the	the	DET
easat-5755	110	15	authors	author	NOUN
easat-5755	110	16	;	;	PUNCT
easat-5755	110	17	licensee	licensee	PROPN
easat-5755	110	18	learning	learn	VERB
easat-5755	110	19	gate	gate	NOUN
easat-5755	110	20	70	70	NUM
easat-5755	110	21	.	.	PUNCT
easat-5755	111	1	this	this	DET
easat-5755	111	2	result	result	VERB
easat-5755	111	3	not	not	PART
easat-5755	111	4	only	only	ADV
easat-5755	111	5	reflects	reflect	VERB
easat-5755	111	6	the	the	DET
easat-5755	111	7	high	high	ADJ
easat-5755	111	8	accuracy	accuracy	NOUN
easat-5755	111	9	of	of	ADP
easat-5755	111	10	the	the	DET
easat-5755	111	11	deep	deep	ADJ
easat-5755	111	12	learning	learning	NOUN
easat-5755	111	13	model	model	NOUN
easat-5755	111	14	in	in	ADP
easat-5755	111	15	the	the	DET
easat-5755	111	16	detection	detection	NOUN
easat-5755	111	17	process	process	NOUN
easat-5755	111	18	,	,	PUNCT
easat-5755	111	19	but	but	CCONJ
easat-5755	111	20	also	also	ADV
easat-5755	111	21	demonstrates	demonstrate	VERB
easat-5755	111	22	its	its	PRON
easat-5755	111	23	significant	significant	ADJ
easat-5755	111	24	advantage	advantage	NOUN
easat-5755	111	25	in	in	ADP
easat-5755	111	26	improving	improve	VERB
easat-5755	111	27	the	the	DET
easat-5755	111	28	overall	overall	ADJ
easat-5755	111	29	security	security	NOUN
easat-5755	111	30	of	of	ADP
easat-5755	111	31	apis	apis	PROPN
easat-5755	111	32	.	.	PUNCT
easat-5755	112	1	4	4	X
easat-5755	112	2	.	.	X
easat-5755	112	3	conclusion	conclusion	VERB
easat-5755	112	4	the	the	DET
easat-5755	112	5	api	api	NOUN
easat-5755	112	6	security	security	NOUN
easat-5755	112	7	vulnerability	vulnerability	NOUN
easat-5755	112	8	detection	detection	NOUN
easat-5755	112	9	and	and	CCONJ
easat-5755	112	10	repair	repair	NOUN
easat-5755	112	11	mechanism	mechanism	NOUN
easat-5755	112	12	based	base	VERB
easat-5755	112	13	on	on	ADP
easat-5755	112	14	deep	deep	ADJ
easat-5755	112	15	learning	learning	NOUN
easat-5755	112	16	proposed	propose	VERB
easat-5755	112	17	in	in	ADP
easat-5755	112	18	this	this	DET
easat-5755	112	19	study	study	NOUN
easat-5755	112	20	fully	fully	ADV
easat-5755	112	21	demonstrates	demonstrate	VERB
easat-5755	112	22	the	the	DET
easat-5755	112	23	application	application	NOUN
easat-5755	112	24	potential	potential	NOUN
easat-5755	112	25	of	of	ADP
easat-5755	112	26	deep	deep	ADJ
easat-5755	112	27	learning	learning	NOUN
easat-5755	112	28	technology	technology	NOUN
easat-5755	112	29	in	in	ADP
easat-5755	112	30	the	the	DET
easat-5755	112	31	field	field	NOUN
easat-5755	112	32	of	of	ADP
easat-5755	112	33	network	network	NOUN
easat-5755	112	34	security	security	NOUN
easat-5755	112	35	.	.	PUNCT
easat-5755	113	1	by	by	ADP
easat-5755	113	2	constructing	construct	VERB
easat-5755	113	3	efficient	efficient	ADJ
easat-5755	113	4	data	datum	NOUN
easat-5755	113	5	acquisition	acquisition	NOUN
easat-5755	113	6	and	and	CCONJ
easat-5755	113	7	sensing	sensing	NOUN
easat-5755	113	8	,	,	PUNCT
easat-5755	113	9	deep	deep	ADJ
easat-5755	113	10	learning	learn	VERB
easat-5755	113	11	analysis	analysis	NOUN
easat-5755	113	12	and	and	CCONJ
easat-5755	113	13	intelligent	intelligent	ADJ
easat-5755	113	14	repair	repair	NOUN
easat-5755	113	15	modules	module	NOUN
easat-5755	113	16	,	,	PUNCT
easat-5755	113	17	the	the	DET
easat-5755	113	18	system	system	NOUN
easat-5755	113	19	is	be	AUX
easat-5755	113	20	able	able	ADJ
easat-5755	113	21	to	to	PART
easat-5755	113	22	monitor	monitor	VERB
easat-5755	113	23	the	the	DET
easat-5755	113	24	security	security	NOUN
easat-5755	113	25	status	status	NOUN
easat-5755	113	26	of	of	ADP
easat-5755	113	27	apis	apis	PROPN
easat-5755	113	28	in	in	ADP
easat-5755	113	29	real	real	ADJ
easat-5755	113	30	time	time	NOUN
easat-5755	113	31	and	and	CCONJ
easat-5755	113	32	quickly	quickly	ADV
easat-5755	113	33	identify	identify	VERB
easat-5755	113	34	and	and	CCONJ
easat-5755	113	35	repair	repair	VERB
easat-5755	113	36	potential	potential	ADJ
easat-5755	113	37	security	security	NOUN
easat-5755	113	38	vulnerabilities	vulnerability	NOUN
easat-5755	113	39	.	.	PUNCT
easat-5755	114	1	experimental	experimental	ADJ
easat-5755	114	2	results	result	NOUN
easat-5755	114	3	show	show	VERB
easat-5755	114	4	that	that	SCONJ
easat-5755	114	5	the	the	DET
easat-5755	114	6	deep	deep	ADJ
easat-5755	114	7	learning	learning	NOUN
easat-5755	114	8	model	model	NOUN
easat-5755	114	9	outperforms	outperform	VERB
easat-5755	114	10	traditional	traditional	ADJ
easat-5755	114	11	security	security	NOUN
easat-5755	114	12	detection	detection	NOUN
easat-5755	114	13	methods	method	NOUN
easat-5755	114	14	in	in	ADP
easat-5755	114	15	terms	term	NOUN
easat-5755	114	16	of	of	ADP
easat-5755	114	17	detection	detection	NOUN
easat-5755	114	18	accuracy	accuracy	NOUN
easat-5755	114	19	and	and	CCONJ
easat-5755	114	20	response	response	NOUN
easat-5755	114	21	speed	speed	NOUN
easat-5755	114	22	,	,	PUNCT
easat-5755	114	23	significantly	significantly	ADV
easat-5755	114	24	improving	improve	VERB
easat-5755	114	25	the	the	DET
easat-5755	114	26	overall	overall	ADJ
easat-5755	114	27	security	security	NOUN
easat-5755	114	28	of	of	ADP
easat-5755	114	29	the	the	DET
easat-5755	114	30	api	api	NOUN
easat-5755	114	31	.	.	PUNCT
easat-5755	115	1	transparency	transparency	NOUN
easat-5755	115	2	:	:	PUNCT
easat-5755	115	3	the	the	DET
easat-5755	115	4	authors	author	NOUN
easat-5755	115	5	confirm	confirm	VERB
easat-5755	115	6	that	that	SCONJ
easat-5755	115	7	the	the	DET
easat-5755	115	8	manuscript	manuscript	NOUN
easat-5755	115	9	is	be	AUX
easat-5755	115	10	an	an	DET
easat-5755	115	11	honest	honest	ADJ
easat-5755	115	12	,	,	PUNCT
easat-5755	115	13	accurate	accurate	ADJ
easat-5755	115	14	,	,	PUNCT
easat-5755	115	15	and	and	CCONJ
easat-5755	115	16	transparent	transparent	ADJ
easat-5755	115	17	account	account	NOUN
easat-5755	115	18	of	of	ADP
easat-5755	115	19	the	the	DET
easat-5755	115	20	study	study	NOUN
easat-5755	115	21	;	;	PUNCT
easat-5755	115	22	that	that	SCONJ
easat-5755	115	23	no	no	DET
easat-5755	115	24	vital	vital	ADJ
easat-5755	115	25	features	feature	NOUN
easat-5755	115	26	of	of	ADP
easat-5755	115	27	the	the	DET
easat-5755	115	28	study	study	NOUN
easat-5755	115	29	have	have	AUX
easat-5755	115	30	been	be	AUX
easat-5755	115	31	omitted	omit	VERB
easat-5755	115	32	;	;	PUNCT
easat-5755	115	33	and	and	CCONJ
easat-5755	115	34	that	that	SCONJ
easat-5755	115	35	any	any	DET
easat-5755	115	36	discrepancies	discrepancy	NOUN
easat-5755	115	37	from	from	ADP
easat-5755	115	38	the	the	DET
easat-5755	115	39	study	study	NOUN
easat-5755	115	40	as	as	SCONJ
easat-5755	115	41	planned	plan	VERB
easat-5755	115	42	have	have	AUX
easat-5755	115	43	been	be	AUX
easat-5755	115	44	explained	explain	VERB
easat-5755	115	45	.	.	PUNCT
easat-5755	116	1	this	this	DET
easat-5755	116	2	study	study	NOUN
easat-5755	116	3	followed	follow	VERB
easat-5755	116	4	all	all	DET
easat-5755	116	5	ethical	ethical	ADJ
easat-5755	116	6	practices	practice	NOUN
easat-5755	116	7	during	during	ADP
easat-5755	116	8	writing	writing	NOUN
easat-5755	116	9	.	.	PUNCT
easat-5755	117	1	copyright	copyright	NOUN
easat-5755	117	2	:	:	PUNCT
easat-5755	117	3	©	©	PROPN
easat-5755	117	4	2025	2025	NUM
easat-5755	117	5	by	by	ADP
easat-5755	117	6	the	the	DET
easat-5755	117	7	authors	author	NOUN
easat-5755	117	8	.	.	PUNCT
easat-5755	118	1	this	this	DET
easat-5755	118	2	open	open	ADJ
easat-5755	118	3	-	-	PUNCT
easat-5755	118	4	access	access	NOUN
easat-5755	118	5	article	article	NOUN
easat-5755	118	6	is	be	AUX
easat-5755	118	7	distributed	distribute	VERB
easat-5755	118	8	under	under	ADP
easat-5755	118	9	the	the	DET
easat-5755	118	10	terms	term	NOUN
easat-5755	118	11	and	and	CCONJ
easat-5755	118	12	conditions	condition	NOUN
easat-5755	118	13	of	of	ADP
easat-5755	118	14	the	the	DET
easat-5755	118	15	creative	creative	ADJ
easat-5755	118	16	commons	common	NOUN
easat-5755	118	17	attribution	attribution	NOUN
easat-5755	118	18	(	(	PUNCT
easat-5755	118	19	cc	cc	NOUN
easat-5755	118	20	by	by	ADP
easat-5755	118	21	)	)	PUNCT
easat-5755	118	22	license	license	NOUN
easat-5755	118	23	(	(	PUNCT
easat-5755	118	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5755	118	25	)	)	PUNCT
easat-5755	118	26	.	.	PUNCT
easat-5755	119	1	references	reference	NOUN
easat-5755	119	2	[	[	X
easat-5755	119	3	1	1	NUM
easat-5755	119	4	]	]	PUNCT
easat-5755	119	5	m.	m.	NOUN
easat-5755	119	6	s.	s.	PROPN
easat-5755	119	7	alkatheiri	alkatheiri	PROPN
easat-5755	119	8	,	,	PUNCT
easat-5755	119	9	a.	a.	NOUN
easat-5755	119	10	o.	o.	PROPN
easat-5755	119	11	aseeri	aseeri	PROPN
easat-5755	119	12	,	,	PUNCT
easat-5755	119	13	and	and	CCONJ
easat-5755	119	14	y.	y.	PROPN
easat-5755	119	15	zhuang	zhuang	PROPN
easat-5755	119	16	,	,	PUNCT
easat-5755	119	17	"	"	PUNCT
easat-5755	119	18	a	a	DET
easat-5755	119	19	deep	deep	ADJ
easat-5755	119	20	learning	learning	NOUN
easat-5755	119	21	method	method	NOUN
easat-5755	119	22	for	for	ADP
easat-5755	119	23	the	the	DET
easat-5755	119	24	security	security	NOUN
easat-5755	119	25	vulnerability	vulnerability	NOUN
easat-5755	119	26	study	study	NOUN
easat-5755	119	27	of	of	ADP
easat-5755	119	28	feedforward	feedforward	NOUN
easat-5755	119	29	physical	physical	ADJ
easat-5755	119	30	unclonable	unclonable	ADJ
easat-5755	119	31	functions	function	NOUN
easat-5755	119	32	,	,	PUNCT
easat-5755	119	33	"	"	PUNCT
easat-5755	119	34	arabian	arabian	ADJ
easat-5755	119	35	journal	journal	NOUN
easat-5755	119	36	for	for	ADP
easat-5755	119	37	science	science	NOUN
easat-5755	119	38	and	and	CCONJ
easat-5755	119	39	engineering	engineering	NOUN
easat-5755	119	40	,	,	PUNCT
easat-5755	119	41	vol	vol	NOUN
easat-5755	119	42	.	.	PROPN
easat-5755	119	43	49	49	NUM
easat-5755	119	44	,	,	PUNCT
easat-5755	119	45	no	no	INTJ
easat-5755	119	46	.	.	NOUN
easat-5755	119	47	9	9	NUM
easat-5755	119	48	,	,	PUNCT
easat-5755	119	49	pp	pp	ADJ
easat-5755	119	50	.	.	PUNCT
easat-5755	120	1	12291	12291	NUM
easat-5755	120	2	-	-	SYM
easat-5755	120	3	12303	12303	NUM
easat-5755	120	4	,	,	PUNCT
easat-5755	120	5	2024	2024	NUM
easat-5755	120	6	.	.	PUNCT
easat-5755	121	1	https://doi.org/10.1007/s13369-023-08643-6	https://doi.org/10.1007/s13369-023-08643-6	PUNCT
easat-5755	122	1	[	[	X
easat-5755	122	2	2	2	X
easat-5755	122	3	]	]	PUNCT
easat-5755	122	4	z.	z.	PROPN
easat-5755	122	5	lai	lai	PROPN
easat-5755	122	6	,	,	PUNCT
easat-5755	122	7	h.	h.	PROPN
easat-5755	122	8	chen	chen	PROPN
easat-5755	122	9	,	,	PUNCT
easat-5755	122	10	r.	r.	PROPN
easat-5755	122	11	sun	sun	PROPN
easat-5755	122	12	,	,	PUNCT
easat-5755	122	13	y.	y.	PROPN
easat-5755	122	14	zhang	zhang	PROPN
easat-5755	122	15	,	,	PUNCT
easat-5755	122	16	m.	m.	PROPN
easat-5755	122	17	xue	xue	PROPN
easat-5755	122	18	,	,	PUNCT
easat-5755	122	19	and	and	CCONJ
easat-5755	122	20	d.	d.	PROPN
easat-5755	122	21	yuan	yuan	PROPN
easat-5755	122	22	,	,	PUNCT
easat-5755	122	23	"	"	PUNCT
easat-5755	122	24	on	on	ADP
easat-5755	122	25	security	security	NOUN
easat-5755	122	26	weaknesses	weakness	NOUN
easat-5755	122	27	and	and	CCONJ
easat-5755	122	28	vulnerabilities	vulnerability	NOUN
easat-5755	122	29	in	in	ADP
easat-5755	122	30	deep	deep	ADJ
easat-5755	122	31	learning	learning	NOUN
easat-5755	122	32	systems	system	NOUN
easat-5755	122	33	,	,	PUNCT
easat-5755	122	34	"	"	PUNCT
easat-5755	122	35	ieee	ieee	NOUN
easat-5755	122	36	transactions	transaction	NOUN
easat-5755	122	37	on	on	ADP
easat-5755	122	38	dependable	dependable	ADJ
easat-5755	122	39	and	and	CCONJ
easat-5755	122	40	secure	secure	ADJ
easat-5755	122	41	computing	computing	NOUN
easat-5755	122	42	,	,	PUNCT
easat-5755	122	43	vol	vol	NOUN
easat-5755	122	44	.	.	PROPN
easat-5755	122	45	01	01	NUM
easat-5755	122	46	,	,	PUNCT
easat-5755	122	47	pp	pp	ADJ
easat-5755	122	48	.	.	PUNCT
easat-5755	123	1	1	1	NUM
easat-5755	123	2	-	-	SYM
easat-5755	123	3	15	15	NUM
easat-5755	123	4	,	,	PUNCT
easat-5755	123	5	2024	2024	NUM
easat-5755	123	6	.	.	PUNCT
easat-5755	124	1	[	[	X
easat-5755	124	2	3	3	X
easat-5755	124	3	]	]	PUNCT
easat-5755	124	4	v.	v.	PROPN
easat-5755	124	5	k.	k.	PROPN
easat-5755	124	6	jain	jain	PROPN
easat-5755	124	7	and	and	CCONJ
easat-5755	124	8	m.	m.	PROPN
easat-5755	124	9	tripathi	tripathi	PROPN
easat-5755	124	10	,	,	PUNCT
easat-5755	124	11	"	"	PUNCT
easat-5755	124	12	an	an	DET
easat-5755	124	13	integrated	integrated	ADJ
easat-5755	124	14	deep	deep	ADJ
easat-5755	124	15	learning	learning	NOUN
easat-5755	124	16	model	model	NOUN
easat-5755	124	17	for	for	ADP
easat-5755	124	18	ethereum	ethereum	NOUN
easat-5755	124	19	smart	smart	ADJ
easat-5755	124	20	contract	contract	NOUN
easat-5755	124	21	vulnerability	vulnerability	NOUN
easat-5755	124	22	detection	detection	NOUN
easat-5755	124	23	,	,	PUNCT
easat-5755	124	24	"	"	PUNCT
easat-5755	124	25	international	international	ADJ
easat-5755	124	26	journal	journal	NOUN
easat-5755	124	27	of	of	ADP
easat-5755	124	28	information	information	NOUN
easat-5755	124	29	security	security	NOUN
easat-5755	124	30	,	,	PUNCT
easat-5755	124	31	vol	vol	NOUN
easat-5755	124	32	.	.	PROPN
easat-5755	124	33	23	23	NUM
easat-5755	124	34	,	,	PUNCT
easat-5755	124	35	no	no	INTJ
easat-5755	124	36	.	.	NOUN
easat-5755	124	37	1	1	NUM
easat-5755	124	38	,	,	PUNCT
easat-5755	124	39	pp	pp	ADJ
easat-5755	124	40	.	.	PUNCT
easat-5755	125	1	557	557	NUM
easat-5755	125	2	-	-	SYM
easat-5755	125	3	575	575	NUM
easat-5755	125	4	,	,	PUNCT
easat-5755	125	5	2024	2024	NUM
easat-5755	125	6	.	.	PUNCT
easat-5755	126	1	https://doi.org/10.1007/s10207-02300752-5	https://doi.org/10.1007/s10207-02300752-5	NOUN
easat-5755	126	2	[	[	X
easat-5755	126	3	4	4	X
easat-5755	126	4	]	]	PUNCT
easat-5755	126	5	e.	e.	PROPN
easat-5755	126	6	zhu	zhu	PROPN
easat-5755	126	7	,	,	PUNCT
easat-5755	126	8	j.	j.	PROPN
easat-5755	126	9	chang	chang	PROPN
easat-5755	126	10	,	,	PUNCT
easat-5755	126	11	s.	s.	PROPN
easat-5755	126	12	luo	luo	PROPN
easat-5755	126	13	,	,	PUNCT
easat-5755	126	14	and	and	CCONJ
easat-5755	126	15	z.	z.	PROPN
easat-5755	126	16	ma	ma	PROPN
easat-5755	126	17	,	,	PUNCT
easat-5755	126	18	"	"	PUNCT
easat-5755	126	19	effective	effective	ADJ
easat-5755	126	20	source	source	NOUN
easat-5755	126	21	code	code	NOUN
easat-5755	126	22	vectorization	vectorization	NOUN
easat-5755	126	23	for	for	ADP
easat-5755	126	24	vulnerability	vulnerability	NOUN
easat-5755	126	25	detection	detection	NOUN
easat-5755	126	26	using	use	VERB
easat-5755	126	27	deep	deep	ADJ
easat-5755	126	28	learning	learning	NOUN
easat-5755	126	29	and	and	CCONJ
easat-5755	126	30	attention	attention	NOUN
easat-5755	126	31	mechanism	mechanism	NOUN
easat-5755	126	32	,	,	PUNCT
easat-5755	126	33	"	"	PUNCT
easat-5755	126	34	available	available	ADJ
easat-5755	126	35	at	at	ADP
easat-5755	126	36	ssrn	ssrn	NOUN
easat-5755	126	37	4341595	4341595	NUM
easat-5755	126	38	,	,	PUNCT
easat-5755	126	39	pp	pp	ADJ
easat-5755	126	40	.	.	PUNCT
easat-5755	127	1	1	1	NUM
easat-5755	127	2	-	-	SYM
easat-5755	127	3	29	29	NUM
easat-5755	127	4	,	,	PUNCT
easat-5755	127	5	2023	2023	NUM
easat-5755	127	6	.	.	PUNCT
easat-5755	128	1	https://doi.org/10.2139/ssrn.4341595	https://doi.org/10.2139/ssrn.4341595	NOUN
easat-5755	129	1	[	[	X
easat-5755	129	2	5	5	NUM
easat-5755	129	3	]	]	PUNCT
easat-5755	129	4	z.	z.	PROPN
easat-5755	129	5	song	song	PROPN
easat-5755	129	6	,	,	PUNCT
easat-5755	129	7	j.	j.	PROPN
easat-5755	129	8	xu	xu	PROPN
easat-5755	129	9	,	,	PUNCT
easat-5755	129	10	k.	k.	PROPN
easat-5755	129	11	li	li	PROPN
easat-5755	129	12	,	,	PUNCT
easat-5755	129	13	and	and	CCONJ
easat-5755	129	14	z.	z.	PROPN
easat-5755	129	15	shan	shan	PROPN
easat-5755	129	16	,	,	PUNCT
easat-5755	129	17	"	"	PUNCT
easat-5755	129	18	hcrvd	hcrvd	NOUN
easat-5755	129	19	:	:	PUNCT
easat-5755	129	20	a	a	DET
easat-5755	129	21	vulnerability	vulnerability	NOUN
easat-5755	129	22	detection	detection	NOUN
easat-5755	129	23	system	system	NOUN
easat-5755	129	24	based	base	VERB
easat-5755	129	25	on	on	ADP
easat-5755	129	26	cst	cst	PROPN
easat-5755	129	27	-	-	PUNCT
easat-5755	129	28	pdg	pdg	PROPN
easat-5755	129	29	hierarchical	hierarchical	PROPN
easat-5755	129	30	code	code	NOUN
easat-5755	129	31	representation	representation	NOUN
easat-5755	129	32	learning	learning	NOUN
easat-5755	129	33	,	,	PUNCT
easat-5755	129	34	"	"	PUNCT
easat-5755	129	35	computers	computer	NOUN
easat-5755	129	36	,	,	PUNCT
easat-5755	129	37	materials	material	NOUN
easat-5755	129	38	&	&	CCONJ
easat-5755	129	39	continua	continua	PROPN
easat-5755	129	40	,	,	PUNCT
easat-5755	129	41	vol	vol	NOUN
easat-5755	129	42	.	.	PROPN
easat-5755	129	43	79	79	NUM
easat-5755	129	44	,	,	PUNCT
easat-5755	129	45	no	no	INTJ
easat-5755	129	46	.	.	NOUN
easat-5755	129	47	3	3	NUM
easat-5755	129	48	,	,	PUNCT
easat-5755	129	49	pp	pp	ADJ
easat-5755	129	50	.	.	PUNCT
easat-5755	129	51	4573	4573	NUM
easat-5755	129	52	-	-	SYM
easat-5755	129	53	4601	4601	NUM
easat-5755	129	54	,	,	PUNCT
easat-5755	129	55	2024	2024	NUM
easat-5755	129	56	.	.	PUNCT
easat-5755	130	1	https://doi.org/10.32604/cmc.2024.049310	https://doi.org/10.32604/cmc.2024.049310	NOUN
easat-5755	130	2	[	[	X
easat-5755	130	3	6	6	NUM
easat-5755	130	4	]	]	PUNCT
easat-5755	130	5	j.	j.	PROPN
easat-5755	130	6	chen	chen	PROPN
easat-5755	130	7	,	,	PUNCT
easat-5755	130	8	w.	w.	PROPN
easat-5755	130	9	lin	lin	PROPN
easat-5755	130	10	,	,	PUNCT
easat-5755	130	11	s.	s.	PROPN
easat-5755	130	12	cai	cai	PROPN
easat-5755	130	13	,	,	PUNCT
easat-5755	130	14	y.	y.	PROPN
easat-5755	130	15	yin	yin	PROPN
easat-5755	130	16	,	,	PUNCT
easat-5755	130	17	h.	h.	PROPN
easat-5755	130	18	chen	chen	PROPN
easat-5755	130	19	,	,	PUNCT
easat-5755	130	20	and	and	CCONJ
easat-5755	130	21	d.	d.	PROPN
easat-5755	130	22	towey	towey	PROPN
easat-5755	130	23	,	,	PUNCT
easat-5755	130	24	"	"	PUNCT
easat-5755	130	25	bitcn_drsn	bitcn_drsn	NOUN
easat-5755	130	26	:	:	PUNCT
easat-5755	130	27	an	an	DET
easat-5755	130	28	effective	effective	ADJ
easat-5755	130	29	software	software	NOUN
easat-5755	130	30	vulnerability	vulnerability	NOUN
easat-5755	130	31	detection	detection	NOUN
easat-5755	130	32	model	model	NOUN
easat-5755	130	33	based	base	VERB
easat-5755	130	34	on	on	ADP
easat-5755	130	35	an	an	DET
easat-5755	130	36	improved	improved	ADJ
easat-5755	130	37	temporal	temporal	ADJ
easat-5755	130	38	convolutional	convolutional	ADJ
easat-5755	130	39	network	network	NOUN
easat-5755	130	40	,	,	PUNCT
easat-5755	130	41	"	"	PUNCT
easat-5755	130	42	journal	journal	NOUN
easat-5755	130	43	of	of	ADP
easat-5755	130	44	systems	system	NOUN
easat-5755	130	45	and	and	CCONJ
easat-5755	130	46	software	software	NOUN
easat-5755	130	47	,	,	PUNCT
easat-5755	130	48	vol	vol	NOUN
easat-5755	130	49	.	.	PROPN
easat-5755	130	50	204	204	NUM
easat-5755	130	51	,	,	PUNCT
easat-5755	130	52	p.	p.	NOUN
easat-5755	130	53	111772	111772	NUM
easat-5755	130	54	,	,	PUNCT
easat-5755	130	55	2023	2023	NUM
easat-5755	130	56	.	.	PUNCT
easat-5755	130	57	https://doi.org/10.1016/j.jss.2023.111772	https://doi.org/10.1016/j.jss.2023.111772	X
easat-5755	131	1	[	[	X
easat-5755	131	2	7	7	X
easat-5755	131	3	]	]	PUNCT
easat-5755	131	4	s.	s.	PROPN
easat-5755	131	5	wan	wan	PROPN
easat-5755	131	6	et	et	PROPN
easat-5755	131	7	al	al	PROPN
easat-5755	131	8	.	.	PROPN
easat-5755	131	9	,	,	PUNCT
easat-5755	131	10	"	"	PUNCT
easat-5755	131	11	bridging	bridge	VERB
easat-5755	131	12	the	the	DET
easat-5755	131	13	gap	gap	NOUN
easat-5755	131	14	:	:	PUNCT
easat-5755	131	15	a	a	DET
easat-5755	131	16	study	study	NOUN
easat-5755	131	17	of	of	ADP
easat-5755	131	18	ai	ai	NOUN
easat-5755	131	19	-	-	PUNCT
easat-5755	131	20	based	base	VERB
easat-5755	131	21	vulnerability	vulnerability	NOUN
easat-5755	131	22	management	management	NOUN
easat-5755	131	23	between	between	ADP
easat-5755	131	24	industry	industry	NOUN
easat-5755	131	25	and	and	CCONJ
easat-5755	131	26	academia	academia	NOUN
easat-5755	131	27	,	,	PUNCT
easat-5755	131	28	"	"	PUNCT
easat-5755	131	29	presented	present	VERB
easat-5755	131	30	at	at	ADP
easat-5755	131	31	the	the	DET
easat-5755	131	32	2024	2024	NUM
easat-5755	131	33	54th	54th	ADJ
easat-5755	131	34	annual	annual	ADJ
easat-5755	131	35	ieee	ieee	NOUN
easat-5755	131	36	/	/	SYM
easat-5755	131	37	ifip	ifip	PROPN
easat-5755	131	38	international	international	ADJ
easat-5755	131	39	conference	conference	NOUN
easat-5755	131	40	on	on	ADP
easat-5755	131	41	dependable	dependable	ADJ
easat-5755	131	42	systems	system	NOUN
easat-5755	131	43	and	and	CCONJ
easat-5755	131	44	networkssupplemental	networkssupplemental	ADJ
easat-5755	131	45	volume	volume	NOUN
easat-5755	131	46	(	(	PUNCT
easat-5755	131	47	dsn	dsn	NOUN
easat-5755	131	48	-	-	PUNCT
easat-5755	131	49	s	s	NOUN
easat-5755	131	50	)	)	PUNCT
easat-5755	131	51	,	,	PUNCT
easat-5755	131	52	ieee	ieee	PROPN
easat-5755	131	53	.	.	PROPN
easat-5755	131	54	,	,	PUNCT
easat-5755	131	55	2024	2024	NUM
easat-5755	131	56	.	.	PUNCT
easat-5755	132	1	[	[	X
easat-5755	132	2	8	8	NUM
easat-5755	132	3	]	]	X
easat-5755	132	4	y.	y.	PROPN
easat-5755	132	5	li	li	PROPN
easat-5755	132	6	,	,	PUNCT
easat-5755	132	7	y.	y.	PROPN
easat-5755	132	8	zuo	zuo	PROPN
easat-5755	132	9	,	,	PUNCT
easat-5755	132	10	h.	h.	PROPN
easat-5755	132	11	song	song	PROPN
easat-5755	132	12	,	,	PUNCT
easat-5755	132	13	and	and	CCONJ
easat-5755	132	14	z.	z.	PROPN
easat-5755	132	15	lv	lv	PROPN
easat-5755	132	16	,	,	PUNCT
easat-5755	132	17	"	"	PUNCT
easat-5755	132	18	deep	deep	ADJ
easat-5755	132	19	learning	learning	NOUN
easat-5755	132	20	in	in	ADP
easat-5755	132	21	security	security	NOUN
easat-5755	132	22	of	of	ADP
easat-5755	132	23	internet	internet	NOUN
easat-5755	132	24	of	of	ADP
easat-5755	132	25	things	thing	NOUN
easat-5755	132	26	,	,	PUNCT
easat-5755	132	27	"	"	PUNCT
easat-5755	132	28	ieee	ieee	NOUN
easat-5755	132	29	internet	internet	NOUN
easat-5755	132	30	of	of	ADP
easat-5755	132	31	things	thing	NOUN
easat-5755	132	32	journal	journal	NOUN
easat-5755	132	33	,	,	PUNCT
easat-5755	132	34	vol	vol	NOUN
easat-5755	132	35	.	.	PROPN
easat-5755	132	36	9	9	NUM
easat-5755	132	37	,	,	PUNCT
easat-5755	132	38	no	no	INTJ
easat-5755	132	39	.	.	NOUN
easat-5755	132	40	22	22	NUM
easat-5755	132	41	,	,	PUNCT
easat-5755	132	42	pp	pp	ADJ
easat-5755	132	43	.	.	PUNCT
easat-5755	133	1	22133	22133	NUM
easat-5755	133	2	-	-	SYM
easat-5755	133	3	22146	22146	NUM
easat-5755	133	4	,	,	PUNCT
easat-5755	133	5	2021	2021	NUM
easat-5755	133	6	.	.	PUNCT
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easat-5755	135	7	b.	b.	PROPN
easat-5755	135	8	tian	tian	PROPN
easat-5755	135	9	,	,	PUNCT
easat-5755	135	10	j.	j.	PROPN
easat-5755	135	11	lv	lv	PROPN
easat-5755	135	12	,	,	PUNCT
easat-5755	135	13	and	and	CCONJ
easat-5755	135	14	l.	l.	PROPN
easat-5755	135	15	chen	chen	PROPN
easat-5755	135	16	,	,	PUNCT
easat-5755	135	17	"	"	PUNCT
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easat-5755	135	19	and	and	CCONJ
easat-5755	135	20	fusing	fuse	VERB
easat-5755	135	21	multi	multi	ADJ
easat-5755	135	22	-	-	ADJ
easat-5755	135	23	view	view	ADJ
easat-5755	135	24	code	code	NOUN
easat-5755	135	25	representations	representation	NOUN
easat-5755	135	26	for	for	ADP
easat-5755	135	27	function	function	NOUN
easat-5755	135	28	vulnerability	vulnerability	NOUN
easat-5755	135	29	detection	detection	NOUN
easat-5755	135	30	,	,	PUNCT
easat-5755	135	31	"	"	PUNCT
easat-5755	135	32	electronics	electronic	NOUN
easat-5755	135	33	,	,	PUNCT
easat-5755	135	34	vol	vol	NOUN
easat-5755	135	35	.	.	PROPN
easat-5755	135	36	12	12	NUM
easat-5755	135	37	,	,	PUNCT
easat-5755	135	38	no	no	INTJ
easat-5755	135	39	.	.	NOUN
easat-5755	135	40	11	11	NUM
easat-5755	135	41	,	,	PUNCT
easat-5755	135	42	p.	p.	NOUN
easat-5755	135	43	2495	2495	NUM
easat-5755	135	44	,	,	PUNCT
easat-5755	135	45	2023	2023	NUM
easat-5755	135	46	.	.	PUNCT
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easat-5755	136	2	[	[	X
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easat-5755	136	8	p.	p.	PROPN
easat-5755	136	9	khurana	khurana	PROPN
easat-5755	136	10	batra	batra	PROPN
easat-5755	136	11	,	,	PUNCT
easat-5755	136	12	"	"	PUNCT
easat-5755	136	13	graph	graph	NOUN
easat-5755	136	14	-	-	PUNCT
easat-5755	136	15	ensemble	ensemble	ADJ
easat-5755	136	16	fusion	fusion	NOUN
easat-5755	136	17	for	for	ADP
easat-5755	136	18	enhanced	enhanced	ADJ
easat-5755	136	19	iot	iot	PROPN
easat-5755	136	20	intrusion	intrusion	PROPN
easat-5755	136	21	detection	detection	NOUN
easat-5755	136	22	:	:	PUNCT
easat-5755	136	23	leveraging	leverage	VERB
easat-5755	136	24	gcn	gcn	NOUN
easat-5755	136	25	and	and	CCONJ
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easat-5755	136	28	,	,	PUNCT
easat-5755	136	29	"	"	PUNCT
easat-5755	136	30	cluster	cluster	NOUN
easat-5755	136	31	computing	computing	NOUN
easat-5755	136	32	,	,	PUNCT
easat-5755	136	33	vol	vol	NOUN
easat-5755	136	34	.	.	PROPN
easat-5755	136	35	27	27	NUM
easat-5755	136	36	,	,	PUNCT
easat-5755	136	37	no	no	INTJ
easat-5755	136	38	.	.	NOUN
easat-5755	136	39	8	8	NUM
easat-5755	136	40	,	,	PUNCT
easat-5755	136	41	pp	pp	ADJ
easat-5755	136	42	.	.	PUNCT
easat-5755	137	1	10525	10525	NUM
easat-5755	137	2	-	-	SYM
easat-5755	137	3	10552	10552	NUM
easat-5755	137	4	,	,	PUNCT
easat-5755	137	5	2024	2024	NUM
easat-5755	137	6	.	.	PUNCT
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easat-5755	138	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
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easat-5755	138	5	https://doi.org/10.1007/s10207-023-00752-5	https://doi.org/10.1007/s10207-023-00752-5	ADJ
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easat-5755	138	7	https://doi.org/10.32604/cmc.2024.049310	https://doi.org/10.32604/cmc.2024.049310	NOUN
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easat-5755	138	10	https://doi.org/10.3390/electronics12112495	https://doi.org/10.3390/electronics12112495	PROPN
easat-5755	138	11	https://doi.org/10.1007/s10586-024-04404-8	https://doi.org/10.1007/s10586-024-04404-8	PROPN
easat-5755	138	12	https://doi.org/10.1007/s10586-024-04404-8	https://doi.org/10.1007/s10586-024-04404-8	NUM