id	sid	tid	token	lemma	pos
easat-9643	1	1	edelweiss	edelweiss	PROPN
easat-9643	1	2	applied	apply	VERB
easat-9643	1	3	science	science	NOUN
easat-9643	1	4	and	and	CCONJ
easat-9643	1	5	technology	technology	NOUN
easat-9643	1	6	issn	issn	PROPN
easat-9643	1	7	:	:	PUNCT
easat-9643	1	8	2576	2576	NUM
easat-9643	1	9	-	-	SYM
easat-9643	1	10	8484	8484	NUM
easat-9643	1	11	vol	vol	NOUN
easat-9643	1	12	.	.	PROPN
easat-9643	2	1	9	9	NUM
easat-9643	2	2	,	,	PUNCT
easat-9643	2	3	no	no	INTJ
easat-9643	2	4	.	.	NOUN
easat-9643	2	5	8	8	NUM
easat-9643	2	6	,	,	PUNCT
easat-9643	2	7	1452	1452	NUM
easat-9643	2	8	-	-	SYM
easat-9643	2	9	1463	1463	NUM
easat-9643	2	10	2025	2025	NUM
easat-9643	2	11	publisher	publisher	NOUN
easat-9643	2	12	:	:	PUNCT
easat-9643	2	13	learning	learn	VERB
easat-9643	2	14	gate	gate	NOUN
easat-9643	2	15	doi	doi	PROPN
easat-9643	2	16	:	:	PUNCT
easat-9643	2	17	10.55214/2576	10.55214/2576	NUM
easat-9643	2	18	-	-	PUNCT
easat-9643	2	19	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	2	20	©	©	PROPN
easat-9643	2	21	2025	2025	NUM
easat-9643	2	22	by	by	ADP
easat-9643	2	23	the	the	DET
easat-9643	2	24	author	author	NOUN
easat-9643	2	25	;	;	PUNCT
easat-9643	2	26	licensee	licensee	PROPN
easat-9643	2	27	learning	learning	NOUN
easat-9643	2	28	gate	gate	NOUN
easat-9643	3	1	©	©	PROPN
easat-9643	3	2	2025	2025	NUM
easat-9643	3	3	by	by	ADP
easat-9643	3	4	the	the	DET
easat-9643	3	5	authors	author	NOUN
easat-9643	3	6	;	;	PUNCT
easat-9643	3	7	licensee	licensee	PROPN
easat-9643	3	8	learning	learning	NOUN
easat-9643	3	9	gate	gate	NOUN
easat-9643	3	10	history	history	NOUN
easat-9643	3	11	:	:	PUNCT
easat-9643	3	12	received	receive	VERB
easat-9643	3	13	:	:	PUNCT
easat-9643	3	14	16	16	NUM
easat-9643	3	15	june	june	PROPN
easat-9643	3	16	2025	2025	NUM
easat-9643	3	17	;	;	PUNCT
easat-9643	3	18	revised	revise	VERB
easat-9643	3	19	:	:	PUNCT
easat-9643	3	20	11	11	NUM
easat-9643	3	21	august	august	PROPN
easat-9643	3	22	2025	2025	NUM
easat-9643	3	23	;	;	PUNCT
easat-9643	3	24	accepted	accept	VERB
easat-9643	3	25	:	:	PUNCT
easat-9643	3	26	14	14	NUM
easat-9643	3	27	august	august	PROPN
easat-9643	3	28	2025	2025	NUM
easat-9643	3	29	;	;	PUNCT
easat-9643	3	30	published	publish	VERB
easat-9643	3	31	:	:	PUNCT
easat-9643	3	32	25	25	NUM
easat-9643	3	33	august	august	PROPN
easat-9643	3	34	2025	2025	NUM
easat-9643	3	35	*	*	PUNCT
easat-9643	3	36	correspondence	correspondence	NOUN
easat-9643	3	37	:	:	PUNCT
easat-9643	4	1	cabbarovakamila@gmail.com	cabbarovakamila@gmail.com	X
easat-9643	5	1	securing	secure	VERB
easat-9643	5	2	the	the	DET
easat-9643	5	3	future	future	NOUN
easat-9643	5	4	:	:	PUNCT
easat-9643	5	5	integrating	integrate	VERB
easat-9643	5	6	ai	ai	VERB
easat-9643	5	7	safety	safety	NOUN
easat-9643	5	8	into	into	ADP
easat-9643	5	9	cybersecurity	cybersecurity	NOUN
easat-9643	5	10	frameworks	framework	NOUN
easat-9643	5	11	kamila	kamila	AUX
easat-9643	5	12	jabbarova1	jabbarova1	PROPN
easat-9643	5	13	*	*	PROPN
easat-9643	5	14	1academy	1academy	NUM
easat-9643	5	15	of	of	ADP
easat-9643	5	16	public	public	ADJ
easat-9643	5	17	administration	administration	NOUN
easat-9643	5	18	under	under	ADP
easat-9643	5	19	the	the	DET
easat-9643	5	20	president	president	NOUN
easat-9643	5	21	of	of	ADP
easat-9643	5	22	the	the	DET
easat-9643	5	23	republic	republic	NOUN
easat-9643	5	24	of	of	ADP
easat-9643	5	25	azerbaijan	azerbaijan	PROPN
easat-9643	5	26	;	;	PUNCT
easat-9643	5	27	cabbarovakamila@gmail.com	cabbarovakamila@gmail.com	PROPN
easat-9643	5	28	(	(	PUNCT
easat-9643	5	29	k.j	k.j	PROPN
easat-9643	5	30	.	.	PROPN
easat-9643	5	31	)	)	PUNCT
easat-9643	6	1	abstract	abstract	ADJ
easat-9643	6	2	:	:	PUNCT
easat-9643	6	3	artificial	artificial	ADJ
easat-9643	6	4	intelligence	intelligence	NOUN
easat-9643	6	5	(	(	PUNCT
easat-9643	6	6	ai	ai	VERB
easat-9643	6	7	)	)	PUNCT
easat-9643	6	8	is	be	AUX
easat-9643	6	9	rapidly	rapidly	ADV
easat-9643	6	10	transforming	transform	VERB
easat-9643	6	11	critical	critical	ADJ
easat-9643	6	12	sectors	sector	NOUN
easat-9643	6	13	such	such	ADJ
easat-9643	6	14	as	as	ADP
easat-9643	6	15	healthcare	healthcare	NOUN
easat-9643	6	16	,	,	PUNCT
easat-9643	6	17	finance	finance	NOUN
easat-9643	6	18	,	,	PUNCT
easat-9643	6	19	transportation	transportation	NOUN
easat-9643	6	20	,	,	PUNCT
easat-9643	6	21	and	and	CCONJ
easat-9643	6	22	national	national	ADJ
easat-9643	6	23	security	security	NOUN
easat-9643	6	24	.	.	PUNCT
easat-9643	7	1	however	however	ADV
easat-9643	7	2	,	,	PUNCT
easat-9643	7	3	as	as	SCONJ
easat-9643	7	4	ai	ai	PROPN
easat-9643	7	5	systems	system	NOUN
easat-9643	7	6	become	become	AUX
easat-9643	7	7	increasingly	increasingly	ADV
easat-9643	7	8	integrated	integrate	VERB
easat-9643	7	9	into	into	ADP
easat-9643	7	10	these	these	DET
easat-9643	7	11	essential	essential	ADJ
easat-9643	7	12	areas	area	NOUN
easat-9643	7	13	,	,	PUNCT
easat-9643	7	14	new	new	ADJ
easat-9643	7	15	vulnerabilities	vulnerability	NOUN
easat-9643	7	16	and	and	CCONJ
easat-9643	7	17	risks	risk	NOUN
easat-9643	7	18	emerge	emerge	VERB
easat-9643	7	19	.	.	PUNCT
easat-9643	8	1	this	this	DET
easat-9643	8	2	article	article	NOUN
easat-9643	8	3	explores	explore	VERB
easat-9643	8	4	the	the	DET
easat-9643	8	5	imperative	imperative	NOUN
easat-9643	8	6	of	of	ADP
easat-9643	8	7	integrating	integrate	VERB
easat-9643	8	8	ai	ai	VERB
easat-9643	8	9	safety	safety	NOUN
easat-9643	8	10	into	into	ADP
easat-9643	8	11	existing	exist	VERB
easat-9643	8	12	cybersecurity	cybersecurity	NOUN
easat-9643	8	13	frameworks	framework	NOUN
easat-9643	8	14	to	to	PART
easat-9643	8	15	address	address	VERB
easat-9643	8	16	these	these	DET
easat-9643	8	17	challenges	challenge	NOUN
easat-9643	8	18	.	.	PUNCT
easat-9643	9	1	it	it	PRON
easat-9643	9	2	argues	argue	VERB
easat-9643	9	3	that	that	SCONJ
easat-9643	9	4	ai	ai	VERB
easat-9643	9	5	safety	safety	NOUN
easat-9643	9	6	must	must	AUX
easat-9643	9	7	be	be	AUX
easat-9643	9	8	recognized	recognize	VERB
easat-9643	9	9	as	as	ADP
easat-9643	9	10	a	a	DET
easat-9643	9	11	core	core	NOUN
easat-9643	9	12	component	component	NOUN
easat-9643	9	13	of	of	ADP
easat-9643	9	14	modern	modern	ADJ
easat-9643	9	15	cybersecurity	cybersecurity	NOUN
easat-9643	9	16	due	due	ADP
easat-9643	9	17	to	to	ADP
easat-9643	9	18	the	the	DET
easat-9643	9	19	potential	potential	ADJ
easat-9643	9	20	misuse	misuse	NOUN
easat-9643	9	21	of	of	ADP
easat-9643	9	22	ai	ai	PROPN
easat-9643	9	23	systems	system	NOUN
easat-9643	9	24	,	,	PUNCT
easat-9643	9	25	their	their	PRON
easat-9643	9	26	susceptibility	susceptibility	NOUN
easat-9643	9	27	to	to	ADP
easat-9643	9	28	adversarial	adversarial	ADJ
easat-9643	9	29	attacks	attack	NOUN
easat-9643	9	30	,	,	PUNCT
easat-9643	9	31	and	and	CCONJ
easat-9643	9	32	the	the	DET
easat-9643	9	33	inherent	inherent	ADJ
easat-9643	9	34	risks	risk	NOUN
easat-9643	9	35	of	of	ADP
easat-9643	9	36	autonomous	autonomous	ADJ
easat-9643	9	37	decisionmaking	decisionmaking	NOUN
easat-9643	9	38	.	.	PUNCT
easat-9643	10	1	the	the	DET
easat-9643	10	2	article	article	NOUN
easat-9643	10	3	outlines	outline	VERB
easat-9643	10	4	a	a	DET
easat-9643	10	5	proactive	proactive	ADJ
easat-9643	10	6	approach	approach	NOUN
easat-9643	10	7	,	,	PUNCT
easat-9643	10	8	emphasizing	emphasize	VERB
easat-9643	10	9	key	key	ADJ
easat-9643	10	10	strategies	strategy	NOUN
easat-9643	10	11	such	such	ADJ
easat-9643	10	12	as	as	ADP
easat-9643	10	13	securing	secure	VERB
easat-9643	10	14	ai	ai	PROPN
easat-9643	10	15	model	model	NOUN
easat-9643	10	16	integrity	integrity	NOUN
easat-9643	10	17	,	,	PUNCT
easat-9643	10	18	protecting	protect	VERB
easat-9643	10	19	data	data	NOUN
easat-9643	10	20	privacy	privacy	NOUN
easat-9643	10	21	,	,	PUNCT
easat-9643	10	22	continuous	continuous	ADJ
easat-9643	10	23	threat	threat	NOUN
easat-9643	10	24	monitoring	monitoring	NOUN
easat-9643	10	25	,	,	PUNCT
easat-9643	10	26	and	and	CCONJ
easat-9643	10	27	establishing	establish	VERB
easat-9643	10	28	ethical	ethical	ADJ
easat-9643	10	29	ai	ai	NOUN
easat-9643	10	30	use	use	NOUN
easat-9643	10	31	policies	policy	NOUN
easat-9643	10	32	.	.	PUNCT
easat-9643	11	1	additionally	additionally	ADV
easat-9643	11	2	,	,	PUNCT
easat-9643	11	3	it	it	PRON
easat-9643	11	4	highlights	highlight	VERB
easat-9643	11	5	the	the	DET
easat-9643	11	6	importance	importance	NOUN
easat-9643	11	7	of	of	ADP
easat-9643	11	8	cross	cross	ADJ
easat-9643	11	9	-	-	ADJ
easat-9643	11	10	disciplinary	disciplinary	ADJ
easat-9643	11	11	collaboration	collaboration	NOUN
easat-9643	11	12	between	between	ADP
easat-9643	11	13	ai	ai	PROPN
easat-9643	11	14	developers	developer	NOUN
easat-9643	11	15	,	,	PUNCT
easat-9643	11	16	cybersecurity	cybersecurity	NOUN
easat-9643	11	17	experts	expert	NOUN
easat-9643	11	18	,	,	PUNCT
easat-9643	11	19	and	and	CCONJ
easat-9643	11	20	policymakers	policymaker	NOUN
easat-9643	11	21	to	to	PART
easat-9643	11	22	develop	develop	VERB
easat-9643	11	23	comprehensive	comprehensive	ADJ
easat-9643	11	24	standards	standard	NOUN
easat-9643	11	25	and	and	CCONJ
easat-9643	11	26	best	good	ADJ
easat-9643	11	27	practices	practice	NOUN
easat-9643	11	28	.	.	PUNCT
easat-9643	12	1	by	by	ADP
easat-9643	12	2	embedding	embed	VERB
easat-9643	12	3	ai	ai	NOUN
easat-9643	12	4	safety	safety	NOUN
easat-9643	12	5	into	into	ADP
easat-9643	12	6	cybersecurity	cybersecurity	NOUN
easat-9643	12	7	protocols	protocol	NOUN
easat-9643	12	8	,	,	PUNCT
easat-9643	12	9	stakeholders	stakeholder	NOUN
easat-9643	12	10	can	can	AUX
easat-9643	12	11	protect	protect	VERB
easat-9643	12	12	ai	ai	PROPN
easat-9643	12	13	technologies	technology	NOUN
easat-9643	12	14	and	and	CCONJ
easat-9643	12	15	the	the	DET
easat-9643	12	16	sensitive	sensitive	ADJ
easat-9643	12	17	data	datum	NOUN
easat-9643	12	18	they	they	PRON
easat-9643	12	19	handle	handle	VERB
easat-9643	12	20	,	,	PUNCT
easat-9643	12	21	ensuring	ensure	VERB
easat-9643	12	22	their	their	PRON
easat-9643	12	23	responsible	responsible	ADJ
easat-9643	12	24	and	and	CCONJ
easat-9643	12	25	secure	secure	ADJ
easat-9643	12	26	deployment	deployment	NOUN
easat-9643	12	27	across	across	ADP
easat-9643	12	28	society	society	NOUN
easat-9643	12	29	.	.	PUNCT
easat-9643	13	1	ultimately	ultimately	ADV
easat-9643	13	2	,	,	PUNCT
easat-9643	13	3	this	this	DET
easat-9643	13	4	integrated	integrate	VERB
easat-9643	13	5	approach	approach	NOUN
easat-9643	13	6	will	will	AUX
easat-9643	13	7	enable	enable	VERB
easat-9643	13	8	the	the	DET
easat-9643	13	9	harnessing	harnessing	NOUN
easat-9643	13	10	of	of	ADP
easat-9643	13	11	ai	ai	VERB
easat-9643	13	12	’s	’s	PART
easat-9643	13	13	potential	potential	ADJ
easat-9643	13	14	while	while	SCONJ
easat-9643	13	15	mitigating	mitigate	VERB
easat-9643	13	16	the	the	DET
easat-9643	13	17	risks	risk	NOUN
easat-9643	13	18	it	it	PRON
easat-9643	13	19	poses	pose	VERB
easat-9643	13	20	to	to	ADP
easat-9643	13	21	digital	digital	ADJ
easat-9643	13	22	and	and	CCONJ
easat-9643	13	23	societal	societal	ADJ
easat-9643	13	24	infrastructure	infrastructure	NOUN
easat-9643	13	25	.	.	PUNCT
easat-9643	14	1	keywords	keyword	NOUN
easat-9643	14	2	:	:	PUNCT
easat-9643	14	3	adversarial	adversarial	ADJ
easat-9643	14	4	attacks	attack	NOUN
easat-9643	14	5	,	,	PUNCT
easat-9643	14	6	ai	ai	VERB
easat-9643	14	7	governance	governance	NOUN
easat-9643	14	8	,	,	PUNCT
easat-9643	14	9	ai	ai	VERB
easat-9643	14	10	misuse	misuse	NOUN
easat-9643	14	11	,	,	PUNCT
easat-9643	14	12	ai	ai	VERB
easat-9643	14	13	safety	safety	NOUN
easat-9643	14	14	,	,	PUNCT
easat-9643	14	15	ai	ai	VERB
easat-9643	14	16	system	system	NOUN
easat-9643	14	17	integrity	integrity	NOUN
easat-9643	14	18	,	,	PUNCT
easat-9643	14	19	anomaly	anomaly	NOUN
easat-9643	14	20	detection	detection	NOUN
easat-9643	14	21	,	,	PUNCT
easat-9643	14	22	autonomous	autonomous	ADJ
easat-9643	14	23	systems	system	NOUN
easat-9643	14	24	,	,	PUNCT
easat-9643	14	25	cybersecurity	cybersecurity	NOUN
easat-9643	14	26	,	,	PUNCT
easat-9643	14	27	data	datum	NOUN
easat-9643	14	28	integrity	integrity	NOUN
easat-9643	14	29	,	,	PUNCT
easat-9643	14	30	ethical	ethical	ADJ
easat-9643	14	31	ai	ai	NOUN
easat-9643	14	32	.	.	PROPN
easat-9643	14	33	1	1	X
easat-9643	14	34	.	.	X
easat-9643	15	1	ai	ai	VERB
easat-9643	15	2	in	in	ADP
easat-9643	15	3	the	the	DET
easat-9643	15	4	age	age	NOUN
easat-9643	15	5	of	of	ADP
easat-9643	15	6	cybersecurity	cybersecurity	NOUN
easat-9643	15	7	:	:	PUNCT
easat-9643	15	8	integrating	integrate	VERB
easat-9643	15	9	safety	safety	NOUN
easat-9643	15	10	into	into	ADP
easat-9643	15	11	critical	critical	ADJ
easat-9643	15	12	systems	system	NOUN
easat-9643	15	13	artificial	artificial	ADJ
easat-9643	15	14	intelligence	intelligence	NOUN
easat-9643	15	15	(	(	PUNCT
easat-9643	15	16	ai	ai	PROPN
easat-9643	15	17	)	)	PUNCT
easat-9643	15	18	is	be	AUX
easat-9643	15	19	revolutionizing	revolutionize	VERB
easat-9643	15	20	sectors	sector	NOUN
easat-9643	15	21	ranging	range	VERB
easat-9643	15	22	from	from	ADP
easat-9643	15	23	healthcare	healthcare	PROPN
easat-9643	15	24	to	to	ADP
easat-9643	15	25	finance	finance	NOUN
easat-9643	15	26	,	,	PUNCT
easat-9643	15	27	transportation	transportation	NOUN
easat-9643	15	28	,	,	PUNCT
easat-9643	15	29	and	and	CCONJ
easat-9643	15	30	communication	communication	NOUN
easat-9643	15	31	.	.	PUNCT
easat-9643	16	1	it	it	PRON
easat-9643	16	2	enhances	enhance	VERB
easat-9643	16	3	efficiency	efficiency	NOUN
easat-9643	16	4	and	and	CCONJ
easat-9643	16	5	innovation	innovation	NOUN
easat-9643	16	6	by	by	ADP
easat-9643	16	7	automating	automate	VERB
easat-9643	16	8	tasks	task	NOUN
easat-9643	16	9	like	like	ADP
easat-9643	16	10	diagnosing	diagnose	VERB
easat-9643	16	11	diseases	disease	NOUN
easat-9643	16	12	,	,	PUNCT
easat-9643	16	13	detecting	detect	VERB
easat-9643	16	14	fraud	fraud	NOUN
easat-9643	16	15	,	,	PUNCT
easat-9643	16	16	and	and	CCONJ
easat-9643	16	17	managing	manage	VERB
easat-9643	16	18	autonomous	autonomous	ADJ
easat-9643	16	19	systems	system	NOUN
easat-9643	16	20	.	.	PUNCT
easat-9643	17	1	however	however	ADV
easat-9643	17	2	,	,	PUNCT
easat-9643	17	3	as	as	SCONJ
easat-9643	17	4	ai	ai	PROPN
easat-9643	17	5	systems	system	NOUN
easat-9643	17	6	evolve	evolve	VERB
easat-9643	17	7	and	and	CCONJ
easat-9643	17	8	become	become	VERB
easat-9643	17	9	more	more	ADV
easat-9643	17	10	complex	complex	ADJ
easat-9643	17	11	,	,	PUNCT
easat-9643	17	12	their	their	PRON
easat-9643	17	13	integration	integration	NOUN
easat-9643	17	14	into	into	ADP
easat-9643	17	15	critical	critical	ADJ
easat-9643	17	16	systems	system	NOUN
easat-9643	17	17	introduces	introduce	VERB
easat-9643	17	18	new	new	ADJ
easat-9643	17	19	cybersecurity	cybersecurity	NOUN
easat-9643	17	20	risks	risk	NOUN
easat-9643	17	21	.	.	PUNCT
easat-9643	18	1	as	as	SCONJ
easat-9643	18	2	ai	ai	VERB
easat-9643	18	3	increasingly	increasingly	ADV
easat-9643	18	4	handles	handle	VERB
easat-9643	18	5	sensitive	sensitive	ADJ
easat-9643	18	6	data	datum	NOUN
easat-9643	18	7	,	,	PUNCT
easat-9643	18	8	makes	make	VERB
easat-9643	18	9	autonomous	autonomous	ADJ
easat-9643	18	10	decisions	decision	NOUN
easat-9643	18	11	,	,	PUNCT
easat-9643	18	12	and	and	CCONJ
easat-9643	18	13	interacts	interact	VERB
easat-9643	18	14	with	with	ADP
easat-9643	18	15	vital	vital	ADJ
easat-9643	18	16	infrastructure	infrastructure	NOUN
easat-9643	18	17	,	,	PUNCT
easat-9643	18	18	the	the	DET
easat-9643	18	19	potential	potential	NOUN
easat-9643	18	20	for	for	ADP
easat-9643	18	21	misuse	misuse	NOUN
easat-9643	18	22	and	and	CCONJ
easat-9643	18	23	exploitation	exploitation	NOUN
easat-9643	18	24	grows	grow	VERB
easat-9643	18	25	.	.	PUNCT
easat-9643	19	1	this	this	DET
easat-9643	19	2	paper	paper	NOUN
easat-9643	19	3	argues	argue	VERB
easat-9643	19	4	that	that	SCONJ
easat-9643	19	5	ai	ai	VERB
easat-9643	19	6	safety	safety	NOUN
easat-9643	19	7	must	must	AUX
easat-9643	19	8	be	be	AUX
easat-9643	19	9	recognized	recognize	VERB
easat-9643	19	10	as	as	ADP
easat-9643	19	11	a	a	DET
easat-9643	19	12	core	core	NOUN
easat-9643	19	13	component	component	NOUN
easat-9643	19	14	of	of	ADP
easat-9643	19	15	cybersecurity	cybersecurity	NOUN
easat-9643	19	16	efforts	effort	NOUN
easat-9643	19	17	.	.	PUNCT
easat-9643	20	1	by	by	ADP
easat-9643	20	2	addressing	address	VERB
easat-9643	20	3	the	the	DET
easat-9643	20	4	vulnerabilities	vulnerability	NOUN
easat-9643	20	5	of	of	ADP
easat-9643	20	6	ai	ai	PROPN
easat-9643	20	7	systems	system	NOUN
easat-9643	20	8	,	,	PUNCT
easat-9643	20	9	we	we	PRON
easat-9643	20	10	can	can	AUX
easat-9643	20	11	ensure	ensure	VERB
easat-9643	20	12	the	the	DET
easat-9643	20	13	integrity	integrity	NOUN
easat-9643	20	14	,	,	PUNCT
easat-9643	20	15	security	security	NOUN
easat-9643	20	16	,	,	PUNCT
easat-9643	20	17	and	and	CCONJ
easat-9643	20	18	privacy	privacy	NOUN
easat-9643	20	19	of	of	ADP
easat-9643	20	20	the	the	DET
easat-9643	20	21	data	datum	NOUN
easat-9643	20	22	and	and	CCONJ
easat-9643	20	23	processes	process	NOUN
easat-9643	20	24	they	they	PRON
easat-9643	20	25	manage	manage	VERB
easat-9643	20	26	,	,	PUNCT
easat-9643	20	27	while	while	SCONJ
easat-9643	20	28	also	also	ADV
easat-9643	20	29	maintaining	maintain	VERB
easat-9643	20	30	trust	trust	NOUN
easat-9643	20	31	in	in	ADP
easat-9643	20	32	the	the	DET
easat-9643	20	33	technology	technology	NOUN
easat-9643	20	34	.	.	PUNCT
easat-9643	21	1	framing	frame	VERB
easat-9643	21	2	ai	ai	VERB
easat-9643	21	3	safety	safety	NOUN
easat-9643	21	4	within	within	ADP
easat-9643	21	5	the	the	DET
easat-9643	21	6	broader	broad	ADJ
easat-9643	21	7	cybersecurity	cybersecurity	NOUN
easat-9643	21	8	paradigm	paradigm	NOUN
easat-9643	21	9	allows	allow	VERB
easat-9643	21	10	stakeholders	stakeholder	NOUN
easat-9643	21	11	to	to	PART
easat-9643	21	12	develop	develop	VERB
easat-9643	21	13	comprehensive	comprehensive	ADJ
easat-9643	21	14	strategies	strategy	NOUN
easat-9643	21	15	that	that	PRON
easat-9643	21	16	mitigate	mitigate	VERB
easat-9643	21	17	the	the	DET
easat-9643	21	18	risks	risk	NOUN
easat-9643	21	19	ai	ai	VERB
easat-9643	21	20	introduces	introduce	NOUN
easat-9643	21	21	,	,	PUNCT
easat-9643	21	22	while	while	SCONJ
easat-9643	21	23	harnessing	harness	VERB
easat-9643	21	24	its	its	PRON
easat-9643	21	25	potential	potential	NOUN
easat-9643	21	26	for	for	ADP
easat-9643	21	27	societal	societal	ADJ
easat-9643	21	28	benefit	benefit	NOUN
easat-9643	21	29	.	.	PUNCT
easat-9643	22	1	since	since	SCONJ
easat-9643	22	2	ai	ai	VERB
easat-9643	22	3	in	in	ADP
easat-9643	22	4	its	its	PRON
easat-9643	22	5	current	current	ADJ
easat-9643	22	6	advanced	advanced	ADJ
easat-9643	22	7	applications	application	NOUN
easat-9643	22	8	is	be	AUX
easat-9643	22	9	still	still	ADV
easat-9643	22	10	relatively	relatively	ADV
easat-9643	22	11	new	new	ADJ
easat-9643	22	12	,	,	PUNCT
easat-9643	22	13	the	the	DET
easat-9643	22	14	full	full	ADJ
easat-9643	22	15	spectrum	spectrum	NOUN
easat-9643	22	16	of	of	ADP
easat-9643	22	17	vulnerabilities	vulnerability	NOUN
easat-9643	22	18	and	and	CCONJ
easat-9643	22	19	potential	potential	ADJ
easat-9643	22	20	threats	threat	NOUN
easat-9643	22	21	has	have	VERB
easat-9643	22	22	yet	yet	ADV
easat-9643	22	23	to	to	PART
easat-9643	22	24	fully	fully	ADV
easat-9643	22	25	materialize	materialize	VERB
easat-9643	22	26	.	.	PUNCT
easat-9643	23	1	much	much	ADJ
easat-9643	23	2	of	of	ADP
easat-9643	23	3	our	our	PRON
easat-9643	23	4	understanding	understanding	NOUN
easat-9643	23	5	of	of	ADP
easat-9643	23	6	airelated	airelated	ADJ
easat-9643	23	7	threats	threat	NOUN
easat-9643	23	8	is	be	AUX
easat-9643	23	9	therefore	therefore	ADV
easat-9643	23	10	based	base	VERB
easat-9643	23	11	on	on	ADP
easat-9643	23	12	theoretical	theoretical	ADJ
easat-9643	23	13	scenarios	scenario	NOUN
easat-9643	23	14	and	and	CCONJ
easat-9643	23	15	assumptions	assumption	NOUN
easat-9643	23	16	about	about	ADP
easat-9643	23	17	how	how	SCONJ
easat-9643	23	18	these	these	DET
easat-9643	23	19	systems	system	NOUN
easat-9643	23	20	might	might	AUX
easat-9643	23	21	be	be	AUX
easat-9643	23	22	exploited	exploit	VERB
easat-9643	23	23	.	.	PUNCT
easat-9643	24	1	these	these	DET
easat-9643	24	2	scenarios	scenario	NOUN
easat-9643	24	3	often	often	ADV
easat-9643	24	4	draw	draw	VERB
easat-9643	24	5	from	from	ADP
easat-9643	24	6	current	current	ADJ
easat-9643	24	7	knowledge	knowledge	NOUN
easat-9643	24	8	of	of	ADP
easat-9643	24	9	cyberattacks	cyberattack	NOUN
easat-9643	24	10	on	on	ADP
easat-9643	24	11	traditional	traditional	ADJ
easat-9643	24	12	systems	system	NOUN
easat-9643	24	13	,	,	PUNCT
easat-9643	24	14	as	as	ADV
easat-9643	24	15	well	well	ADV
easat-9643	24	16	as	as	ADP
easat-9643	24	17	early	early	ADJ
easat-9643	24	18	incidents	incident	NOUN
easat-9643	24	19	involving	involve	VERB
easat-9643	24	20	ai	ai	VERB
easat-9643	24	21	,	,	PUNCT
easat-9643	24	22	such	such	ADJ
easat-9643	24	23	as	as	ADP
easat-9643	24	24	adversarial	adversarial	ADJ
easat-9643	24	25	attacks	attack	NOUN
easat-9643	24	26	or	or	CCONJ
easat-9643	24	27	data	datum	NOUN
easat-9643	24	28	poisoning	poisoning	NOUN
easat-9643	24	29	.	.	PUNCT
easat-9643	25	1	while	while	SCONJ
easat-9643	25	2	concrete	concrete	ADJ
easat-9643	25	3	examples	example	NOUN
easat-9643	25	4	of	of	ADP
easat-9643	25	5	ai	ai	ADJ
easat-9643	25	6	-	-	PUNCT
easat-9643	25	7	targeted	target	VERB
easat-9643	25	8	attacks	attack	NOUN
easat-9643	25	9	remain	remain	VERB
easat-9643	25	10	limited	limited	ADJ
easat-9643	25	11	,	,	PUNCT
easat-9643	25	12	the	the	DET
easat-9643	25	13	anticipated	anticipate	VERB
easat-9643	25	14	vulnerabilities	vulnerability	NOUN
easat-9643	25	15	align	align	VERB
easat-9643	25	16	with	with	ADP
easat-9643	25	17	known	know	VERB
easat-9643	25	18	cyber	cyber	NOUN
easat-9643	25	19	risks	risk	NOUN
easat-9643	25	20	,	,	PUNCT
easat-9643	25	21	providing	provide	VERB
easat-9643	25	22	a	a	DET
easat-9643	25	23	strong	strong	ADJ
easat-9643	25	24	foundation	foundation	NOUN
easat-9643	25	25	for	for	ADP
easat-9643	25	26	identifying	identify	VERB
easat-9643	25	27	future	future	ADJ
easat-9643	25	28	threats	threat	NOUN
easat-9643	25	29	.	.	PUNCT
easat-9643	26	1	as	as	SCONJ
easat-9643	26	2	ai	ai	PROPN
easat-9643	26	3	continues	continue	VERB
easat-9643	26	4	to	to	PART
easat-9643	26	5	evolve	evolve	VERB
easat-9643	26	6	,	,	PUNCT
easat-9643	26	7	the	the	DET
easat-9643	26	8	need	need	NOUN
easat-9643	26	9	for	for	ADP
easat-9643	26	10	proactive	proactive	ADJ
easat-9643	26	11	cybersecurity	cybersecurity	NOUN
easat-9643	26	12	measures	measure	NOUN
easat-9643	26	13	becomes	become	VERB
easat-9643	26	14	increasingly	increasingly	ADV
easat-9643	26	15	clear	clear	ADJ
easat-9643	26	16	,	,	PUNCT
easat-9643	26	17	ensuring	ensure	VERB
easat-9643	26	18	that	that	SCONJ
easat-9643	26	19	emerging	emerge	VERB
easat-9643	26	20	vulnerabilities	vulnerability	NOUN
easat-9643	26	21	are	be	AUX
easat-9643	26	22	addressed	address	VERB
easat-9643	26	23	before	before	SCONJ
easat-9643	26	24	they	they	PRON
easat-9643	26	25	are	be	AUX
easat-9643	26	26	fully	fully	ADV
easat-9643	26	27	realized	realize	VERB
easat-9643	26	28	.	.	PUNCT
easat-9643	27	1	1453	1453	NUM
easat-9643	27	2	edelweiss	edelweiss	PROPN
easat-9643	27	3	applied	apply	VERB
easat-9643	27	4	science	science	NOUN
easat-9643	27	5	and	and	CCONJ
easat-9643	27	6	technology	technology	NOUN
easat-9643	27	7	issn	issn	PROPN
easat-9643	27	8	:	:	PUNCT
easat-9643	27	9	2576	2576	NUM
easat-9643	27	10	-	-	SYM
easat-9643	27	11	8484	8484	NUM
easat-9643	27	12	vol	vol	NOUN
easat-9643	27	13	.	.	PROPN
easat-9643	28	1	9	9	NUM
easat-9643	28	2	,	,	PUNCT
easat-9643	28	3	no	no	INTJ
easat-9643	28	4	.	.	NOUN
easat-9643	28	5	8	8	NUM
easat-9643	28	6	:	:	PUNCT
easat-9643	28	7	1452	1452	NUM
easat-9643	28	8	-	-	SYM
easat-9643	28	9	1463	1463	NUM
easat-9643	28	10	,	,	PUNCT
easat-9643	28	11	2025	2025	NUM
easat-9643	28	12	doi	doi	NOUN
easat-9643	28	13	:	:	PUNCT
easat-9643	28	14	10.55214/2576	10.55214/2576	NUM
easat-9643	28	15	-	-	PUNCT
easat-9643	28	16	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	28	17	©	©	PROPN
easat-9643	28	18	2025	2025	NUM
easat-9643	28	19	by	by	ADP
easat-9643	28	20	the	the	DET
easat-9643	28	21	author	author	NOUN
easat-9643	28	22	;	;	PUNCT
easat-9643	28	23	licensee	licensee	PROPN
easat-9643	28	24	learning	learning	NOUN
easat-9643	28	25	gate	gate	VERB
easat-9643	28	26	one	one	NUM
easat-9643	28	27	of	of	ADP
easat-9643	28	28	the	the	DET
easat-9643	28	29	most	most	ADV
easat-9643	28	30	pressing	pressing	ADJ
easat-9643	28	31	concerns	concern	NOUN
easat-9643	28	32	surrounding	surround	VERB
easat-9643	28	33	ai	ai	VERB
easat-9643	28	34	is	be	AUX
easat-9643	28	35	its	its	PRON
easat-9643	28	36	safety	safety	NOUN
easat-9643	28	37	.	.	PUNCT
easat-9643	29	1	traditionally	traditionally	ADV
easat-9643	29	2	,	,	PUNCT
easat-9643	29	3	discussions	discussion	NOUN
easat-9643	29	4	of	of	ADP
easat-9643	29	5	ai	ai	VERB
easat-9643	29	6	safety	safety	NOUN
easat-9643	29	7	have	have	AUX
easat-9643	29	8	focused	focus	VERB
easat-9643	29	9	on	on	ADP
easat-9643	29	10	ethical	ethical	ADJ
easat-9643	29	11	challenges	challenge	NOUN
easat-9643	29	12	,	,	PUNCT
easat-9643	29	13	such	such	ADJ
easat-9643	29	14	as	as	ADP
easat-9643	29	15	bias	bias	NOUN
easat-9643	29	16	in	in	ADP
easat-9643	29	17	decision	decision	NOUN
easat-9643	29	18	-	-	PUNCT
easat-9643	29	19	making	making	NOUN
easat-9643	29	20	,	,	PUNCT
easat-9643	29	21	job	job	NOUN
easat-9643	29	22	displacement	displacement	NOUN
easat-9643	29	23	,	,	PUNCT
easat-9643	29	24	and	and	CCONJ
easat-9643	29	25	the	the	DET
easat-9643	29	26	fear	fear	NOUN
easat-9643	29	27	of	of	ADP
easat-9643	29	28	ai	ai	PROPN
easat-9643	29	29	systems	system	NOUN
easat-9643	29	30	operating	operate	VERB
easat-9643	29	31	beyond	beyond	ADP
easat-9643	29	32	human	human	ADJ
easat-9643	29	33	control	control	NOUN
easat-9643	29	34	.	.	PUNCT
easat-9643	30	1	while	while	SCONJ
easat-9643	30	2	these	these	PRON
easat-9643	30	3	are	be	AUX
easat-9643	30	4	significant	significant	ADJ
easat-9643	30	5	issues	issue	NOUN
easat-9643	30	6	,	,	PUNCT
easat-9643	30	7	ai	ai	VERB
easat-9643	30	8	safety	safety	NOUN
easat-9643	30	9	is	be	AUX
easat-9643	30	10	deeply	deeply	ADV
easat-9643	30	11	intertwined	intertwine	VERB
easat-9643	30	12	with	with	ADP
easat-9643	30	13	cybersecurity	cybersecurity	NOUN
easat-9643	30	14	—	—	PUNCT
easat-9643	30	15	a	a	DET
easat-9643	30	16	field	field	NOUN
easat-9643	30	17	dedicated	dedicate	VERB
easat-9643	30	18	to	to	ADP
easat-9643	30	19	protecting	protect	VERB
easat-9643	30	20	systems	system	NOUN
easat-9643	30	21	,	,	PUNCT
easat-9643	30	22	networks	network	NOUN
easat-9643	30	23	,	,	PUNCT
easat-9643	30	24	and	and	CCONJ
easat-9643	30	25	data	datum	NOUN
easat-9643	30	26	from	from	ADP
easat-9643	30	27	unauthorized	unauthorized	ADJ
easat-9643	30	28	access	access	NOUN
easat-9643	30	29	or	or	CCONJ
easat-9643	30	30	attacks	attack	NOUN
easat-9643	30	31	.	.	PUNCT
easat-9643	31	1	ai	ai	VERB
easat-9643	31	2	safety	safety	NOUN
easat-9643	31	3	,	,	PUNCT
easat-9643	31	4	therefore	therefore	ADV
easat-9643	31	5	,	,	PUNCT
easat-9643	31	6	should	should	AUX
easat-9643	31	7	not	not	PART
easat-9643	31	8	be	be	AUX
easat-9643	31	9	considered	consider	VERB
easat-9643	31	10	in	in	ADP
easat-9643	31	11	isolation	isolation	NOUN
easat-9643	31	12	but	but	CCONJ
easat-9643	31	13	as	as	ADP
easat-9643	31	14	an	an	DET
easat-9643	31	15	integral	integral	ADJ
easat-9643	31	16	part	part	NOUN
easat-9643	31	17	of	of	ADP
easat-9643	31	18	broader	broad	ADJ
easat-9643	31	19	cybersecurity	cybersecurity	NOUN
easat-9643	31	20	efforts	effort	NOUN
easat-9643	31	21	.	.	PUNCT
easat-9643	32	1	protecting	protect	VERB
easat-9643	32	2	ai	ai	VERB
easat-9643	32	3	systems	system	NOUN
easat-9643	32	4	from	from	ADP
easat-9643	32	5	manipulation	manipulation	NOUN
easat-9643	32	6	,	,	PUNCT
easat-9643	32	7	sabotage	sabotage	NOUN
easat-9643	32	8	,	,	PUNCT
easat-9643	32	9	or	or	CCONJ
easat-9643	32	10	unintended	unintended	ADJ
easat-9643	32	11	consequences	consequence	NOUN
easat-9643	32	12	is	be	AUX
easat-9643	32	13	paramount	paramount	ADJ
easat-9643	32	14	,	,	PUNCT
easat-9643	32	15	especially	especially	ADV
easat-9643	32	16	as	as	SCONJ
easat-9643	32	17	these	these	DET
easat-9643	32	18	technologies	technology	NOUN
easat-9643	32	19	influence	influence	VERB
easat-9643	32	20	critical	critical	ADJ
easat-9643	32	21	decisionmaking	decisionmaking	NOUN
easat-9643	32	22	processes	process	NOUN
easat-9643	32	23	in	in	ADP
easat-9643	32	24	industries	industry	NOUN
easat-9643	32	25	such	such	ADJ
easat-9643	32	26	as	as	ADP
easat-9643	32	27	healthcare	healthcare	NOUN
easat-9643	32	28	,	,	PUNCT
easat-9643	32	29	finance	finance	NOUN
easat-9643	32	30	,	,	PUNCT
easat-9643	32	31	and	and	CCONJ
easat-9643	32	32	transportation	transportation	NOUN
easat-9643	32	33	.	.	PUNCT
easat-9643	33	1	this	this	DET
easat-9643	33	2	article	article	NOUN
easat-9643	33	3	argues	argue	VERB
easat-9643	33	4	that	that	SCONJ
easat-9643	33	5	ai	ai	VERB
easat-9643	33	6	safety	safety	NOUN
easat-9643	33	7	must	must	AUX
easat-9643	33	8	be	be	AUX
easat-9643	33	9	recognized	recognize	VERB
easat-9643	33	10	as	as	ADP
easat-9643	33	11	a	a	DET
easat-9643	33	12	fundamental	fundamental	ADJ
easat-9643	33	13	cybersecurity	cybersecurity	NOUN
easat-9643	33	14	issue	issue	NOUN
easat-9643	33	15	,	,	PUNCT
easat-9643	33	16	demanding	demand	VERB
easat-9643	33	17	immediate	immediate	ADJ
easat-9643	33	18	attention	attention	NOUN
easat-9643	33	19	from	from	ADP
easat-9643	33	20	a	a	DET
easat-9643	33	21	wider	wide	ADJ
easat-9643	33	22	range	range	NOUN
easat-9643	33	23	of	of	ADP
easat-9643	33	24	stakeholders	stakeholder	NOUN
easat-9643	33	25	,	,	PUNCT
easat-9643	33	26	including	include	VERB
easat-9643	33	27	governments	government	NOUN
easat-9643	33	28	,	,	PUNCT
easat-9643	33	29	corporations	corporation	NOUN
easat-9643	33	30	,	,	PUNCT
easat-9643	33	31	and	and	CCONJ
easat-9643	33	32	individuals	individual	NOUN
easat-9643	33	33	.	.	PUNCT
easat-9643	34	1	several	several	ADJ
easat-9643	34	2	factors	factor	NOUN
easat-9643	34	3	,	,	PUNCT
easat-9643	34	4	such	such	ADJ
easat-9643	34	5	as	as	ADP
easat-9643	34	6	ai	ai	PROPN
easat-9643	34	7	’s	’s	PART
easat-9643	34	8	vulnerability	vulnerability	NOUN
easat-9643	34	9	to	to	ADP
easat-9643	34	10	cyberattacks	cyberattack	NOUN
easat-9643	34	11	and	and	CCONJ
easat-9643	34	12	its	its	PRON
easat-9643	34	13	role	role	NOUN
easat-9643	34	14	in	in	ADP
easat-9643	34	15	managing	manage	VERB
easat-9643	34	16	sensitive	sensitive	ADJ
easat-9643	34	17	data	datum	NOUN
easat-9643	34	18	,	,	PUNCT
easat-9643	34	19	clearly	clearly	ADV
easat-9643	34	20	illustrate	illustrate	VERB
easat-9643	34	21	why	why	SCONJ
easat-9643	34	22	ai	ai	AUX
easat-9643	34	23	safety	safety	NOUN
easat-9643	34	24	can	can	AUX
easat-9643	34	25	not	not	PART
easat-9643	34	26	be	be	AUX
easat-9643	34	27	separated	separate	VERB
easat-9643	34	28	from	from	ADP
easat-9643	34	29	broader	broad	ADJ
easat-9643	34	30	cybersecurity	cybersecurity	NOUN
easat-9643	34	31	concerns	concern	NOUN
easat-9643	34	32	.	.	PUNCT
easat-9643	35	1	1.1	1.1	NUM
easat-9643	35	2	.	.	PUNCT
easat-9643	36	1	vulnerability	vulnerability	NOUN
easat-9643	36	2	of	of	ADP
easat-9643	36	3	ai	ai	PROPN
easat-9643	36	4	systems	system	NOUN
easat-9643	36	5	to	to	PART
easat-9643	36	6	cyberattacks	cyberattack	NOUN
easat-9643	36	7	ai	ai	NOUN
easat-9643	36	8	systems	system	NOUN
easat-9643	36	9	are	be	AUX
easat-9643	36	10	particularly	particularly	ADV
easat-9643	36	11	exposed	expose	VERB
easat-9643	36	12	to	to	ADP
easat-9643	36	13	a	a	DET
easat-9643	36	14	wide	wide	ADJ
easat-9643	36	15	range	range	NOUN
easat-9643	36	16	of	of	ADP
easat-9643	36	17	cyber	cyber	NOUN
easat-9643	36	18	threats	threat	NOUN
easat-9643	36	19	.	.	PUNCT
easat-9643	37	1	from	from	ADP
easat-9643	37	2	data	data	NOUN
easat-9643	37	3	manipulation	manipulation	NOUN
easat-9643	37	4	and	and	CCONJ
easat-9643	37	5	adversarial	adversarial	ADJ
easat-9643	37	6	attacks	attack	NOUN
easat-9643	37	7	to	to	ADP
easat-9643	37	8	the	the	DET
easat-9643	37	9	theft	theft	NOUN
easat-9643	37	10	of	of	ADP
easat-9643	37	11	intellectual	intellectual	ADJ
easat-9643	37	12	property	property	NOUN
easat-9643	37	13	in	in	ADP
easat-9643	37	14	the	the	DET
easat-9643	37	15	form	form	NOUN
easat-9643	37	16	of	of	ADP
easat-9643	37	17	ai	ai	PROPN
easat-9643	37	18	models	model	NOUN
easat-9643	37	19	,	,	PUNCT
easat-9643	37	20	these	these	DET
easat-9643	37	21	systems	system	NOUN
easat-9643	37	22	can	can	AUX
easat-9643	37	23	be	be	AUX
easat-9643	37	24	exploited	exploit	VERB
easat-9643	37	25	in	in	ADP
easat-9643	37	26	ways	way	NOUN
easat-9643	37	27	that	that	PRON
easat-9643	37	28	have	have	VERB
easat-9643	37	29	significant	significant	ADJ
easat-9643	37	30	consequences	consequence	NOUN
easat-9643	37	31	.	.	PUNCT
easat-9643	38	1	for	for	ADP
easat-9643	38	2	instance	instance	NOUN
easat-9643	38	3	,	,	PUNCT
easat-9643	38	4	healthcare	healthcare	PROPN
easat-9643	38	5	ai	ai	VERB
easat-9643	38	6	systems	system	NOUN
easat-9643	38	7	could	could	AUX
easat-9643	38	8	be	be	AUX
easat-9643	38	9	manipulated	manipulate	VERB
easat-9643	38	10	to	to	PART
easat-9643	38	11	produce	produce	VERB
easat-9643	38	12	incorrect	incorrect	ADJ
easat-9643	38	13	diagnoses	diagnosis	NOUN
easat-9643	38	14	,	,	PUNCT
easat-9643	38	15	while	while	SCONJ
easat-9643	38	16	ai	ai	AUX
easat-9643	38	17	-	-	PUNCT
easat-9643	38	18	driven	drive	VERB
easat-9643	38	19	financial	financial	ADJ
easat-9643	38	20	systems	system	NOUN
easat-9643	38	21	could	could	AUX
easat-9643	38	22	be	be	AUX
easat-9643	38	23	sabotaged	sabotage	VERB
easat-9643	38	24	,	,	PUNCT
easat-9643	38	25	destabilizing	destabilizing	ADJ
easat-9643	38	26	entire	entire	ADJ
easat-9643	38	27	markets	market	NOUN
easat-9643	38	28	.	.	PUNCT
easat-9643	39	1	these	these	DET
easat-9643	39	2	vulnerabilities	vulnerability	NOUN
easat-9643	39	3	highlight	highlight	VERB
easat-9643	39	4	the	the	DET
easat-9643	39	5	urgent	urgent	ADJ
easat-9643	39	6	need	need	NOUN
easat-9643	39	7	for	for	ADP
easat-9643	39	8	robust	robust	ADJ
easat-9643	39	9	cybersecurity	cybersecurity	NOUN
easat-9643	39	10	measures	measure	NOUN
easat-9643	39	11	tailored	tailor	VERB
easat-9643	39	12	to	to	PART
easat-9643	39	13	defend	defend	VERB
easat-9643	39	14	ai	ai	VERB
easat-9643	39	15	systems	system	NOUN
easat-9643	39	16	from	from	ADP
easat-9643	39	17	these	these	DET
easat-9643	39	18	and	and	CCONJ
easat-9643	39	19	other	other	ADJ
easat-9643	39	20	forms	form	NOUN
easat-9643	39	21	of	of	ADP
easat-9643	39	22	manipulation	manipulation	NOUN
easat-9643	39	23	.	.	PUNCT
easat-9643	40	1	figure	figure	NOUN
easat-9643	40	2	1	1	NUM
easat-9643	40	3	.	.	PUNCT
easat-9643	40	4	estimated	estimate	VERB
easat-9643	40	5	prevalence	prevalence	NOUN
easat-9643	40	6	of	of	ADP
easat-9643	40	7	key	key	ADJ
easat-9643	40	8	ai	ai	ADJ
easat-9643	40	9	-	-	PUNCT
easat-9643	40	10	related	relate	VERB
easat-9643	40	11	cyber	cyber	NOUN
easat-9643	40	12	threats	threat	NOUN
easat-9643	40	13	.	.	PUNCT
easat-9643	41	1	the	the	DET
easat-9643	41	2	chart	chart	NOUN
easat-9643	41	3	illustrates	illustrate	VERB
easat-9643	41	4	the	the	DET
easat-9643	41	5	relative	relative	ADJ
easat-9643	41	6	estimated	estimate	VERB
easat-9643	41	7	prevalence	prevalence	NOUN
easat-9643	41	8	of	of	ADP
easat-9643	41	9	key	key	ADJ
easat-9643	41	10	ai	ai	ADJ
easat-9643	41	11	-	-	PUNCT
easat-9643	41	12	related	relate	VERB
easat-9643	41	13	cybersecurity	cybersecurity	NOUN
easat-9643	41	14	threats	threat	NOUN
easat-9643	41	15	.	.	PUNCT
easat-9643	42	1	data	datum	NOUN
easat-9643	42	2	poisoning	poisoning	NOUN
easat-9643	42	3	and	and	CCONJ
easat-9643	42	4	adversarial	adversarial	ADJ
easat-9643	42	5	attacks	attack	NOUN
easat-9643	42	6	represent	represent	VERB
easat-9643	42	7	the	the	DET
easat-9643	42	8	most	most	ADV
easat-9643	42	9	significant	significant	ADJ
easat-9643	42	10	concerns	concern	NOUN
easat-9643	42	11	,	,	PUNCT
easat-9643	42	12	followed	follow	VERB
easat-9643	42	13	by	by	ADP
easat-9643	42	14	model	model	NOUN
easat-9643	42	15	theft	theft	NOUN
easat-9643	42	16	,	,	PUNCT
easat-9643	42	17	1454	1454	NUM
easat-9643	42	18	edelweiss	edelweiss	PROPN
easat-9643	42	19	applied	apply	VERB
easat-9643	42	20	science	science	NOUN
easat-9643	42	21	and	and	CCONJ
easat-9643	42	22	technology	technology	NOUN
easat-9643	42	23	issn	issn	PROPN
easat-9643	42	24	:	:	PUNCT
easat-9643	42	25	2576	2576	NUM
easat-9643	42	26	-	-	SYM
easat-9643	42	27	8484	8484	NUM
easat-9643	42	28	vol	vol	NOUN
easat-9643	42	29	.	.	PROPN
easat-9643	43	1	9	9	NUM
easat-9643	43	2	,	,	PUNCT
easat-9643	43	3	no	no	INTJ
easat-9643	43	4	.	.	NOUN
easat-9643	43	5	8	8	NUM
easat-9643	43	6	:	:	PUNCT
easat-9643	43	7	1452	1452	NUM
easat-9643	43	8	-	-	SYM
easat-9643	43	9	1463	1463	NUM
easat-9643	43	10	,	,	PUNCT
easat-9643	43	11	2025	2025	NUM
easat-9643	43	12	doi	doi	NOUN
easat-9643	43	13	:	:	PUNCT
easat-9643	43	14	10.55214/2576	10.55214/2576	NUM
easat-9643	43	15	-	-	PUNCT
easat-9643	43	16	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	43	17	©	©	PROPN
easat-9643	43	18	2025	2025	NUM
easat-9643	43	19	by	by	ADP
easat-9643	43	20	the	the	DET
easat-9643	43	21	author	author	NOUN
easat-9643	43	22	;	;	PUNCT
easat-9643	43	23	licensee	licensee	PROPN
easat-9643	43	24	learning	learn	VERB
easat-9643	43	25	gate	gate	NOUN
easat-9643	43	26	evasion	evasion	NOUN
easat-9643	43	27	tactics	tactic	NOUN
easat-9643	43	28	,	,	PUNCT
easat-9643	43	29	and	and	CCONJ
easat-9643	43	30	ddos	ddo	VERB
easat-9643	43	31	targeting	target	VERB
easat-9643	43	32	ai	ai	NOUN
easat-9643	43	33	infrastructure	infrastructure	NOUN
easat-9643	43	34	.	.	PUNCT
easat-9643	44	1	this	this	DET
easat-9643	44	2	figure	figure	NOUN
easat-9643	44	3	presents	present	VERB
easat-9643	44	4	an	an	DET
easat-9643	44	5	illustrative	illustrative	ADJ
easat-9643	44	6	synthesis	synthesis	NOUN
easat-9643	44	7	of	of	ADP
easat-9643	44	8	threat	threat	NOUN
easat-9643	44	9	types	type	NOUN
easat-9643	44	10	based	base	VERB
easat-9643	44	11	on	on	ADP
easat-9643	44	12	analysis	analysis	NOUN
easat-9643	44	13	of	of	ADP
easat-9643	44	14	current	current	ADJ
easat-9643	44	15	academic	academic	ADJ
easat-9643	44	16	literature	literature	NOUN
easat-9643	44	17	and	and	CCONJ
easat-9643	44	18	expert	expert	NOUN
easat-9643	44	19	discussions	discussion	NOUN
easat-9643	44	20	[	[	X
easat-9643	44	21	1	1	NUM
easat-9643	44	22	-	-	SYM
easat-9643	44	23	4	4	NUM
easat-9643	44	24	]	]	PUNCT
easat-9643	44	25	.	.	PUNCT
easat-9643	45	1	as	as	SCONJ
easat-9643	45	2	shown	show	VERB
easat-9643	45	3	in	in	ADP
easat-9643	45	4	figure	figure	NOUN
easat-9643	45	5	1	1	NUM
easat-9643	45	6	,	,	PUNCT
easat-9643	45	7	these	these	DET
easat-9643	45	8	attack	attack	NOUN
easat-9643	45	9	vectors	vector	NOUN
easat-9643	45	10	pose	pose	VERB
easat-9643	45	11	varying	vary	VERB
easat-9643	45	12	levels	level	NOUN
easat-9643	45	13	of	of	ADP
easat-9643	45	14	risk	risk	NOUN
easat-9643	45	15	,	,	PUNCT
easat-9643	45	16	reinforcing	reinforce	VERB
easat-9643	45	17	the	the	DET
easat-9643	45	18	necessity	necessity	NOUN
easat-9643	45	19	of	of	ADP
easat-9643	45	20	integrating	integrate	VERB
easat-9643	45	21	ai	ai	VERB
easat-9643	45	22	-	-	PUNCT
easat-9643	45	23	specific	specific	ADJ
easat-9643	45	24	protections	protection	NOUN
easat-9643	45	25	into	into	ADP
easat-9643	45	26	broader	broad	ADJ
easat-9643	45	27	cybersecurity	cybersecurity	NOUN
easat-9643	45	28	strategies	strategy	NOUN
easat-9643	45	29	.	.	PUNCT
easat-9643	46	1	ai	ai	AUX
easat-9643	46	2	systems	system	NOUN
easat-9643	46	3	are	be	AUX
easat-9643	46	4	also	also	ADV
easat-9643	46	5	heavily	heavily	ADV
easat-9643	46	6	dependent	dependent	ADJ
easat-9643	46	7	on	on	ADP
easat-9643	46	8	large	large	ADJ
easat-9643	46	9	,	,	PUNCT
easat-9643	46	10	sensitive	sensitive	ADJ
easat-9643	46	11	datasets	dataset	NOUN
easat-9643	46	12	to	to	PART
easat-9643	46	13	function	function	VERB
easat-9643	46	14	effectively	effectively	ADV
easat-9643	46	15	.	.	PUNCT
easat-9643	47	1	these	these	DET
easat-9643	47	2	datasets	dataset	NOUN
easat-9643	47	3	often	often	ADV
easat-9643	47	4	contain	contain	VERB
easat-9643	47	5	personal	personal	ADJ
easat-9643	47	6	health	health	NOUN
easat-9643	47	7	information	information	NOUN
easat-9643	47	8	,	,	PUNCT
easat-9643	47	9	financial	financial	ADJ
easat-9643	47	10	records	record	NOUN
easat-9643	47	11	,	,	PUNCT
easat-9643	47	12	or	or	CCONJ
easat-9643	47	13	critical	critical	ADJ
easat-9643	47	14	infrastructure	infrastructure	NOUN
easat-9643	47	15	data	datum	NOUN
easat-9643	47	16	.	.	PUNCT
easat-9643	48	1	unauthorized	unauthorized	ADJ
easat-9643	48	2	access	access	NOUN
easat-9643	48	3	to	to	ADP
easat-9643	48	4	such	such	ADJ
easat-9643	48	5	data	datum	NOUN
easat-9643	48	6	can	can	AUX
easat-9643	48	7	result	result	VERB
easat-9643	48	8	in	in	ADP
easat-9643	48	9	severe	severe	ADJ
easat-9643	48	10	privacy	privacy	NOUN
easat-9643	48	11	breaches	breach	NOUN
easat-9643	48	12	,	,	PUNCT
easat-9643	48	13	financial	financial	ADJ
easat-9643	48	14	losses	loss	NOUN
easat-9643	48	15	,	,	PUNCT
easat-9643	48	16	and	and	CCONJ
easat-9643	48	17	even	even	ADV
easat-9643	48	18	national	national	ADJ
easat-9643	48	19	security	security	NOUN
easat-9643	48	20	threats	threat	NOUN
easat-9643	48	21	.	.	PUNCT
easat-9643	49	1	as	as	SCONJ
easat-9643	49	2	ai	ai	VERB
easat-9643	49	3	becomes	become	VERB
easat-9643	49	4	more	more	ADV
easat-9643	49	5	integrated	integrate	VERB
easat-9643	49	6	into	into	ADP
easat-9643	49	7	critical	critical	ADJ
easat-9643	49	8	infrastructure	infrastructure	NOUN
easat-9643	49	9	,	,	PUNCT
easat-9643	49	10	the	the	DET
easat-9643	49	11	risk	risk	NOUN
easat-9643	49	12	of	of	ADP
easat-9643	49	13	breaches	breach	NOUN
easat-9643	49	14	grows	grow	VERB
easat-9643	49	15	,	,	PUNCT
easat-9643	49	16	with	with	ADP
easat-9643	49	17	a	a	DET
easat-9643	49	18	single	single	ADJ
easat-9643	49	19	compromised	compromised	ADJ
easat-9643	49	20	system	system	NOUN
easat-9643	49	21	potentially	potentially	ADV
easat-9643	49	22	triggering	trigger	VERB
easat-9643	49	23	cascading	cascade	VERB
easat-9643	49	24	failures	failure	NOUN
easat-9643	49	25	across	across	ADP
easat-9643	49	26	entire	entire	ADJ
easat-9643	49	27	sectors	sector	NOUN
easat-9643	49	28	or	or	CCONJ
easat-9643	49	29	populations	population	NOUN
easat-9643	49	30	.	.	PUNCT
easat-9643	50	1	another	another	DET
easat-9643	50	2	growing	grow	VERB
easat-9643	50	3	concern	concern	NOUN
easat-9643	50	4	is	be	AUX
easat-9643	50	5	the	the	DET
easat-9643	50	6	increasing	increase	VERB
easat-9643	50	7	autonomy	autonomy	NOUN
easat-9643	50	8	of	of	ADP
easat-9643	50	9	ai	ai	PROPN
easat-9643	50	10	systems	system	NOUN
easat-9643	50	11	.	.	PUNCT
easat-9643	51	1	from	from	ADP
easat-9643	51	2	self	self	NOUN
easat-9643	51	3	-	-	PUNCT
easat-9643	51	4	driving	drive	VERB
easat-9643	51	5	cars	car	NOUN
easat-9643	51	6	to	to	PART
easat-9643	51	7	aipowered	aipowere	VERB
easat-9643	51	8	healthcare	healthcare	NOUN
easat-9643	51	9	diagnostics	diagnostic	NOUN
easat-9643	51	10	,	,	PUNCT
easat-9643	51	11	these	these	DET
easat-9643	51	12	systems	system	NOUN
easat-9643	51	13	often	often	ADV
easat-9643	51	14	operate	operate	VERB
easat-9643	51	15	with	with	ADP
easat-9643	51	16	minimal	minimal	ADJ
easat-9643	51	17	human	human	ADJ
easat-9643	51	18	oversight	oversight	NOUN
easat-9643	51	19	,	,	PUNCT
easat-9643	51	20	making	make	VERB
easat-9643	51	21	autonomous	autonomous	ADJ
easat-9643	51	22	decisions	decision	NOUN
easat-9643	51	23	based	base	VERB
easat-9643	51	24	on	on	ADP
easat-9643	51	25	complex	complex	ADJ
easat-9643	51	26	algorithms	algorithm	NOUN
easat-9643	51	27	.	.	PUNCT
easat-9643	52	1	without	without	ADP
easat-9643	52	2	proper	proper	ADJ
easat-9643	52	3	security	security	NOUN
easat-9643	52	4	,	,	PUNCT
easat-9643	52	5	these	these	DET
easat-9643	52	6	systems	system	NOUN
easat-9643	52	7	could	could	AUX
easat-9643	52	8	be	be	AUX
easat-9643	52	9	hijacked	hijack	VERB
easat-9643	52	10	or	or	CCONJ
easat-9643	52	11	manipulated	manipulate	VERB
easat-9643	52	12	to	to	PART
easat-9643	52	13	act	act	VERB
easat-9643	52	14	contrary	contrary	ADV
easat-9643	52	15	to	to	ADP
easat-9643	52	16	their	their	PRON
easat-9643	52	17	intended	intended	ADJ
easat-9643	52	18	purpose	purpose	NOUN
easat-9643	52	19	.	.	PUNCT
easat-9643	53	1	ensuring	ensure	VERB
easat-9643	53	2	the	the	DET
easat-9643	53	3	integrity	integrity	NOUN
easat-9643	53	4	of	of	ADP
easat-9643	53	5	ai	ai	AUX
easat-9643	53	6	decisionmaking	decisionmake	VERB
easat-9643	53	7	processes	process	NOUN
easat-9643	53	8	aligns	align	VERB
easat-9643	53	9	directly	directly	ADV
easat-9643	53	10	with	with	ADP
easat-9643	53	11	cybersecurity	cybersecurity	NOUN
easat-9643	53	12	objectives	objective	NOUN
easat-9643	53	13	,	,	PUNCT
easat-9643	53	14	as	as	SCONJ
easat-9643	53	15	protecting	protect	VERB
easat-9643	53	16	these	these	DET
easat-9643	53	17	systems	system	NOUN
easat-9643	53	18	ensures	ensure	VERB
easat-9643	53	19	their	their	PRON
easat-9643	53	20	reliable	reliable	ADJ
easat-9643	53	21	,	,	PUNCT
easat-9643	53	22	ethical	ethical	ADJ
easat-9643	53	23	,	,	PUNCT
easat-9643	53	24	and	and	CCONJ
easat-9643	53	25	safe	safe	ADJ
easat-9643	53	26	operation	operation	NOUN
easat-9643	53	27	.	.	PUNCT
easat-9643	54	1	moreover	moreover	ADV
easat-9643	54	2	,	,	PUNCT
easat-9643	54	3	malicious	malicious	ADJ
easat-9643	54	4	actors	actor	NOUN
easat-9643	54	5	can	can	AUX
easat-9643	54	6	exploit	exploit	VERB
easat-9643	54	7	ai	ai	VERB
easat-9643	54	8	for	for	ADP
easat-9643	54	9	harmful	harmful	ADJ
easat-9643	54	10	purposes	purpose	NOUN
easat-9643	54	11	.	.	PUNCT
easat-9643	55	1	while	while	SCONJ
easat-9643	55	2	ai	ai	VERB
easat-9643	55	3	holds	hold	VERB
easat-9643	55	4	great	great	ADJ
easat-9643	55	5	promise	promise	NOUN
easat-9643	55	6	for	for	ADP
easat-9643	55	7	societal	societal	ADJ
easat-9643	55	8	advancement	advancement	NOUN
easat-9643	55	9	,	,	PUNCT
easat-9643	55	10	it	it	PRON
easat-9643	55	11	can	can	AUX
easat-9643	55	12	also	also	ADV
easat-9643	55	13	be	be	AUX
easat-9643	55	14	weaponized	weaponize	VERB
easat-9643	55	15	.	.	PUNCT
easat-9643	56	1	cybercriminals	cybercriminal	NOUN
easat-9643	56	2	and	and	CCONJ
easat-9643	56	3	nation	nation	NOUN
easat-9643	56	4	-	-	PUNCT
easat-9643	56	5	states	state	NOUN
easat-9643	56	6	are	be	AUX
easat-9643	56	7	already	already	ADV
easat-9643	56	8	using	use	VERB
easat-9643	56	9	ai	ai	VERB
easat-9643	56	10	to	to	PART
easat-9643	56	11	launch	launch	VERB
easat-9643	56	12	sophisticated	sophisticated	ADJ
easat-9643	56	13	cyberattacks	cyberattack	NOUN
easat-9643	56	14	,	,	PUNCT
easat-9643	56	15	such	such	ADJ
easat-9643	56	16	as	as	ADP
easat-9643	56	17	automated	automate	VERB
easat-9643	56	18	phishing	phishe	VERB
easat-9643	56	19	campaigns	campaign	NOUN
easat-9643	56	20	and	and	CCONJ
easat-9643	56	21	realistic	realistic	ADJ
easat-9643	56	22	deepfakes	deepfake	NOUN
easat-9643	56	23	for	for	ADP
easat-9643	56	24	disinformation	disinformation	NOUN
easat-9643	56	25	purposes	purpose	NOUN
easat-9643	56	26	.	.	PUNCT
easat-9643	57	1	the	the	DET
easat-9643	57	2	potential	potential	ADJ
easat-9643	57	3	misuse	misuse	NOUN
easat-9643	57	4	of	of	ADP
easat-9643	57	5	ai	ai	VERB
easat-9643	57	6	further	further	ADJ
easat-9643	57	7	reinforces	reinforce	VERB
easat-9643	57	8	the	the	DET
easat-9643	57	9	need	need	NOUN
easat-9643	57	10	to	to	PART
easat-9643	57	11	treat	treat	VERB
easat-9643	57	12	ai	ai	VERB
easat-9643	57	13	safety	safety	NOUN
easat-9643	57	14	as	as	ADP
easat-9643	57	15	a	a	DET
easat-9643	57	16	core	core	NOUN
easat-9643	57	17	component	component	NOUN
easat-9643	57	18	of	of	ADP
easat-9643	57	19	modern	modern	ADJ
easat-9643	57	20	cybersecurity	cybersecurity	NOUN
easat-9643	57	21	efforts	effort	NOUN
easat-9643	57	22	.	.	PUNCT
easat-9643	58	1	as	as	SCONJ
easat-9643	58	2	ai	ai	PROPN
easat-9643	58	3	continues	continue	VERB
easat-9643	58	4	to	to	PART
easat-9643	58	5	become	become	AUX
easat-9643	58	6	embedded	embed	VERB
easat-9643	58	7	in	in	ADP
easat-9643	58	8	vital	vital	ADJ
easat-9643	58	9	infrastructure	infrastructure	NOUN
easat-9643	58	10	,	,	PUNCT
easat-9643	58	11	concerns	concern	NOUN
easat-9643	58	12	over	over	ADP
easat-9643	58	13	its	its	PRON
easat-9643	58	14	vulnerability	vulnerability	NOUN
easat-9643	58	15	to	to	ADP
easat-9643	58	16	cyberattacks	cyberattack	NOUN
easat-9643	58	17	will	will	AUX
easat-9643	58	18	only	only	ADV
easat-9643	58	19	increase	increase	VERB
easat-9643	58	20	.	.	PUNCT
easat-9643	59	1	the	the	DET
easat-9643	59	2	complexity	complexity	NOUN
easat-9643	59	3	of	of	ADP
easat-9643	59	4	ai	ai	PROPN
easat-9643	59	5	systems	system	NOUN
easat-9643	59	6	,	,	PUNCT
easat-9643	59	7	combined	combine	VERB
easat-9643	59	8	with	with	ADP
easat-9643	59	9	the	the	DET
easat-9643	59	10	diversity	diversity	NOUN
easat-9643	59	11	of	of	ADP
easat-9643	59	12	cyberattacks	cyberattack	NOUN
easat-9643	59	13	they	they	PRON
easat-9643	59	14	face	face	VERB
easat-9643	59	15	,	,	PUNCT
easat-9643	59	16	underscores	underscore	VERB
easat-9643	59	17	the	the	DET
easat-9643	59	18	need	need	NOUN
easat-9643	59	19	for	for	ADP
easat-9643	59	20	enhanced	enhanced	ADJ
easat-9643	59	21	cybersecurity	cybersecurity	NOUN
easat-9643	59	22	measures	measure	NOUN
easat-9643	59	23	to	to	PART
easat-9643	59	24	protect	protect	VERB
easat-9643	59	25	these	these	DET
easat-9643	59	26	systems	system	NOUN
easat-9643	59	27	.	.	PUNCT
easat-9643	60	1	below	below	ADV
easat-9643	60	2	are	be	AUX
easat-9643	60	3	some	some	PRON
easat-9643	60	4	of	of	ADP
easat-9643	60	5	the	the	DET
easat-9643	60	6	most	most	ADV
easat-9643	60	7	prominent	prominent	ADJ
easat-9643	60	8	types	type	NOUN
easat-9643	60	9	of	of	ADP
easat-9643	60	10	attacks	attack	NOUN
easat-9643	60	11	ai	ai	VERB
easat-9643	60	12	systems	system	NOUN
easat-9643	60	13	face	face	NOUN
easat-9643	60	14	,	,	PUNCT
easat-9643	60	15	along	along	ADP
easat-9643	60	16	with	with	ADP
easat-9643	60	17	examples	example	NOUN
easat-9643	60	18	of	of	ADP
easat-9643	60	19	their	their	PRON
easat-9643	60	20	potential	potential	ADJ
easat-9643	60	21	impact	impact	NOUN
easat-9643	60	22	.	.	PUNCT
easat-9643	61	1	1.2	1.2	NUM
easat-9643	61	2	.	.	PUNCT
easat-9643	61	3	data	datum	NOUN
easat-9643	61	4	poisoning	poisoning	NOUN
easat-9643	61	5	:	:	PUNCT
easat-9643	61	6	a	a	DET
easat-9643	61	7	growing	grow	VERB
easat-9643	61	8	threat	threat	NOUN
easat-9643	61	9	one	one	NUM
easat-9643	61	10	of	of	ADP
easat-9643	61	11	the	the	DET
easat-9643	61	12	most	most	ADV
easat-9643	61	13	pressing	press	VERB
easat-9643	61	14	threats	threat	NOUN
easat-9643	61	15	ai	ai	VERB
easat-9643	61	16	systems	system	NOUN
easat-9643	61	17	face	face	NOUN
easat-9643	61	18	is	be	AUX
easat-9643	61	19	data	datum	NOUN
easat-9643	61	20	poisoning	poisoning	NOUN
easat-9643	61	21	,	,	PUNCT
easat-9643	61	22	where	where	SCONJ
easat-9643	61	23	attackers	attacker	NOUN
easat-9643	61	24	introduce	introduce	VERB
easat-9643	61	25	corrupted	corrupted	ADJ
easat-9643	61	26	or	or	CCONJ
easat-9643	61	27	misleading	mislead	VERB
easat-9643	61	28	information	information	NOUN
easat-9643	61	29	into	into	ADP
easat-9643	61	30	the	the	DET
easat-9643	61	31	ai	ai	PROPN
easat-9643	61	32	model	model	NOUN
easat-9643	61	33	’s	’s	PART
easat-9643	61	34	training	training	NOUN
easat-9643	61	35	data	datum	NOUN
easat-9643	61	36	.	.	PUNCT
easat-9643	62	1	since	since	SCONJ
easat-9643	62	2	ai	ai	PROPN
easat-9643	62	3	models	model	NOUN
easat-9643	62	4	rely	rely	VERB
easat-9643	62	5	heavily	heavily	ADV
easat-9643	62	6	on	on	ADP
easat-9643	62	7	this	this	DET
easat-9643	62	8	data	datum	NOUN
easat-9643	62	9	to	to	PART
easat-9643	62	10	learn	learn	VERB
easat-9643	62	11	and	and	CCONJ
easat-9643	62	12	make	make	VERB
easat-9643	62	13	predictions	prediction	NOUN
easat-9643	62	14	,	,	PUNCT
easat-9643	62	15	tampering	tamper	VERB
easat-9643	62	16	with	with	ADP
easat-9643	62	17	it	it	PRON
easat-9643	62	18	can	can	AUX
easat-9643	62	19	compromise	compromise	VERB
easat-9643	62	20	the	the	DET
easat-9643	62	21	entire	entire	ADJ
easat-9643	62	22	system	system	NOUN
easat-9643	62	23	.	.	PUNCT
easat-9643	63	1	in	in	ADP
easat-9643	63	2	the	the	DET
easat-9643	63	3	financial	financial	ADJ
easat-9643	63	4	sector	sector	NOUN
easat-9643	63	5	,	,	PUNCT
easat-9643	63	6	for	for	ADP
easat-9643	63	7	example	example	NOUN
easat-9643	63	8	,	,	PUNCT
easat-9643	63	9	a	a	DET
easat-9643	63	10	system	system	NOUN
easat-9643	63	11	designed	design	VERB
easat-9643	63	12	to	to	PART
easat-9643	63	13	detect	detect	VERB
easat-9643	63	14	fraudulent	fraudulent	ADJ
easat-9643	63	15	transactions	transaction	NOUN
easat-9643	63	16	could	could	AUX
easat-9643	63	17	be	be	AUX
easat-9643	63	18	fed	feed	VERB
easat-9643	63	19	poisoned	poison	VERB
easat-9643	63	20	data	datum	NOUN
easat-9643	63	21	that	that	PRON
easat-9643	63	22	causes	cause	VERB
easat-9643	63	23	fraudulent	fraudulent	ADJ
easat-9643	63	24	actions	action	NOUN
easat-9643	63	25	to	to	PART
easat-9643	63	26	be	be	AUX
easat-9643	63	27	classified	classify	VERB
easat-9643	63	28	as	as	ADP
easat-9643	63	29	legitimate	legitimate	ADJ
easat-9643	63	30	.	.	PUNCT
easat-9643	64	1	this	this	PRON
easat-9643	64	2	would	would	AUX
easat-9643	64	3	allow	allow	VERB
easat-9643	64	4	attackers	attacker	NOUN
easat-9643	64	5	to	to	PART
easat-9643	64	6	carry	carry	VERB
easat-9643	64	7	out	out	ADP
easat-9643	64	8	fraud	fraud	NOUN
easat-9643	64	9	undetected	undetecte	VERB
easat-9643	64	10	,	,	PUNCT
easat-9643	64	11	resulting	result	VERB
easat-9643	64	12	in	in	ADP
easat-9643	64	13	significant	significant	ADJ
easat-9643	64	14	financial	financial	ADJ
easat-9643	64	15	and	and	CCONJ
easat-9643	64	16	reputational	reputational	ADJ
easat-9643	64	17	damage	damage	NOUN
easat-9643	64	18	[	[	X
easat-9643	64	19	1	1	NUM
easat-9643	64	20	]	]	PUNCT
easat-9643	64	21	.	.	PUNCT
easat-9643	65	1	similarly	similarly	ADV
easat-9643	65	2	,	,	PUNCT
easat-9643	65	3	in	in	ADP
easat-9643	65	4	healthcare	healthcare	PROPN
easat-9643	65	5	,	,	PUNCT
easat-9643	65	6	an	an	DET
easat-9643	65	7	ai	ai	NOUN
easat-9643	65	8	system	system	NOUN
easat-9643	65	9	trained	train	VERB
easat-9643	65	10	to	to	PART
easat-9643	65	11	identify	identify	VERB
easat-9643	65	12	early	early	ADJ
easat-9643	65	13	signs	sign	NOUN
easat-9643	65	14	of	of	ADP
easat-9643	65	15	diseases	disease	NOUN
easat-9643	65	16	could	could	AUX
easat-9643	65	17	be	be	AUX
easat-9643	65	18	misled	mislead	VERB
easat-9643	65	19	by	by	ADP
easat-9643	65	20	poisoned	poison	VERB
easat-9643	65	21	data	datum	NOUN
easat-9643	65	22	,	,	PUNCT
easat-9643	65	23	resulting	result	VERB
easat-9643	65	24	in	in	ADP
easat-9643	65	25	missed	miss	VERB
easat-9643	65	26	diagnoses	diagnosis	NOUN
easat-9643	65	27	and	and	CCONJ
easat-9643	65	28	putting	put	VERB
easat-9643	65	29	patients	patient	NOUN
easat-9643	65	30	'	'	PART
easat-9643	65	31	health	health	NOUN
easat-9643	65	32	at	at	ADP
easat-9643	65	33	risk	risk	NOUN
easat-9643	65	34	[	[	X
easat-9643	65	35	2	2	NUM
easat-9643	65	36	]	]	PUNCT
easat-9643	65	37	.	.	PUNCT
easat-9643	66	1	the	the	DET
easat-9643	66	2	threat	threat	NOUN
easat-9643	66	3	posed	pose	VERB
easat-9643	66	4	by	by	ADP
easat-9643	66	5	data	datum	NOUN
easat-9643	66	6	poisoning	poisoning	NOUN
easat-9643	66	7	is	be	AUX
easat-9643	66	8	amplified	amplify	VERB
easat-9643	66	9	by	by	ADP
easat-9643	66	10	the	the	DET
easat-9643	66	11	increasing	increase	VERB
easat-9643	66	12	complexity	complexity	NOUN
easat-9643	66	13	and	and	CCONJ
easat-9643	66	14	size	size	NOUN
easat-9643	66	15	of	of	ADP
easat-9643	66	16	the	the	DET
easat-9643	66	17	datasets	dataset	NOUN
easat-9643	66	18	used	use	VERB
easat-9643	66	19	in	in	ADP
easat-9643	66	20	modern	modern	ADJ
easat-9643	66	21	ai	ai	PROPN
easat-9643	66	22	systems	system	NOUN
easat-9643	66	23	.	.	PUNCT
easat-9643	67	1	with	with	ADP
easat-9643	67	2	vast	vast	ADJ
easat-9643	67	3	amounts	amount	NOUN
easat-9643	67	4	of	of	ADP
easat-9643	67	5	data	datum	NOUN
easat-9643	67	6	being	be	AUX
easat-9643	67	7	sourced	source	VERB
easat-9643	67	8	from	from	ADP
easat-9643	67	9	multiple	multiple	ADJ
easat-9643	67	10	providers	provider	NOUN
easat-9643	67	11	,	,	PUNCT
easat-9643	67	12	the	the	DET
easat-9643	67	13	likelihood	likelihood	NOUN
easat-9643	67	14	of	of	ADP
easat-9643	67	15	introducing	introduce	VERB
easat-9643	67	16	tampered	tamper	VERB
easat-9643	67	17	or	or	CCONJ
easat-9643	67	18	compromised	compromise	VERB
easat-9643	67	19	data	data	NOUN
easat-9643	67	20	grows	grow	NOUN
easat-9643	67	21	.	.	PUNCT
easat-9643	68	1	attackers	attacker	NOUN
easat-9643	68	2	do	do	AUX
easat-9643	68	3	not	not	PART
easat-9643	68	4	need	need	VERB
easat-9643	68	5	direct	direct	ADJ
easat-9643	68	6	access	access	NOUN
easat-9643	68	7	to	to	ADP
easat-9643	68	8	the	the	DET
easat-9643	68	9	core	core	NOUN
easat-9643	68	10	of	of	ADP
easat-9643	68	11	an	an	DET
easat-9643	68	12	ai	ai	NOUN
easat-9643	68	13	system	system	NOUN
easat-9643	68	14	to	to	PART
easat-9643	68	15	poison	poison	VERB
easat-9643	68	16	its	its	PRON
easat-9643	68	17	data	datum	NOUN
easat-9643	68	18	—	—	PUNCT
easat-9643	68	19	they	they	PRON
easat-9643	68	20	can	can	AUX
easat-9643	68	21	exploit	exploit	VERB
easat-9643	68	22	vulnerabilities	vulnerability	NOUN
easat-9643	68	23	at	at	ADP
easat-9643	68	24	different	different	ADJ
easat-9643	68	25	points	point	NOUN
easat-9643	68	26	in	in	ADP
easat-9643	68	27	the	the	DET
easat-9643	68	28	data	data	NOUN
easat-9643	68	29	supply	supply	NOUN
easat-9643	68	30	chain	chain	NOUN
easat-9643	68	31	[	[	X
easat-9643	68	32	3	3	NUM
easat-9643	68	33	]	]	PUNCT
easat-9643	68	34	.	.	PUNCT
easat-9643	69	1	to	to	PART
easat-9643	69	2	mitigate	mitigate	VERB
easat-9643	69	3	the	the	DET
easat-9643	69	4	risks	risk	NOUN
easat-9643	69	5	of	of	ADP
easat-9643	69	6	data	data	NOUN
easat-9643	69	7	poisoning	poisoning	NOUN
easat-9643	69	8	,	,	PUNCT
easat-9643	69	9	several	several	ADJ
easat-9643	69	10	countermeasures	countermeasure	NOUN
easat-9643	69	11	must	must	AUX
easat-9643	69	12	be	be	AUX
easat-9643	69	13	integrated	integrate	VERB
easat-9643	69	14	into	into	ADP
easat-9643	69	15	ai	ai	PRON
easat-9643	69	16	training	training	NOUN
easat-9643	69	17	and	and	CCONJ
easat-9643	69	18	deployment	deployment	NOUN
easat-9643	69	19	processes	process	NOUN
easat-9643	69	20	.	.	PUNCT
easat-9643	70	1	these	these	PRON
easat-9643	70	2	include	include	VERB
easat-9643	70	3	implementing	implement	VERB
easat-9643	70	4	more	more	ADJ
easat-9643	70	5	rigorous	rigorous	ADJ
easat-9643	70	6	data	datum	NOUN
easat-9643	70	7	validation	validation	NOUN
easat-9643	70	8	processes	process	NOUN
easat-9643	70	9	,	,	PUNCT
easat-9643	70	10	regularly	regularly	ADV
easat-9643	70	11	auditing	audit	VERB
easat-9643	70	12	data	datum	NOUN
easat-9643	70	13	sources	source	NOUN
easat-9643	70	14	,	,	PUNCT
easat-9643	70	15	and	and	CCONJ
easat-9643	70	16	using	use	VERB
easat-9643	70	17	anomaly	anomaly	NOUN
easat-9643	70	18	detection	detection	NOUN
easat-9643	70	19	algorithms	algorithm	NOUN
easat-9643	70	20	during	during	ADP
easat-9643	70	21	the	the	DET
easat-9643	70	22	training	training	NOUN
easat-9643	70	23	phase	phase	NOUN
easat-9643	70	24	to	to	PART
easat-9643	70	25	identify	identify	VERB
easat-9643	70	26	potentially	potentially	ADV
easat-9643	70	27	compromised	compromise	VERB
easat-9643	70	28	data	datum	NOUN
easat-9643	70	29	[	[	X
easat-9643	70	30	4	4	NUM
easat-9643	70	31	]	]	PUNCT
easat-9643	70	32	.	.	PUNCT
easat-9643	71	1	additionally	additionally	ADV
easat-9643	71	2	,	,	PUNCT
easat-9643	71	3	maintaining	maintain	VERB
easat-9643	71	4	diversified	diversified	ADJ
easat-9643	71	5	training	training	NOUN
easat-9643	71	6	datasets	dataset	NOUN
easat-9643	71	7	and	and	CCONJ
easat-9643	71	8	using	use	VERB
easat-9643	71	9	federated	federated	ADJ
easat-9643	71	10	learning	learning	NOUN
easat-9643	71	11	approaches	approach	NOUN
easat-9643	71	12	can	can	AUX
easat-9643	71	13	help	help	VERB
easat-9643	71	14	protect	protect	VERB
easat-9643	71	15	ai	ai	VERB
easat-9643	71	16	systems	system	NOUN
easat-9643	71	17	by	by	ADP
easat-9643	71	18	minimizing	minimize	VERB
easat-9643	71	19	the	the	DET
easat-9643	71	20	risk	risk	NOUN
easat-9643	71	21	of	of	ADP
easat-9643	71	22	relying	rely	VERB
easat-9643	71	23	too	too	ADV
easat-9643	71	24	heavily	heavily	ADV
easat-9643	71	25	on	on	ADP
easat-9643	71	26	any	any	DET
easat-9643	71	27	single	single	ADJ
easat-9643	71	28	data	datum	NOUN
easat-9643	71	29	source	source	NOUN
easat-9643	71	30	.	.	PUNCT
easat-9643	72	1	1455	1455	NUM
easat-9643	72	2	edelweiss	edelweiss	PROPN
easat-9643	72	3	applied	apply	VERB
easat-9643	72	4	science	science	NOUN
easat-9643	72	5	and	and	CCONJ
easat-9643	72	6	technology	technology	NOUN
easat-9643	72	7	issn	issn	PROPN
easat-9643	72	8	:	:	PUNCT
easat-9643	72	9	2576	2576	NUM
easat-9643	72	10	-	-	SYM
easat-9643	72	11	8484	8484	NUM
easat-9643	72	12	vol	vol	NOUN
easat-9643	72	13	.	.	PROPN
easat-9643	73	1	9	9	NUM
easat-9643	73	2	,	,	PUNCT
easat-9643	73	3	no	no	INTJ
easat-9643	73	4	.	.	NOUN
easat-9643	73	5	8	8	NUM
easat-9643	73	6	:	:	PUNCT
easat-9643	73	7	1452	1452	NUM
easat-9643	73	8	-	-	SYM
easat-9643	73	9	1463	1463	NUM
easat-9643	73	10	,	,	PUNCT
easat-9643	73	11	2025	2025	NUM
easat-9643	73	12	doi	doi	NOUN
easat-9643	73	13	:	:	PUNCT
easat-9643	73	14	10.55214/2576	10.55214/2576	NUM
easat-9643	73	15	-	-	PUNCT
easat-9643	73	16	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	73	17	©	©	PROPN
easat-9643	73	18	2025	2025	NUM
easat-9643	73	19	by	by	ADP
easat-9643	73	20	the	the	DET
easat-9643	73	21	author	author	NOUN
easat-9643	73	22	;	;	PUNCT
easat-9643	73	23	licensee	licensee	PROPN
easat-9643	73	24	learning	learning	NOUN
easat-9643	73	25	gate	gate	NOUN
easat-9643	73	26	1.3	1.3	NUM
easat-9643	73	27	.	.	PUNCT
easat-9643	74	1	adversarial	adversarial	ADJ
easat-9643	74	2	attacks	attack	NOUN
easat-9643	74	3	:	:	PUNCT
easat-9643	74	4	manipulating	manipulate	VERB
easat-9643	74	5	ai	ai	PROPN
easat-9643	74	6	systems	system	NOUN
easat-9643	74	7	adversarial	adversarial	ADJ
easat-9643	74	8	attacks	attack	NOUN
easat-9643	74	9	pose	pose	VERB
easat-9643	74	10	a	a	DET
easat-9643	74	11	significant	significant	ADJ
easat-9643	74	12	threat	threat	NOUN
easat-9643	74	13	to	to	ADP
easat-9643	74	14	the	the	DET
easat-9643	74	15	integrity	integrity	NOUN
easat-9643	74	16	of	of	ADP
easat-9643	74	17	ai	ai	PROPN
easat-9643	74	18	systems	system	NOUN
easat-9643	74	19	,	,	PUNCT
easat-9643	74	20	where	where	SCONJ
easat-9643	74	21	even	even	ADV
easat-9643	74	22	small	small	ADJ
easat-9643	74	23	,	,	PUNCT
easat-9643	74	24	seemingly	seemingly	ADV
easat-9643	74	25	insignificant	insignificant	ADJ
easat-9643	74	26	changes	change	NOUN
easat-9643	74	27	to	to	ADP
easat-9643	74	28	input	input	NOUN
easat-9643	74	29	data	datum	NOUN
easat-9643	74	30	can	can	AUX
easat-9643	74	31	lead	lead	VERB
easat-9643	74	32	ai	ai	NOUN
easat-9643	74	33	models	model	NOUN
easat-9643	74	34	to	to	PART
easat-9643	74	35	make	make	VERB
easat-9643	74	36	incorrect	incorrect	ADJ
easat-9643	74	37	decisions	decision	NOUN
easat-9643	74	38	.	.	PUNCT
easat-9643	75	1	these	these	DET
easat-9643	75	2	subtle	subtle	ADJ
easat-9643	75	3	alterations	alteration	NOUN
easat-9643	75	4	,	,	PUNCT
easat-9643	75	5	often	often	ADV
easat-9643	75	6	imperceptible	imperceptible	ADJ
easat-9643	75	7	to	to	ADP
easat-9643	75	8	human	human	ADJ
easat-9643	75	9	observers	observer	NOUN
easat-9643	75	10	,	,	PUNCT
easat-9643	75	11	can	can	AUX
easat-9643	75	12	dramatically	dramatically	ADV
easat-9643	75	13	distort	distort	VERB
easat-9643	75	14	an	an	DET
easat-9643	75	15	ai	ai	NOUN
easat-9643	75	16	's	's	PART
easat-9643	75	17	output	output	NOUN
easat-9643	75	18	.	.	PUNCT
easat-9643	76	1	for	for	ADP
easat-9643	76	2	instance	instance	NOUN
easat-9643	76	3	,	,	PUNCT
easat-9643	76	4	an	an	DET
easat-9643	76	5	autonomous	autonomous	ADJ
easat-9643	76	6	vehicle	vehicle	NOUN
easat-9643	76	7	relying	rely	VERB
easat-9643	76	8	on	on	ADP
easat-9643	76	9	ai	ai	NOUN
easat-9643	76	10	for	for	ADP
easat-9643	76	11	navigation	navigation	NOUN
easat-9643	76	12	could	could	AUX
easat-9643	76	13	be	be	AUX
easat-9643	76	14	misled	mislead	VERB
easat-9643	76	15	by	by	ADP
easat-9643	76	16	slightly	slightly	ADV
easat-9643	76	17	modified	modify	VERB
easat-9643	76	18	traffic	traffic	NOUN
easat-9643	76	19	signs	sign	NOUN
easat-9643	76	20	,	,	PUNCT
easat-9643	76	21	causing	cause	VERB
easat-9643	76	22	the	the	DET
easat-9643	76	23	system	system	NOUN
easat-9643	76	24	to	to	PART
easat-9643	76	25	misinterpret	misinterpret	VERB
easat-9643	76	26	a	a	DET
easat-9643	76	27	stop	stop	NOUN
easat-9643	76	28	sign	sign	NOUN
easat-9643	76	29	as	as	ADP
easat-9643	76	30	a	a	DET
easat-9643	76	31	speed	speed	NOUN
easat-9643	76	32	limit	limit	NOUN
easat-9643	76	33	sign	sign	NOUN
easat-9643	76	34	,	,	PUNCT
easat-9643	76	35	potentially	potentially	ADV
easat-9643	76	36	leading	lead	VERB
easat-9643	76	37	to	to	ADP
easat-9643	76	38	dangerous	dangerous	ADJ
easat-9643	76	39	accidents	accident	NOUN
easat-9643	76	40	.	.	PUNCT
easat-9643	77	1	this	this	DET
easat-9643	77	2	form	form	NOUN
easat-9643	77	3	of	of	ADP
easat-9643	77	4	attack	attack	NOUN
easat-9643	77	5	highlights	highlight	VERB
easat-9643	77	6	the	the	DET
easat-9643	77	7	vulnerability	vulnerability	NOUN
easat-9643	77	8	of	of	ADP
easat-9643	77	9	ai	ai	PROPN
easat-9643	77	10	systems	system	NOUN
easat-9643	77	11	,	,	PUNCT
easat-9643	77	12	particularly	particularly	ADV
easat-9643	77	13	in	in	ADP
easat-9643	77	14	environments	environment	NOUN
easat-9643	77	15	where	where	SCONJ
easat-9643	77	16	real	real	ADJ
easat-9643	77	17	-	-	PUNCT
easat-9643	77	18	time	time	NOUN
easat-9643	77	19	decisions	decision	NOUN
easat-9643	77	20	have	have	VERB
easat-9643	77	21	significant	significant	ADJ
easat-9643	77	22	consequences	consequence	NOUN
easat-9643	77	23	.	.	PUNCT
easat-9643	78	1	adversarial	adversarial	ADJ
easat-9643	78	2	attacks	attack	NOUN
easat-9643	78	3	can	can	AUX
easat-9643	78	4	also	also	ADV
easat-9643	78	5	compromise	compromise	VERB
easat-9643	78	6	ai	ai	PROPN
easat-9643	78	7	systems	system	NOUN
easat-9643	78	8	responsible	responsible	ADJ
easat-9643	78	9	for	for	ADP
easat-9643	78	10	security	security	NOUN
easat-9643	78	11	protocols	protocol	NOUN
easat-9643	78	12	.	.	PUNCT
easat-9643	79	1	for	for	ADP
easat-9643	79	2	example	example	NOUN
easat-9643	79	3	,	,	PUNCT
easat-9643	79	4	adversarial	adversarial	ADJ
easat-9643	79	5	manipulation	manipulation	NOUN
easat-9643	79	6	can	can	AUX
easat-9643	79	7	deceive	deceive	VERB
easat-9643	79	8	facial	facial	ADJ
easat-9643	79	9	recognition	recognition	NOUN
easat-9643	79	10	systems	system	NOUN
easat-9643	79	11	,	,	PUNCT
easat-9643	79	12	leading	lead	VERB
easat-9643	79	13	them	they	PRON
easat-9643	79	14	to	to	PART
easat-9643	79	15	misidentify	misidentify	VERB
easat-9643	79	16	individuals	individual	NOUN
easat-9643	79	17	.	.	PUNCT
easat-9643	80	1	this	this	DET
easat-9643	80	2	type	type	NOUN
easat-9643	80	3	of	of	ADP
easat-9643	80	4	attack	attack	NOUN
easat-9643	80	5	is	be	AUX
easat-9643	80	6	particularly	particularly	ADV
easat-9643	80	7	dangerous	dangerous	ADJ
easat-9643	80	8	in	in	ADP
easat-9643	80	9	high	high	ADJ
easat-9643	80	10	-	-	PUNCT
easat-9643	80	11	security	security	NOUN
easat-9643	80	12	locations	location	NOUN
easat-9643	80	13	such	such	ADJ
easat-9643	80	14	as	as	ADP
easat-9643	80	15	airports	airport	NOUN
easat-9643	80	16	,	,	PUNCT
easat-9643	80	17	government	government	NOUN
easat-9643	80	18	facilities	facility	NOUN
easat-9643	80	19	,	,	PUNCT
easat-9643	80	20	and	and	CCONJ
easat-9643	80	21	critical	critical	ADJ
easat-9643	80	22	infrastructure	infrastructure	NOUN
easat-9643	80	23	,	,	PUNCT
easat-9643	80	24	where	where	SCONJ
easat-9643	80	25	a	a	DET
easat-9643	80	26	single	single	ADJ
easat-9643	80	27	failure	failure	NOUN
easat-9643	80	28	in	in	ADP
easat-9643	80	29	identification	identification	NOUN
easat-9643	80	30	could	could	AUX
easat-9643	80	31	lead	lead	VERB
easat-9643	80	32	to	to	ADP
easat-9643	80	33	severe	severe	ADJ
easat-9643	80	34	security	security	NOUN
easat-9643	80	35	breaches	breach	NOUN
easat-9643	80	36	[	[	X
easat-9643	80	37	1	1	NUM
easat-9643	80	38	]	]	PUNCT
easat-9643	80	39	.	.	PUNCT
easat-9643	81	1	moreover	moreover	ADV
easat-9643	81	2	,	,	PUNCT
easat-9643	81	3	these	these	DET
easat-9643	81	4	attacks	attack	NOUN
easat-9643	81	5	do	do	AUX
easat-9643	81	6	not	not	PART
easat-9643	81	7	require	require	VERB
easat-9643	81	8	extensive	extensive	ADJ
easat-9643	81	9	access	access	NOUN
easat-9643	81	10	to	to	ADP
easat-9643	81	11	the	the	DET
easat-9643	81	12	system	system	NOUN
easat-9643	81	13	.	.	PUNCT
easat-9643	82	1	small	small	ADJ
easat-9643	82	2	perturbations	perturbation	NOUN
easat-9643	82	3	or	or	CCONJ
easat-9643	82	4	alterations	alteration	NOUN
easat-9643	82	5	in	in	ADP
easat-9643	82	6	input	input	NOUN
easat-9643	82	7	data	datum	NOUN
easat-9643	82	8	can	can	AUX
easat-9643	82	9	result	result	VERB
easat-9643	82	10	in	in	ADP
easat-9643	82	11	significant	significant	ADJ
easat-9643	82	12	consequences	consequence	NOUN
easat-9643	82	13	without	without	ADP
easat-9643	82	14	triggering	trigger	VERB
easat-9643	82	15	alarms	alarm	NOUN
easat-9643	82	16	or	or	CCONJ
easat-9643	82	17	drawing	draw	VERB
easat-9643	82	18	attention	attention	NOUN
easat-9643	82	19	to	to	ADP
easat-9643	82	20	the	the	DET
easat-9643	82	21	tampered	tamper	VERB
easat-9643	82	22	data	datum	NOUN
easat-9643	82	23	.	.	PUNCT
easat-9643	83	1	attackers	attacker	NOUN
easat-9643	83	2	may	may	AUX
easat-9643	83	3	manipulate	manipulate	VERB
easat-9643	83	4	seemingly	seemingly	ADV
easat-9643	83	5	benign	benign	ADJ
easat-9643	83	6	data	datum	NOUN
easat-9643	83	7	,	,	PUNCT
easat-9643	83	8	such	such	ADJ
easat-9643	83	9	as	as	ADP
easat-9643	83	10	slight	slight	ADJ
easat-9643	83	11	changes	change	NOUN
easat-9643	83	12	in	in	ADP
easat-9643	83	13	image	image	NOUN
easat-9643	83	14	pixels	pixel	NOUN
easat-9643	83	15	or	or	CCONJ
easat-9643	83	16	sound	sound	ADJ
easat-9643	83	17	wave	wave	NOUN
easat-9643	83	18	patterns	pattern	NOUN
easat-9643	83	19	,	,	PUNCT
easat-9643	83	20	to	to	PART
easat-9643	83	21	deceive	deceive	VERB
easat-9643	83	22	ai	ai	VERB
easat-9643	83	23	algorithms	algorithm	NOUN
easat-9643	83	24	into	into	ADP
easat-9643	83	25	delivering	deliver	VERB
easat-9643	83	26	incorrect	incorrect	ADJ
easat-9643	83	27	outputs	output	NOUN
easat-9643	83	28	,	,	PUNCT
easat-9643	83	29	leading	lead	VERB
easat-9643	83	30	to	to	ADP
easat-9643	83	31	outcomes	outcome	NOUN
easat-9643	83	32	that	that	PRON
easat-9643	83	33	could	could	AUX
easat-9643	83	34	range	range	VERB
easat-9643	83	35	from	from	ADP
easat-9643	83	36	mild	mild	ADJ
easat-9643	83	37	disruptions	disruption	NOUN
easat-9643	83	38	to	to	ADP
easat-9643	83	39	catastrophic	catastrophic	ADJ
easat-9643	83	40	failures	failure	NOUN
easat-9643	83	41	.	.	PUNCT
easat-9643	84	1	the	the	DET
easat-9643	84	2	healthcare	healthcare	NOUN
easat-9643	84	3	sector	sector	NOUN
easat-9643	84	4	,	,	PUNCT
easat-9643	84	5	for	for	ADP
easat-9643	84	6	example	example	NOUN
easat-9643	84	7	,	,	PUNCT
easat-9643	84	8	could	could	AUX
easat-9643	84	9	be	be	AUX
easat-9643	84	10	vulnerable	vulnerable	ADJ
easat-9643	84	11	if	if	SCONJ
easat-9643	84	12	an	an	DET
easat-9643	84	13	adversarial	adversarial	ADJ
easat-9643	84	14	attack	attack	NOUN
easat-9643	84	15	causes	cause	VERB
easat-9643	84	16	an	an	DET
easat-9643	84	17	ai	ai	NOUN
easat-9643	84	18	-	-	PUNCT
easat-9643	84	19	based	base	VERB
easat-9643	84	20	diagnostic	diagnostic	ADJ
easat-9643	84	21	tool	tool	NOUN
easat-9643	84	22	to	to	PART
easat-9643	84	23	incorrectly	incorrectly	ADV
easat-9643	84	24	assess	assess	VERB
easat-9643	84	25	patient	patient	ADJ
easat-9643	84	26	data	datum	NOUN
easat-9643	84	27	,	,	PUNCT
easat-9643	84	28	resulting	result	VERB
easat-9643	84	29	in	in	ADP
easat-9643	84	30	delayed	delay	VERB
easat-9643	84	31	or	or	CCONJ
easat-9643	84	32	incorrect	incorrect	ADJ
easat-9643	84	33	treatment	treatment	NOUN
easat-9643	84	34	plans	plan	NOUN
easat-9643	84	35	[	[	X
easat-9643	84	36	4	4	NUM
easat-9643	84	37	]	]	PUNCT
easat-9643	84	38	.	.	PUNCT
easat-9643	85	1	1.4	1.4	NUM
easat-9643	85	2	.	.	PUNCT
easat-9643	85	3	model	model	NOUN
easat-9643	85	4	stealing	steal	VERB
easat-9643	85	5	attacks	attack	NOUN
easat-9643	85	6	model	model	NOUN
easat-9643	85	7	stealing	steal	VERB
easat-9643	85	8	attacks	attack	NOUN
easat-9643	85	9	present	present	VERB
easat-9643	85	10	a	a	DET
easat-9643	85	11	different	different	ADJ
easat-9643	85	12	kind	kind	NOUN
easat-9643	85	13	of	of	ADP
easat-9643	85	14	threat	threat	NOUN
easat-9643	85	15	.	.	PUNCT
easat-9643	86	1	here	here	ADV
easat-9643	86	2	,	,	PUNCT
easat-9643	86	3	attackers	attacker	NOUN
easat-9643	86	4	attempt	attempt	VERB
easat-9643	86	5	to	to	PART
easat-9643	86	6	replicate	replicate	VERB
easat-9643	86	7	an	an	DET
easat-9643	86	8	ai	ai	NOUN
easat-9643	86	9	model	model	NOUN
easat-9643	86	10	by	by	ADP
easat-9643	86	11	querying	query	VERB
easat-9643	86	12	it	it	PRON
easat-9643	86	13	with	with	ADP
easat-9643	86	14	various	various	ADJ
easat-9643	86	15	inputs	input	NOUN
easat-9643	86	16	and	and	CCONJ
easat-9643	86	17	analyzing	analyze	VERB
easat-9643	86	18	the	the	DET
easat-9643	86	19	outputs	output	NOUN
easat-9643	86	20	.	.	PUNCT
easat-9643	87	1	this	this	PRON
easat-9643	87	2	allows	allow	VERB
easat-9643	87	3	them	they	PRON
easat-9643	87	4	to	to	PART
easat-9643	87	5	effectively	effectively	ADV
easat-9643	87	6	recreate	recreate	VERB
easat-9643	87	7	the	the	DET
easat-9643	87	8	model	model	NOUN
easat-9643	87	9	without	without	ADP
easat-9643	87	10	accessing	access	VERB
easat-9643	87	11	the	the	DET
easat-9643	87	12	underlying	underlie	VERB
easat-9643	87	13	code	code	NOUN
easat-9643	87	14	or	or	CCONJ
easat-9643	87	15	training	training	NOUN
easat-9643	87	16	data	datum	NOUN
easat-9643	87	17	.	.	PUNCT
easat-9643	88	1	for	for	ADP
easat-9643	88	2	instance	instance	NOUN
easat-9643	88	3	,	,	PUNCT
easat-9643	88	4	a	a	DET
easat-9643	88	5	competitor	competitor	NOUN
easat-9643	88	6	could	could	AUX
easat-9643	88	7	replicate	replicate	VERB
easat-9643	88	8	a	a	DET
easat-9643	88	9	sophisticated	sophisticated	ADJ
easat-9643	88	10	ai	ai	NOUN
easat-9643	88	11	model	model	NOUN
easat-9643	88	12	used	use	VERB
easat-9643	88	13	for	for	ADP
easat-9643	88	14	personalized	personalized	ADJ
easat-9643	88	15	recommendations	recommendation	NOUN
easat-9643	88	16	in	in	ADP
easat-9643	88	17	e	e	NOUN
easat-9643	88	18	-	-	NOUN
easat-9643	88	19	commerce	commerce	NOUN
easat-9643	88	20	,	,	PUNCT
easat-9643	88	21	undermining	undermine	VERB
easat-9643	88	22	the	the	DET
easat-9643	88	23	original	original	ADJ
easat-9643	88	24	company	company	NOUN
easat-9643	88	25	’s	’s	PART
easat-9643	88	26	competitive	competitive	ADJ
easat-9643	88	27	advantage	advantage	NOUN
easat-9643	88	28	.	.	PUNCT
easat-9643	89	1	by	by	ADP
easat-9643	89	2	stealing	steal	VERB
easat-9643	89	3	the	the	DET
easat-9643	89	4	model	model	NOUN
easat-9643	89	5	,	,	PUNCT
easat-9643	89	6	they	they	PRON
easat-9643	89	7	could	could	AUX
easat-9643	89	8	either	either	CCONJ
easat-9643	89	9	bypass	bypass	VERB
easat-9643	89	10	proprietary	proprietary	ADJ
easat-9643	89	11	restrictions	restriction	NOUN
easat-9643	89	12	or	or	CCONJ
easat-9643	89	13	sell	sell	VERB
easat-9643	89	14	the	the	DET
easat-9643	89	15	replicated	replicate	VERB
easat-9643	89	16	version	version	NOUN
easat-9643	89	17	,	,	PUNCT
easat-9643	89	18	gaining	gain	VERB
easat-9643	89	19	an	an	DET
easat-9643	89	20	unfair	unfair	ADJ
easat-9643	89	21	market	market	NOUN
easat-9643	89	22	edge	edge	NOUN
easat-9643	89	23	.	.	PUNCT
easat-9643	90	1	1.5	1.5	NUM
easat-9643	90	2	.	.	PUNCT
easat-9643	91	1	evasion	evasion	NOUN
easat-9643	91	2	attacks	attack	NOUN
easat-9643	91	3	evasion	evasion	NOUN
easat-9643	91	4	attacks	attack	NOUN
easat-9643	91	5	target	target	VERB
easat-9643	91	6	ai	ai	NOUN
easat-9643	91	7	models	model	NOUN
easat-9643	91	8	already	already	ADV
easat-9643	91	9	in	in	ADP
easat-9643	91	10	use	use	NOUN
easat-9643	91	11	,	,	PUNCT
easat-9643	91	12	altering	alter	VERB
easat-9643	91	13	input	input	NOUN
easat-9643	91	14	data	datum	NOUN
easat-9643	91	15	in	in	ADP
easat-9643	91	16	real	real	ADJ
easat-9643	91	17	time	time	NOUN
easat-9643	91	18	to	to	PART
easat-9643	91	19	evade	evade	VERB
easat-9643	91	20	detection	detection	NOUN
easat-9643	91	21	.	.	PUNCT
easat-9643	92	1	this	this	DET
easat-9643	92	2	tactic	tactic	NOUN
easat-9643	92	3	is	be	AUX
easat-9643	92	4	particularly	particularly	ADV
easat-9643	92	5	dangerous	dangerous	ADJ
easat-9643	92	6	in	in	ADP
easat-9643	92	7	cybersecurity	cybersecurity	NOUN
easat-9643	92	8	,	,	PUNCT
easat-9643	92	9	where	where	SCONJ
easat-9643	92	10	ai	ai	PROPN
easat-9643	92	11	systems	system	NOUN
easat-9643	92	12	are	be	AUX
easat-9643	92	13	deployed	deploy	VERB
easat-9643	92	14	to	to	PART
easat-9643	92	15	detect	detect	VERB
easat-9643	92	16	and	and	CCONJ
easat-9643	92	17	block	block	NOUN
easat-9643	92	18	cyberattacks	cyberattack	NOUN
easat-9643	92	19	.	.	PUNCT
easat-9643	93	1	by	by	ADP
easat-9643	93	2	modifying	modify	VERB
easat-9643	93	3	malware	malware	NOUN
easat-9643	93	4	or	or	CCONJ
easat-9643	93	5	malicious	malicious	ADJ
easat-9643	93	6	actions	action	NOUN
easat-9643	93	7	in	in	ADP
easat-9643	93	8	ways	way	NOUN
easat-9643	93	9	that	that	PRON
easat-9643	93	10	avoid	avoid	VERB
easat-9643	93	11	recognition	recognition	NOUN
easat-9643	93	12	by	by	ADP
easat-9643	93	13	the	the	DET
easat-9643	93	14	ai	ai	NOUN
easat-9643	93	15	,	,	PUNCT
easat-9643	93	16	attackers	attacker	NOUN
easat-9643	93	17	can	can	AUX
easat-9643	93	18	bypass	bypass	VERB
easat-9643	93	19	even	even	ADV
easat-9643	93	20	sophisticated	sophisticated	ADJ
easat-9643	93	21	security	security	NOUN
easat-9643	93	22	measures	measure	NOUN
easat-9643	93	23	,	,	PUNCT
easat-9643	93	24	leaving	leave	VERB
easat-9643	93	25	systems	system	NOUN
easat-9643	93	26	vulnerable	vulnerable	ADJ
easat-9643	93	27	to	to	ADP
easat-9643	93	28	further	further	ADJ
easat-9643	93	29	compromise	compromise	NOUN
easat-9643	93	30	.	.	PUNCT
easat-9643	94	1	another	another	DET
easat-9643	94	2	significant	significant	ADJ
easat-9643	94	3	concern	concern	NOUN
easat-9643	94	4	is	be	AUX
easat-9643	94	5	the	the	DET
easat-9643	94	6	deliberate	deliberate	ADJ
easat-9643	94	7	manipulation	manipulation	NOUN
easat-9643	94	8	of	of	ADP
easat-9643	94	9	ai	ai	ADJ
easat-9643	94	10	models	model	NOUN
easat-9643	94	11	by	by	ADP
easat-9643	94	12	attackers	attacker	NOUN
easat-9643	94	13	who	who	PRON
easat-9643	94	14	gain	gain	VERB
easat-9643	94	15	access	access	NOUN
easat-9643	94	16	to	to	ADP
easat-9643	94	17	the	the	DET
easat-9643	94	18	ai	ai	NOUN
easat-9643	94	19	's	's	PART
easat-9643	94	20	operational	operational	ADJ
easat-9643	94	21	environment	environment	NOUN
easat-9643	94	22	,	,	PUNCT
easat-9643	94	23	whether	whether	SCONJ
easat-9643	94	24	through	through	ADP
easat-9643	94	25	external	external	ADJ
easat-9643	94	26	breaches	breach	NOUN
easat-9643	94	27	or	or	CCONJ
easat-9643	94	28	insider	insider	NOUN
easat-9643	94	29	threats	threat	NOUN
easat-9643	94	30	.	.	PUNCT
easat-9643	95	1	malicious	malicious	ADJ
easat-9643	95	2	actors	actor	NOUN
easat-9643	95	3	can	can	AUX
easat-9643	95	4	alter	alter	VERB
easat-9643	95	5	ai	ai	VERB
easat-9643	95	6	models	model	NOUN
easat-9643	95	7	to	to	PART
easat-9643	95	8	distort	distort	VERB
easat-9643	95	9	decision	decision	NOUN
easat-9643	95	10	-	-	PUNCT
easat-9643	95	11	making	make	VERB
easat-9643	95	12	processes	process	NOUN
easat-9643	95	13	for	for	ADP
easat-9643	95	14	harmful	harmful	ADJ
easat-9643	95	15	purposes	purpose	NOUN
easat-9643	95	16	.	.	PUNCT
easat-9643	96	1	in	in	ADP
easat-9643	96	2	the	the	DET
easat-9643	96	3	financial	financial	ADJ
easat-9643	96	4	sector	sector	NOUN
easat-9643	96	5	,	,	PUNCT
easat-9643	96	6	compromising	compromise	VERB
easat-9643	96	7	ai	ai	NOUN
easat-9643	96	8	systems	system	NOUN
easat-9643	96	9	can	can	AUX
easat-9643	96	10	allow	allow	VERB
easat-9643	96	11	adversaries	adversary	NOUN
easat-9643	96	12	to	to	PART
easat-9643	96	13	manipulate	manipulate	VERB
easat-9643	96	14	stock	stock	NOUN
easat-9643	96	15	prices	price	NOUN
easat-9643	96	16	or	or	CCONJ
easat-9643	96	17	markets	market	NOUN
easat-9643	96	18	[	[	X
easat-9643	96	19	1	1	NUM
easat-9643	96	20	]	]	PUNCT
easat-9643	96	21	.	.	PUNCT
easat-9643	97	1	similarly	similarly	ADV
easat-9643	97	2	,	,	PUNCT
easat-9643	97	3	ai	ai	VERB
easat-9643	97	4	models	model	NOUN
easat-9643	97	5	used	use	VERB
easat-9643	97	6	in	in	ADP
easat-9643	97	7	cybersecurity	cybersecurity	NOUN
easat-9643	97	8	can	can	AUX
easat-9643	97	9	be	be	AUX
easat-9643	97	10	exploited	exploit	VERB
easat-9643	97	11	through	through	ADP
easat-9643	97	12	machine	machine	NOUN
easat-9643	97	13	learning	learn	VERB
easat-9643	97	14	manipulation	manipulation	NOUN
easat-9643	97	15	to	to	PART
easat-9643	97	16	create	create	VERB
easat-9643	97	17	mutating	mutating	NOUN
easat-9643	97	18	malware	malware	NOUN
easat-9643	97	19	,	,	PUNCT
easat-9643	97	20	making	make	VERB
easat-9643	97	21	detection	detection	NOUN
easat-9643	97	22	difficult	difficult	ADJ
easat-9643	97	23	and	and	CCONJ
easat-9643	97	24	compromising	compromise	VERB
easat-9643	97	25	network	network	NOUN
easat-9643	97	26	security	security	NOUN
easat-9643	97	27	.	.	PUNCT
easat-9643	98	1	in	in	ADP
easat-9643	98	2	healthcare	healthcare	PROPN
easat-9643	98	3	,	,	PUNCT
easat-9643	98	4	compromised	compromise	VERB
easat-9643	98	5	ai	ai	VERB
easat-9643	98	6	system	system	NOUN
easat-9643	98	7	managing	manage	VERB
easat-9643	98	8	hospital	hospital	NOUN
easat-9643	98	9	resources	resource	NOUN
easat-9643	98	10	could	could	AUX
easat-9643	98	11	divert	divert	VERB
easat-9643	98	12	crucial	crucial	ADJ
easat-9643	98	13	resources	resource	NOUN
easat-9643	98	14	from	from	ADP
easat-9643	98	15	high	high	ADJ
easat-9643	98	16	-	-	PUNCT
easat-9643	98	17	need	need	NOUN
easat-9643	98	18	areas	area	NOUN
easat-9643	98	19	,	,	PUNCT
easat-9643	98	20	causing	cause	VERB
easat-9643	98	21	critical	critical	ADJ
easat-9643	98	22	delays	delay	NOUN
easat-9643	98	23	in	in	ADP
easat-9643	98	24	care	care	NOUN
easat-9643	98	25	.	.	PUNCT
easat-9643	99	1	additionally	additionally	ADV
easat-9643	99	2	,	,	PUNCT
easat-9643	99	3	distributed	distribute	VERB
easat-9643	99	4	denial	denial	NOUN
easat-9643	99	5	of	of	ADP
easat-9643	99	6	service	service	NOUN
easat-9643	99	7	(	(	PUNCT
easat-9643	99	8	ddos	ddo	NOUN
easat-9643	99	9	)	)	PUNCT
easat-9643	99	10	attacks	attack	NOUN
easat-9643	99	11	on	on	ADP
easat-9643	99	12	ai	ai	PRON
easat-9643	99	13	infrastructure	infrastructure	NOUN
easat-9643	99	14	pose	pose	VERB
easat-9643	99	15	an	an	DET
easat-9643	99	16	escalating	escalate	VERB
easat-9643	99	17	threat	threat	NOUN
easat-9643	99	18	.	.	PUNCT
easat-9643	100	1	real	real	ADJ
easat-9643	100	2	-	-	PUNCT
easat-9643	100	3	time	time	NOUN
easat-9643	100	4	ai	ai	PROPN
easat-9643	100	5	applications	application	NOUN
easat-9643	100	6	,	,	PUNCT
easat-9643	100	7	such	such	ADJ
easat-9643	100	8	as	as	ADP
easat-9643	100	9	those	those	PRON
easat-9643	100	10	in	in	ADP
easat-9643	100	11	smart	smart	ADJ
easat-9643	100	12	cities	city	NOUN
easat-9643	100	13	or	or	CCONJ
easat-9643	100	14	cybersecurity	cybersecurity	NOUN
easat-9643	100	15	,	,	PUNCT
easat-9643	100	16	require	require	VERB
easat-9643	100	17	significant	significant	ADJ
easat-9643	100	18	computational	computational	ADJ
easat-9643	100	19	power	power	NOUN
easat-9643	100	20	.	.	PUNCT
easat-9643	101	1	a	a	DET
easat-9643	101	2	ddos	ddos	NOUN
easat-9643	101	3	attack	attack	NOUN
easat-9643	101	4	could	could	AUX
easat-9643	101	5	flood	flood	VERB
easat-9643	101	6	these	these	DET
easat-9643	101	7	systems	system	NOUN
easat-9643	101	8	with	with	ADP
easat-9643	101	9	traffic	traffic	NOUN
easat-9643	101	10	,	,	PUNCT
easat-9643	101	11	leading	lead	VERB
easat-9643	101	12	to	to	ADP
easat-9643	101	13	widespread	widespread	ADJ
easat-9643	101	14	disruption	disruption	NOUN
easat-9643	101	15	,	,	PUNCT
easat-9643	101	16	such	such	ADJ
easat-9643	101	17	as	as	ADP
easat-9643	101	18	gridlock	gridlock	NOUN
easat-9643	101	19	in	in	ADP
easat-9643	101	20	smart	smart	ADJ
easat-9643	101	21	cities	city	NOUN
easat-9643	101	22	or	or	CCONJ
easat-9643	101	23	paralyzed	paralyzed	ADJ
easat-9643	101	24	cybersecurity	cybersecurity	NOUN
easat-9643	101	25	defenses	defense	NOUN
easat-9643	101	26	[	[	X
easat-9643	101	27	1	1	NUM
easat-9643	101	28	]	]	PUNCT
easat-9643	101	29	.	.	PUNCT
easat-9643	102	1	similarly	similarly	ADV
easat-9643	102	2	,	,	PUNCT
easat-9643	102	3	ai	ai	ADJ
easat-9643	102	4	-	-	PUNCT
easat-9643	102	5	driven	drive	VERB
easat-9643	102	6	cybersecurity	cybersecurity	NOUN
easat-9643	102	7	systems	system	NOUN
easat-9643	102	8	responsible	responsible	ADJ
easat-9643	102	9	for	for	ADP
easat-9643	102	10	network	network	NOUN
easat-9643	102	11	monitoring	monitoring	NOUN
easat-9643	102	12	could	could	AUX
easat-9643	102	13	be	be	AUX
easat-9643	102	14	rendered	render	VERB
easat-9643	102	15	inoperable	inoperable	ADJ
easat-9643	102	16	,	,	PUNCT
easat-9643	102	17	exposing	expose	VERB
easat-9643	102	18	the	the	DET
easat-9643	102	19	system	system	NOUN
easat-9643	102	20	to	to	ADP
easat-9643	102	21	further	further	ADJ
easat-9643	102	22	exploitation	exploitation	NOUN
easat-9643	102	23	and	and	CCONJ
easat-9643	102	24	leaving	leave	VERB
easat-9643	102	25	it	it	PRON
easat-9643	102	26	vulnerable	vulnerable	ADJ
easat-9643	102	27	to	to	ADP
easat-9643	102	28	more	more	ADV
easat-9643	102	29	sophisticated	sophisticated	ADJ
easat-9643	102	30	attacks	attack	NOUN
easat-9643	102	31	.	.	PUNCT
easat-9643	103	1	1456	1456	NUM
easat-9643	103	2	edelweiss	edelweiss	PROPN
easat-9643	103	3	applied	apply	VERB
easat-9643	103	4	science	science	NOUN
easat-9643	103	5	and	and	CCONJ
easat-9643	103	6	technology	technology	NOUN
easat-9643	103	7	issn	issn	PROPN
easat-9643	103	8	:	:	PUNCT
easat-9643	103	9	2576	2576	NUM
easat-9643	103	10	-	-	SYM
easat-9643	103	11	8484	8484	NUM
easat-9643	103	12	vol	vol	NOUN
easat-9643	103	13	.	.	PROPN
easat-9643	104	1	9	9	NUM
easat-9643	104	2	,	,	PUNCT
easat-9643	104	3	no	no	INTJ
easat-9643	104	4	.	.	NOUN
easat-9643	104	5	8	8	NUM
easat-9643	104	6	:	:	PUNCT
easat-9643	104	7	1452	1452	NUM
easat-9643	104	8	-	-	SYM
easat-9643	104	9	1463	1463	NUM
easat-9643	104	10	,	,	PUNCT
easat-9643	104	11	2025	2025	NUM
easat-9643	104	12	doi	doi	NOUN
easat-9643	104	13	:	:	PUNCT
easat-9643	104	14	10.55214/2576	10.55214/2576	NUM
easat-9643	104	15	-	-	PUNCT
easat-9643	104	16	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	104	17	©	©	PROPN
easat-9643	104	18	2025	2025	NUM
easat-9643	104	19	by	by	ADP
easat-9643	104	20	the	the	DET
easat-9643	104	21	author	author	NOUN
easat-9643	104	22	;	;	PUNCT
easat-9643	104	23	licensee	licensee	PROPN
easat-9643	104	24	learning	learning	NOUN
easat-9643	104	25	gate	gate	VERB
easat-9643	104	26	these	these	DET
easat-9643	104	27	examples	example	NOUN
easat-9643	104	28	underscore	underscore	VERB
easat-9643	104	29	the	the	DET
easat-9643	104	30	wide	wide	ADJ
easat-9643	104	31	range	range	NOUN
easat-9643	104	32	of	of	ADP
easat-9643	104	33	threats	threat	NOUN
easat-9643	104	34	ai	ai	VERB
easat-9643	104	35	systems	system	NOUN
easat-9643	104	36	face	face	NOUN
easat-9643	104	37	as	as	SCONJ
easat-9643	104	38	they	they	PRON
easat-9643	104	39	become	become	AUX
easat-9643	104	40	increasingly	increasingly	ADV
easat-9643	104	41	integrated	integrate	VERB
easat-9643	104	42	into	into	ADP
easat-9643	104	43	vital	vital	ADJ
easat-9643	104	44	sectors	sector	NOUN
easat-9643	104	45	.	.	PUNCT
easat-9643	105	1	the	the	DET
easat-9643	105	2	complexity	complexity	NOUN
easat-9643	105	3	and	and	CCONJ
easat-9643	105	4	sophistication	sophistication	NOUN
easat-9643	105	5	of	of	ADP
easat-9643	105	6	these	these	DET
easat-9643	105	7	attacks	attack	NOUN
easat-9643	105	8	highlight	highlight	VERB
easat-9643	105	9	the	the	DET
easat-9643	105	10	need	need	NOUN
easat-9643	105	11	for	for	ADP
easat-9643	105	12	enhanced	enhanced	ADJ
easat-9643	105	13	cybersecurity	cybersecurity	NOUN
easat-9643	105	14	measures	measure	NOUN
easat-9643	105	15	specifically	specifically	ADV
easat-9643	105	16	designed	design	VERB
easat-9643	105	17	to	to	PART
easat-9643	105	18	protect	protect	VERB
easat-9643	105	19	ai	ai	PROPN
easat-9643	105	20	systems	system	NOUN
easat-9643	105	21	.	.	PUNCT
easat-9643	106	1	as	as	SCONJ
easat-9643	106	2	ai	ai	PROPN
easat-9643	106	3	continues	continue	VERB
easat-9643	106	4	to	to	PART
easat-9643	106	5	evolve	evolve	VERB
easat-9643	106	6	and	and	CCONJ
easat-9643	106	7	take	take	VERB
easat-9643	106	8	on	on	ADP
easat-9643	106	9	more	more	ADV
easat-9643	106	10	critical	critical	ADJ
easat-9643	106	11	roles	role	NOUN
easat-9643	106	12	in	in	ADP
easat-9643	106	13	society	society	NOUN
easat-9643	106	14	,	,	PUNCT
easat-9643	106	15	understanding	understand	VERB
easat-9643	106	16	and	and	CCONJ
easat-9643	106	17	addressing	address	VERB
easat-9643	106	18	these	these	DET
easat-9643	106	19	vulnerabilities	vulnerability	NOUN
easat-9643	106	20	will	will	AUX
easat-9643	106	21	be	be	AUX
easat-9643	106	22	essential	essential	ADJ
easat-9643	106	23	in	in	ADP
easat-9643	106	24	preventing	prevent	VERB
easat-9643	106	25	large	large	ADJ
easat-9643	106	26	-	-	PUNCT
easat-9643	106	27	scale	scale	NOUN
easat-9643	106	28	disruptions	disruption	NOUN
easat-9643	106	29	and	and	CCONJ
easat-9643	106	30	ensuring	ensure	VERB
easat-9643	106	31	the	the	DET
easat-9643	106	32	safe	safe	ADJ
easat-9643	106	33	operation	operation	NOUN
easat-9643	106	34	of	of	ADP
easat-9643	106	35	ai	ai	PROPN
easat-9643	106	36	technologies	technology	NOUN
easat-9643	106	37	across	across	ADP
easat-9643	106	38	industries	industry	NOUN
easat-9643	106	39	.	.	PUNCT
easat-9643	107	1	2	2	X
easat-9643	107	2	.	.	X
easat-9643	107	3	data	datum	NOUN
easat-9643	107	4	security	security	NOUN
easat-9643	107	5	and	and	CCONJ
easat-9643	107	6	privacy	privacy	NOUN
easat-9643	107	7	concerns	concern	NOUN
easat-9643	107	8	artificial	artificial	ADJ
easat-9643	107	9	intelligence	intelligence	NOUN
easat-9643	107	10	(	(	PUNCT
easat-9643	107	11	ai	ai	NOUN
easat-9643	107	12	)	)	PUNCT
easat-9643	107	13	systems	system	NOUN
easat-9643	107	14	are	be	AUX
easat-9643	107	15	fundamentally	fundamentally	ADV
easat-9643	107	16	data	datum	NOUN
easat-9643	107	17	-	-	PUNCT
easat-9643	107	18	driven	drive	VERB
easat-9643	107	19	.	.	PUNCT
easat-9643	108	1	the	the	DET
easat-9643	108	2	effectiveness	effectiveness	NOUN
easat-9643	108	3	and	and	CCONJ
easat-9643	108	4	accuracy	accuracy	NOUN
easat-9643	108	5	of	of	ADP
easat-9643	108	6	ai	ai	VERB
easat-9643	108	7	largely	largely	ADV
easat-9643	108	8	depend	depend	VERB
easat-9643	108	9	on	on	ADP
easat-9643	108	10	the	the	DET
easat-9643	108	11	volume	volume	NOUN
easat-9643	108	12	,	,	PUNCT
easat-9643	108	13	variety	variety	NOUN
easat-9643	108	14	,	,	PUNCT
easat-9643	108	15	and	and	CCONJ
easat-9643	108	16	quality	quality	NOUN
easat-9643	108	17	of	of	ADP
easat-9643	108	18	the	the	DET
easat-9643	108	19	data	datum	NOUN
easat-9643	108	20	they	they	PRON
easat-9643	108	21	are	be	AUX
easat-9643	108	22	trained	train	VERB
easat-9643	108	23	on	on	ADP
easat-9643	108	24	.	.	PUNCT
easat-9643	109	1	these	these	DET
easat-9643	109	2	datasets	dataset	NOUN
easat-9643	109	3	often	often	ADV
easat-9643	109	4	contain	contain	VERB
easat-9643	109	5	sensitive	sensitive	ADJ
easat-9643	109	6	personal	personal	ADJ
easat-9643	109	7	,	,	PUNCT
easat-9643	109	8	financial	financial	ADJ
easat-9643	109	9	,	,	PUNCT
easat-9643	109	10	and	and	CCONJ
easat-9643	109	11	health	health	NOUN
easat-9643	109	12	-	-	PUNCT
easat-9643	109	13	related	relate	VERB
easat-9643	109	14	information	information	NOUN
easat-9643	109	15	,	,	PUNCT
easat-9643	109	16	making	make	VERB
easat-9643	109	17	the	the	DET
easat-9643	109	18	security	security	NOUN
easat-9643	109	19	of	of	ADP
easat-9643	109	20	these	these	DET
easat-9643	109	21	data	datum	NOUN
easat-9643	109	22	assets	asset	NOUN
easat-9643	109	23	crucial	crucial	ADJ
easat-9643	109	24	.	.	PUNCT
easat-9643	110	1	in	in	ADP
easat-9643	110	2	sectors	sector	NOUN
easat-9643	110	3	such	such	ADJ
easat-9643	110	4	as	as	ADP
easat-9643	110	5	healthcare	healthcare	NOUN
easat-9643	110	6	,	,	PUNCT
easat-9643	110	7	finance	finance	NOUN
easat-9643	110	8	,	,	PUNCT
easat-9643	110	9	and	and	CCONJ
easat-9643	110	10	national	national	ADJ
easat-9643	110	11	security	security	NOUN
easat-9643	110	12	,	,	PUNCT
easat-9643	110	13	where	where	SCONJ
easat-9643	110	14	data	datum	NOUN
easat-9643	110	15	is	be	AUX
easat-9643	110	16	not	not	PART
easat-9643	110	17	only	only	ADV
easat-9643	110	18	valuable	valuable	ADJ
easat-9643	110	19	but	but	CCONJ
easat-9643	110	20	also	also	ADV
easat-9643	110	21	highly	highly	ADV
easat-9643	110	22	confidential	confidential	ADJ
easat-9643	110	23	,	,	PUNCT
easat-9643	110	24	breaches	breach	NOUN
easat-9643	110	25	can	can	AUX
easat-9643	110	26	have	have	VERB
easat-9643	110	27	far	far	ADV
easat-9643	110	28	-	-	PUNCT
easat-9643	110	29	reaching	reach	VERB
easat-9643	110	30	consequences	consequence	NOUN
easat-9643	110	31	both	both	CCONJ
easat-9643	110	32	at	at	ADP
easat-9643	110	33	an	an	DET
easat-9643	110	34	individual	individual	ADJ
easat-9643	110	35	and	and	CCONJ
easat-9643	110	36	societal	societal	ADJ
easat-9643	110	37	level	level	NOUN
easat-9643	110	38	.	.	PUNCT
easat-9643	111	1	as	as	SCONJ
easat-9643	111	2	ai	ai	NOUN
easat-9643	111	3	becomes	becomes	AUX
easat-9643	111	4	increasingly	increasingly	ADV
easat-9643	111	5	integrated	integrate	VERB
easat-9643	111	6	into	into	ADP
easat-9643	111	7	these	these	DET
easat-9643	111	8	critical	critical	ADJ
easat-9643	111	9	sectors	sector	NOUN
easat-9643	111	10	,	,	PUNCT
easat-9643	111	11	the	the	DET
easat-9643	111	12	risk	risk	NOUN
easat-9643	111	13	of	of	ADP
easat-9643	111	14	data	datum	NOUN
easat-9643	111	15	breaches	breach	NOUN
easat-9643	111	16	and	and	CCONJ
easat-9643	111	17	privacy	privacy	NOUN
easat-9643	111	18	violations	violation	NOUN
easat-9643	111	19	grows	grow	VERB
easat-9643	111	20	significantly	significantly	ADV
easat-9643	111	21	.	.	PUNCT
easat-9643	112	1	2.1	2.1	NUM
easat-9643	112	2	.	.	PUNCT
easat-9643	113	1	the	the	DET
easat-9643	113	2	sensitivity	sensitivity	NOUN
easat-9643	113	3	of	of	ADP
easat-9643	113	4	ai	ai	ADJ
easat-9643	113	5	data	datum	NOUN
easat-9643	113	6	the	the	DET
easat-9643	113	7	nature	nature	NOUN
easat-9643	113	8	of	of	ADP
easat-9643	113	9	the	the	DET
easat-9643	113	10	data	datum	NOUN
easat-9643	113	11	ai	ai	VERB
easat-9643	113	12	systems	system	NOUN
easat-9643	113	13	rely	rely	VERB
easat-9643	113	14	on	on	ADP
easat-9643	113	15	is	be	AUX
easat-9643	113	16	what	what	PRON
easat-9643	113	17	makes	make	VERB
easat-9643	113	18	security	security	NOUN
easat-9643	113	19	so	so	ADV
easat-9643	113	20	paramount	paramount	ADJ
easat-9643	113	21	.	.	PUNCT
easat-9643	114	1	for	for	ADP
easat-9643	114	2	instance	instance	NOUN
easat-9643	114	3	,	,	PUNCT
easat-9643	114	4	in	in	ADP
easat-9643	114	5	the	the	DET
easat-9643	114	6	healthcare	healthcare	NOUN
easat-9643	114	7	sector	sector	NOUN
easat-9643	114	8	,	,	PUNCT
easat-9643	114	9	ai	ai	AUX
easat-9643	114	10	systems	system	NOUN
easat-9643	114	11	used	use	VERB
easat-9643	114	12	to	to	PART
easat-9643	114	13	assist	assist	VERB
easat-9643	114	14	in	in	ADP
easat-9643	114	15	diagnosis	diagnosis	NOUN
easat-9643	114	16	or	or	CCONJ
easat-9643	114	17	treatments	treatment	NOUN
easat-9643	114	18	rely	rely	VERB
easat-9643	114	19	on	on	ADP
easat-9643	114	20	large	large	ADJ
easat-9643	114	21	volumes	volume	NOUN
easat-9643	114	22	of	of	ADP
easat-9643	114	23	medical	medical	ADJ
easat-9643	114	24	records	record	NOUN
easat-9643	114	25	that	that	PRON
easat-9643	114	26	include	include	VERB
easat-9643	114	27	personal	personal	ADJ
easat-9643	114	28	health	health	NOUN
easat-9643	114	29	information	information	NOUN
easat-9643	114	30	(	(	PUNCT
easat-9643	114	31	phi	phi	NOUN
easat-9643	114	32	)	)	PUNCT
easat-9643	114	33	.	.	PUNCT
easat-9643	115	1	a	a	DET
easat-9643	115	2	breach	breach	NOUN
easat-9643	115	3	of	of	ADP
easat-9643	115	4	this	this	DET
easat-9643	115	5	data	datum	NOUN
easat-9643	115	6	can	can	AUX
easat-9643	115	7	lead	lead	VERB
easat-9643	115	8	to	to	ADP
easat-9643	115	9	privacy	privacy	NOUN
easat-9643	115	10	violations	violation	NOUN
easat-9643	115	11	,	,	PUNCT
easat-9643	115	12	identity	identity	NOUN
easat-9643	115	13	theft	theft	NOUN
easat-9643	115	14	,	,	PUNCT
easat-9643	115	15	and	and	CCONJ
easat-9643	115	16	insurance	insurance	NOUN
easat-9643	115	17	fraud	fraud	NOUN
easat-9643	115	18	.	.	PUNCT
easat-9643	116	1	similarly	similarly	ADV
easat-9643	116	2	,	,	PUNCT
easat-9643	116	3	ai	ai	VERB
easat-9643	116	4	systems	system	NOUN
easat-9643	116	5	in	in	ADP
easat-9643	116	6	finance	finance	NOUN
easat-9643	116	7	analyze	analyze	VERB
easat-9643	116	8	personal	personal	ADJ
easat-9643	116	9	financial	financial	ADJ
easat-9643	116	10	information	information	NOUN
easat-9643	116	11	,	,	PUNCT
easat-9643	116	12	and	and	CCONJ
easat-9643	116	13	breaches	breach	NOUN
easat-9643	116	14	can	can	AUX
easat-9643	116	15	result	result	VERB
easat-9643	116	16	in	in	ADP
easat-9643	116	17	devastating	devastating	ADJ
easat-9643	116	18	financial	financial	ADJ
easat-9643	116	19	loss	loss	NOUN
easat-9643	116	20	and	and	CCONJ
easat-9643	116	21	erode	erode	VERB
easat-9643	116	22	trust	trust	NOUN
easat-9643	116	23	in	in	ADP
easat-9643	116	24	financial	financial	ADJ
easat-9643	116	25	institutions	institution	NOUN
easat-9643	116	26	.	.	PUNCT
easat-9643	117	1	2.2	2.2	NUM
easat-9643	117	2	.	.	PUNCT
easat-9643	117	3	model	model	NOUN
easat-9643	117	4	inversion	inversion	NOUN
easat-9643	117	5	attacks	attack	NOUN
easat-9643	117	6	:	:	PUNCT
easat-9643	117	7	a	a	DET
easat-9643	117	8	new	new	ADJ
easat-9643	117	9	threat	threat	NOUN
easat-9643	117	10	beyond	beyond	ADP
easat-9643	117	11	traditional	traditional	ADJ
easat-9643	117	12	data	datum	NOUN
easat-9643	117	13	breaches	breach	NOUN
easat-9643	117	14	,	,	PUNCT
easat-9643	117	15	ai	ai	AUX
easat-9643	117	16	introduces	introduce	NOUN
easat-9643	117	17	new	new	ADJ
easat-9643	117	18	risks	risk	NOUN
easat-9643	117	19	like	like	ADP
easat-9643	117	20	model	model	NOUN
easat-9643	117	21	inversion	inversion	NOUN
easat-9643	117	22	attacks	attack	NOUN
easat-9643	117	23	.	.	PUNCT
easat-9643	118	1	in	in	ADP
easat-9643	118	2	these	these	DET
easat-9643	118	3	attacks	attack	NOUN
easat-9643	118	4	,	,	PUNCT
easat-9643	118	5	adversaries	adversary	NOUN
easat-9643	118	6	exploit	exploit	VERB
easat-9643	118	7	an	an	DET
easat-9643	118	8	ai	ai	NOUN
easat-9643	118	9	model	model	NOUN
easat-9643	118	10	’s	’s	PART
easat-9643	118	11	outputs	output	NOUN
easat-9643	118	12	to	to	PART
easat-9643	118	13	infer	infer	VERB
easat-9643	118	14	sensitive	sensitive	ADJ
easat-9643	118	15	information	information	NOUN
easat-9643	118	16	from	from	ADP
easat-9643	118	17	the	the	DET
easat-9643	118	18	training	training	NOUN
easat-9643	118	19	data	datum	NOUN
easat-9643	118	20	,	,	PUNCT
easat-9643	118	21	even	even	ADV
easat-9643	118	22	without	without	ADP
easat-9643	118	23	direct	direct	ADJ
easat-9643	118	24	access	access	NOUN
easat-9643	118	25	to	to	ADP
easat-9643	118	26	it	it	PRON
easat-9643	118	27	.	.	PUNCT
easat-9643	119	1	this	this	PRON
easat-9643	119	2	could	could	AUX
easat-9643	119	3	lead	lead	VERB
easat-9643	119	4	to	to	ADP
easat-9643	119	5	the	the	DET
easat-9643	119	6	reconstruction	reconstruction	NOUN
easat-9643	119	7	of	of	ADP
easat-9643	119	8	personal	personal	ADJ
easat-9643	119	9	data	datum	NOUN
easat-9643	119	10	,	,	PUNCT
easat-9643	119	11	such	such	ADJ
easat-9643	119	12	as	as	ADP
easat-9643	119	13	medical	medical	ADJ
easat-9643	119	14	conditions	condition	NOUN
easat-9643	119	15	or	or	CCONJ
easat-9643	119	16	financial	financial	ADJ
easat-9643	119	17	information	information	NOUN
easat-9643	119	18	,	,	PUNCT
easat-9643	119	19	making	make	VERB
easat-9643	119	20	it	it	PRON
easat-9643	119	21	a	a	DET
easat-9643	119	22	significant	significant	ADJ
easat-9643	119	23	privacy	privacy	NOUN
easat-9643	119	24	threat	threat	NOUN
easat-9643	119	25	.	.	PUNCT
easat-9643	120	1	2.3	2.3	NUM
easat-9643	120	2	.	.	PUNCT
easat-9643	120	3	integrating	integrate	VERB
easat-9643	120	4	explainable	explainable	ADJ
easat-9643	120	5	ai	ai	NOUN
easat-9643	120	6	(	(	PUNCT
easat-9643	120	7	xai	xai	PROPN
easat-9643	120	8	)	)	PUNCT
easat-9643	120	9	to	to	PART
easat-9643	120	10	enhance	enhance	VERB
easat-9643	120	11	trust	trust	NOUN
easat-9643	120	12	to	to	PART
easat-9643	120	13	address	address	VERB
easat-9643	120	14	the	the	DET
easat-9643	120	15	growing	grow	VERB
easat-9643	120	16	concerns	concern	NOUN
easat-9643	120	17	around	around	ADP
easat-9643	120	18	ai	ai	PROPN
easat-9643	120	19	data	data	NOUN
easat-9643	120	20	privacy	privacy	NOUN
easat-9643	120	21	,	,	PUNCT
easat-9643	120	22	explainable	explainable	ADJ
easat-9643	120	23	ai	ai	NOUN
easat-9643	120	24	(	(	PUNCT
easat-9643	120	25	xai	xai	PROPN
easat-9643	120	26	)	)	PUNCT
easat-9643	120	27	offers	offer	VERB
easat-9643	120	28	a	a	DET
easat-9643	120	29	valuable	valuable	ADJ
easat-9643	120	30	solution	solution	NOUN
easat-9643	120	31	by	by	ADP
easat-9643	120	32	providing	provide	VERB
easat-9643	120	33	transparency	transparency	NOUN
easat-9643	120	34	in	in	ADP
easat-9643	120	35	how	how	SCONJ
easat-9643	120	36	ai	ai	VERB
easat-9643	120	37	models	model	NOUN
easat-9643	120	38	handle	handle	VERB
easat-9643	120	39	sensitive	sensitive	ADJ
easat-9643	120	40	data	datum	NOUN
easat-9643	120	41	.	.	PUNCT
easat-9643	121	1	according	accord	VERB
easat-9643	121	2	to	to	ADP
easat-9643	121	3	sarker	sarker	NOUN
easat-9643	121	4	,	,	PUNCT
easat-9643	121	5	et	et	PROPN
easat-9643	121	6	al	al	PROPN
easat-9643	121	7	.	.	PUNCT
easat-9643	122	1	[	[	X
easat-9643	122	2	5	5	X
easat-9643	122	3	]	]	PUNCT
easat-9643	122	4	xai	xai	PROPN
easat-9643	122	5	not	not	PART
easat-9643	122	6	only	only	ADV
easat-9643	122	7	improves	improve	VERB
easat-9643	122	8	the	the	DET
easat-9643	122	9	trustworthiness	trustworthiness	NOUN
easat-9643	122	10	of	of	ADP
easat-9643	122	11	ai	ai	PROPN
easat-9643	122	12	systems	system	NOUN
easat-9643	122	13	but	but	CCONJ
easat-9643	122	14	also	also	ADV
easat-9643	122	15	enhances	enhance	VERB
easat-9643	122	16	data	datum	NOUN
easat-9643	122	17	security	security	NOUN
easat-9643	122	18	by	by	ADP
easat-9643	122	19	enabling	enable	VERB
easat-9643	122	20	users	user	NOUN
easat-9643	122	21	to	to	PART
easat-9643	122	22	understand	understand	VERB
easat-9643	122	23	how	how	SCONJ
easat-9643	122	24	decisions	decision	NOUN
easat-9643	122	25	are	be	AUX
easat-9643	122	26	made	make	VERB
easat-9643	122	27	,	,	PUNCT
easat-9643	122	28	reducing	reduce	VERB
easat-9643	122	29	the	the	DET
easat-9643	122	30	risk	risk	NOUN
easat-9643	122	31	of	of	ADP
easat-9643	122	32	unintentional	unintentional	ADJ
easat-9643	122	33	data	datum	NOUN
easat-9643	122	34	exposure	exposure	NOUN
easat-9643	122	35	.	.	PUNCT
easat-9643	123	1	xai	xai	PROPN
easat-9643	123	2	ensures	ensure	VERB
easat-9643	123	3	that	that	SCONJ
easat-9643	123	4	even	even	ADV
easat-9643	123	5	in	in	ADP
easat-9643	123	6	cases	case	NOUN
easat-9643	123	7	where	where	SCONJ
easat-9643	123	8	ai	ai	VERB
easat-9643	123	9	models	model	NOUN
easat-9643	123	10	are	be	AUX
easat-9643	123	11	processing	process	VERB
easat-9643	123	12	sensitive	sensitive	ADJ
easat-9643	123	13	data	datum	NOUN
easat-9643	123	14	,	,	PUNCT
easat-9643	123	15	the	the	DET
easat-9643	123	16	reasoning	reasoning	NOUN
easat-9643	123	17	behind	behind	ADP
easat-9643	123	18	their	their	PRON
easat-9643	123	19	decisions	decision	NOUN
easat-9643	123	20	can	can	AUX
easat-9643	123	21	be	be	AUX
easat-9643	123	22	monitored	monitor	VERB
easat-9643	123	23	and	and	CCONJ
easat-9643	123	24	verified	verify	VERB
easat-9643	123	25	without	without	ADP
easat-9643	123	26	exposing	expose	VERB
easat-9643	123	27	confidential	confidential	ADJ
easat-9643	123	28	information	information	NOUN
easat-9643	123	29	.	.	PUNCT
easat-9643	124	1	2.4	2.4	NUM
easat-9643	124	2	.	.	PUNCT
easat-9643	125	1	ai	ai	VERB
easat-9643	125	2	and	and	CCONJ
easat-9643	125	3	data	datum	NOUN
easat-9643	125	4	breach	breach	NOUN
easat-9643	125	5	amplification	amplification	NOUN
easat-9643	125	6	ai	ai	VERB
easat-9643	125	7	systems	system	NOUN
easat-9643	125	8	process	process	VERB
easat-9643	125	9	large	large	ADJ
easat-9643	125	10	-	-	PUNCT
easat-9643	125	11	scale	scale	NOUN
easat-9643	125	12	data	datum	NOUN
easat-9643	125	13	,	,	PUNCT
easat-9643	125	14	amplifying	amplify	VERB
easat-9643	125	15	the	the	DET
easat-9643	125	16	consequences	consequence	NOUN
easat-9643	125	17	of	of	ADP
easat-9643	125	18	a	a	DET
easat-9643	125	19	breach	breach	NOUN
easat-9643	125	20	.	.	PUNCT
easat-9643	126	1	a	a	DET
easat-9643	126	2	single	single	ADJ
easat-9643	126	3	compromised	compromised	ADJ
easat-9643	126	4	system	system	NOUN
easat-9643	126	5	could	could	AUX
easat-9643	126	6	expose	expose	VERB
easat-9643	126	7	millions	million	NOUN
easat-9643	126	8	of	of	ADP
easat-9643	126	9	records	record	NOUN
easat-9643	126	10	across	across	ADP
easat-9643	126	11	multiple	multiple	ADJ
easat-9643	126	12	institutions	institution	NOUN
easat-9643	126	13	.	.	PUNCT
easat-9643	127	1	ai	ai	VERB
easat-9643	127	2	models	model	NOUN
easat-9643	127	3	also	also	ADV
easat-9643	127	4	aggregate	aggregate	VERB
easat-9643	127	5	data	datum	NOUN
easat-9643	127	6	from	from	ADP
easat-9643	127	7	multiple	multiple	ADJ
easat-9643	127	8	sources	source	NOUN
easat-9643	127	9	,	,	PUNCT
easat-9643	127	10	further	far	ADV
easat-9643	127	11	increasing	increase	VERB
easat-9643	127	12	the	the	DET
easat-9643	127	13	potential	potential	ADJ
easat-9643	127	14	damage	damage	NOUN
easat-9643	127	15	from	from	ADP
easat-9643	127	16	a	a	DET
easat-9643	127	17	single	single	ADJ
easat-9643	127	18	breach	breach	NOUN
easat-9643	127	19	.	.	PUNCT
easat-9643	128	1	2.5	2.5	NUM
easat-9643	128	2	.	.	PUNCT
easat-9643	129	1	privacy	privacy	NOUN
easat-9643	129	2	-	-	PUNCT
easat-9643	129	3	preserving	preserve	VERB
easat-9643	129	4	ai	ai	NOUN
easat-9643	129	5	technologies	technology	NOUN
easat-9643	129	6	to	to	PART
easat-9643	129	7	mitigate	mitigate	VERB
easat-9643	129	8	these	these	DET
easat-9643	129	9	risks	risk	NOUN
easat-9643	129	10	,	,	PUNCT
easat-9643	129	11	technologies	technology	NOUN
easat-9643	129	12	such	such	ADJ
easat-9643	129	13	as	as	ADP
easat-9643	129	14	differential	differential	ADJ
easat-9643	129	15	privacy	privacy	NOUN
easat-9643	129	16	and	and	CCONJ
easat-9643	129	17	federated	federated	ADJ
easat-9643	129	18	learning	learning	NOUN
easat-9643	129	19	are	be	AUX
easat-9643	129	20	essential	essential	ADJ
easat-9643	129	21	.	.	PUNCT
easat-9643	130	1	differential	differential	PROPN
easat-9643	130	2	privacy	privacy	NOUN
easat-9643	130	3	ensures	ensure	VERB
easat-9643	130	4	that	that	PRON
easat-9643	130	5	ai	ai	VERB
easat-9643	130	6	systems	system	NOUN
easat-9643	130	7	can	can	AUX
easat-9643	130	8	learn	learn	VERB
easat-9643	130	9	from	from	ADP
easat-9643	130	10	data	datum	NOUN
easat-9643	130	11	while	while	SCONJ
easat-9643	130	12	minimizing	minimize	VERB
easat-9643	130	13	the	the	DET
easat-9643	130	14	risk	risk	NOUN
easat-9643	130	15	of	of	ADP
easat-9643	130	16	exposing	expose	VERB
easat-9643	130	17	individual	individual	ADJ
easat-9643	130	18	information	information	NOUN
easat-9643	130	19	.	.	PUNCT
easat-9643	131	1	federated	federated	ADJ
easat-9643	131	2	learning	learning	NOUN
easat-9643	131	3	,	,	PUNCT
easat-9643	131	4	on	on	ADP
easat-9643	131	5	the	the	DET
easat-9643	131	6	other	other	ADJ
easat-9643	131	7	hand	hand	NOUN
easat-9643	131	8	,	,	PUNCT
easat-9643	131	9	allows	allow	VERB
easat-9643	131	10	ai	ai	VERB
easat-9643	131	11	models	model	NOUN
easat-9643	131	12	to	to	PART
easat-9643	131	13	be	be	AUX
easat-9643	131	14	trained	train	VERB
easat-9643	131	15	across	across	ADP
easat-9643	131	16	decentralized	decentralized	ADJ
easat-9643	131	17	devices	device	NOUN
easat-9643	131	18	,	,	PUNCT
easat-9643	131	19	reducing	reduce	VERB
easat-9643	131	20	the	the	DET
easat-9643	131	21	risk	risk	NOUN
easat-9643	131	22	of	of	ADP
easat-9643	131	23	a	a	DET
easat-9643	131	24	large	large	ADJ
easat-9643	131	25	-	-	PUNCT
easat-9643	131	26	scale	scale	NOUN
easat-9643	131	27	breach	breach	NOUN
easat-9643	131	28	by	by	ADP
easat-9643	131	29	distributing	distribute	VERB
easat-9643	131	30	the	the	DET
easat-9643	131	31	data	datum	NOUN
easat-9643	131	32	.	.	PUNCT
easat-9643	132	1	explainable	explainable	ADJ
easat-9643	132	2	ai	ai	NOUN
easat-9643	132	3	complements	complement	NOUN
easat-9643	132	4	these	these	DET
easat-9643	132	5	methods	method	NOUN
easat-9643	132	6	by	by	ADP
easat-9643	132	7	making	make	VERB
easat-9643	132	8	it	it	PRON
easat-9643	132	9	easier	easy	ADJ
easat-9643	132	10	to	to	PART
easat-9643	132	11	audit	audit	VERB
easat-9643	132	12	ai	ai	NOUN
easat-9643	132	13	systems	system	NOUN
easat-9643	132	14	and	and	CCONJ
easat-9643	132	15	ensure	ensure	VERB
easat-9643	132	16	they	they	PRON
easat-9643	132	17	handle	handle	VERB
easat-9643	132	18	data	datum	NOUN
easat-9643	132	19	in	in	ADP
easat-9643	132	20	compliance	compliance	NOUN
easat-9643	132	21	with	with	ADP
easat-9643	132	22	privacy	privacy	NOUN
easat-9643	132	23	standards	standard	NOUN
easat-9643	133	1	[	[	X
easat-9643	133	2	5	5	NUM
easat-9643	133	3	]	]	PUNCT
easat-9643	133	4	.	.	PUNCT
easat-9643	134	1	1457	1457	NUM
easat-9643	134	2	edelweiss	edelweiss	PROPN
easat-9643	134	3	applied	apply	VERB
easat-9643	134	4	science	science	NOUN
easat-9643	134	5	and	and	CCONJ
easat-9643	134	6	technology	technology	NOUN
easat-9643	134	7	issn	issn	PROPN
easat-9643	134	8	:	:	PUNCT
easat-9643	134	9	2576	2576	NUM
easat-9643	134	10	-	-	SYM
easat-9643	134	11	8484	8484	NUM
easat-9643	134	12	vol	vol	NOUN
easat-9643	134	13	.	.	PROPN
easat-9643	135	1	9	9	NUM
easat-9643	135	2	,	,	PUNCT
easat-9643	135	3	no	no	INTJ
easat-9643	135	4	.	.	NOUN
easat-9643	135	5	8	8	NUM
easat-9643	135	6	:	:	PUNCT
easat-9643	135	7	1452	1452	NUM
easat-9643	135	8	-	-	SYM
easat-9643	135	9	1463	1463	NUM
easat-9643	135	10	,	,	PUNCT
easat-9643	135	11	2025	2025	NUM
easat-9643	135	12	doi	doi	NOUN
easat-9643	135	13	:	:	PUNCT
easat-9643	135	14	10.55214/2576	10.55214/2576	NUM
easat-9643	135	15	-	-	PUNCT
easat-9643	135	16	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	135	17	©	©	PROPN
easat-9643	135	18	2025	2025	NUM
easat-9643	135	19	by	by	ADP
easat-9643	135	20	the	the	DET
easat-9643	135	21	author	author	NOUN
easat-9643	135	22	;	;	PUNCT
easat-9643	135	23	licensee	licensee	PROPN
easat-9643	135	24	learning	learning	NOUN
easat-9643	135	25	gate	gate	NOUN
easat-9643	135	26	however	however	ADV
easat-9643	135	27	,	,	PUNCT
easat-9643	135	28	the	the	DET
easat-9643	135	29	rapid	rapid	ADJ
easat-9643	135	30	pace	pace	NOUN
easat-9643	135	31	of	of	ADP
easat-9643	135	32	ai	ai	VERB
easat-9643	135	33	development	development	NOUN
easat-9643	135	34	often	often	ADV
easat-9643	135	35	outstrips	outstrip	VERB
easat-9643	135	36	the	the	DET
easat-9643	135	37	regulatory	regulatory	ADJ
easat-9643	135	38	landscape	landscape	NOUN
easat-9643	135	39	,	,	PUNCT
easat-9643	135	40	and	and	CCONJ
easat-9643	135	41	new	new	ADJ
easat-9643	135	42	laws	law	NOUN
easat-9643	135	43	will	will	AUX
easat-9643	135	44	likely	likely	ADV
easat-9643	135	45	be	be	AUX
easat-9643	135	46	needed	need	VERB
easat-9643	135	47	to	to	PART
easat-9643	135	48	address	address	VERB
easat-9643	135	49	the	the	DET
easat-9643	135	50	specific	specific	ADJ
easat-9643	135	51	risks	risk	NOUN
easat-9643	135	52	ai	ai	VERB
easat-9643	135	53	poses	pose	NOUN
easat-9643	135	54	to	to	ADP
easat-9643	135	55	data	datum	NOUN
easat-9643	135	56	security	security	NOUN
easat-9643	135	57	.	.	PUNCT
easat-9643	136	1	governments	government	NOUN
easat-9643	136	2	,	,	PUNCT
easat-9643	136	3	corporations	corporation	NOUN
easat-9643	136	4	,	,	PUNCT
easat-9643	136	5	and	and	CCONJ
easat-9643	136	6	regulatory	regulatory	ADJ
easat-9643	136	7	bodies	body	NOUN
easat-9643	136	8	need	need	VERB
easat-9643	136	9	to	to	PART
easat-9643	136	10	collaborate	collaborate	VERB
easat-9643	136	11	to	to	PART
easat-9643	136	12	create	create	VERB
easat-9643	136	13	policies	policy	NOUN
easat-9643	136	14	that	that	PRON
easat-9643	136	15	reflect	reflect	VERB
easat-9643	136	16	the	the	DET
easat-9643	136	17	unique	unique	ADJ
easat-9643	136	18	challenges	challenge	NOUN
easat-9643	136	19	ai	ai	VERB
easat-9643	136	20	introduces	introduce	NOUN
easat-9643	136	21	to	to	ADP
easat-9643	136	22	data	datum	NOUN
easat-9643	136	23	privacy	privacy	NOUN
easat-9643	136	24	and	and	CCONJ
easat-9643	136	25	security	security	NOUN
easat-9643	136	26	.	.	PUNCT
easat-9643	137	1	3	3	X
easat-9643	137	2	.	.	X
easat-9643	137	3	the	the	DET
easat-9643	137	4	role	role	NOUN
easat-9643	137	5	of	of	ADP
easat-9643	137	6	cybersecurity	cybersecurity	NOUN
easat-9643	137	7	in	in	ADP
easat-9643	137	8	ai	ai	PROPN
easat-9643	137	9	data	data	NOUN
easat-9643	137	10	protection	protection	NOUN
easat-9643	137	11	addressing	address	VERB
easat-9643	137	12	the	the	DET
easat-9643	137	13	security	security	NOUN
easat-9643	137	14	and	and	CCONJ
easat-9643	137	15	privacy	privacy	NOUN
easat-9643	137	16	concerns	concern	NOUN
easat-9643	137	17	surrounding	surround	VERB
easat-9643	137	18	ai	ai	NOUN
easat-9643	137	19	systems	system	NOUN
easat-9643	137	20	requires	require	VERB
easat-9643	137	21	the	the	DET
easat-9643	137	22	integration	integration	NOUN
easat-9643	137	23	of	of	ADP
easat-9643	137	24	ai	ai	ADJ
easat-9643	137	25	safety	safety	NOUN
easat-9643	137	26	into	into	ADP
easat-9643	137	27	existing	exist	VERB
easat-9643	137	28	cybersecurity	cybersecurity	NOUN
easat-9643	137	29	frameworks	framework	NOUN
easat-9643	137	30	.	.	PUNCT
easat-9643	138	1	traditional	traditional	ADJ
easat-9643	138	2	cybersecurity	cybersecurity	NOUN
easat-9643	138	3	measures	measure	NOUN
easat-9643	138	4	,	,	PUNCT
easat-9643	138	5	such	such	ADJ
easat-9643	138	6	as	as	ADP
easat-9643	138	7	encryption	encryption	NOUN
easat-9643	138	8	,	,	PUNCT
easat-9643	138	9	access	access	NOUN
easat-9643	138	10	control	control	NOUN
easat-9643	138	11	,	,	PUNCT
easat-9643	138	12	and	and	CCONJ
easat-9643	138	13	regular	regular	ADJ
easat-9643	138	14	audits	audits	NOUN
easat-9643	138	15	,	,	PUNCT
easat-9643	138	16	remain	remain	VERB
easat-9643	138	17	crucial	crucial	ADJ
easat-9643	138	18	but	but	CCONJ
easat-9643	138	19	must	must	AUX
easat-9643	138	20	be	be	AUX
easat-9643	138	21	adapted	adapt	VERB
easat-9643	138	22	to	to	PART
easat-9643	138	23	address	address	VERB
easat-9643	138	24	the	the	DET
easat-9643	138	25	specific	specific	ADJ
easat-9643	138	26	vulnerabilities	vulnerability	NOUN
easat-9643	138	27	ai	ai	VERB
easat-9643	138	28	systems	system	NOUN
easat-9643	138	29	present	present	ADJ
easat-9643	138	30	.	.	PUNCT
easat-9643	139	1	for	for	ADP
easat-9643	139	2	instance	instance	NOUN
easat-9643	139	3	,	,	PUNCT
easat-9643	139	4	encryption	encryption	NOUN
easat-9643	139	5	protocols	protocol	NOUN
easat-9643	139	6	may	may	AUX
easat-9643	139	7	need	need	VERB
easat-9643	139	8	to	to	PART
easat-9643	139	9	account	account	VERB
easat-9643	139	10	for	for	ADP
easat-9643	139	11	the	the	DET
easat-9643	139	12	unique	unique	ADJ
easat-9643	139	13	structure	structure	NOUN
easat-9643	139	14	of	of	ADP
easat-9643	139	15	ai	ai	PROPN
easat-9643	139	16	models	model	NOUN
easat-9643	139	17	and	and	CCONJ
easat-9643	139	18	the	the	DET
easat-9643	139	19	massive	massive	ADJ
easat-9643	139	20	datasets	dataset	NOUN
easat-9643	139	21	they	they	PRON
easat-9643	139	22	process	process	VERB
easat-9643	139	23	,	,	PUNCT
easat-9643	139	24	while	while	SCONJ
easat-9643	139	25	access	access	NOUN
easat-9643	139	26	control	control	NOUN
easat-9643	139	27	policies	policy	NOUN
easat-9643	139	28	must	must	AUX
easat-9643	139	29	focus	focus	VERB
easat-9643	139	30	on	on	ADP
easat-9643	139	31	restricting	restrict	VERB
easat-9643	139	32	who	who	PRON
easat-9643	139	33	can	can	AUX
easat-9643	139	34	modify	modify	VERB
easat-9643	139	35	or	or	CCONJ
easat-9643	139	36	access	access	VERB
easat-9643	139	37	ai	ai	VERB
easat-9643	139	38	training	train	VERB
easat-9643	139	39	data	datum	NOUN
easat-9643	139	40	to	to	PART
easat-9643	139	41	prevent	prevent	VERB
easat-9643	139	42	model	model	NOUN
easat-9643	139	43	manipulation	manipulation	NOUN
easat-9643	139	44	or	or	CCONJ
easat-9643	139	45	poisoning	poisoning	NOUN
easat-9643	139	46	attacks	attack	NOUN
easat-9643	139	47	.	.	PUNCT
easat-9643	140	1	furthermore	furthermore	ADV
easat-9643	140	2	,	,	PUNCT
easat-9643	140	3	cybersecurity	cybersecurity	NOUN
easat-9643	140	4	professionals	professional	NOUN
easat-9643	140	5	must	must	AUX
easat-9643	140	6	anticipate	anticipate	VERB
easat-9643	140	7	new	new	ADJ
easat-9643	140	8	risks	risk	NOUN
easat-9643	140	9	posed	pose	VERB
easat-9643	140	10	by	by	ADP
easat-9643	140	11	ai	ai	PROPN
easat-9643	140	12	models	model	NOUN
easat-9643	140	13	,	,	PUNCT
easat-9643	140	14	such	such	ADJ
easat-9643	140	15	as	as	ADP
easat-9643	140	16	model	model	NOUN
easat-9643	140	17	inversion	inversion	NOUN
easat-9643	140	18	attacks	attack	NOUN
easat-9643	140	19	and	and	CCONJ
easat-9643	140	20	potential	potential	ADJ
easat-9643	140	21	data	datum	NOUN
easat-9643	140	22	leakage	leakage	NOUN
easat-9643	140	23	through	through	ADP
easat-9643	140	24	model	model	NOUN
easat-9643	140	25	outputs	output	NOUN
easat-9643	140	26	.	.	PUNCT
easat-9643	141	1	beyond	beyond	ADP
easat-9643	141	2	technical	technical	ADJ
easat-9643	141	3	solutions	solution	NOUN
easat-9643	141	4	,	,	PUNCT
easat-9643	141	5	organizations	organization	NOUN
easat-9643	141	6	must	must	AUX
easat-9643	141	7	prioritize	prioritize	VERB
easat-9643	141	8	robust	robust	ADJ
easat-9643	141	9	data	datum	NOUN
easat-9643	141	10	governance	governance	NOUN
easat-9643	141	11	.	.	PUNCT
easat-9643	142	1	this	this	PRON
easat-9643	142	2	includes	include	VERB
easat-9643	142	3	developing	develop	VERB
easat-9643	142	4	clear	clear	ADJ
easat-9643	142	5	policies	policy	NOUN
easat-9643	142	6	and	and	CCONJ
easat-9643	142	7	protocols	protocol	NOUN
easat-9643	142	8	for	for	ADP
easat-9643	142	9	managing	manage	VERB
easat-9643	142	10	the	the	DET
easat-9643	142	11	data	datum	NOUN
easat-9643	142	12	that	that	PRON
easat-9643	142	13	feeds	feed	VERB
easat-9643	142	14	into	into	ADP
easat-9643	142	15	ai	ai	PROPN
easat-9643	142	16	systems	system	NOUN
easat-9643	142	17	,	,	PUNCT
easat-9643	142	18	limiting	limit	VERB
easat-9643	142	19	access	access	NOUN
easat-9643	142	20	to	to	ADP
easat-9643	142	21	sensitive	sensitive	ADJ
easat-9643	142	22	information	information	NOUN
easat-9643	142	23	,	,	PUNCT
easat-9643	142	24	and	and	CCONJ
easat-9643	142	25	ensuring	ensure	VERB
easat-9643	142	26	compliance	compliance	NOUN
easat-9643	142	27	with	with	ADP
easat-9643	142	28	regulatory	regulatory	ADJ
easat-9643	142	29	standards	standard	NOUN
easat-9643	142	30	such	such	ADJ
easat-9643	142	31	as	as	ADP
easat-9643	142	32	the	the	DET
easat-9643	142	33	general	general	ADJ
easat-9643	142	34	data	data	PROPN
easat-9643	142	35	protection	protection	NOUN
easat-9643	142	36	regulation	regulation	NOUN
easat-9643	142	37	(	(	PUNCT
easat-9643	142	38	gdpr	gdpr	NOUN
easat-9643	142	39	)	)	PUNCT
easat-9643	142	40	and	and	CCONJ
easat-9643	142	41	hipaa	hipaa	NOUN
easat-9643	142	42	.	.	PUNCT
easat-9643	143	1	regular	regular	ADJ
easat-9643	143	2	security	security	NOUN
easat-9643	143	3	assessments	assessment	NOUN
easat-9643	143	4	and	and	CCONJ
easat-9643	143	5	the	the	DET
easat-9643	143	6	implementation	implementation	NOUN
easat-9643	143	7	of	of	ADP
easat-9643	143	8	advanced	advanced	ADJ
easat-9643	143	9	monitoring	monitoring	NOUN
easat-9643	143	10	tools	tool	NOUN
easat-9643	143	11	—	—	PUNCT
easat-9643	143	12	such	such	ADJ
easat-9643	143	13	as	as	ADP
easat-9643	143	14	real	real	ADJ
easat-9643	143	15	-	-	PUNCT
easat-9643	143	16	time	time	NOUN
easat-9643	143	17	anomaly	anomaly	NOUN
easat-9643	143	18	detection	detection	NOUN
easat-9643	143	19	—	—	PUNCT
easat-9643	143	20	are	be	AUX
easat-9643	143	21	essential	essential	ADJ
easat-9643	143	22	to	to	PART
easat-9643	143	23	identify	identify	VERB
easat-9643	143	24	vulnerabilities	vulnerability	NOUN
easat-9643	143	25	early	early	ADV
easat-9643	143	26	;	;	PUNCT
easat-9643	143	27	especially	especially	ADV
easat-9643	143	28	as	as	SCONJ
easat-9643	143	29	adversarial	adversarial	ADJ
easat-9643	143	30	attacks	attack	NOUN
easat-9643	143	31	and	and	CCONJ
easat-9643	143	32	data	datum	NOUN
easat-9643	143	33	manipulation	manipulation	NOUN
easat-9643	143	34	threats	threat	NOUN
easat-9643	143	35	become	become	VERB
easat-9643	143	36	more	more	ADV
easat-9643	143	37	sophisticated	sophisticated	ADJ
easat-9643	143	38	.	.	PUNCT
easat-9643	144	1	finally	finally	ADV
easat-9643	144	2	,	,	PUNCT
easat-9643	144	3	the	the	DET
easat-9643	144	4	integrity	integrity	NOUN
easat-9643	144	5	of	of	ADP
easat-9643	144	6	ai	ai	PROPN
easat-9643	144	7	systems	system	NOUN
easat-9643	144	8	aligns	align	VERB
easat-9643	144	9	directly	directly	ADV
easat-9643	144	10	with	with	ADP
easat-9643	144	11	the	the	DET
easat-9643	144	12	foundational	foundational	ADJ
easat-9643	144	13	principles	principle	NOUN
easat-9643	144	14	of	of	ADP
easat-9643	144	15	cybersecurity	cybersecurity	NOUN
easat-9643	144	16	:	:	PUNCT
easat-9643	144	17	protecting	protect	VERB
easat-9643	144	18	the	the	DET
easat-9643	144	19	confidentiality	confidentiality	NOUN
easat-9643	144	20	,	,	PUNCT
easat-9643	144	21	integrity	integrity	NOUN
easat-9643	144	22	,	,	PUNCT
easat-9643	144	23	and	and	CCONJ
easat-9643	144	24	availability	availability	NOUN
easat-9643	144	25	of	of	ADP
easat-9643	144	26	systems	system	NOUN
easat-9643	144	27	and	and	CCONJ
easat-9643	144	28	data	datum	NOUN
easat-9643	144	29	.	.	PUNCT
easat-9643	145	1	just	just	ADV
easat-9643	145	2	as	as	SCONJ
easat-9643	145	3	cybersecurity	cybersecurity	NOUN
easat-9643	145	4	focuses	focus	VERB
easat-9643	145	5	on	on	ADP
easat-9643	145	6	safeguarding	safeguard	VERB
easat-9643	145	7	information	information	NOUN
easat-9643	145	8	and	and	CCONJ
easat-9643	145	9	ensuring	ensure	VERB
easat-9643	145	10	systems	system	NOUN
easat-9643	145	11	function	function	NOUN
easat-9643	145	12	as	as	ADP
easat-9643	145	13	intended	intend	VERB
easat-9643	145	14	,	,	PUNCT
easat-9643	145	15	ai	ai	VERB
easat-9643	145	16	safety	safety	NOUN
easat-9643	145	17	involves	involve	VERB
easat-9643	145	18	ensuring	ensure	VERB
easat-9643	145	19	that	that	SCONJ
easat-9643	145	20	ai	ai	NOUN
easat-9643	145	21	models	model	NOUN
easat-9643	145	22	are	be	AUX
easat-9643	145	23	accurate	accurate	ADJ
easat-9643	145	24	,	,	PUNCT
easat-9643	145	25	secure	secure	ADJ
easat-9643	145	26	,	,	PUNCT
easat-9643	145	27	and	and	CCONJ
easat-9643	145	28	free	free	ADJ
easat-9643	145	29	from	from	ADP
easat-9643	145	30	manipulation	manipulation	NOUN
easat-9643	145	31	.	.	PUNCT
easat-9643	146	1	if	if	SCONJ
easat-9643	146	2	ai	ai	PROPN
easat-9643	146	3	integrity	integrity	NOUN
easat-9643	146	4	is	be	AUX
easat-9643	146	5	compromised	compromise	VERB
easat-9643	146	6	,	,	PUNCT
easat-9643	146	7	the	the	DET
easat-9643	146	8	consequences	consequence	NOUN
easat-9643	146	9	can	can	AUX
easat-9643	146	10	be	be	AUX
easat-9643	146	11	catastrophic	catastrophic	ADJ
easat-9643	146	12	,	,	PUNCT
easat-9643	146	13	particularly	particularly	ADV
easat-9643	146	14	in	in	ADP
easat-9643	146	15	sectors	sector	NOUN
easat-9643	146	16	like	like	ADP
easat-9643	146	17	healthcare	healthcare	NOUN
easat-9643	146	18	,	,	PUNCT
easat-9643	146	19	law	law	NOUN
easat-9643	146	20	enforcement	enforcement	NOUN
easat-9643	146	21	,	,	PUNCT
easat-9643	146	22	and	and	CCONJ
easat-9643	146	23	national	national	ADJ
easat-9643	146	24	defense	defense	NOUN
easat-9643	146	25	.	.	PUNCT
easat-9643	147	1	in	in	ADP
easat-9643	147	2	these	these	DET
easat-9643	147	3	environments	environment	NOUN
easat-9643	147	4	,	,	PUNCT
easat-9643	147	5	an	an	DET
easat-9643	147	6	attack	attack	NOUN
easat-9643	147	7	on	on	ADP
easat-9643	147	8	ai	ai	NOUN
easat-9643	147	9	systems	system	NOUN
easat-9643	147	10	could	could	AUX
easat-9643	147	11	lead	lead	VERB
easat-9643	147	12	to	to	ADP
easat-9643	147	13	lifethreatening	lifethreatening	NOUN
easat-9643	147	14	misdiagnoses	misdiagnose	NOUN
easat-9643	147	15	,	,	PUNCT
easat-9643	147	16	wrongful	wrongful	ADJ
easat-9643	147	17	identifications	identification	NOUN
easat-9643	147	18	,	,	PUNCT
easat-9643	147	19	or	or	CCONJ
easat-9643	147	20	even	even	ADV
easat-9643	147	21	national	national	ADJ
easat-9643	147	22	security	security	NOUN
easat-9643	147	23	breaches	breach	NOUN
easat-9643	147	24	.	.	PUNCT
easat-9643	148	1	in	in	ADP
easat-9643	148	2	this	this	DET
easat-9643	148	3	way	way	NOUN
easat-9643	148	4	,	,	PUNCT
easat-9643	148	5	integrating	integrate	VERB
easat-9643	148	6	ai	ai	AUX
easat-9643	148	7	safety	safety	NOUN
easat-9643	148	8	into	into	ADP
easat-9643	148	9	the	the	DET
easat-9643	148	10	broader	broad	ADJ
easat-9643	148	11	cybersecurity	cybersecurity	NOUN
easat-9643	148	12	paradigm	paradigm	NOUN
easat-9643	148	13	is	be	AUX
easat-9643	148	14	not	not	PART
easat-9643	148	15	only	only	ADV
easat-9643	148	16	essential	essential	ADJ
easat-9643	148	17	for	for	ADP
easat-9643	148	18	addressing	address	VERB
easat-9643	148	19	current	current	ADJ
easat-9643	148	20	risks	risk	NOUN
easat-9643	148	21	but	but	CCONJ
easat-9643	148	22	also	also	ADV
easat-9643	148	23	critical	critical	ADJ
easat-9643	148	24	for	for	ADP
easat-9643	148	25	evolving	evolve	VERB
easat-9643	148	26	alongside	alongside	ADP
easat-9643	148	27	new	new	ADJ
easat-9643	148	28	threats	threat	NOUN
easat-9643	148	29	as	as	SCONJ
easat-9643	148	30	ai	ai	INTJ
easat-9643	148	31	continues	continue	VERB
easat-9643	148	32	to	to	PART
easat-9643	148	33	influence	influence	VERB
easat-9643	148	34	key	key	ADJ
easat-9643	148	35	sectors	sector	NOUN
easat-9643	148	36	.	.	PUNCT
easat-9643	149	1	4	4	X
easat-9643	149	2	.	.	X
easat-9643	149	3	autonomy	autonomy	NOUN
easat-9643	149	4	in	in	ADP
easat-9643	149	5	ai	ai	ADJ
easat-9643	149	6	decision	decision	NOUN
easat-9643	149	7	-	-	PUNCT
easat-9643	149	8	making	making	NOUN
easat-9643	149	9	and	and	CCONJ
easat-9643	149	10	the	the	DET
easat-9643	149	11	demand	demand	NOUN
easat-9643	149	12	for	for	ADP
easat-9643	149	13	security	security	NOUN
easat-9643	149	14	the	the	DET
easat-9643	149	15	increasing	increase	VERB
easat-9643	149	16	autonomy	autonomy	NOUN
easat-9643	149	17	of	of	ADP
easat-9643	149	18	artificial	artificial	ADJ
easat-9643	149	19	intelligence	intelligence	NOUN
easat-9643	149	20	(	(	PUNCT
easat-9643	149	21	ai	ai	NOUN
easat-9643	149	22	)	)	PUNCT
easat-9643	149	23	in	in	ADP
easat-9643	149	24	decision	decision	NOUN
easat-9643	149	25	-	-	PUNCT
easat-9643	149	26	making	make	VERB
easat-9643	149	27	processes	process	NOUN
easat-9643	149	28	is	be	AUX
easat-9643	149	29	one	one	NUM
easat-9643	149	30	of	of	ADP
easat-9643	149	31	the	the	DET
easat-9643	149	32	most	most	ADV
easat-9643	149	33	significant	significant	ADJ
easat-9643	149	34	technological	technological	ADJ
easat-9643	149	35	advancements	advancement	NOUN
easat-9643	149	36	today	today	NOUN
easat-9643	149	37	.	.	PUNCT
easat-9643	150	1	ai	ai	AUX
easat-9643	150	2	systems	system	NOUN
easat-9643	150	3	are	be	AUX
easat-9643	150	4	now	now	ADV
easat-9643	150	5	being	be	AUX
easat-9643	150	6	used	use	VERB
easat-9643	150	7	to	to	PART
easat-9643	150	8	make	make	VERB
easat-9643	150	9	critical	critical	ADJ
easat-9643	150	10	decisions	decision	NOUN
easat-9643	150	11	in	in	ADP
easat-9643	150	12	fields	field	NOUN
easat-9643	150	13	such	such	ADJ
easat-9643	150	14	as	as	ADP
easat-9643	150	15	healthcare	healthcare	NOUN
easat-9643	150	16	,	,	PUNCT
easat-9643	150	17	finance	finance	NOUN
easat-9643	150	18	,	,	PUNCT
easat-9643	150	19	transportation	transportation	NOUN
easat-9643	150	20	,	,	PUNCT
easat-9643	150	21	and	and	CCONJ
easat-9643	150	22	national	national	ADJ
easat-9643	150	23	security	security	NOUN
easat-9643	150	24	.	.	PUNCT
easat-9643	151	1	for	for	ADP
easat-9643	151	2	example	example	NOUN
easat-9643	151	3	,	,	PUNCT
easat-9643	151	4	ai	ai	NOUN
easat-9643	151	5	models	model	NOUN
easat-9643	151	6	are	be	AUX
easat-9643	151	7	employed	employ	VERB
easat-9643	151	8	to	to	PART
easat-9643	151	9	autonomously	autonomously	ADV
easat-9643	151	10	diagnose	diagnose	NOUN
easat-9643	151	11	diseases	disease	NOUN
easat-9643	151	12	,	,	PUNCT
easat-9643	151	13	approve	approve	VERB
easat-9643	151	14	financial	financial	ADJ
easat-9643	151	15	transactions	transaction	NOUN
easat-9643	151	16	,	,	PUNCT
easat-9643	151	17	and	and	CCONJ
easat-9643	151	18	manage	manage	VERB
easat-9643	151	19	autonomous	autonomous	ADJ
easat-9643	151	20	vehicles	vehicle	NOUN
easat-9643	151	21	.	.	PUNCT
easat-9643	152	1	these	these	DET
easat-9643	152	2	systems	system	NOUN
easat-9643	152	3	operate	operate	VERB
easat-9643	152	4	with	with	ADP
easat-9643	152	5	minimal	minimal	ADJ
easat-9643	152	6	human	human	ADJ
easat-9643	152	7	intervention	intervention	NOUN
easat-9643	152	8	,	,	PUNCT
easat-9643	152	9	often	often	ADV
easat-9643	152	10	relying	rely	VERB
easat-9643	152	11	on	on	ADP
easat-9643	152	12	complex	complex	ADJ
easat-9643	152	13	algorithms	algorithm	NOUN
easat-9643	152	14	and	and	CCONJ
easat-9643	152	15	vast	vast	ADJ
easat-9643	152	16	amounts	amount	NOUN
easat-9643	152	17	of	of	ADP
easat-9643	152	18	data	datum	NOUN
easat-9643	152	19	.	.	PUNCT
easat-9643	153	1	while	while	SCONJ
easat-9643	153	2	this	this	DET
easat-9643	153	3	autonomy	autonomy	NOUN
easat-9643	153	4	offers	offer	VERB
easat-9643	153	5	numerous	numerous	ADJ
easat-9643	153	6	opportunities	opportunity	NOUN
easat-9643	153	7	for	for	ADP
easat-9643	153	8	efficiency	efficiency	NOUN
easat-9643	153	9	and	and	CCONJ
easat-9643	153	10	innovation	innovation	NOUN
easat-9643	153	11	,	,	PUNCT
easat-9643	153	12	it	it	PRON
easat-9643	153	13	also	also	ADV
easat-9643	153	14	raises	raise	VERB
easat-9643	153	15	serious	serious	ADJ
easat-9643	153	16	security	security	NOUN
easat-9643	153	17	concerns	concern	NOUN
easat-9643	153	18	.	.	PUNCT
easat-9643	154	1	when	when	SCONJ
easat-9643	154	2	ai	ai	VERB
easat-9643	154	3	systems	system	NOUN
easat-9643	154	4	operate	operate	VERB
easat-9643	154	5	autonomously	autonomously	ADV
easat-9643	154	6	,	,	PUNCT
easat-9643	154	7	their	their	PRON
easat-9643	154	8	decisions	decision	NOUN
easat-9643	154	9	can	can	AUX
easat-9643	154	10	have	have	VERB
easat-9643	154	11	far	far	ADV
easat-9643	154	12	-	-	PUNCT
easat-9643	154	13	reaching	reach	VERB
easat-9643	154	14	consequences	consequence	NOUN
easat-9643	154	15	.	.	PUNCT
easat-9643	155	1	in	in	ADP
easat-9643	155	2	healthcare	healthcare	PROPN
easat-9643	155	3	,	,	PUNCT
easat-9643	155	4	an	an	DET
easat-9643	155	5	ai	ai	NOUN
easat-9643	155	6	system	system	NOUN
easat-9643	155	7	that	that	PRON
easat-9643	155	8	incorrectly	incorrectly	ADV
easat-9643	155	9	diagnoses	diagnose	VERB
easat-9643	155	10	a	a	DET
easat-9643	155	11	patient	patient	NOUN
easat-9643	155	12	or	or	CCONJ
easat-9643	155	13	recommends	recommend	VERB
easat-9643	155	14	inappropriate	inappropriate	ADJ
easat-9643	155	15	treatments	treatment	NOUN
easat-9643	155	16	could	could	AUX
easat-9643	155	17	endanger	endanger	VERB
easat-9643	155	18	lives	life	NOUN
easat-9643	155	19	.	.	PUNCT
easat-9643	156	1	similarly	similarly	ADV
easat-9643	156	2	,	,	PUNCT
easat-9643	156	3	in	in	ADP
easat-9643	156	4	the	the	DET
easat-9643	156	5	financial	financial	ADJ
easat-9643	156	6	sector	sector	NOUN
easat-9643	156	7	,	,	PUNCT
easat-9643	156	8	a	a	DET
easat-9643	156	9	compromised	compromise	VERB
easat-9643	156	10	ai	ai	NOUN
easat-9643	156	11	-	-	PUNCT
easat-9643	156	12	powered	power	VERB
easat-9643	156	13	trading	trading	NOUN
easat-9643	156	14	system	system	NOUN
easat-9643	156	15	could	could	AUX
easat-9643	156	16	lead	lead	VERB
easat-9643	156	17	to	to	ADP
easat-9643	156	18	significant	significant	ADJ
easat-9643	156	19	financial	financial	ADJ
easat-9643	156	20	losses	loss	NOUN
easat-9643	156	21	or	or	CCONJ
easat-9643	156	22	market	market	NOUN
easat-9643	156	23	instability	instability	NOUN
easat-9643	156	24	.	.	PUNCT
easat-9643	157	1	autonomous	autonomous	ADJ
easat-9643	157	2	vehicles	vehicle	NOUN
easat-9643	157	3	,	,	PUNCT
easat-9643	157	4	controlled	control	VERB
easat-9643	157	5	by	by	ADP
easat-9643	157	6	ai	ai	NOUN
easat-9643	157	7	,	,	PUNCT
easat-9643	157	8	could	could	AUX
easat-9643	157	9	be	be	AUX
easat-9643	157	10	manipulated	manipulate	VERB
easat-9643	157	11	to	to	PART
easat-9643	157	12	cause	cause	VERB
easat-9643	157	13	accidents	accident	NOUN
easat-9643	157	14	if	if	SCONJ
easat-9643	157	15	their	their	PRON
easat-9643	157	16	systems	system	NOUN
easat-9643	157	17	are	be	AUX
easat-9643	157	18	breached	breach	VERB
easat-9643	157	19	.	.	PUNCT
easat-9643	158	1	as	as	SCONJ
easat-9643	158	2	ai	ai	PROPN
easat-9643	158	3	continues	continue	VERB
easat-9643	158	4	to	to	PART
easat-9643	158	5	be	be	AUX
easat-9643	158	6	integrated	integrate	VERB
easat-9643	158	7	into	into	ADP
easat-9643	158	8	critical	critical	ADJ
easat-9643	158	9	infrastructure	infrastructure	NOUN
easat-9643	158	10	and	and	CCONJ
easat-9643	158	11	essential	essential	ADJ
easat-9643	158	12	services	service	NOUN
easat-9643	158	13	,	,	PUNCT
easat-9643	158	14	the	the	DET
easat-9643	158	15	risks	risk	NOUN
easat-9643	158	16	associated	associate	VERB
easat-9643	158	17	with	with	ADP
easat-9643	158	18	autonomous	autonomous	ADJ
easat-9643	158	19	ai	ai	ADJ
easat-9643	158	20	decision	decision	NOUN
easat-9643	158	21	-	-	PUNCT
easat-9643	158	22	making	making	NOUN
easat-9643	158	23	become	become	VERB
easat-9643	158	24	more	more	ADV
easat-9643	158	25	severe	severe	ADJ
easat-9643	158	26	.	.	PUNCT
easat-9643	159	1	the	the	DET
easat-9643	159	2	autonomy	autonomy	NOUN
easat-9643	159	3	of	of	ADP
easat-9643	159	4	these	these	DET
easat-9643	159	5	systems	system	NOUN
easat-9643	159	6	makes	make	VERB
easat-9643	159	7	them	they	PRON
easat-9643	159	8	attractive	attractive	ADJ
easat-9643	159	9	targets	target	NOUN
easat-9643	159	10	for	for	ADP
easat-9643	159	11	cyberattacks	cyberattack	NOUN
easat-9643	159	12	.	.	PUNCT
easat-9643	160	1	threats	threat	NOUN
easat-9643	160	2	such	such	ADJ
easat-9643	160	3	as	as	ADP
easat-9643	160	4	data	data	NOUN
easat-9643	160	5	poisoning	poisoning	NOUN
easat-9643	160	6	,	,	PUNCT
easat-9643	160	7	adversarial	adversarial	ADJ
easat-9643	160	8	attacks	attack	NOUN
easat-9643	160	9	,	,	PUNCT
easat-9643	160	10	and	and	CCONJ
easat-9643	160	11	model	model	NOUN
easat-9643	160	12	manipulation	manipulation	NOUN
easat-9643	160	13	are	be	AUX
easat-9643	160	14	particularly	particularly	ADV
easat-9643	160	15	concerning	concern	VERB
easat-9643	160	16	in	in	ADP
easat-9643	160	17	the	the	DET
easat-9643	160	18	context	context	NOUN
easat-9643	160	19	of	of	ADP
easat-9643	160	20	autonomous	autonomous	ADJ
easat-9643	160	21	ai	ai	NOUN
easat-9643	160	22	.	.	PUNCT
easat-9643	161	1	in	in	ADP
easat-9643	161	2	data	data	NOUN
easat-9643	161	3	poisoning	poisoning	NOUN
easat-9643	161	4	,	,	PUNCT
easat-9643	161	5	attackers	attacker	NOUN
easat-9643	161	6	manipulate	manipulate	VERB
easat-9643	161	7	the	the	DET
easat-9643	161	8	data	datum	NOUN
easat-9643	161	9	used	use	VERB
easat-9643	161	10	to	to	PART
easat-9643	161	11	train	train	VERB
easat-9643	161	12	the	the	DET
easat-9643	161	13	ai	ai	NOUN
easat-9643	161	14	,	,	PUNCT
easat-9643	161	15	leading	lead	VERB
easat-9643	161	16	to	to	ADP
easat-9643	161	17	1458	1458	NUM
easat-9643	161	18	edelweiss	edelweiss	PROPN
easat-9643	161	19	applied	apply	VERB
easat-9643	161	20	science	science	NOUN
easat-9643	161	21	and	and	CCONJ
easat-9643	161	22	technology	technology	NOUN
easat-9643	161	23	issn	issn	PROPN
easat-9643	161	24	:	:	PUNCT
easat-9643	161	25	2576	2576	NUM
easat-9643	161	26	-	-	SYM
easat-9643	161	27	8484	8484	NUM
easat-9643	161	28	vol	vol	NOUN
easat-9643	161	29	.	.	PROPN
easat-9643	162	1	9	9	NUM
easat-9643	162	2	,	,	PUNCT
easat-9643	162	3	no	no	INTJ
easat-9643	162	4	.	.	NOUN
easat-9643	162	5	8	8	NUM
easat-9643	162	6	:	:	PUNCT
easat-9643	162	7	1452	1452	NUM
easat-9643	162	8	-	-	SYM
easat-9643	162	9	1463	1463	NUM
easat-9643	162	10	,	,	PUNCT
easat-9643	162	11	2025	2025	NUM
easat-9643	162	12	doi	doi	NOUN
easat-9643	162	13	:	:	PUNCT
easat-9643	162	14	10.55214/2576	10.55214/2576	NUM
easat-9643	162	15	-	-	PUNCT
easat-9643	162	16	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	162	17	©	©	PROPN
easat-9643	162	18	2025	2025	NUM
easat-9643	162	19	by	by	ADP
easat-9643	162	20	the	the	DET
easat-9643	162	21	author	author	NOUN
easat-9643	162	22	;	;	PUNCT
easat-9643	162	23	licensee	licensee	PROPN
easat-9643	162	24	learning	learning	NOUN
easat-9643	162	25	gate	gate	NOUN
easat-9643	162	26	flawed	flawed	ADJ
easat-9643	162	27	decision	decision	NOUN
easat-9643	162	28	-	-	PUNCT
easat-9643	162	29	making	making	NOUN
easat-9643	162	30	.	.	PUNCT
easat-9643	163	1	adversarial	adversarial	ADJ
easat-9643	163	2	attacks	attack	NOUN
easat-9643	163	3	involve	involve	VERB
easat-9643	163	4	introducing	introduce	VERB
easat-9643	163	5	subtle	subtle	ADJ
easat-9643	163	6	alterations	alteration	NOUN
easat-9643	163	7	to	to	ADP
easat-9643	163	8	input	input	NOUN
easat-9643	163	9	data	datum	NOUN
easat-9643	163	10	,	,	PUNCT
easat-9643	163	11	deceiving	deceive	VERB
easat-9643	163	12	the	the	DET
easat-9643	163	13	ai	ai	NOUN
easat-9643	163	14	into	into	ADP
easat-9643	163	15	making	make	VERB
easat-9643	163	16	incorrect	incorrect	ADJ
easat-9643	163	17	decisions	decision	NOUN
easat-9643	163	18	.	.	PUNCT
easat-9643	164	1	model	model	NOUN
easat-9643	164	2	manipulation	manipulation	NOUN
easat-9643	164	3	occurs	occur	VERB
easat-9643	164	4	when	when	SCONJ
easat-9643	164	5	the	the	DET
easat-9643	164	6	ai	ai	PROPN
easat-9643	164	7	's	's	PART
easat-9643	164	8	underlying	underlie	VERB
easat-9643	164	9	algorithm	algorithm	NOUN
easat-9643	164	10	is	be	AUX
easat-9643	164	11	tampered	tamper	VERB
easat-9643	164	12	with	with	ADP
easat-9643	164	13	,	,	PUNCT
easat-9643	164	14	altering	alter	VERB
easat-9643	164	15	its	its	PRON
easat-9643	164	16	decision	decision	NOUN
easat-9643	164	17	-	-	PUNCT
easat-9643	164	18	making	make	VERB
easat-9643	164	19	logic	logic	NOUN
easat-9643	164	20	.	.	PUNCT
easat-9643	165	1	the	the	DET
easat-9643	165	2	demand	demand	NOUN
easat-9643	165	3	for	for	ADP
easat-9643	165	4	robust	robust	ADJ
easat-9643	165	5	security	security	NOUN
easat-9643	165	6	in	in	ADP
easat-9643	165	7	ai	ai	PROPN
easat-9643	165	8	systems	system	NOUN
easat-9643	165	9	is	be	AUX
easat-9643	165	10	,	,	PUNCT
easat-9643	165	11	therefore	therefore	ADV
easat-9643	165	12	,	,	PUNCT
easat-9643	165	13	crucial	crucial	ADJ
easat-9643	165	14	to	to	ADP
easat-9643	165	15	ensuring	ensure	VERB
easat-9643	165	16	their	their	PRON
easat-9643	165	17	safe	safe	ADJ
easat-9643	165	18	and	and	CCONJ
easat-9643	165	19	reliable	reliable	ADJ
easat-9643	165	20	operation	operation	NOUN
easat-9643	165	21	.	.	PUNCT
easat-9643	166	1	security	security	NOUN
easat-9643	166	2	measures	measure	NOUN
easat-9643	166	3	must	must	AUX
easat-9643	166	4	address	address	VERB
easat-9643	166	5	both	both	DET
easat-9643	166	6	the	the	DET
easat-9643	166	7	integrity	integrity	NOUN
easat-9643	166	8	and	and	CCONJ
easat-9643	166	9	confidentiality	confidentiality	NOUN
easat-9643	166	10	of	of	ADP
easat-9643	166	11	the	the	DET
easat-9643	166	12	data	datum	NOUN
easat-9643	166	13	used	use	VERB
easat-9643	166	14	by	by	ADP
easat-9643	166	15	ai	ai	PROPN
easat-9643	166	16	systems	system	NOUN
easat-9643	166	17	,	,	PUNCT
easat-9643	166	18	as	as	ADV
easat-9643	166	19	well	well	ADV
easat-9643	166	20	as	as	ADP
easat-9643	166	21	the	the	DET
easat-9643	166	22	integrity	integrity	NOUN
easat-9643	166	23	of	of	ADP
easat-9643	166	24	the	the	DET
easat-9643	166	25	decision	decision	NOUN
easat-9643	166	26	-	-	PUNCT
easat-9643	166	27	making	make	VERB
easat-9643	166	28	process	process	NOUN
easat-9643	166	29	itself	itself	PRON
easat-9643	166	30	.	.	PUNCT
easat-9643	167	1	this	this	PRON
easat-9643	167	2	involves	involve	VERB
easat-9643	167	3	implementing	implement	VERB
easat-9643	167	4	encryption	encryption	NOUN
easat-9643	167	5	,	,	PUNCT
easat-9643	167	6	access	access	NOUN
easat-9643	167	7	control	control	NOUN
easat-9643	167	8	,	,	PUNCT
easat-9643	167	9	and	and	CCONJ
easat-9643	167	10	real	real	ADJ
easat-9643	167	11	-	-	PUNCT
easat-9643	167	12	time	time	NOUN
easat-9643	167	13	monitoring	monitoring	NOUN
easat-9643	167	14	to	to	PART
easat-9643	167	15	detect	detect	VERB
easat-9643	167	16	and	and	CCONJ
easat-9643	167	17	mitigate	mitigate	VERB
easat-9643	167	18	potential	potential	ADJ
easat-9643	167	19	threats	threat	NOUN
easat-9643	167	20	.	.	PUNCT
easat-9643	168	1	furthermore	furthermore	ADV
easat-9643	168	2	,	,	PUNCT
easat-9643	168	3	developing	develop	VERB
easat-9643	168	4	ai	ai	NOUN
easat-9643	168	5	systems	system	NOUN
easat-9643	168	6	with	with	ADP
easat-9643	168	7	built	build	VERB
easat-9643	168	8	-	-	PUNCT
easat-9643	168	9	in	in	ADP
easat-9643	168	10	safeguards	safeguard	NOUN
easat-9643	168	11	,	,	PUNCT
easat-9643	168	12	such	such	ADJ
easat-9643	168	13	as	as	ADP
easat-9643	168	14	fail	fail	ADJ
easat-9643	168	15	-	-	PUNCT
easat-9643	168	16	safe	safe	ADJ
easat-9643	168	17	mechanisms	mechanism	NOUN
easat-9643	168	18	and	and	CCONJ
easat-9643	168	19	human	human	ADJ
easat-9643	168	20	oversight	oversight	NOUN
easat-9643	168	21	,	,	PUNCT
easat-9643	168	22	is	be	AUX
easat-9643	168	23	essential	essential	ADJ
easat-9643	168	24	to	to	PART
easat-9643	168	25	prevent	prevent	VERB
easat-9643	168	26	catastrophic	catastrophic	ADJ
easat-9643	168	27	failures	failure	NOUN
easat-9643	168	28	.	.	PUNCT
easat-9643	169	1	5	5	X
easat-9643	169	2	.	.	X
easat-9643	169	3	the	the	DET
easat-9643	169	4	misuse	misuse	NOUN
easat-9643	169	5	of	of	ADP
easat-9643	169	6	ai	ai	PROPN
easat-9643	169	7	as	as	ADP
easat-9643	169	8	a	a	DET
easat-9643	169	9	tool	tool	NOUN
easat-9643	169	10	for	for	ADP
easat-9643	169	11	cyber	cyber	ADJ
easat-9643	169	12	threats	threat	NOUN
easat-9643	169	13	the	the	DET
easat-9643	169	14	rise	rise	NOUN
easat-9643	169	15	of	of	ADP
easat-9643	169	16	artificial	artificial	ADJ
easat-9643	169	17	intelligence	intelligence	NOUN
easat-9643	169	18	(	(	PUNCT
easat-9643	169	19	ai	ai	NOUN
easat-9643	169	20	)	)	PUNCT
easat-9643	169	21	has	have	AUX
easat-9643	169	22	brought	bring	VERB
easat-9643	169	23	with	with	ADP
easat-9643	169	24	it	it	PRON
easat-9643	169	25	significant	significant	ADJ
easat-9643	169	26	advancements	advancement	NOUN
easat-9643	169	27	across	across	ADP
easat-9643	169	28	a	a	DET
easat-9643	169	29	range	range	NOUN
easat-9643	169	30	of	of	ADP
easat-9643	169	31	sectors	sector	NOUN
easat-9643	169	32	,	,	PUNCT
easat-9643	169	33	from	from	ADP
easat-9643	169	34	healthcare	healthcare	NOUN
easat-9643	169	35	and	and	CCONJ
easat-9643	169	36	finance	finance	NOUN
easat-9643	169	37	to	to	ADP
easat-9643	169	38	transportation	transportation	NOUN
easat-9643	169	39	and	and	CCONJ
easat-9643	169	40	education	education	NOUN
easat-9643	169	41	.	.	PUNCT
easat-9643	170	1	however	however	ADV
easat-9643	170	2	,	,	PUNCT
easat-9643	170	3	alongside	alongside	ADP
easat-9643	170	4	these	these	DET
easat-9643	170	5	benefits	benefit	NOUN
easat-9643	170	6	comes	come	VERB
easat-9643	170	7	the	the	DET
easat-9643	170	8	potential	potential	NOUN
easat-9643	170	9	for	for	SCONJ
easat-9643	170	10	ai	ai	NOUN
easat-9643	170	11	to	to	PART
easat-9643	170	12	be	be	AUX
easat-9643	170	13	misused	misuse	VERB
easat-9643	170	14	as	as	ADP
easat-9643	170	15	a	a	DET
easat-9643	170	16	tool	tool	NOUN
easat-9643	170	17	for	for	ADP
easat-9643	170	18	cyber	cyber	NOUN
easat-9643	170	19	threats	threat	NOUN
easat-9643	170	20	.	.	PUNCT
easat-9643	171	1	while	while	SCONJ
easat-9643	171	2	ai	ai	VERB
easat-9643	171	3	offers	offer	VERB
easat-9643	171	4	the	the	DET
easat-9643	171	5	ability	ability	NOUN
easat-9643	171	6	to	to	PART
easat-9643	171	7	enhance	enhance	VERB
easat-9643	171	8	security	security	NOUN
easat-9643	171	9	systems	system	NOUN
easat-9643	171	10	,	,	PUNCT
easat-9643	171	11	automate	automate	NOUN
easat-9643	171	12	processes	process	NOUN
easat-9643	171	13	,	,	PUNCT
easat-9643	171	14	and	and	CCONJ
easat-9643	171	15	improve	improve	VERB
easat-9643	171	16	decision	decision	NOUN
easat-9643	171	17	-	-	PUNCT
easat-9643	171	18	making	making	NOUN
easat-9643	171	19	,	,	PUNCT
easat-9643	171	20	it	it	PRON
easat-9643	171	21	also	also	ADV
easat-9643	171	22	provides	provide	VERB
easat-9643	171	23	malicious	malicious	ADJ
easat-9643	171	24	actors	actor	NOUN
easat-9643	171	25	with	with	ADP
easat-9643	171	26	new	new	ADJ
easat-9643	171	27	capabilities	capability	NOUN
easat-9643	171	28	to	to	PART
easat-9643	171	29	conduct	conduct	VERB
easat-9643	171	30	more	more	ADV
easat-9643	171	31	sophisticated	sophisticated	ADJ
easat-9643	171	32	and	and	CCONJ
easat-9643	171	33	destructive	destructive	ADJ
easat-9643	171	34	cyberattacks	cyberattack	NOUN
easat-9643	171	35	.	.	PUNCT
easat-9643	172	1	as	as	SCONJ
easat-9643	172	2	ai	ai	PROPN
easat-9643	172	3	continues	continue	VERB
easat-9643	172	4	to	to	PART
easat-9643	172	5	evolve	evolve	VERB
easat-9643	172	6	,	,	PUNCT
easat-9643	172	7	it	it	PRON
easat-9643	172	8	is	be	AUX
easat-9643	172	9	crucial	crucial	ADJ
easat-9643	172	10	to	to	PART
easat-9643	172	11	understand	understand	VERB
easat-9643	172	12	how	how	SCONJ
easat-9643	172	13	it	it	PRON
easat-9643	172	14	can	can	AUX
easat-9643	172	15	be	be	AUX
easat-9643	172	16	misappropriated	misappropriate	VERB
easat-9643	172	17	for	for	ADP
easat-9643	172	18	harmful	harmful	ADJ
easat-9643	172	19	purposes	purpose	NOUN
easat-9643	172	20	and	and	CCONJ
easat-9643	172	21	the	the	DET
easat-9643	172	22	corresponding	correspond	VERB
easat-9643	172	23	security	security	NOUN
easat-9643	172	24	measures	measure	NOUN
easat-9643	172	25	needed	need	VERB
easat-9643	172	26	to	to	PART
easat-9643	172	27	mitigate	mitigate	VERB
easat-9643	172	28	these	these	DET
easat-9643	172	29	risks	risk	NOUN
easat-9643	172	30	.	.	PUNCT
easat-9643	173	1	one	one	NUM
easat-9643	173	2	of	of	ADP
easat-9643	173	3	the	the	DET
easat-9643	173	4	primary	primary	ADJ
easat-9643	173	5	concerns	concern	NOUN
easat-9643	173	6	surrounding	surround	VERB
easat-9643	173	7	the	the	DET
easat-9643	173	8	misuse	misuse	NOUN
easat-9643	173	9	of	of	ADP
easat-9643	173	10	ai	ai	NOUN
easat-9643	173	11	lies	lie	NOUN
easat-9643	173	12	in	in	ADP
easat-9643	173	13	its	its	PRON
easat-9643	173	14	ability	ability	NOUN
easat-9643	173	15	to	to	PART
easat-9643	173	16	automate	automate	VERB
easat-9643	173	17	and	and	CCONJ
easat-9643	173	18	scale	scale	NOUN
easat-9643	173	19	cyberattacks	cyberattack	NOUN
easat-9643	173	20	.	.	PUNCT
easat-9643	174	1	traditional	traditional	ADJ
easat-9643	174	2	cyberattacks	cyberattack	NOUN
easat-9643	174	3	,	,	PUNCT
easat-9643	174	4	such	such	ADJ
easat-9643	174	5	as	as	ADP
easat-9643	174	6	phishing	phishe	VERB
easat-9643	174	7	or	or	CCONJ
easat-9643	174	8	malware	malware	NOUN
easat-9643	174	9	distribution	distribution	NOUN
easat-9643	174	10	,	,	PUNCT
easat-9643	174	11	require	require	VERB
easat-9643	174	12	a	a	DET
easat-9643	174	13	significant	significant	ADJ
easat-9643	174	14	degree	degree	NOUN
easat-9643	174	15	of	of	ADP
easat-9643	174	16	manual	manual	ADJ
easat-9643	174	17	effort	effort	NOUN
easat-9643	174	18	and	and	CCONJ
easat-9643	174	19	coordination	coordination	NOUN
easat-9643	174	20	.	.	PUNCT
easat-9643	175	1	however	however	ADV
easat-9643	175	2	,	,	PUNCT
easat-9643	175	3	with	with	ADP
easat-9643	175	4	ai	ai	NOUN
easat-9643	175	5	,	,	PUNCT
easat-9643	175	6	these	these	DET
easat-9643	175	7	processes	process	NOUN
easat-9643	175	8	can	can	AUX
easat-9643	175	9	be	be	AUX
easat-9643	175	10	automated	automate	VERB
easat-9643	175	11	,	,	PUNCT
easat-9643	175	12	making	make	VERB
easat-9643	175	13	attacks	attack	NOUN
easat-9643	175	14	more	more	ADV
easat-9643	175	15	efficient	efficient	ADJ
easat-9643	175	16	and	and	CCONJ
easat-9643	175	17	difficult	difficult	ADJ
easat-9643	175	18	to	to	PART
easat-9643	175	19	detect	detect	VERB
easat-9643	175	20	.	.	PUNCT
easat-9643	176	1	ai	ai	VERB
easat-9643	176	2	-	-	PUNCT
easat-9643	176	3	driven	drive	VERB
easat-9643	176	4	phishing	phishing	NOUN
easat-9643	176	5	attacks	attack	NOUN
easat-9643	176	6	,	,	PUNCT
easat-9643	176	7	for	for	ADP
easat-9643	176	8	instance	instance	NOUN
easat-9643	176	9	,	,	PUNCT
easat-9643	176	10	can	can	AUX
easat-9643	176	11	generate	generate	VERB
easat-9643	176	12	highly	highly	ADV
easat-9643	176	13	personalized	personalized	ADJ
easat-9643	176	14	and	and	CCONJ
easat-9643	176	15	convincing	convince	VERB
easat-9643	176	16	messages	message	NOUN
easat-9643	176	17	based	base	VERB
easat-9643	176	18	on	on	ADP
easat-9643	176	19	data	datum	NOUN
easat-9643	176	20	mining	mining	NOUN
easat-9643	176	21	and	and	CCONJ
easat-9643	176	22	machine	machine	NOUN
easat-9643	176	23	learning	learning	NOUN
easat-9643	176	24	.	.	PUNCT
easat-9643	177	1	by	by	ADP
easat-9643	177	2	analyzing	analyze	VERB
easat-9643	177	3	vast	vast	ADJ
easat-9643	177	4	amounts	amount	NOUN
easat-9643	177	5	of	of	ADP
easat-9643	177	6	data	datum	NOUN
easat-9643	177	7	,	,	PUNCT
easat-9643	177	8	ai	ai	AUX
easat-9643	177	9	systems	system	NOUN
easat-9643	177	10	can	can	AUX
easat-9643	177	11	craft	craft	VERB
easat-9643	177	12	phishing	phishe	VERB
easat-9643	177	13	emails	email	NOUN
easat-9643	177	14	that	that	PRON
easat-9643	177	15	are	be	AUX
easat-9643	177	16	more	more	ADV
easat-9643	177	17	likely	likely	ADJ
easat-9643	177	18	to	to	PART
easat-9643	177	19	deceive	deceive	VERB
easat-9643	177	20	recipients	recipient	NOUN
easat-9643	177	21	,	,	PUNCT
easat-9643	177	22	increasing	increase	VERB
easat-9643	177	23	the	the	DET
easat-9643	177	24	chances	chance	NOUN
easat-9643	177	25	of	of	ADP
easat-9643	177	26	successful	successful	ADJ
easat-9643	177	27	attacks	attack	NOUN
easat-9643	177	28	.	.	PUNCT
easat-9643	178	1	this	this	DET
easat-9643	178	2	level	level	NOUN
easat-9643	178	3	of	of	ADP
easat-9643	178	4	customization	customization	NOUN
easat-9643	178	5	makes	make	VERB
easat-9643	178	6	it	it	PRON
easat-9643	178	7	increasingly	increasingly	ADV
easat-9643	178	8	difficult	difficult	ADJ
easat-9643	178	9	for	for	SCONJ
easat-9643	178	10	individuals	individual	NOUN
easat-9643	178	11	and	and	CCONJ
easat-9643	178	12	organizations	organization	NOUN
easat-9643	178	13	to	to	PART
easat-9643	178	14	recognize	recognize	VERB
easat-9643	178	15	and	and	CCONJ
easat-9643	178	16	defend	defend	VERB
easat-9643	178	17	against	against	ADP
easat-9643	178	18	such	such	ADJ
easat-9643	178	19	threats	threat	NOUN
easat-9643	178	20	.	.	PUNCT
easat-9643	179	1	another	another	DET
easat-9643	179	2	area	area	NOUN
easat-9643	179	3	where	where	SCONJ
easat-9643	179	4	ai	ai	NOUN
easat-9643	179	5	can	can	AUX
easat-9643	179	6	be	be	AUX
easat-9643	179	7	misused	misuse	VERB
easat-9643	179	8	is	be	AUX
easat-9643	179	9	in	in	ADP
easat-9643	179	10	the	the	DET
easat-9643	179	11	development	development	NOUN
easat-9643	179	12	of	of	ADP
easat-9643	179	13	deepfakes	deepfake	NOUN
easat-9643	179	14	,	,	PUNCT
easat-9643	179	15	a	a	DET
easat-9643	179	16	form	form	NOUN
easat-9643	179	17	of	of	ADP
easat-9643	179	18	ai	ai	NOUN
easat-9643	179	19	-	-	PUNCT
easat-9643	179	20	generated	generate	VERB
easat-9643	179	21	content	content	NOUN
easat-9643	179	22	that	that	PRON
easat-9643	179	23	can	can	AUX
easat-9643	179	24	create	create	VERB
easat-9643	179	25	hyper	hyper	ADJ
easat-9643	179	26	-	-	ADJ
easat-9643	179	27	realistic	realistic	ADJ
easat-9643	179	28	images	image	NOUN
easat-9643	179	29	,	,	PUNCT
easat-9643	179	30	videos	video	NOUN
easat-9643	179	31	,	,	PUNCT
easat-9643	179	32	and	and	CCONJ
easat-9643	179	33	audio	audio	NOUN
easat-9643	179	34	clips	clip	NOUN
easat-9643	179	35	.	.	PUNCT
easat-9643	180	1	while	while	SCONJ
easat-9643	180	2	deepfakes	deepfake	NOUN
easat-9643	180	3	have	have	VERB
easat-9643	180	4	legitimate	legitimate	ADJ
easat-9643	180	5	applications	application	NOUN
easat-9643	180	6	in	in	ADP
easat-9643	180	7	entertainment	entertainment	NOUN
easat-9643	180	8	and	and	CCONJ
easat-9643	180	9	media	medium	NOUN
easat-9643	180	10	,	,	PUNCT
easat-9643	180	11	they	they	PRON
easat-9643	180	12	have	have	AUX
easat-9643	180	13	also	also	ADV
easat-9643	180	14	been	be	AUX
easat-9643	180	15	weaponized	weaponize	VERB
easat-9643	180	16	for	for	ADP
easat-9643	180	17	malicious	malicious	ADJ
easat-9643	180	18	purposes	purpose	NOUN
easat-9643	180	19	.	.	PUNCT
easat-9643	181	1	cybercriminals	cybercriminal	NOUN
easat-9643	181	2	can	can	AUX
easat-9643	181	3	use	use	VERB
easat-9643	181	4	deepfakes	deepfake	NOUN
easat-9643	181	5	to	to	PART
easat-9643	181	6	impersonate	impersonate	VERB
easat-9643	181	7	individuals	individual	NOUN
easat-9643	181	8	,	,	PUNCT
easat-9643	181	9	spread	spread	VERB
easat-9643	181	10	disinformation	disinformation	NOUN
easat-9643	181	11	,	,	PUNCT
easat-9643	181	12	and	and	CCONJ
easat-9643	181	13	manipulate	manipulate	VERB
easat-9643	181	14	public	public	ADJ
easat-9643	181	15	opinion	opinion	NOUN
easat-9643	181	16	.	.	PUNCT
easat-9643	182	1	in	in	ADP
easat-9643	182	2	the	the	DET
easat-9643	182	3	context	context	NOUN
easat-9643	182	4	of	of	ADP
easat-9643	182	5	cyber	cyber	PROPN
easat-9643	182	6	threats	threat	NOUN
easat-9643	182	7	,	,	PUNCT
easat-9643	182	8	deepfakes	deepfake	NOUN
easat-9643	182	9	can	can	AUX
easat-9643	182	10	be	be	AUX
easat-9643	182	11	used	use	VERB
easat-9643	182	12	to	to	PART
easat-9643	182	13	deceive	deceive	VERB
easat-9643	182	14	individuals	individual	NOUN
easat-9643	182	15	into	into	ADP
easat-9643	182	16	believing	believe	VERB
easat-9643	182	17	they	they	PRON
easat-9643	182	18	are	be	AUX
easat-9643	182	19	communicating	communicate	VERB
easat-9643	182	20	with	with	ADP
easat-9643	182	21	a	a	DET
easat-9643	182	22	trusted	trust	VERB
easat-9643	182	23	source	source	NOUN
easat-9643	182	24	,	,	PUNCT
easat-9643	182	25	leading	lead	VERB
easat-9643	182	26	to	to	ADP
easat-9643	182	27	the	the	DET
easat-9643	182	28	disclosure	disclosure	NOUN
easat-9643	182	29	of	of	ADP
easat-9643	182	30	sensitive	sensitive	ADJ
easat-9643	182	31	information	information	NOUN
easat-9643	182	32	or	or	CCONJ
easat-9643	182	33	even	even	ADV
easat-9643	182	34	financial	financial	ADJ
easat-9643	182	35	fraud	fraud	NOUN
easat-9643	182	36	.	.	PUNCT
easat-9643	183	1	in	in	ADP
easat-9643	183	2	the	the	DET
easat-9643	183	3	political	political	ADJ
easat-9643	183	4	arena	arena	NOUN
easat-9643	183	5	,	,	PUNCT
easat-9643	183	6	deepfakes	deepfake	NOUN
easat-9643	183	7	have	have	VERB
easat-9643	183	8	the	the	DET
easat-9643	183	9	potential	potential	NOUN
easat-9643	183	10	to	to	PART
easat-9643	183	11	destabilize	destabilize	VERB
easat-9643	183	12	democracies	democracy	NOUN
easat-9643	183	13	by	by	ADP
easat-9643	183	14	spreading	spread	VERB
easat-9643	183	15	disinformation	disinformation	NOUN
easat-9643	183	16	during	during	ADP
easat-9643	183	17	elections	election	NOUN
easat-9643	183	18	or	or	CCONJ
easat-9643	183	19	undermining	undermine	VERB
easat-9643	183	20	the	the	DET
easat-9643	183	21	credibility	credibility	NOUN
easat-9643	183	22	of	of	ADP
easat-9643	183	23	public	public	ADJ
easat-9643	183	24	officials	official	NOUN
easat-9643	183	25	.	.	PUNCT
easat-9643	184	1	ai	ai	AUX
easat-9643	184	2	also	also	ADV
easat-9643	184	3	plays	play	VERB
easat-9643	184	4	a	a	DET
easat-9643	184	5	role	role	NOUN
easat-9643	184	6	in	in	ADP
easat-9643	184	7	automated	automate	VERB
easat-9643	184	8	hacking	hack	VERB
easat-9643	184	9	techniques	technique	NOUN
easat-9643	184	10	.	.	PUNCT
easat-9643	185	1	machine	machine	NOUN
easat-9643	185	2	learning	learn	VERB
easat-9643	185	3	algorithms	algorithm	NOUN
easat-9643	185	4	can	can	AUX
easat-9643	185	5	be	be	AUX
easat-9643	185	6	trained	train	VERB
easat-9643	185	7	to	to	PART
easat-9643	185	8	identify	identify	VERB
easat-9643	185	9	vulnerabilities	vulnerability	NOUN
easat-9643	185	10	in	in	ADP
easat-9643	185	11	software	software	NOUN
easat-9643	185	12	systems	system	NOUN
easat-9643	185	13	or	or	CCONJ
easat-9643	185	14	networks	network	NOUN
easat-9643	185	15	more	more	ADV
easat-9643	185	16	quickly	quickly	ADV
easat-9643	185	17	than	than	ADP
easat-9643	185	18	human	human	ADJ
easat-9643	185	19	hackers	hacker	NOUN
easat-9643	185	20	.	.	PUNCT
easat-9643	186	1	once	once	SCONJ
easat-9643	186	2	these	these	DET
easat-9643	186	3	vulnerabilities	vulnerability	NOUN
easat-9643	186	4	are	be	AUX
easat-9643	186	5	discovered	discover	VERB
easat-9643	186	6	,	,	PUNCT
easat-9643	186	7	ai	ai	INTJ
easat-9643	186	8	can	can	AUX
easat-9643	186	9	be	be	AUX
easat-9643	186	10	programmed	program	VERB
easat-9643	186	11	to	to	PART
easat-9643	186	12	exploit	exploit	VERB
easat-9643	186	13	them	they	PRON
easat-9643	186	14	at	at	ADP
easat-9643	186	15	scale	scale	NOUN
easat-9643	186	16	.	.	PUNCT
easat-9643	187	1	this	this	PRON
easat-9643	187	2	can	can	AUX
easat-9643	187	3	result	result	VERB
easat-9643	187	4	in	in	ADP
easat-9643	187	5	faster	fast	ADJ
easat-9643	187	6	,	,	PUNCT
easat-9643	187	7	more	more	ADV
easat-9643	187	8	widespread	widespread	ADJ
easat-9643	187	9	attacks	attack	NOUN
easat-9643	187	10	that	that	PRON
easat-9643	187	11	can	can	AUX
easat-9643	187	12	compromise	compromise	VERB
easat-9643	187	13	multiple	multiple	ADJ
easat-9643	187	14	systems	system	NOUN
easat-9643	187	15	simultaneously	simultaneously	ADV
easat-9643	187	16	.	.	PUNCT
easat-9643	188	1	for	for	ADP
easat-9643	188	2	instance	instance	NOUN
easat-9643	188	3	,	,	PUNCT
easat-9643	188	4	ai	ai	ADJ
easat-9643	188	5	-	-	PUNCT
easat-9643	188	6	driven	drive	VERB
easat-9643	188	7	malware	malware	NOUN
easat-9643	188	8	can	can	AUX
easat-9643	188	9	autonomously	autonomously	ADV
easat-9643	188	10	evolve	evolve	VERB
easat-9643	188	11	and	and	CCONJ
easat-9643	188	12	adapt	adapt	VERB
easat-9643	188	13	to	to	PART
easat-9643	188	14	evade	evade	VERB
easat-9643	188	15	detection	detection	NOUN
easat-9643	188	16	by	by	ADP
easat-9643	188	17	traditional	traditional	ADJ
easat-9643	188	18	security	security	NOUN
easat-9643	188	19	measures	measure	NOUN
easat-9643	188	20	,	,	PUNCT
easat-9643	188	21	making	make	VERB
easat-9643	188	22	it	it	PRON
easat-9643	188	23	harder	hard	ADV
easat-9643	188	24	for	for	SCONJ
easat-9643	188	25	cybersecurity	cybersecurity	NOUN
easat-9643	188	26	teams	team	NOUN
easat-9643	188	27	to	to	PART
easat-9643	188	28	defend	defend	VERB
easat-9643	188	29	against	against	ADP
easat-9643	188	30	such	such	ADJ
easat-9643	188	31	threats	threat	NOUN
easat-9643	188	32	.	.	PUNCT
easat-9643	189	1	moreover	moreover	ADV
easat-9643	189	2	,	,	PUNCT
easat-9643	189	3	ai	ai	INTJ
easat-9643	189	4	can	can	AUX
easat-9643	189	5	be	be	AUX
easat-9643	189	6	used	use	VERB
easat-9643	189	7	to	to	PART
easat-9643	189	8	optimize	optimize	VERB
easat-9643	189	9	distributed	distribute	VERB
easat-9643	189	10	denial	denial	NOUN
easat-9643	189	11	of	of	ADP
easat-9643	189	12	service	service	NOUN
easat-9643	189	13	(	(	PUNCT
easat-9643	189	14	ddos	ddos	NOUN
easat-9643	189	15	)	)	PUNCT
easat-9643	189	16	attacks	attack	NOUN
easat-9643	189	17	,	,	PUNCT
easat-9643	189	18	which	which	PRON
easat-9643	189	19	flood	flood	VERB
easat-9643	189	20	a	a	DET
easat-9643	189	21	network	network	NOUN
easat-9643	189	22	with	with	ADP
easat-9643	189	23	traffic	traffic	NOUN
easat-9643	189	24	,	,	PUNCT
easat-9643	189	25	rendering	render	VERB
easat-9643	189	26	it	it	PRON
easat-9643	189	27	inaccessible	inaccessible	ADJ
easat-9643	189	28	.	.	PUNCT
easat-9643	190	1	by	by	ADP
easat-9643	190	2	using	use	VERB
easat-9643	190	3	ai	ai	NOUN
easat-9643	190	4	,	,	PUNCT
easat-9643	190	5	attackers	attacker	NOUN
easat-9643	190	6	can	can	AUX
easat-9643	190	7	optimize	optimize	VERB
easat-9643	190	8	these	these	DET
easat-9643	190	9	attacks	attack	NOUN
easat-9643	190	10	by	by	ADP
easat-9643	190	11	identifying	identify	VERB
easat-9643	190	12	the	the	DET
easat-9643	190	13	weakest	weak	ADJ
easat-9643	190	14	points	point	NOUN
easat-9643	190	15	in	in	ADP
easat-9643	190	16	a	a	DET
easat-9643	190	17	system	system	NOUN
easat-9643	190	18	and	and	CCONJ
easat-9643	190	19	directing	direct	VERB
easat-9643	190	20	resources	resource	NOUN
easat-9643	190	21	accordingly	accordingly	ADV
easat-9643	190	22	.	.	PUNCT
easat-9643	191	1	social	social	ADJ
easat-9643	191	2	engineering	engineering	NOUN
easat-9643	191	3	attacks	attack	NOUN
easat-9643	191	4	,	,	PUNCT
easat-9643	191	5	which	which	PRON
easat-9643	191	6	rely	rely	VERB
easat-9643	191	7	on	on	ADP
easat-9643	191	8	manipulating	manipulate	VERB
easat-9643	191	9	human	human	ADJ
easat-9643	191	10	behavior	behavior	NOUN
easat-9643	191	11	,	,	PUNCT
easat-9643	191	12	can	can	AUX
easat-9643	191	13	also	also	ADV
easat-9643	191	14	be	be	AUX
easat-9643	191	15	enhanced	enhance	VERB
easat-9643	191	16	with	with	ADP
easat-9643	191	17	ai	ai	PROPN
easat-9643	191	18	.	.	PUNCT
easat-9643	191	19	by	by	ADP
easat-9643	191	20	analyzing	analyze	VERB
easat-9643	191	21	vast	vast	ADJ
easat-9643	191	22	amounts	amount	NOUN
easat-9643	191	23	of	of	ADP
easat-9643	191	24	personal	personal	ADJ
easat-9643	191	25	data	datum	NOUN
easat-9643	191	26	available	available	ADJ
easat-9643	191	27	online	online	ADV
easat-9643	191	28	,	,	PUNCT
easat-9643	191	29	ai	ai	AUX
easat-9643	191	30	can	can	AUX
easat-9643	191	31	craft	craft	VERB
easat-9643	191	32	highly	highly	ADV
easat-9643	191	33	targeted	target	VERB
easat-9643	191	34	attacks	attack	NOUN
easat-9643	191	35	that	that	PRON
easat-9643	191	36	exploit	exploit	VERB
easat-9643	191	37	individual	individual	ADJ
easat-9643	191	38	weaknesses	weakness	NOUN
easat-9643	191	39	.	.	PUNCT
easat-9643	192	1	for	for	ADP
easat-9643	192	2	example	example	NOUN
easat-9643	192	3	,	,	PUNCT
easat-9643	192	4	ai	ai	VERB
easat-9643	192	5	can	can	AUX
easat-9643	192	6	predict	predict	VERB
easat-9643	192	7	which	which	PRON
easat-9643	192	8	individuals	individual	NOUN
easat-9643	192	9	are	be	AUX
easat-9643	192	10	more	more	ADV
easat-9643	192	11	likely	likely	ADJ
easat-9643	192	12	to	to	PART
easat-9643	192	13	fall	fall	VERB
easat-9643	192	14	for	for	ADP
easat-9643	192	15	certain	certain	ADJ
easat-9643	192	16	scams	scam	NOUN
easat-9643	192	17	based	base	VERB
easat-9643	192	18	on	on	ADP
easat-9643	192	19	their	their	PRON
easat-9643	192	20	social	social	ADJ
easat-9643	192	21	media	medium	NOUN
easat-9643	192	22	activity	activity	NOUN
easat-9643	192	23	,	,	PUNCT
easat-9643	192	24	search	search	NOUN
easat-9643	192	25	history	history	NOUN
easat-9643	192	26	,	,	PUNCT
easat-9643	192	27	or	or	CCONJ
easat-9643	192	28	communication	communication	NOUN
easat-9643	192	29	patterns	pattern	NOUN
easat-9643	192	30	.	.	PUNCT
easat-9643	193	1	this	this	PRON
easat-9643	193	2	allows	allow	VERB
easat-9643	193	3	attackers	attacker	NOUN
easat-9643	193	4	to	to	PART
easat-9643	193	5	craft	craft	VERB
easat-9643	193	6	more	more	ADV
easat-9643	193	7	effective	effective	ADJ
easat-9643	193	8	social	social	ADJ
easat-9643	193	9	engineering	engineering	NOUN
easat-9643	193	10	schemes	scheme	NOUN
easat-9643	193	11	that	that	PRON
easat-9643	193	12	increase	increase	VERB
easat-9643	193	13	the	the	DET
easat-9643	193	14	likelihood	likelihood	NOUN
easat-9643	193	15	of	of	ADP
easat-9643	193	16	1459	1459	NUM
easat-9643	193	17	edelweiss	edelweiss	PROPN
easat-9643	193	18	applied	apply	VERB
easat-9643	193	19	science	science	NOUN
easat-9643	193	20	and	and	CCONJ
easat-9643	193	21	technology	technology	NOUN
easat-9643	193	22	issn	issn	PROPN
easat-9643	193	23	:	:	PUNCT
easat-9643	193	24	2576	2576	NUM
easat-9643	193	25	-	-	SYM
easat-9643	193	26	8484	8484	NUM
easat-9643	193	27	vol	vol	NOUN
easat-9643	193	28	.	.	PROPN
easat-9643	194	1	9	9	NUM
easat-9643	194	2	,	,	PUNCT
easat-9643	194	3	no	no	INTJ
easat-9643	194	4	.	.	NOUN
easat-9643	194	5	8	8	NUM
easat-9643	194	6	:	:	PUNCT
easat-9643	194	7	1452	1452	NUM
easat-9643	194	8	-	-	SYM
easat-9643	194	9	1463	1463	NUM
easat-9643	194	10	,	,	PUNCT
easat-9643	194	11	2025	2025	NUM
easat-9643	194	12	doi	doi	NOUN
easat-9643	194	13	:	:	PUNCT
easat-9643	194	14	10.55214/2576	10.55214/2576	NUM
easat-9643	194	15	-	-	PUNCT
easat-9643	194	16	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	194	17	©	©	PROPN
easat-9643	194	18	2025	2025	NUM
easat-9643	194	19	by	by	ADP
easat-9643	194	20	the	the	DET
easat-9643	194	21	author	author	NOUN
easat-9643	194	22	;	;	PUNCT
easat-9643	194	23	licensee	licensee	PROPN
easat-9643	194	24	learning	learn	VERB
easat-9643	194	25	gate	gate	NOUN
easat-9643	194	26	success	success	NOUN
easat-9643	194	27	.	.	PUNCT
easat-9643	195	1	in	in	ADP
easat-9643	195	2	addition	addition	NOUN
easat-9643	195	3	,	,	PUNCT
easat-9643	195	4	ai	ai	ADJ
easat-9643	195	5	-	-	PUNCT
easat-9643	195	6	driven	drive	VERB
easat-9643	195	7	bots	bot	NOUN
easat-9643	195	8	can	can	AUX
easat-9643	195	9	be	be	AUX
easat-9643	195	10	deployed	deploy	VERB
easat-9643	195	11	to	to	PART
easat-9643	195	12	interact	interact	VERB
easat-9643	195	13	with	with	ADP
easat-9643	195	14	users	user	NOUN
easat-9643	195	15	in	in	ADP
easat-9643	195	16	real	real	ADJ
easat-9643	195	17	-	-	PUNCT
easat-9643	195	18	time	time	NOUN
easat-9643	195	19	,	,	PUNCT
easat-9643	195	20	mimicking	mimic	VERB
easat-9643	195	21	human	human	ADJ
easat-9643	195	22	behavior	behavior	NOUN
easat-9643	195	23	to	to	PART
easat-9643	195	24	gain	gain	VERB
easat-9643	195	25	trust	trust	NOUN
easat-9643	195	26	and	and	CCONJ
easat-9643	195	27	extract	extract	VERB
easat-9643	195	28	sensitive	sensitive	ADJ
easat-9643	195	29	information	information	NOUN
easat-9643	195	30	.	.	PUNCT
easat-9643	196	1	the	the	DET
easat-9643	196	2	misuse	misuse	NOUN
easat-9643	196	3	of	of	ADP
easat-9643	196	4	ai	ai	VERB
easat-9643	196	5	in	in	ADP
easat-9643	196	6	the	the	DET
easat-9643	196	7	context	context	NOUN
easat-9643	196	8	of	of	ADP
easat-9643	196	9	cyber	cyber	PROPN
easat-9643	196	10	threats	threat	NOUN
easat-9643	196	11	extends	extend	VERB
easat-9643	196	12	beyond	beyond	ADP
easat-9643	196	13	individuals	individual	NOUN
easat-9643	196	14	and	and	CCONJ
easat-9643	196	15	businesses	business	NOUN
easat-9643	196	16	.	.	PUNCT
easat-9643	197	1	statesponsored	statesponsore	VERB
easat-9643	197	2	cyberattacks	cyberattack	NOUN
easat-9643	197	3	are	be	AUX
easat-9643	197	4	increasingly	increasingly	ADV
easat-9643	197	5	incorporating	incorporate	VERB
easat-9643	197	6	ai	ai	VERB
easat-9643	197	7	to	to	PART
easat-9643	197	8	enhance	enhance	VERB
easat-9643	197	9	their	their	PRON
easat-9643	197	10	effectiveness	effectiveness	NOUN
easat-9643	197	11	.	.	PUNCT
easat-9643	198	1	governments	government	NOUN
easat-9643	198	2	and	and	CCONJ
easat-9643	198	3	military	military	ADJ
easat-9643	198	4	organizations	organization	NOUN
easat-9643	198	5	may	may	AUX
easat-9643	198	6	use	use	VERB
easat-9643	198	7	ai	ai	VERB
easat-9643	198	8	to	to	PART
easat-9643	198	9	conduct	conduct	VERB
easat-9643	198	10	espionage	espionage	NOUN
easat-9643	198	11	,	,	PUNCT
easat-9643	198	12	sabotage	sabotage	VERB
easat-9643	198	13	critical	critical	ADJ
easat-9643	198	14	infrastructure	infrastructure	NOUN
easat-9643	198	15	,	,	PUNCT
easat-9643	198	16	or	or	CCONJ
easat-9643	198	17	disrupt	disrupt	VERB
easat-9643	198	18	the	the	DET
easat-9643	198	19	operations	operation	NOUN
easat-9643	198	20	of	of	ADP
easat-9643	198	21	rival	rival	ADJ
easat-9643	198	22	states	state	NOUN
easat-9643	198	23	.	.	PUNCT
easat-9643	199	1	ai	ai	VERB
easat-9643	199	2	can	can	AUX
easat-9643	199	3	be	be	AUX
easat-9643	199	4	employed	employ	VERB
easat-9643	199	5	to	to	PART
easat-9643	199	6	automate	automate	VERB
easat-9643	199	7	surveillance	surveillance	NOUN
easat-9643	199	8	,	,	PUNCT
easat-9643	199	9	track	track	VERB
easat-9643	199	10	the	the	DET
easat-9643	199	11	movements	movement	NOUN
easat-9643	199	12	and	and	CCONJ
easat-9643	199	13	communications	communication	NOUN
easat-9643	199	14	of	of	ADP
easat-9643	199	15	targets	target	NOUN
easat-9643	199	16	,	,	PUNCT
easat-9643	199	17	and	and	CCONJ
easat-9643	199	18	carry	carry	VERB
easat-9643	199	19	out	out	ADP
easat-9643	199	20	sophisticated	sophisticated	ADJ
easat-9643	199	21	disinformation	disinformation	NOUN
easat-9643	199	22	campaigns	campaign	NOUN
easat-9643	199	23	.	.	PUNCT
easat-9643	200	1	in	in	ADP
easat-9643	200	2	the	the	DET
easat-9643	200	3	realm	realm	NOUN
easat-9643	200	4	of	of	ADP
easat-9643	200	5	warfare	warfare	NOUN
easat-9643	200	6	,	,	PUNCT
easat-9643	200	7	ai	ai	ADJ
easat-9643	200	8	-	-	PUNCT
easat-9643	200	9	driven	drive	VERB
easat-9643	200	10	autonomous	autonomous	ADJ
easat-9643	200	11	weapons	weapon	NOUN
easat-9643	200	12	systems	system	NOUN
easat-9643	200	13	represent	represent	VERB
easat-9643	200	14	another	another	DET
easat-9643	200	15	potential	potential	ADJ
easat-9643	200	16	area	area	NOUN
easat-9643	200	17	for	for	ADP
easat-9643	200	18	misuse	misuse	NOUN
easat-9643	200	19	,	,	PUNCT
easat-9643	200	20	as	as	SCONJ
easat-9643	200	21	they	they	PRON
easat-9643	200	22	can	can	AUX
easat-9643	200	23	be	be	AUX
easat-9643	200	24	programmed	program	VERB
easat-9643	200	25	to	to	PART
easat-9643	200	26	make	make	VERB
easat-9643	200	27	decisions	decision	NOUN
easat-9643	200	28	without	without	ADP
easat-9643	200	29	human	human	ADJ
easat-9643	200	30	oversight	oversight	NOUN
easat-9643	200	31	,	,	PUNCT
easat-9643	200	32	raising	raise	VERB
easat-9643	200	33	ethical	ethical	ADJ
easat-9643	200	34	and	and	CCONJ
easat-9643	200	35	security	security	NOUN
easat-9643	200	36	concerns	concern	NOUN
easat-9643	200	37	.	.	PUNCT
easat-9643	201	1	to	to	PART
easat-9643	201	2	address	address	VERB
easat-9643	201	3	the	the	DET
easat-9643	201	4	misuse	misuse	NOUN
easat-9643	201	5	of	of	ADP
easat-9643	201	6	ai	ai	PROPN
easat-9643	201	7	as	as	ADP
easat-9643	201	8	a	a	DET
easat-9643	201	9	tool	tool	NOUN
easat-9643	201	10	for	for	ADP
easat-9643	201	11	cyber	cyber	NOUN
easat-9643	201	12	threats	threat	NOUN
easat-9643	201	13	,	,	PUNCT
easat-9643	201	14	it	it	PRON
easat-9643	201	15	is	be	AUX
easat-9643	201	16	essential	essential	ADJ
easat-9643	201	17	to	to	PART
easat-9643	201	18	adopt	adopt	VERB
easat-9643	201	19	a	a	DET
easat-9643	201	20	multi	multi	ADJ
easat-9643	201	21	-	-	ADJ
easat-9643	201	22	faceted	faceted	ADJ
easat-9643	201	23	approach	approach	NOUN
easat-9643	201	24	to	to	ADP
easat-9643	201	25	security	security	NOUN
easat-9643	201	26	.	.	PUNCT
easat-9643	202	1	organizations	organization	NOUN
easat-9643	202	2	must	must	AUX
easat-9643	202	3	invest	invest	VERB
easat-9643	202	4	in	in	ADP
easat-9643	202	5	ai	ai	ADJ
easat-9643	202	6	-	-	PUNCT
easat-9643	202	7	driven	drive	VERB
easat-9643	202	8	cybersecurity	cybersecurity	NOUN
easat-9643	202	9	systems	system	NOUN
easat-9643	202	10	that	that	PRON
easat-9643	202	11	can	can	AUX
easat-9643	202	12	detect	detect	VERB
easat-9643	202	13	and	and	CCONJ
easat-9643	202	14	respond	respond	VERB
easat-9643	202	15	to	to	ADP
easat-9643	202	16	ai	ai	VERB
easat-9643	202	17	-	-	PUNCT
easat-9643	202	18	powered	power	VERB
easat-9643	202	19	threats	threat	NOUN
easat-9643	202	20	.	.	PUNCT
easat-9643	203	1	this	this	PRON
easat-9643	203	2	includes	include	VERB
easat-9643	203	3	the	the	DET
easat-9643	203	4	use	use	NOUN
easat-9643	203	5	of	of	ADP
easat-9643	203	6	machine	machine	NOUN
easat-9643	203	7	learning	learn	VERB
easat-9643	203	8	algorithms	algorithm	NOUN
easat-9643	203	9	to	to	PART
easat-9643	203	10	identify	identify	VERB
easat-9643	203	11	patterns	pattern	NOUN
easat-9643	203	12	of	of	ADP
easat-9643	203	13	malicious	malicious	ADJ
easat-9643	203	14	behavior	behavior	NOUN
easat-9643	203	15	,	,	PUNCT
easat-9643	203	16	detect	detect	VERB
easat-9643	203	17	anomalies	anomaly	NOUN
easat-9643	203	18	in	in	ADP
easat-9643	203	19	network	network	NOUN
easat-9643	203	20	traffic	traffic	NOUN
easat-9643	203	21	,	,	PUNCT
easat-9643	203	22	and	and	CCONJ
easat-9643	203	23	respond	respond	VERB
easat-9643	203	24	to	to	ADP
easat-9643	203	25	potential	potential	ADJ
easat-9643	203	26	attacks	attack	NOUN
easat-9643	203	27	in	in	ADP
easat-9643	203	28	real	real	ADJ
easat-9643	203	29	-	-	PUNCT
easat-9643	203	30	time	time	NOUN
easat-9643	203	31	.	.	PUNCT
easat-9643	204	1	moreover	moreover	ADV
easat-9643	204	2	,	,	PUNCT
easat-9643	204	3	developing	develop	VERB
easat-9643	204	4	legal	legal	ADJ
easat-9643	204	5	frameworks	framework	NOUN
easat-9643	204	6	and	and	CCONJ
easat-9643	204	7	regulations	regulation	NOUN
easat-9643	204	8	specific	specific	ADJ
easat-9643	204	9	to	to	PART
easat-9643	204	10	ai	ai	VERB
easat-9643	204	11	misuse	misuse	NOUN
easat-9643	204	12	is	be	AUX
easat-9643	204	13	critical	critical	ADJ
easat-9643	204	14	in	in	ADP
easat-9643	204	15	ensuring	ensure	VERB
easat-9643	204	16	accountability	accountability	NOUN
easat-9643	204	17	and	and	CCONJ
easat-9643	204	18	transparency	transparency	NOUN
easat-9643	204	19	in	in	ADP
easat-9643	204	20	the	the	DET
easat-9643	204	21	deployment	deployment	NOUN
easat-9643	204	22	of	of	ADP
easat-9643	204	23	ai	ai	PROPN
easat-9643	204	24	technologies	technology	NOUN
easat-9643	204	25	.	.	PUNCT
easat-9643	205	1	governments	government	NOUN
easat-9643	205	2	,	,	PUNCT
easat-9643	205	3	corporations	corporation	NOUN
easat-9643	205	4	,	,	PUNCT
easat-9643	205	5	and	and	CCONJ
easat-9643	205	6	researchers	researcher	NOUN
easat-9643	205	7	must	must	AUX
easat-9643	205	8	collaborate	collaborate	VERB
easat-9643	205	9	to	to	PART
easat-9643	205	10	create	create	VERB
easat-9643	205	11	guidelines	guideline	NOUN
easat-9643	205	12	and	and	CCONJ
easat-9643	205	13	standards	standard	NOUN
easat-9643	205	14	that	that	PRON
easat-9643	205	15	prevent	prevent	VERB
easat-9643	205	16	the	the	DET
easat-9643	205	17	malicious	malicious	ADJ
easat-9643	205	18	use	use	NOUN
easat-9643	205	19	of	of	ADP
easat-9643	205	20	ai	ai	NOUN
easat-9643	205	21	while	while	SCONJ
easat-9643	205	22	promoting	promote	VERB
easat-9643	205	23	its	its	PRON
easat-9643	205	24	positive	positive	ADJ
easat-9643	205	25	applications	application	NOUN
easat-9643	205	26	.	.	PUNCT
easat-9643	206	1	and	and	CCONJ
easat-9643	206	2	while	while	SCONJ
easat-9643	206	3	ai	ai	VERB
easat-9643	206	4	offers	offer	VERB
easat-9643	206	5	immense	immense	ADJ
easat-9643	206	6	potential	potential	NOUN
easat-9643	206	7	for	for	ADP
easat-9643	206	8	advancing	advance	VERB
easat-9643	206	9	technology	technology	NOUN
easat-9643	206	10	and	and	CCONJ
easat-9643	206	11	improving	improve	VERB
easat-9643	206	12	security	security	NOUN
easat-9643	206	13	,	,	PUNCT
easat-9643	206	14	it	it	PRON
easat-9643	206	15	also	also	ADV
easat-9643	206	16	presents	present	VERB
easat-9643	206	17	new	new	ADJ
easat-9643	206	18	challenges	challenge	NOUN
easat-9643	206	19	when	when	SCONJ
easat-9643	206	20	misused	misuse	VERB
easat-9643	206	21	for	for	ADP
easat-9643	206	22	malicious	malicious	ADJ
easat-9643	206	23	purposes	purpose	NOUN
easat-9643	206	24	.	.	PUNCT
easat-9643	207	1	the	the	DET
easat-9643	207	2	automation	automation	NOUN
easat-9643	207	3	of	of	ADP
easat-9643	207	4	cyberattacks	cyberattack	NOUN
easat-9643	207	5	,	,	PUNCT
easat-9643	207	6	the	the	DET
easat-9643	207	7	development	development	NOUN
easat-9643	207	8	of	of	ADP
easat-9643	207	9	deepfakes	deepfake	NOUN
easat-9643	207	10	,	,	PUNCT
easat-9643	207	11	and	and	CCONJ
easat-9643	207	12	the	the	DET
easat-9643	207	13	optimization	optimization	NOUN
easat-9643	207	14	of	of	ADP
easat-9643	207	15	hacking	hack	VERB
easat-9643	207	16	techniques	technique	NOUN
easat-9643	207	17	all	all	PRON
easat-9643	207	18	demonstrate	demonstrate	VERB
easat-9643	207	19	the	the	DET
easat-9643	207	20	dual	dual	ADJ
easat-9643	207	21	nature	nature	NOUN
easat-9643	207	22	of	of	ADP
easat-9643	207	23	ai	ai	NOUN
easat-9643	207	24	.	.	PUNCT
easat-9643	208	1	as	as	SCONJ
easat-9643	208	2	ai	ai	PROPN
easat-9643	208	3	continues	continue	VERB
easat-9643	208	4	to	to	PART
easat-9643	208	5	evolve	evolve	VERB
easat-9643	208	6	,	,	PUNCT
easat-9643	208	7	it	it	PRON
easat-9643	208	8	is	be	AUX
easat-9643	208	9	essential	essential	ADJ
easat-9643	208	10	to	to	PART
easat-9643	208	11	remain	remain	VERB
easat-9643	208	12	vigilant	vigilant	ADJ
easat-9643	208	13	about	about	ADP
easat-9643	208	14	its	its	PRON
easat-9643	208	15	potential	potential	NOUN
easat-9643	208	16	for	for	ADP
easat-9643	208	17	misuse	misuse	NOUN
easat-9643	208	18	and	and	CCONJ
easat-9643	208	19	to	to	PART
easat-9643	208	20	develop	develop	VERB
easat-9643	208	21	robust	robust	ADJ
easat-9643	208	22	security	security	NOUN
easat-9643	208	23	measures	measure	NOUN
easat-9643	208	24	to	to	PART
easat-9643	208	25	mitigate	mitigate	VERB
easat-9643	208	26	the	the	DET
easat-9643	208	27	risks	risk	NOUN
easat-9643	208	28	associated	associate	VERB
easat-9643	208	29	with	with	ADP
easat-9643	208	30	ai	ai	ADV
easat-9643	208	31	-	-	PUNCT
easat-9643	208	32	driven	drive	VERB
easat-9643	208	33	cyber	cyber	NOUN
easat-9643	208	34	threats	threat	NOUN
easat-9643	208	35	.	.	PUNCT
easat-9643	209	1	6	6	X
easat-9643	209	2	.	.	X
easat-9643	209	3	ai	ai	AUX
easat-9643	209	4	system	system	NOUN
easat-9643	209	5	integrity	integrity	NOUN
easat-9643	209	6	as	as	ADP
easat-9643	209	7	a	a	DET
easat-9643	209	8	cybersecurity	cybersecurity	NOUN
easat-9643	209	9	imperative	imperative	NOUN
easat-9643	209	10	as	as	ADP
easat-9643	209	11	artificial	artificial	ADJ
easat-9643	209	12	intelligence	intelligence	NOUN
easat-9643	209	13	(	(	PUNCT
easat-9643	209	14	ai	ai	NOUN
easat-9643	209	15	)	)	PUNCT
easat-9643	209	16	becomes	become	VERB
easat-9643	209	17	increasingly	increasingly	ADV
easat-9643	209	18	central	central	ADJ
easat-9643	209	19	to	to	ADP
easat-9643	209	20	decision	decision	NOUN
easat-9643	209	21	-	-	PUNCT
easat-9643	209	22	making	make	VERB
easat-9643	209	23	processes	process	NOUN
easat-9643	209	24	across	across	ADP
easat-9643	209	25	critical	critical	ADJ
easat-9643	209	26	sectors	sector	NOUN
easat-9643	209	27	like	like	ADP
easat-9643	209	28	healthcare	healthcare	NOUN
easat-9643	209	29	,	,	PUNCT
easat-9643	209	30	finance	finance	NOUN
easat-9643	209	31	,	,	PUNCT
easat-9643	209	32	and	and	CCONJ
easat-9643	209	33	national	national	ADJ
easat-9643	209	34	security	security	NOUN
easat-9643	209	35	,	,	PUNCT
easat-9643	209	36	ensuring	ensure	VERB
easat-9643	209	37	the	the	DET
easat-9643	209	38	integrity	integrity	NOUN
easat-9643	209	39	of	of	ADP
easat-9643	209	40	these	these	DET
easat-9643	209	41	systems	system	NOUN
easat-9643	209	42	is	be	AUX
easat-9643	209	43	vital	vital	ADJ
easat-9643	209	44	.	.	PUNCT
easat-9643	210	1	ai	ai	AUX
easat-9643	210	2	system	system	NOUN
easat-9643	210	3	integrity	integrity	NOUN
easat-9643	210	4	refers	refer	VERB
easat-9643	210	5	to	to	ADP
easat-9643	210	6	the	the	DET
easat-9643	210	7	ability	ability	NOUN
easat-9643	210	8	of	of	ADP
easat-9643	210	9	an	an	DET
easat-9643	210	10	ai	ai	NOUN
easat-9643	210	11	model	model	NOUN
easat-9643	210	12	to	to	PART
easat-9643	210	13	function	function	VERB
easat-9643	210	14	accurately	accurately	ADV
easat-9643	210	15	,	,	PUNCT
easat-9643	210	16	predictably	predictably	ADV
easat-9643	210	17	,	,	PUNCT
easat-9643	210	18	and	and	CCONJ
easat-9643	210	19	securely	securely	ADV
easat-9643	210	20	,	,	PUNCT
easat-9643	210	21	free	free	ADJ
easat-9643	210	22	from	from	ADP
easat-9643	210	23	manipulation	manipulation	NOUN
easat-9643	210	24	or	or	CCONJ
easat-9643	210	25	corruption	corruption	NOUN
easat-9643	210	26	throughout	throughout	ADP
easat-9643	210	27	its	its	PRON
easat-9643	210	28	lifecycle	lifecycle	NOUN
easat-9643	210	29	.	.	PUNCT
easat-9643	211	1	unlike	unlike	ADP
easat-9643	211	2	traditional	traditional	ADJ
easat-9643	211	3	software	software	NOUN
easat-9643	211	4	systems	system	NOUN
easat-9643	211	5	,	,	PUNCT
easat-9643	211	6	ai	ai	VERB
easat-9643	211	7	models	model	NOUN
easat-9643	211	8	are	be	AUX
easat-9643	211	9	more	more	ADV
easat-9643	211	10	complex	complex	ADJ
easat-9643	211	11	due	due	ADP
easat-9643	211	12	to	to	ADP
easat-9643	211	13	their	their	PRON
easat-9643	211	14	reliance	reliance	NOUN
easat-9643	211	15	on	on	ADP
easat-9643	211	16	dynamic	dynamic	ADJ
easat-9643	211	17	data	datum	NOUN
easat-9643	211	18	inputs	input	NOUN
easat-9643	211	19	and	and	CCONJ
easat-9643	211	20	machine	machine	NOUN
easat-9643	211	21	learning	learning	NOUN
easat-9643	211	22	algorithms	algorithm	NOUN
easat-9643	211	23	,	,	PUNCT
easat-9643	211	24	which	which	PRON
easat-9643	211	25	evolve	evolve	VERB
easat-9643	211	26	over	over	ADP
easat-9643	211	27	time	time	NOUN
easat-9643	211	28	.	.	PUNCT
easat-9643	212	1	this	this	PRON
easat-9643	212	2	makes	make	VERB
easat-9643	212	3	the	the	DET
easat-9643	212	4	issue	issue	NOUN
easat-9643	212	5	of	of	ADP
easat-9643	212	6	ai	ai	PROPN
easat-9643	212	7	integrity	integrity	NOUN
easat-9643	212	8	a	a	DET
easat-9643	212	9	key	key	ADJ
easat-9643	212	10	cybersecurity	cybersecurity	NOUN
easat-9643	212	11	concern	concern	NOUN
easat-9643	212	12	,	,	PUNCT
easat-9643	212	13	requiring	require	VERB
easat-9643	212	14	unique	unique	ADJ
easat-9643	212	15	solutions	solution	NOUN
easat-9643	212	16	to	to	PART
easat-9643	212	17	safeguard	safeguard	VERB
easat-9643	212	18	these	these	DET
easat-9643	212	19	advanced	advanced	ADJ
easat-9643	212	20	systems	system	NOUN
easat-9643	212	21	.	.	PUNCT
easat-9643	213	1	ai	ai	VERB
easat-9643	213	2	systems	system	NOUN
easat-9643	213	3	must	must	AUX
easat-9643	213	4	maintain	maintain	VERB
easat-9643	213	5	operational	operational	ADJ
easat-9643	213	6	integrity	integrity	NOUN
easat-9643	213	7	to	to	PART
easat-9643	213	8	ensure	ensure	VERB
easat-9643	213	9	that	that	SCONJ
easat-9643	213	10	their	their	PRON
easat-9643	213	11	predictions	prediction	NOUN
easat-9643	213	12	and	and	CCONJ
easat-9643	213	13	decisions	decision	NOUN
easat-9643	213	14	are	be	AUX
easat-9643	213	15	trustworthy	trustworthy	ADJ
easat-9643	213	16	.	.	PUNCT
easat-9643	214	1	in	in	ADP
easat-9643	214	2	an	an	DET
easat-9643	214	3	era	era	NOUN
easat-9643	214	4	where	where	SCONJ
easat-9643	214	5	ai	ai	NOUN
easat-9643	214	6	models	model	NOUN
easat-9643	214	7	are	be	AUX
easat-9643	214	8	used	use	VERB
easat-9643	214	9	to	to	PART
easat-9643	214	10	diagnose	diagnose	NOUN
easat-9643	214	11	diseases	disease	NOUN
easat-9643	214	12	,	,	PUNCT
easat-9643	214	13	make	make	VERB
easat-9643	214	14	autonomous	autonomous	ADJ
easat-9643	214	15	driving	driving	NOUN
easat-9643	214	16	decisions	decision	NOUN
easat-9643	214	17	,	,	PUNCT
easat-9643	214	18	or	or	CCONJ
easat-9643	214	19	process	process	VERB
easat-9643	214	20	sensitive	sensitive	ADJ
easat-9643	214	21	financial	financial	ADJ
easat-9643	214	22	transactions	transaction	NOUN
easat-9643	214	23	;	;	PUNCT
easat-9643	214	24	any	any	DET
easat-9643	214	25	deviation	deviation	NOUN
easat-9643	214	26	from	from	ADP
easat-9643	214	27	expected	expect	VERB
easat-9643	214	28	behavior	behavior	NOUN
easat-9643	214	29	can	can	AUX
easat-9643	214	30	have	have	VERB
easat-9643	214	31	catastrophic	catastrophic	ADJ
easat-9643	214	32	consequences	consequence	NOUN
easat-9643	214	33	.	.	PUNCT
easat-9643	215	1	one	one	NUM
easat-9643	215	2	of	of	ADP
easat-9643	215	3	the	the	DET
easat-9643	215	4	core	core	NOUN
easat-9643	215	5	challenges	challenge	NOUN
easat-9643	215	6	with	with	ADP
easat-9643	215	7	ai	ai	PROPN
easat-9643	215	8	system	system	NOUN
easat-9643	215	9	integrity	integrity	NOUN
easat-9643	215	10	is	be	AUX
easat-9643	215	11	that	that	SCONJ
easat-9643	215	12	these	these	DET
easat-9643	215	13	systems	system	NOUN
easat-9643	215	14	often	often	ADV
easat-9643	215	15	operate	operate	VERB
easat-9643	215	16	as	as	ADP
easat-9643	215	17	black	black	ADJ
easat-9643	215	18	boxes	box	NOUN
easat-9643	215	19	,	,	PUNCT
easat-9643	215	20	making	make	VERB
easat-9643	215	21	it	it	PRON
easat-9643	215	22	difficult	difficult	ADJ
easat-9643	215	23	to	to	PART
easat-9643	215	24	fully	fully	ADV
easat-9643	215	25	understand	understand	VERB
easat-9643	215	26	how	how	SCONJ
easat-9643	215	27	decisions	decision	NOUN
easat-9643	215	28	are	be	AUX
easat-9643	215	29	being	be	AUX
easat-9643	215	30	made	make	VERB
easat-9643	215	31	.	.	PUNCT
easat-9643	216	1	if	if	SCONJ
easat-9643	216	2	the	the	DET
easat-9643	216	3	internal	internal	ADJ
easat-9643	216	4	workings	working	NOUN
easat-9643	216	5	of	of	ADP
easat-9643	216	6	ai	ai	PROPN
easat-9643	216	7	systems	system	NOUN
easat-9643	216	8	are	be	AUX
easat-9643	216	9	opaque	opaque	ADJ
easat-9643	216	10	even	even	ADV
easat-9643	216	11	to	to	ADP
easat-9643	216	12	their	their	PRON
easat-9643	216	13	developers	developer	NOUN
easat-9643	216	14	,	,	PUNCT
easat-9643	216	15	it	it	PRON
easat-9643	216	16	becomes	become	VERB
easat-9643	216	17	harder	hard	ADJ
easat-9643	216	18	to	to	PART
easat-9643	216	19	detect	detect	VERB
easat-9643	216	20	when	when	SCONJ
easat-9643	216	21	integrity	integrity	NOUN
easat-9643	216	22	is	be	AUX
easat-9643	216	23	compromised	compromise	VERB
easat-9643	216	24	.	.	PUNCT
easat-9643	217	1	this	this	DET
easat-9643	217	2	opacity	opacity	NOUN
easat-9643	217	3	leads	lead	VERB
easat-9643	217	4	to	to	ADP
easat-9643	217	5	an	an	DET
easat-9643	217	6	increased	increase	VERB
easat-9643	217	7	risk	risk	NOUN
easat-9643	217	8	of	of	ADP
easat-9643	217	9	unintentional	unintentional	ADJ
easat-9643	217	10	errors	error	NOUN
easat-9643	217	11	,	,	PUNCT
easat-9643	217	12	bias	bias	NOUN
easat-9643	217	13	,	,	PUNCT
easat-9643	217	14	and	and	CCONJ
easat-9643	217	15	,	,	PUNCT
easat-9643	217	16	more	more	ADV
easat-9643	217	17	concerning	concerning	ADJ
easat-9643	217	18	,	,	PUNCT
easat-9643	217	19	undetected	undetected	ADJ
easat-9643	217	20	manipulation	manipulation	NOUN
easat-9643	217	21	.	.	PUNCT
easat-9643	218	1	ai	ai	VERB
easat-9643	218	2	systems	system	NOUN
easat-9643	218	3	must	must	AUX
easat-9643	218	4	maintain	maintain	VERB
easat-9643	218	5	operational	operational	ADJ
easat-9643	218	6	integrity	integrity	NOUN
easat-9643	218	7	to	to	PART
easat-9643	218	8	ensure	ensure	VERB
easat-9643	218	9	that	that	SCONJ
easat-9643	218	10	their	their	PRON
easat-9643	218	11	predictions	prediction	NOUN
easat-9643	218	12	and	and	CCONJ
easat-9643	218	13	decisions	decision	NOUN
easat-9643	218	14	are	be	AUX
easat-9643	218	15	trustworthy	trustworthy	ADJ
easat-9643	218	16	.	.	PUNCT
easat-9643	219	1	in	in	ADP
easat-9643	219	2	an	an	DET
easat-9643	219	3	era	era	NOUN
easat-9643	219	4	where	where	SCONJ
easat-9643	219	5	ai	ai	NOUN
easat-9643	219	6	models	model	NOUN
easat-9643	219	7	are	be	AUX
easat-9643	219	8	used	use	VERB
easat-9643	219	9	to	to	PART
easat-9643	219	10	diagnose	diagnose	NOUN
easat-9643	219	11	diseases	disease	NOUN
easat-9643	219	12	,	,	PUNCT
easat-9643	219	13	make	make	VERB
easat-9643	219	14	autonomous	autonomous	ADJ
easat-9643	219	15	driving	driving	NOUN
easat-9643	219	16	decisions	decision	NOUN
easat-9643	219	17	,	,	PUNCT
easat-9643	219	18	or	or	CCONJ
easat-9643	219	19	process	process	VERB
easat-9643	219	20	sensitive	sensitive	ADJ
easat-9643	219	21	financial	financial	ADJ
easat-9643	219	22	transactions	transaction	NOUN
easat-9643	219	23	;	;	PUNCT
easat-9643	219	24	any	any	DET
easat-9643	219	25	deviation	deviation	NOUN
easat-9643	219	26	from	from	ADP
easat-9643	219	27	expected	expect	VERB
easat-9643	219	28	behavior	behavior	NOUN
easat-9643	219	29	can	can	AUX
easat-9643	219	30	have	have	VERB
easat-9643	219	31	catastrophic	catastrophic	ADJ
easat-9643	219	32	consequences	consequence	NOUN
easat-9643	219	33	.	.	PUNCT
easat-9643	220	1	one	one	NUM
easat-9643	220	2	of	of	ADP
easat-9643	220	3	the	the	DET
easat-9643	220	4	core	core	NOUN
easat-9643	220	5	challenges	challenge	NOUN
easat-9643	220	6	with	with	ADP
easat-9643	220	7	ai	ai	PROPN
easat-9643	220	8	system	system	NOUN
easat-9643	220	9	integrity	integrity	NOUN
easat-9643	220	10	is	be	AUX
easat-9643	220	11	that	that	SCONJ
easat-9643	220	12	these	these	DET
easat-9643	220	13	systems	system	NOUN
easat-9643	220	14	often	often	ADV
easat-9643	220	15	operate	operate	VERB
easat-9643	220	16	as	as	ADP
easat-9643	220	17	black	black	ADJ
easat-9643	220	18	boxes	box	NOUN
easat-9643	220	19	,	,	PUNCT
easat-9643	220	20	making	make	VERB
easat-9643	220	21	it	it	PRON
easat-9643	220	22	difficult	difficult	ADJ
easat-9643	220	23	to	to	PART
easat-9643	220	24	fully	fully	ADV
easat-9643	220	25	understand	understand	VERB
easat-9643	220	26	how	how	SCONJ
easat-9643	220	27	decisions	decision	NOUN
easat-9643	220	28	are	be	AUX
easat-9643	220	29	being	be	AUX
easat-9643	220	30	made	make	VERB
easat-9643	220	31	.	.	PUNCT
easat-9643	221	1	this	this	DET
easat-9643	221	2	lack	lack	NOUN
easat-9643	221	3	of	of	ADP
easat-9643	221	4	transparency	transparency	NOUN
easat-9643	221	5	complicates	complicate	VERB
easat-9643	221	6	efforts	effort	NOUN
easat-9643	221	7	to	to	PART
easat-9643	221	8	detect	detect	VERB
easat-9643	221	9	when	when	SCONJ
easat-9643	221	10	integrity	integrity	NOUN
easat-9643	221	11	is	be	AUX
easat-9643	221	12	compromised	compromise	VERB
easat-9643	221	13	,	,	PUNCT
easat-9643	221	14	increasing	increase	VERB
easat-9643	221	15	the	the	DET
easat-9643	221	16	risk	risk	NOUN
easat-9643	221	17	of	of	ADP
easat-9643	221	18	unintentional	unintentional	ADJ
easat-9643	221	19	errors	error	NOUN
easat-9643	221	20	,	,	PUNCT
easat-9643	221	21	bias	bias	NOUN
easat-9643	221	22	,	,	PUNCT
easat-9643	221	23	and	and	CCONJ
easat-9643	221	24	undetected	undetected	ADJ
easat-9643	221	25	manipulation	manipulation	NOUN
easat-9643	221	26	.	.	PUNCT
easat-9643	222	1	explainable	explainable	ADJ
easat-9643	222	2	ai	ai	NOUN
easat-9643	222	3	(	(	PUNCT
easat-9643	222	4	xai	xai	PROPN
easat-9643	222	5	)	)	PUNCT
easat-9643	222	6	is	be	AUX
easat-9643	222	7	one	one	NUM
easat-9643	222	8	approach	approach	NOUN
easat-9643	222	9	to	to	ADP
easat-9643	222	10	addressing	address	VERB
easat-9643	222	11	this	this	DET
easat-9643	222	12	challenge	challenge	NOUN
easat-9643	222	13	,	,	PUNCT
easat-9643	222	14	as	as	SCONJ
easat-9643	222	15	it	it	PRON
easat-9643	222	16	offers	offer	VERB
easat-9643	222	17	transparency	transparency	NOUN
easat-9643	222	18	in	in	ADP
easat-9643	222	19	ai	ai	ADJ
easat-9643	222	20	decision	decision	NOUN
easat-9643	222	21	-	-	PUNCT
easat-9643	222	22	making	making	NOUN
easat-9643	222	23	and	and	CCONJ
easat-9643	222	24	helps	help	VERB
easat-9643	222	25	developers	developer	NOUN
easat-9643	222	26	and	and	CCONJ
easat-9643	222	27	users	user	NOUN
easat-9643	222	28	understand	understand	VERB
easat-9643	222	29	the	the	DET
easat-9643	222	30	reasoning	reasoning	NOUN
easat-9643	222	31	behind	behind	ADP
easat-9643	222	32	ai	ai	VERB
easat-9643	222	33	outputs	output	NOUN
easat-9643	222	34	[	[	X
easat-9643	222	35	5	5	NUM
easat-9643	222	36	]	]	PUNCT
easat-9643	222	37	.	.	PUNCT
easat-9643	223	1	maintaining	maintain	VERB
easat-9643	223	2	ai	ai	NOUN
easat-9643	223	3	system	system	NOUN
easat-9643	223	4	integrity	integrity	NOUN
easat-9643	223	5	is	be	AUX
easat-9643	223	6	particularly	particularly	ADV
easat-9643	223	7	crucial	crucial	ADJ
easat-9643	223	8	in	in	ADP
easat-9643	223	9	systems	system	NOUN
easat-9643	223	10	where	where	SCONJ
easat-9643	223	11	self	self	NOUN
easat-9643	223	12	-	-	PUNCT
easat-9643	223	13	learning	learn	VERB
easat-9643	223	14	algorithms	algorithm	NOUN
easat-9643	223	15	play	play	VERB
easat-9643	223	16	a	a	DET
easat-9643	223	17	dominant	dominant	ADJ
easat-9643	223	18	role	role	NOUN
easat-9643	223	19	.	.	PUNCT
easat-9643	224	1	unlike	unlike	ADP
easat-9643	224	2	traditional	traditional	ADJ
easat-9643	224	3	software	software	NOUN
easat-9643	224	4	,	,	PUNCT
easat-9643	224	5	which	which	PRON
easat-9643	224	6	functions	function	NOUN
easat-9643	224	7	based	base	VERB
easat-9643	224	8	on	on	ADP
easat-9643	224	9	predefined	predefine	VERB
easat-9643	224	10	rules	rule	NOUN
easat-9643	224	11	,	,	PUNCT
easat-9643	224	12	ai	ai	VERB
easat-9643	224	13	systems	system	NOUN
easat-9643	224	14	1460	1460	NUM
easat-9643	224	15	edelweiss	edelweiss	PROPN
easat-9643	224	16	applied	apply	VERB
easat-9643	224	17	science	science	NOUN
easat-9643	224	18	and	and	CCONJ
easat-9643	224	19	technology	technology	NOUN
easat-9643	224	20	issn	issn	PROPN
easat-9643	224	21	:	:	PUNCT
easat-9643	224	22	2576	2576	NUM
easat-9643	224	23	-	-	SYM
easat-9643	224	24	8484	8484	NUM
easat-9643	224	25	vol	vol	NOUN
easat-9643	224	26	.	.	PROPN
easat-9643	224	27	9	9	NUM
easat-9643	224	28	,	,	PUNCT
easat-9643	224	29	no	no	INTJ
easat-9643	224	30	.	.	NOUN
easat-9643	224	31	8	8	NUM
easat-9643	224	32	:	:	PUNCT
easat-9643	224	33	1452	1452	NUM
easat-9643	224	34	-	-	SYM
easat-9643	224	35	1463	1463	NUM
easat-9643	224	36	,	,	PUNCT
easat-9643	224	37	2025	2025	NUM
easat-9643	224	38	doi	doi	NOUN
easat-9643	224	39	:	:	PUNCT
easat-9643	224	40	10.55214/2576	10.55214/2576	NUM
easat-9643	224	41	-	-	PUNCT
easat-9643	224	42	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	224	43	©	©	PROPN
easat-9643	224	44	2025	2025	NUM
easat-9643	224	45	by	by	ADP
easat-9643	224	46	the	the	DET
easat-9643	224	47	author	author	NOUN
easat-9643	224	48	;	;	PUNCT
easat-9643	224	49	licensee	licensee	PROPN
easat-9643	224	50	learning	learning	NOUN
easat-9643	224	51	gate	gate	NOUN
easat-9643	224	52	continuously	continuously	ADV
easat-9643	224	53	learn	learn	VERB
easat-9643	224	54	from	from	ADP
easat-9643	224	55	new	new	ADJ
easat-9643	224	56	data	datum	NOUN
easat-9643	224	57	.	.	PUNCT
easat-9643	225	1	this	this	DET
easat-9643	225	2	self	self	NOUN
easat-9643	225	3	-	-	PUNCT
easat-9643	225	4	learning	learn	VERB
easat-9643	225	5	capability	capability	NOUN
easat-9643	225	6	can	can	AUX
easat-9643	225	7	improve	improve	VERB
easat-9643	225	8	efficiency	efficiency	NOUN
easat-9643	225	9	but	but	CCONJ
easat-9643	225	10	also	also	ADV
easat-9643	225	11	introduces	introduce	VERB
easat-9643	225	12	vulnerabilities	vulnerability	NOUN
easat-9643	225	13	to	to	ADP
easat-9643	225	14	subtle	subtle	ADJ
easat-9643	225	15	forms	form	NOUN
easat-9643	225	16	of	of	ADP
easat-9643	225	17	tampering	tampering	NOUN
easat-9643	225	18	or	or	CCONJ
easat-9643	225	19	errors	error	NOUN
easat-9643	225	20	over	over	ADP
easat-9643	225	21	time	time	NOUN
easat-9643	225	22	.	.	PUNCT
easat-9643	226	1	for	for	ADP
easat-9643	226	2	instance	instance	NOUN
easat-9643	226	3	,	,	PUNCT
easat-9643	226	4	an	an	DET
easat-9643	226	5	ai	ai	NOUN
easat-9643	226	6	model	model	NOUN
easat-9643	226	7	that	that	PRON
easat-9643	226	8	handles	handle	VERB
easat-9643	226	9	sensitive	sensitive	ADJ
easat-9643	226	10	financial	financial	ADJ
easat-9643	226	11	data	datum	NOUN
easat-9643	226	12	may	may	AUX
easat-9643	226	13	adjust	adjust	VERB
easat-9643	226	14	its	its	PRON
easat-9643	226	15	algorithmic	algorithmic	ADJ
easat-9643	226	16	predictions	prediction	NOUN
easat-9643	226	17	as	as	SCONJ
easat-9643	226	18	new	new	ADJ
easat-9643	226	19	patterns	pattern	NOUN
easat-9643	226	20	in	in	ADP
easat-9643	226	21	the	the	DET
easat-9643	226	22	data	datum	NOUN
easat-9643	226	23	emerge	emerge	VERB
easat-9643	226	24	.	.	PUNCT
easat-9643	227	1	without	without	ADP
easat-9643	227	2	careful	careful	ADJ
easat-9643	227	3	monitoring	monitoring	NOUN
easat-9643	227	4	,	,	PUNCT
easat-9643	227	5	these	these	DET
easat-9643	227	6	adjustments	adjustment	NOUN
easat-9643	227	7	could	could	AUX
easat-9643	227	8	lead	lead	VERB
easat-9643	227	9	to	to	ADP
easat-9643	227	10	financial	financial	ADJ
easat-9643	227	11	miscalculations	miscalculation	NOUN
easat-9643	227	12	or	or	CCONJ
easat-9643	227	13	security	security	NOUN
easat-9643	227	14	breaches	breach	NOUN
easat-9643	227	15	.	.	PUNCT
easat-9643	228	1	to	to	PART
easat-9643	228	2	ensure	ensure	VERB
easat-9643	228	3	integrity	integrity	NOUN
easat-9643	228	4	in	in	ADP
easat-9643	228	5	these	these	DET
easat-9643	228	6	continuously	continuously	ADV
easat-9643	228	7	evolving	evolve	VERB
easat-9643	228	8	systems	system	NOUN
easat-9643	228	9	,	,	PUNCT
easat-9643	228	10	it	it	PRON
easat-9643	228	11	is	be	AUX
easat-9643	228	12	essential	essential	ADJ
easat-9643	228	13	to	to	PART
easat-9643	228	14	implement	implement	VERB
easat-9643	228	15	real	real	ADJ
easat-9643	228	16	-	-	PUNCT
easat-9643	228	17	time	time	NOUN
easat-9643	228	18	monitoring	monitoring	NOUN
easat-9643	228	19	,	,	PUNCT
easat-9643	228	20	anomaly	anomaly	NOUN
easat-9643	228	21	detection	detection	NOUN
easat-9643	228	22	systems	system	NOUN
easat-9643	228	23	and	and	CCONJ
easat-9643	228	24	robust	robust	ADJ
easat-9643	228	25	validation	validation	NOUN
easat-9643	228	26	mechanisms	mechanism	NOUN
easat-9643	228	27	.	.	PUNCT
easat-9643	229	1	another	another	DET
easat-9643	229	2	key	key	ADJ
easat-9643	229	3	dimension	dimension	NOUN
easat-9643	229	4	of	of	ADP
easat-9643	229	5	ai	ai	ADJ
easat-9643	229	6	system	system	NOUN
easat-9643	229	7	integrity	integrity	NOUN
easat-9643	229	8	is	be	AUX
easat-9643	229	9	the	the	DET
easat-9643	229	10	ethics	ethic	NOUN
easat-9643	229	11	of	of	ADP
easat-9643	229	12	ai	ai	PRON
easat-9643	229	13	decision	decision	NOUN
easat-9643	229	14	-	-	PUNCT
easat-9643	229	15	making	making	NOUN
easat-9643	229	16	.	.	PUNCT
easat-9643	230	1	ensuring	ensure	VERB
easat-9643	230	2	ai	ai	PROPN
easat-9643	230	3	integrity	integrity	NOUN
easat-9643	230	4	involves	involve	VERB
easat-9643	230	5	not	not	PART
easat-9643	230	6	only	only	ADV
easat-9643	230	7	technical	technical	ADJ
easat-9643	230	8	accuracy	accuracy	NOUN
easat-9643	230	9	but	but	CCONJ
easat-9643	230	10	also	also	ADV
easat-9643	230	11	ethical	ethical	ADJ
easat-9643	230	12	integrity	integrity	NOUN
easat-9643	230	13	—	—	PUNCT
easat-9643	230	14	ensuring	ensure	VERB
easat-9643	230	15	that	that	SCONJ
easat-9643	230	16	ai	ai	VERB
easat-9643	230	17	outputs	output	NOUN
easat-9643	230	18	are	be	AUX
easat-9643	230	19	unbiased	unbiased	ADJ
easat-9643	230	20	and	and	CCONJ
easat-9643	230	21	fair	fair	ADJ
easat-9643	230	22	.	.	PUNCT
easat-9643	231	1	in	in	ADP
easat-9643	231	2	areas	area	NOUN
easat-9643	231	3	like	like	ADP
easat-9643	231	4	law	law	NOUN
easat-9643	231	5	enforcement	enforcement	NOUN
easat-9643	231	6	or	or	CCONJ
easat-9643	231	7	employment	employment	NOUN
easat-9643	231	8	,	,	PUNCT
easat-9643	231	9	where	where	SCONJ
easat-9643	231	10	ai	ai	VERB
easat-9643	231	11	systems	system	NOUN
easat-9643	231	12	are	be	AUX
easat-9643	231	13	used	use	VERB
easat-9643	231	14	to	to	PART
easat-9643	231	15	predict	predict	VERB
easat-9643	231	16	criminal	criminal	ADJ
easat-9643	231	17	behavior	behavior	NOUN
easat-9643	231	18	or	or	CCONJ
easat-9643	231	19	make	make	VERB
easat-9643	231	20	hiring	hiring	NOUN
easat-9643	231	21	decisions	decision	NOUN
easat-9643	231	22	,	,	PUNCT
easat-9643	231	23	biased	biased	ADJ
easat-9643	231	24	or	or	CCONJ
easat-9643	231	25	unethical	unethical	ADJ
easat-9643	231	26	outputs	output	NOUN
easat-9643	231	27	can	can	AUX
easat-9643	231	28	lead	lead	VERB
easat-9643	231	29	to	to	ADP
easat-9643	231	30	systemic	systemic	ADJ
easat-9643	231	31	injustice	injustice	NOUN
easat-9643	231	32	.	.	PUNCT
easat-9643	232	1	detecting	detect	VERB
easat-9643	232	2	and	and	CCONJ
easat-9643	232	3	mitigating	mitigating	NOUN
easat-9643	232	4	bias	bias	NOUN
easat-9643	232	5	is	be	AUX
easat-9643	232	6	increasingly	increasingly	ADV
easat-9643	232	7	becoming	become	VERB
easat-9643	232	8	part	part	NOUN
easat-9643	232	9	of	of	ADP
easat-9643	232	10	the	the	DET
easat-9643	232	11	ai	ai	PROPN
easat-9643	232	12	integrity	integrity	NOUN
easat-9643	232	13	discussion	discussion	NOUN
easat-9643	232	14	,	,	PUNCT
easat-9643	232	15	as	as	SCONJ
easat-9643	232	16	these	these	DET
easat-9643	232	17	biases	bias	NOUN
easat-9643	232	18	can	can	AUX
easat-9643	232	19	be	be	AUX
easat-9643	232	20	a	a	DET
easat-9643	232	21	form	form	NOUN
easat-9643	232	22	of	of	ADP
easat-9643	232	23	indirect	indirect	ADJ
easat-9643	232	24	attack	attack	NOUN
easat-9643	232	25	on	on	ADP
easat-9643	232	26	the	the	DET
easat-9643	232	27	integrity	integrity	NOUN
easat-9643	232	28	of	of	ADP
easat-9643	232	29	ai	ai	PROPN
easat-9643	232	30	systems	system	NOUN
easat-9643	232	31	.	.	PUNCT
easat-9643	233	1	bias	bias	NOUN
easat-9643	233	2	auditing	auditing	NOUN
easat-9643	233	3	tools	tool	NOUN
easat-9643	233	4	and	and	CCONJ
easat-9643	233	5	ethical	ethical	ADJ
easat-9643	233	6	reviews	review	NOUN
easat-9643	233	7	are	be	AUX
easat-9643	233	8	vital	vital	ADJ
easat-9643	233	9	for	for	ADP
easat-9643	233	10	maintaining	maintain	VERB
easat-9643	233	11	the	the	DET
easat-9643	233	12	integrity	integrity	NOUN
easat-9643	233	13	of	of	ADP
easat-9643	233	14	these	these	DET
easat-9643	233	15	systems	system	NOUN
easat-9643	233	16	.	.	PUNCT
easat-9643	234	1	additionally	additionally	ADV
easat-9643	234	2	,	,	PUNCT
easat-9643	234	3	supply	supply	NOUN
easat-9643	234	4	chain	chain	NOUN
easat-9643	234	5	risks	risk	NOUN
easat-9643	234	6	pose	pose	VERB
easat-9643	234	7	a	a	DET
easat-9643	234	8	significant	significant	ADJ
easat-9643	234	9	threat	threat	NOUN
easat-9643	234	10	to	to	PART
easat-9643	234	11	ai	ai	VERB
easat-9643	234	12	system	system	NOUN
easat-9643	234	13	integrity	integrity	NOUN
easat-9643	234	14	.	.	PUNCT
easat-9643	235	1	ai	ai	VERB
easat-9643	235	2	systems	system	NOUN
easat-9643	235	3	rely	rely	VERB
easat-9643	235	4	on	on	ADP
easat-9643	235	5	a	a	DET
easat-9643	235	6	wide	wide	ADJ
easat-9643	235	7	range	range	NOUN
easat-9643	235	8	of	of	ADP
easat-9643	235	9	components	component	NOUN
easat-9643	235	10	—	—	PUNCT
easat-9643	235	11	hardware	hardware	NOUN
easat-9643	235	12	,	,	PUNCT
easat-9643	235	13	software	software	NOUN
easat-9643	235	14	,	,	PUNCT
easat-9643	235	15	data	datum	NOUN
easat-9643	235	16	pipelines	pipeline	NOUN
easat-9643	235	17	,	,	PUNCT
easat-9643	235	18	and	and	CCONJ
easat-9643	235	19	third	third	ADJ
easat-9643	235	20	-	-	PUNCT
easat-9643	235	21	party	party	NOUN
easat-9643	235	22	services	service	NOUN
easat-9643	235	23	—	—	PUNCT
easat-9643	235	24	that	that	PRON
easat-9643	235	25	are	be	AUX
easat-9643	235	26	sourced	source	VERB
easat-9643	235	27	from	from	ADP
easat-9643	235	28	multiple	multiple	ADJ
easat-9643	235	29	vendors	vendor	NOUN
easat-9643	235	30	.	.	PUNCT
easat-9643	236	1	each	each	DET
easat-9643	236	2	link	link	NOUN
easat-9643	236	3	in	in	ADP
easat-9643	236	4	this	this	DET
easat-9643	236	5	supply	supply	NOUN
easat-9643	236	6	chain	chain	NOUN
easat-9643	236	7	introduces	introduce	VERB
easat-9643	236	8	potential	potential	ADJ
easat-9643	236	9	vulnerabilities	vulnerability	NOUN
easat-9643	236	10	.	.	PUNCT
easat-9643	237	1	for	for	ADP
easat-9643	237	2	example	example	NOUN
easat-9643	237	3	,	,	PUNCT
easat-9643	237	4	if	if	SCONJ
easat-9643	237	5	a	a	DET
easat-9643	237	6	compromised	compromise	VERB
easat-9643	237	7	component	component	NOUN
easat-9643	237	8	is	be	AUX
easat-9643	237	9	introduced	introduce	VERB
easat-9643	237	10	during	during	ADP
easat-9643	237	11	the	the	DET
easat-9643	237	12	ai	ai	PROPN
easat-9643	237	13	development	development	NOUN
easat-9643	237	14	phase	phase	NOUN
easat-9643	237	15	,	,	PUNCT
easat-9643	237	16	it	it	PRON
easat-9643	237	17	could	could	AUX
easat-9643	237	18	affect	affect	VERB
easat-9643	237	19	the	the	DET
easat-9643	237	20	entire	entire	ADJ
easat-9643	237	21	system	system	NOUN
easat-9643	237	22	,	,	PUNCT
easat-9643	237	23	leading	lead	VERB
easat-9643	237	24	to	to	ADP
easat-9643	237	25	long	long	ADJ
easat-9643	237	26	-	-	PUNCT
easat-9643	237	27	term	term	NOUN
easat-9643	237	28	integrity	integrity	NOUN
easat-9643	237	29	issues	issue	NOUN
easat-9643	237	30	.	.	PUNCT
easat-9643	238	1	furthermore	furthermore	ADV
easat-9643	238	2	,	,	PUNCT
easat-9643	238	3	ai	ai	VERB
easat-9643	238	4	models	model	NOUN
easat-9643	238	5	often	often	ADV
easat-9643	238	6	incorporate	incorporate	VERB
easat-9643	238	7	pretrained	pretraine	VERB
easat-9643	238	8	models	model	NOUN
easat-9643	238	9	from	from	ADP
easat-9643	238	10	third	third	ADJ
easat-9643	238	11	-	-	PUNCT
easat-9643	238	12	party	party	NOUN
easat-9643	238	13	sources	source	NOUN
easat-9643	238	14	,	,	PUNCT
easat-9643	238	15	which	which	PRON
easat-9643	238	16	could	could	AUX
easat-9643	238	17	introduce	introduce	VERB
easat-9643	238	18	risks	risk	NOUN
easat-9643	238	19	if	if	SCONJ
easat-9643	238	20	those	those	DET
easat-9643	238	21	models	model	NOUN
easat-9643	238	22	were	be	AUX
easat-9643	238	23	compromised	compromise	VERB
easat-9643	238	24	during	during	ADP
easat-9643	238	25	their	their	PRON
easat-9643	238	26	own	own	ADJ
easat-9643	238	27	development	development	NOUN
easat-9643	238	28	.	.	PUNCT
easat-9643	239	1	securing	secure	VERB
easat-9643	239	2	the	the	DET
easat-9643	239	3	entire	entire	ADJ
easat-9643	239	4	ai	ai	NOUN
easat-9643	239	5	supply	supply	NOUN
easat-9643	239	6	chain	chain	NOUN
easat-9643	239	7	,	,	PUNCT
easat-9643	239	8	from	from	ADP
easat-9643	239	9	data	datum	NOUN
easat-9643	239	10	sources	source	NOUN
easat-9643	239	11	to	to	ADP
easat-9643	239	12	third	third	ADJ
easat-9643	239	13	-	-	PUNCT
easat-9643	239	14	party	party	NOUN
easat-9643	239	15	infrastructure	infrastructure	NOUN
easat-9643	239	16	,	,	PUNCT
easat-9643	239	17	is	be	AUX
easat-9643	239	18	crucial	crucial	ADJ
easat-9643	239	19	to	to	ADP
easat-9643	239	20	protecting	protect	VERB
easat-9643	239	21	ai	ai	PROPN
easat-9643	239	22	systems	system	NOUN
easat-9643	239	23	from	from	ADP
easat-9643	239	24	integrity	integrity	NOUN
easat-9643	239	25	breaches	breach	NOUN
easat-9643	239	26	.	.	PUNCT
easat-9643	240	1	ai	ai	VERB
easat-9643	240	2	system	system	NOUN
easat-9643	240	3	integrity	integrity	NOUN
easat-9643	240	4	also	also	ADV
easat-9643	240	5	demands	demand	VERB
easat-9643	240	6	robust	robust	ADJ
easat-9643	240	7	mechanisms	mechanism	NOUN
easat-9643	240	8	for	for	ADP
easat-9643	240	9	detecting	detect	VERB
easat-9643	240	10	abnormal	abnormal	ADJ
easat-9643	240	11	behavior	behavior	NOUN
easat-9643	240	12	that	that	PRON
easat-9643	240	13	could	could	AUX
easat-9643	240	14	signal	signal	VERB
easat-9643	240	15	potential	potential	ADJ
easat-9643	240	16	attacks	attack	NOUN
easat-9643	240	17	.	.	PUNCT
easat-9643	241	1	anomaly	anomaly	PROPN
easat-9643	241	2	detection	detection	NOUN
easat-9643	241	3	plays	play	VERB
easat-9643	241	4	a	a	DET
easat-9643	241	5	critical	critical	ADJ
easat-9643	241	6	role	role	NOUN
easat-9643	241	7	in	in	ADP
easat-9643	241	8	identifying	identify	VERB
easat-9643	241	9	when	when	SCONJ
easat-9643	241	10	ai	ai	VERB
easat-9643	241	11	systems	system	NOUN
easat-9643	241	12	are	be	AUX
easat-9643	241	13	not	not	PART
easat-9643	241	14	functioning	function	VERB
easat-9643	241	15	as	as	SCONJ
easat-9643	241	16	expected	expect	VERB
easat-9643	241	17	,	,	PUNCT
easat-9643	241	18	which	which	PRON
easat-9643	241	19	is	be	AUX
easat-9643	241	20	vital	vital	ADJ
easat-9643	241	21	in	in	ADP
easat-9643	241	22	sectors	sector	NOUN
easat-9643	241	23	such	such	ADJ
easat-9643	241	24	as	as	ADP
easat-9643	241	25	finance	finance	NOUN
easat-9643	241	26	and	and	CCONJ
easat-9643	241	27	healthcare	healthcare	NOUN
easat-9643	241	28	where	where	SCONJ
easat-9643	241	29	even	even	ADV
easat-9643	241	30	minor	minor	ADJ
easat-9643	241	31	deviations	deviation	NOUN
easat-9643	241	32	could	could	AUX
easat-9643	241	33	have	have	VERB
easat-9643	241	34	severe	severe	ADJ
easat-9643	241	35	consequences	consequence	NOUN
easat-9643	241	36	.	.	PUNCT
easat-9643	242	1	incorporating	incorporate	VERB
easat-9643	242	2	hybrid	hybrid	ADJ
easat-9643	242	3	deep	deep	ADJ
easat-9643	242	4	learning	learning	NOUN
easat-9643	242	5	models	model	NOUN
easat-9643	242	6	such	such	ADJ
easat-9643	242	7	as	as	ADP
easat-9643	242	8	cnn+gru	cnn+gru	NOUN
easat-9643	242	9	[	[	X
easat-9643	242	10	6	6	NUM
easat-9643	242	11	]	]	SYM
easat-9643	242	12	1	1	NUM
easat-9643	242	13	,	,	PUNCT
easat-9643	242	14	which	which	PRON
easat-9643	242	15	has	have	AUX
easat-9643	242	16	been	be	AUX
easat-9643	242	17	shown	show	VERB
easat-9643	242	18	to	to	PART
easat-9643	242	19	outperform	outperform	VERB
easat-9643	242	20	other	other	ADJ
easat-9643	242	21	models	model	NOUN
easat-9643	242	22	in	in	ADP
easat-9643	242	23	anomaly	anomaly	NOUN
easat-9643	242	24	detection	detection	NOUN
easat-9643	242	25	tasks	task	NOUN
easat-9643	242	26	[	[	X
easat-9643	242	27	6	6	NUM
easat-9643	242	28	]	]	PUNCT
easat-9643	242	29	offers	offer	VERB
easat-9643	242	30	a	a	DET
easat-9643	242	31	promising	promising	ADJ
easat-9643	242	32	solution	solution	NOUN
easat-9643	242	33	for	for	ADP
easat-9643	242	34	detecting	detect	VERB
easat-9643	242	35	subtle	subtle	ADJ
easat-9643	242	36	changes	change	NOUN
easat-9643	242	37	in	in	ADP
easat-9643	242	38	ai	ai	PROPN
easat-9643	242	39	system	system	NOUN
easat-9643	242	40	outputs	output	NOUN
easat-9643	242	41	,	,	PUNCT
easat-9643	242	42	thereby	thereby	ADV
easat-9643	242	43	maintaining	maintain	VERB
easat-9643	242	44	their	their	PRON
easat-9643	242	45	integrity	integrity	NOUN
easat-9643	242	46	.	.	PUNCT
easat-9643	243	1	ai	ai	AUX
easat-9643	243	2	system	system	NOUN
easat-9643	243	3	integrity	integrity	NOUN
easat-9643	243	4	also	also	ADV
easat-9643	243	5	requires	require	VERB
easat-9643	243	6	a	a	DET
easat-9643	243	7	focus	focus	NOUN
easat-9643	243	8	on	on	ADP
easat-9643	243	9	system	system	NOUN
easat-9643	243	10	resilience	resilience	NOUN
easat-9643	243	11	.	.	PUNCT
easat-9643	244	1	in	in	ADP
easat-9643	244	2	complex	complex	ADJ
easat-9643	244	3	environments	environment	NOUN
easat-9643	244	4	,	,	PUNCT
easat-9643	244	5	maintaining	maintain	VERB
easat-9643	244	6	integrity	integrity	NOUN
easat-9643	244	7	goes	go	VERB
easat-9643	244	8	beyond	beyond	ADP
easat-9643	244	9	just	just	ADV
easat-9643	244	10	preventing	prevent	VERB
easat-9643	244	11	malicious	malicious	ADJ
easat-9643	244	12	attacks	attack	NOUN
easat-9643	244	13	—	—	PUNCT
easat-9643	244	14	it	it	PRON
easat-9643	244	15	includes	include	VERB
easat-9643	244	16	ensuring	ensure	VERB
easat-9643	244	17	the	the	DET
easat-9643	244	18	ai	ai	NOUN
easat-9643	244	19	system	system	NOUN
easat-9643	244	20	can	can	AUX
easat-9643	244	21	handle	handle	VERB
easat-9643	244	22	unexpected	unexpected	ADJ
easat-9643	244	23	or	or	CCONJ
easat-9643	244	24	unplanned	unplanned	ADJ
easat-9643	244	25	disruptions	disruption	NOUN
easat-9643	244	26	.	.	PUNCT
easat-9643	245	1	ai	ai	VERB
easat-9643	245	2	systems	system	NOUN
easat-9643	245	3	must	must	AUX
easat-9643	245	4	be	be	AUX
easat-9643	245	5	resilient	resilient	ADJ
easat-9643	245	6	in	in	ADP
easat-9643	245	7	the	the	DET
easat-9643	245	8	face	face	NOUN
easat-9643	245	9	of	of	ADP
easat-9643	245	10	changing	change	VERB
easat-9643	245	11	conditions	condition	NOUN
easat-9643	245	12	,	,	PUNCT
easat-9643	245	13	whether	whether	SCONJ
easat-9643	245	14	due	due	ADJ
easat-9643	245	15	to	to	ADP
easat-9643	245	16	shifts	shift	NOUN
easat-9643	245	17	in	in	ADP
easat-9643	245	18	data	data	NOUN
easat-9643	245	19	patterns	pattern	NOUN
easat-9643	245	20	or	or	CCONJ
easat-9643	245	21	environmental	environmental	ADJ
easat-9643	245	22	factors	factor	NOUN
easat-9643	245	23	,	,	PUNCT
easat-9643	245	24	without	without	ADP
easat-9643	245	25	compromising	compromise	VERB
easat-9643	245	26	the	the	DET
easat-9643	245	27	accuracy	accuracy	NOUN
easat-9643	245	28	or	or	CCONJ
easat-9643	245	29	reliability	reliability	NOUN
easat-9643	245	30	of	of	ADP
easat-9643	245	31	their	their	PRON
easat-9643	245	32	outputs	output	NOUN
easat-9643	245	33	.	.	PUNCT
easat-9643	246	1	this	this	PRON
easat-9643	246	2	requires	require	VERB
easat-9643	246	3	building	build	VERB
easat-9643	246	4	ai	ai	VERB
easat-9643	246	5	systems	system	NOUN
easat-9643	246	6	with	with	ADP
easat-9643	246	7	failsafes	failsafe	NOUN
easat-9643	246	8	and	and	CCONJ
easat-9643	246	9	recovery	recovery	NOUN
easat-9643	246	10	mechanisms	mechanism	NOUN
easat-9643	246	11	that	that	PRON
easat-9643	246	12	can	can	AUX
easat-9643	246	13	quickly	quickly	ADV
easat-9643	246	14	correct	correct	VERB
easat-9643	246	15	errors	error	NOUN
easat-9643	246	16	or	or	CCONJ
easat-9643	246	17	adapt	adapt	VERB
easat-9643	246	18	to	to	ADP
easat-9643	246	19	disruptions	disruption	NOUN
easat-9643	246	20	without	without	ADP
easat-9643	246	21	degrading	degrade	VERB
easat-9643	246	22	performance	performance	NOUN
easat-9643	246	23	or	or	CCONJ
easat-9643	246	24	security	security	NOUN
easat-9643	246	25	.	.	PUNCT
easat-9643	247	1	furthermore	furthermore	ADV
easat-9643	247	2	,	,	PUNCT
easat-9643	247	3	robustness	robustness	NOUN
easat-9643	247	4	testing	testing	NOUN
easat-9643	247	5	ensures	ensure	VERB
easat-9643	247	6	that	that	PRON
easat-9643	247	7	ai	ai	VERB
easat-9643	247	8	systems	system	NOUN
easat-9643	247	9	remain	remain	VERB
easat-9643	247	10	secure	secure	ADJ
easat-9643	247	11	against	against	ADP
easat-9643	247	12	various	various	ADJ
easat-9643	247	13	forms	form	NOUN
easat-9643	247	14	of	of	ADP
easat-9643	247	15	attacks	attack	NOUN
easat-9643	247	16	,	,	PUNCT
easat-9643	247	17	including	include	VERB
easat-9643	247	18	adversarial	adversarial	ADJ
easat-9643	247	19	manipulation	manipulation	NOUN
easat-9643	247	20	and	and	CCONJ
easat-9643	247	21	model	model	NOUN
easat-9643	247	22	tampering	tampering	NOUN
easat-9643	247	23	.	.	PUNCT
easat-9643	248	1	techniques	technique	NOUN
easat-9643	248	2	like	like	VERB
easat-9643	248	3	xgboost2	xgboost2	PROPN
easat-9643	248	4	combined	combine	VERB
easat-9643	248	5	with	with	ADP
easat-9643	248	6	anomaly	anomaly	NOUN
easat-9643	248	7	detection	detection	NOUN
easat-9643	248	8	models	model	NOUN
easat-9643	248	9	help	help	VERB
easat-9643	248	10	to	to	PART
easat-9643	248	11	evaluate	evaluate	VERB
easat-9643	248	12	the	the	DET
easat-9643	248	13	resilience	resilience	NOUN
easat-9643	248	14	of	of	ADP
easat-9643	248	15	ai	ai	PROPN
easat-9643	248	16	systems	system	NOUN
easat-9643	248	17	in	in	ADP
easat-9643	248	18	dynamic	dynamic	ADJ
easat-9643	248	19	environments	environment	NOUN
easat-9643	248	20	,	,	PUNCT
easat-9643	248	21	ensuring	ensure	VERB
easat-9643	248	22	they	they	PRON
easat-9643	248	23	can	can	AUX
easat-9643	248	24	withstand	withstand	VERB
easat-9643	248	25	unexpected	unexpected	ADJ
easat-9643	248	26	or	or	CCONJ
easat-9643	248	27	malicious	malicious	ADJ
easat-9643	248	28	inputs	input	NOUN
easat-9643	248	29	[	[	X
easat-9643	248	30	6	6	NUM
easat-9643	248	31	]	]	PUNCT
easat-9643	248	32	.	.	PUNCT
easat-9643	249	1	this	this	DET
easat-9643	249	2	hybrid	hybrid	ADJ
easat-9643	249	3	approach	approach	NOUN
easat-9643	249	4	allows	allow	VERB
easat-9643	249	5	for	for	ADP
easat-9643	249	6	continuous	continuous	ADJ
easat-9643	249	7	monitoring	monitoring	NOUN
easat-9643	249	8	and	and	CCONJ
easat-9643	249	9	real	real	ADJ
easat-9643	249	10	-	-	PUNCT
easat-9643	249	11	time	time	NOUN
easat-9643	249	12	detection	detection	NOUN
easat-9643	249	13	of	of	ADP
easat-9643	249	14	anomalies	anomaly	NOUN
easat-9643	249	15	,	,	PUNCT
easat-9643	249	16	which	which	PRON
easat-9643	249	17	is	be	AUX
easat-9643	249	18	crucial	crucial	ADJ
easat-9643	249	19	in	in	ADP
easat-9643	249	20	safeguarding	safeguard	VERB
easat-9643	249	21	the	the	DET
easat-9643	249	22	integrity	integrity	NOUN
easat-9643	249	23	of	of	ADP
easat-9643	249	24	ai	ai	PROPN
easat-9643	249	25	systems	system	NOUN
easat-9643	249	26	against	against	ADP
easat-9643	249	27	evolving	evolve	VERB
easat-9643	249	28	cyber	cyber	NOUN
easat-9643	249	29	threats	threat	NOUN
easat-9643	249	30	.	.	PUNCT
easat-9643	250	1	gated	gate	VERB
easat-9643	250	2	recurrent	recurrent	ADJ
easat-9643	250	3	units	unit	NOUN
easat-9643	250	4	(	(	PUNCT
easat-9643	250	5	grus	grus	NOUN
easat-9643	250	6	)	)	PUNCT
easat-9643	250	7	.	.	PUNCT
easat-9643	251	1	the	the	DET
easat-9643	251	2	cnn+gru	cnn+gru	PROPN
easat-9643	251	3	model	model	NOUN
easat-9643	251	4	is	be	AUX
easat-9643	251	5	a	a	DET
easat-9643	251	6	hybrid	hybrid	ADJ
easat-9643	251	7	architecture	architecture	NOUN
easat-9643	251	8	combining	combine	VERB
easat-9643	251	9	convolutional	convolutional	ADJ
easat-9643	251	10	neural	neural	ADJ
easat-9643	251	11	networks	network	NOUN
easat-9643	251	12	(	(	PUNCT
easat-9643	251	13	cnns	cnns	PROPN
easat-9643	251	14	)	)	PUNCT
easat-9643	251	15	and	and	CCONJ
easat-9643	251	16	1	1	NUM
easat-9643	251	17	cnns	cnn	NOUN
easat-9643	251	18	are	be	AUX
easat-9643	251	19	deep	deep	ADJ
easat-9643	251	20	learning	learning	NOUN
easat-9643	251	21	models	model	NOUN
easat-9643	251	22	that	that	PRON
easat-9643	251	23	extract	extract	VERB
easat-9643	251	24	spatial	spatial	ADJ
easat-9643	251	25	features	feature	NOUN
easat-9643	251	26	or	or	CCONJ
easat-9643	251	27	patterns	pattern	NOUN
easat-9643	251	28	by	by	ADP
easat-9643	251	29	applying	apply	VERB
easat-9643	251	30	filters	filter	NOUN
easat-9643	251	31	to	to	ADP
easat-9643	251	32	input	input	NOUN
easat-9643	251	33	data	datum	NOUN
easat-9643	251	34	,	,	PUNCT
easat-9643	251	35	making	make	VERB
easat-9643	251	36	them	they	PRON
easat-9643	251	37	ideal	ideal	ADJ
easat-9643	251	38	for	for	ADP
easat-9643	251	39	identifying	identify	VERB
easat-9643	251	40	local	local	ADJ
easat-9643	251	41	trends	trend	NOUN
easat-9643	251	42	or	or	CCONJ
easat-9643	251	43	anomalies	anomaly	NOUN
easat-9643	251	44	.	.	PUNCT
easat-9643	252	1	grus	grus	NOUN
easat-9643	252	2	,	,	PUNCT
easat-9643	252	3	on	on	ADP
easat-9643	252	4	the	the	DET
easat-9643	252	5	other	other	ADJ
easat-9643	252	6	hand	hand	NOUN
easat-9643	252	7	,	,	PUNCT
easat-9643	252	8	are	be	AUX
easat-9643	252	9	a	a	DET
easat-9643	252	10	type	type	NOUN
easat-9643	252	11	of	of	ADP
easat-9643	252	12	recurrent	recurrent	ADJ
easat-9643	252	13	neural	neural	ADJ
easat-9643	252	14	network	network	NOUN
easat-9643	252	15	(	(	PUNCT
easat-9643	252	16	rnn	rnn	PROPN
easat-9643	252	17	)	)	PUNCT
easat-9643	252	18	that	that	PRON
easat-9643	252	19	captures	capture	VERB
easat-9643	252	20	temporal	temporal	ADJ
easat-9643	252	21	dependencies	dependency	NOUN
easat-9643	252	22	by	by	ADP
easat-9643	252	23	maintaining	maintain	VERB
easat-9643	252	24	context	context	NOUN
easat-9643	252	25	over	over	ADP
easat-9643	252	26	sequences	sequence	NOUN
easat-9643	252	27	through	through	ADP
easat-9643	252	28	gating	gate	VERB
easat-9643	252	29	mechanisms	mechanism	NOUN
easat-9643	252	30	.	.	PUNCT
easat-9643	253	1	together	together	ADV
easat-9643	253	2	,	,	PUNCT
easat-9643	253	3	these	these	DET
easat-9643	253	4	models	model	NOUN
easat-9643	253	5	provide	provide	VERB
easat-9643	253	6	a	a	DET
easat-9643	253	7	robust	robust	ADJ
easat-9643	253	8	solution	solution	NOUN
easat-9643	253	9	for	for	ADP
easat-9643	253	10	applications	application	NOUN
easat-9643	253	11	such	such	ADJ
easat-9643	253	12	as	as	ADP
easat-9643	253	13	anomaly	anomaly	NOUN
easat-9643	253	14	detection	detection	NOUN
easat-9643	253	15	in	in	ADP
easat-9643	253	16	time	time	NOUN
easat-9643	253	17	-	-	PUNCT
easat-9643	253	18	series	series	NOUN
easat-9643	253	19	data	datum	NOUN
easat-9643	253	20	,	,	PUNCT
easat-9643	253	21	where	where	SCONJ
easat-9643	253	22	recognizing	recognize	VERB
easat-9643	253	23	both	both	CCONJ
easat-9643	253	24	spatial	spatial	ADJ
easat-9643	253	25	and	and	CCONJ
easat-9643	253	26	temporal	temporal	ADJ
easat-9643	253	27	patterns	pattern	NOUN
easat-9643	253	28	is	be	AUX
easat-9643	253	29	crucial	crucial	ADJ
easat-9643	253	30	2	2	NUM
easat-9643	253	31	xgboost	xgboost	NOUN
easat-9643	253	32	is	be	AUX
easat-9643	253	33	an	an	DET
easat-9643	253	34	advanced	advanced	ADJ
easat-9643	253	35	machine	machine	NOUN
easat-9643	253	36	learning	learning	NOUN
easat-9643	253	37	technique	technique	NOUN
easat-9643	253	38	based	base	VERB
easat-9643	253	39	on	on	ADP
easat-9643	253	40	a	a	DET
easat-9643	253	41	decision	decision	NOUN
easat-9643	253	42	-	-	PUNCT
easat-9643	253	43	tree	tree	NOUN
easat-9643	253	44	ensemble	ensemble	ADJ
easat-9643	253	45	.	.	PUNCT
easat-9643	254	1	it	it	PRON
easat-9643	254	2	uses	use	VERB
easat-9643	254	3	a	a	DET
easat-9643	254	4	boosting	boost	VERB
easat-9643	254	5	framework	framework	NOUN
easat-9643	254	6	,	,	PUNCT
easat-9643	254	7	where	where	SCONJ
easat-9643	254	8	weak	weak	ADJ
easat-9643	254	9	models	model	NOUN
easat-9643	254	10	are	be	AUX
easat-9643	254	11	iteratively	iteratively	ADV
easat-9643	254	12	combined	combine	VERB
easat-9643	254	13	to	to	PART
easat-9643	254	14	produce	produce	VERB
easat-9643	254	15	a	a	DET
easat-9643	254	16	more	more	ADV
easat-9643	254	17	accurate	accurate	ADJ
easat-9643	254	18	final	final	ADJ
easat-9643	254	19	model	model	NOUN
easat-9643	254	20	.	.	PUNCT
easat-9643	255	1	known	know	VERB
easat-9643	255	2	for	for	ADP
easat-9643	255	3	its	its	PRON
easat-9643	255	4	high	high	ADJ
easat-9643	255	5	performance	performance	NOUN
easat-9643	255	6	and	and	CCONJ
easat-9643	255	7	efficiency	efficiency	NOUN
easat-9643	255	8	,	,	PUNCT
easat-9643	255	9	xgboost	xgboost	ADV
easat-9643	255	10	includes	include	VERB
easat-9643	255	11	regularization	regularization	NOUN
easat-9643	255	12	techniques	technique	NOUN
easat-9643	255	13	to	to	PART
easat-9643	255	14	avoid	avoid	VERB
easat-9643	255	15	overfitting	overfitte	VERB
easat-9643	255	16	,	,	PUNCT
easat-9643	255	17	making	make	VERB
easat-9643	255	18	it	it	PRON
easat-9643	255	19	ideal	ideal	ADJ
easat-9643	255	20	for	for	ADP
easat-9643	255	21	tasks	task	NOUN
easat-9643	255	22	like	like	ADP
easat-9643	255	23	anomaly	anomaly	NOUN
easat-9643	255	24	detection	detection	NOUN
easat-9643	255	25	and	and	CCONJ
easat-9643	255	26	predictive	predictive	ADJ
easat-9643	255	27	maintenance	maintenance	NOUN
easat-9643	255	28	.	.	PUNCT
easat-9643	256	1	by	by	ADP
easat-9643	256	2	learning	learn	VERB
easat-9643	256	3	residual	residual	ADJ
easat-9643	256	4	patterns	pattern	NOUN
easat-9643	256	5	from	from	ADP
easat-9643	256	6	previous	previous	ADJ
easat-9643	256	7	models	model	NOUN
easat-9643	256	8	,	,	PUNCT
easat-9643	256	9	xgboost	xgboost	X
easat-9643	256	10	refines	refine	VERB
easat-9643	256	11	predictions	prediction	NOUN
easat-9643	256	12	and	and	CCONJ
easat-9643	256	13	handles	handle	VERB
easat-9643	256	14	complex	complex	ADJ
easat-9643	256	15	datasets	dataset	NOUN
easat-9643	256	16	effectively	effectively	ADV
easat-9643	256	17	.	.	PUNCT
easat-9643	257	1	1461	1461	NUM
easat-9643	257	2	edelweiss	edelweiss	PROPN
easat-9643	257	3	applied	apply	VERB
easat-9643	257	4	science	science	NOUN
easat-9643	257	5	and	and	CCONJ
easat-9643	257	6	technology	technology	NOUN
easat-9643	257	7	issn	issn	PROPN
easat-9643	257	8	:	:	PUNCT
easat-9643	257	9	2576	2576	NUM
easat-9643	257	10	-	-	SYM
easat-9643	257	11	8484	8484	NUM
easat-9643	257	12	vol	vol	NOUN
easat-9643	257	13	.	.	PROPN
easat-9643	258	1	9	9	NUM
easat-9643	258	2	,	,	PUNCT
easat-9643	258	3	no	no	INTJ
easat-9643	258	4	.	.	NOUN
easat-9643	258	5	8	8	NUM
easat-9643	258	6	:	:	PUNCT
easat-9643	258	7	1452	1452	NUM
easat-9643	258	8	-	-	SYM
easat-9643	258	9	1463	1463	NUM
easat-9643	258	10	,	,	PUNCT
easat-9643	258	11	2025	2025	NUM
easat-9643	258	12	doi	doi	NOUN
easat-9643	258	13	:	:	PUNCT
easat-9643	258	14	10.55214/2576	10.55214/2576	NUM
easat-9643	258	15	-	-	PUNCT
easat-9643	258	16	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	258	17	©	©	PROPN
easat-9643	258	18	2025	2025	NUM
easat-9643	258	19	by	by	ADP
easat-9643	258	20	the	the	DET
easat-9643	258	21	author	author	NOUN
easat-9643	258	22	;	;	PUNCT
easat-9643	258	23	licensee	licensee	PROPN
easat-9643	258	24	learning	learning	NOUN
easat-9643	258	25	gate	gate	NOUN
easat-9643	258	26	finally	finally	ADV
easat-9643	258	27	,	,	PUNCT
easat-9643	258	28	human	human	ADJ
easat-9643	258	29	oversight	oversight	NOUN
easat-9643	258	30	remains	remain	VERB
easat-9643	258	31	a	a	DET
easat-9643	258	32	cornerstone	cornerstone	NOUN
easat-9643	258	33	of	of	ADP
easat-9643	258	34	ensuring	ensure	VERB
easat-9643	258	35	ai	ai	PROPN
easat-9643	258	36	system	system	NOUN
easat-9643	258	37	integrity	integrity	NOUN
easat-9643	258	38	.	.	PUNCT
easat-9643	259	1	while	while	SCONJ
easat-9643	259	2	ai	ai	PROPN
easat-9643	259	3	systems	system	NOUN
easat-9643	259	4	are	be	AUX
easat-9643	259	5	capable	capable	ADJ
easat-9643	259	6	of	of	ADP
easat-9643	259	7	operating	operate	VERB
easat-9643	259	8	autonomously	autonomously	ADV
easat-9643	259	9	,	,	PUNCT
easat-9643	259	10	human	human	ADJ
easat-9643	259	11	involvement	involvement	NOUN
easat-9643	259	12	is	be	AUX
easat-9643	259	13	essential	essential	ADJ
easat-9643	259	14	to	to	PART
easat-9643	259	15	maintain	maintain	VERB
easat-9643	259	16	trust	trust	NOUN
easat-9643	259	17	and	and	CCONJ
easat-9643	259	18	accountability	accountability	NOUN
easat-9643	259	19	.	.	PUNCT
easat-9643	260	1	this	this	PRON
easat-9643	260	2	includes	include	VERB
easat-9643	260	3	regularly	regularly	ADV
easat-9643	260	4	auditing	audit	VERB
easat-9643	260	5	ai	ai	PROPN
easat-9643	260	6	systems	system	NOUN
easat-9643	260	7	,	,	PUNCT
easat-9643	260	8	reviewing	review	VERB
easat-9643	260	9	outputs	output	NOUN
easat-9643	260	10	for	for	ADP
easat-9643	260	11	unexpected	unexpected	ADJ
easat-9643	260	12	behavior	behavior	NOUN
easat-9643	260	13	,	,	PUNCT
easat-9643	260	14	and	and	CCONJ
easat-9643	260	15	validating	validate	VERB
easat-9643	260	16	that	that	SCONJ
easat-9643	260	17	the	the	DET
easat-9643	260	18	ai	ai	NOUN
easat-9643	260	19	continues	continue	VERB
easat-9643	260	20	to	to	PART
easat-9643	260	21	align	align	VERB
easat-9643	260	22	with	with	ADP
easat-9643	260	23	its	its	PRON
easat-9643	260	24	original	original	ADJ
easat-9643	260	25	objectives	objective	NOUN
easat-9643	260	26	.	.	PUNCT
easat-9643	261	1	human	human	ADJ
easat-9643	261	2	oversight	oversight	NOUN
easat-9643	261	3	helps	help	VERB
easat-9643	261	4	to	to	PART
easat-9643	261	5	catch	catch	VERB
easat-9643	261	6	issues	issue	NOUN
easat-9643	261	7	that	that	PRON
easat-9643	261	8	automated	automate	VERB
easat-9643	261	9	systems	system	NOUN
easat-9643	261	10	may	may	AUX
easat-9643	261	11	miss	miss	VERB
easat-9643	261	12	,	,	PUNCT
easat-9643	261	13	ensuring	ensure	VERB
easat-9643	261	14	a	a	DET
easat-9643	261	15	higher	high	ADJ
easat-9643	261	16	degree	degree	NOUN
easat-9643	261	17	of	of	ADP
easat-9643	261	18	integrity	integrity	NOUN
easat-9643	261	19	across	across	ADP
easat-9643	261	20	the	the	DET
easat-9643	261	21	ai	ai	NOUN
easat-9643	261	22	lifecycle	lifecycle	NOUN
easat-9643	261	23	.	.	PUNCT
easat-9643	262	1	implementing	implement	VERB
easat-9643	262	2	transparent	transparent	ADJ
easat-9643	262	3	monitoring	monitoring	NOUN
easat-9643	262	4	and	and	CCONJ
easat-9643	262	5	review	review	NOUN
easat-9643	262	6	mechanisms	mechanism	NOUN
easat-9643	262	7	can	can	AUX
easat-9643	262	8	ensure	ensure	VERB
easat-9643	262	9	that	that	SCONJ
easat-9643	262	10	any	any	DET
easat-9643	262	11	deviations	deviation	NOUN
easat-9643	262	12	in	in	ADP
easat-9643	262	13	ai	ai	ADJ
easat-9643	262	14	performance	performance	NOUN
easat-9643	262	15	are	be	AUX
easat-9643	262	16	quickly	quickly	ADV
easat-9643	262	17	identified	identify	VERB
easat-9643	262	18	and	and	CCONJ
easat-9643	262	19	corrected	correct	VERB
easat-9643	262	20	,	,	PUNCT
easat-9643	262	21	further	far	ADV
easat-9643	262	22	bolstering	bolster	VERB
easat-9643	262	23	system	system	NOUN
easat-9643	262	24	integrity	integrity	NOUN
easat-9643	262	25	.	.	PUNCT
easat-9643	263	1	7	7	X
easat-9643	263	2	.	.	X
easat-9643	263	3	integrating	integrate	VERB
easat-9643	263	4	ai	ai	VERB
easat-9643	263	5	safety	safety	NOUN
easat-9643	263	6	into	into	ADP
easat-9643	263	7	cybersecurity	cybersecurity	NOUN
easat-9643	263	8	strategies	strategy	NOUN
easat-9643	263	9	:	:	PUNCT
easat-9643	263	10	a	a	DET
easat-9643	263	11	proactive	proactive	ADJ
easat-9643	263	12	approach	approach	NOUN
easat-9643	263	13	to	to	PART
easat-9643	263	14	address	address	VERB
easat-9643	263	15	the	the	DET
easat-9643	263	16	myriad	myriad	ADJ
easat-9643	263	17	risks	risk	NOUN
easat-9643	263	18	associated	associate	VERB
easat-9643	263	19	with	with	ADP
easat-9643	263	20	ai	ai	PROPN
easat-9643	263	21	,	,	PUNCT
easat-9643	263	22	it	it	PRON
easat-9643	263	23	is	be	AUX
easat-9643	263	24	imperative	imperative	ADJ
easat-9643	263	25	to	to	PART
easat-9643	263	26	integrate	integrate	VERB
easat-9643	263	27	ai	ai	NOUN
easat-9643	263	28	safety	safety	NOUN
easat-9643	263	29	into	into	ADP
easat-9643	263	30	existing	exist	VERB
easat-9643	263	31	cybersecurity	cybersecurity	NOUN
easat-9643	263	32	frameworks	framework	NOUN
easat-9643	263	33	.	.	PUNCT
easat-9643	264	1	figure	figure	NOUN
easat-9643	264	2	2	2	NUM
easat-9643	264	3	.	.	PUNCT
easat-9643	265	1	ai	ai	VERB
easat-9643	265	2	safety	safety	NOUN
easat-9643	265	3	as	as	ADP
easat-9643	265	4	a	a	DET
easat-9643	265	5	core	core	NOUN
easat-9643	265	6	component	component	NOUN
easat-9643	265	7	of	of	ADP
easat-9643	265	8	cybersecurity	cybersecurity	NOUN
easat-9643	265	9	frameworks	framework	NOUN
easat-9643	265	10	.	.	PUNCT
easat-9643	266	1	1462	1462	NUM
easat-9643	266	2	edelweiss	edelweiss	PROPN
easat-9643	266	3	applied	apply	VERB
easat-9643	266	4	science	science	NOUN
easat-9643	266	5	and	and	CCONJ
easat-9643	266	6	technology	technology	NOUN
easat-9643	266	7	issn	issn	PROPN
easat-9643	266	8	:	:	PUNCT
easat-9643	266	9	2576	2576	NUM
easat-9643	266	10	-	-	SYM
easat-9643	266	11	8484	8484	NUM
easat-9643	266	12	vol	vol	NOUN
easat-9643	266	13	.	.	PROPN
easat-9643	267	1	9	9	NUM
easat-9643	267	2	,	,	PUNCT
easat-9643	267	3	no	no	INTJ
easat-9643	267	4	.	.	NOUN
easat-9643	267	5	8	8	NUM
easat-9643	267	6	:	:	PUNCT
easat-9643	267	7	1452	1452	NUM
easat-9643	267	8	-	-	SYM
easat-9643	267	9	1463	1463	NUM
easat-9643	267	10	,	,	PUNCT
easat-9643	267	11	2025	2025	NUM
easat-9643	267	12	doi	doi	NOUN
easat-9643	267	13	:	:	PUNCT
easat-9643	267	14	10.55214/2576	10.55214/2576	NUM
easat-9643	267	15	-	-	PUNCT
easat-9643	267	16	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	267	17	©	©	PROPN
easat-9643	267	18	2025	2025	NUM
easat-9643	267	19	by	by	ADP
easat-9643	267	20	the	the	DET
easat-9643	267	21	author	author	NOUN
easat-9643	267	22	;	;	PUNCT
easat-9643	267	23	licensee	licensee	PROPN
easat-9643	267	24	learning	learning	NOUN
easat-9643	267	25	gate	gate	NOUN
easat-9643	267	26	this	this	DET
easat-9643	267	27	diagram	diagram	NOUN
easat-9643	267	28	illustrates	illustrate	VERB
easat-9643	267	29	how	how	SCONJ
easat-9643	267	30	ai	ai	VERB
easat-9643	267	31	safety	safety	NOUN
easat-9643	267	32	interconnects	interconnect	NOUN
easat-9643	267	33	with	with	ADP
easat-9643	267	34	core	core	NOUN
easat-9643	267	35	cybersecurity	cybersecurity	NOUN
easat-9643	267	36	domains	domain	NOUN
easat-9643	267	37	—	—	PUNCT
easat-9643	267	38	including	include	VERB
easat-9643	267	39	model	model	NOUN
easat-9643	267	40	robustness	robustness	NOUN
easat-9643	267	41	,	,	PUNCT
easat-9643	267	42	data	data	NOUN
easat-9643	267	43	privacy	privacy	NOUN
easat-9643	267	44	,	,	PUNCT
easat-9643	267	45	anomaly	anomaly	NOUN
easat-9643	267	46	detection	detection	NOUN
easat-9643	267	47	,	,	PUNCT
easat-9643	267	48	explainability	explainability	NOUN
easat-9643	267	49	,	,	PUNCT
easat-9643	267	50	ethical	ethical	ADJ
easat-9643	267	51	governance	governance	NOUN
easat-9643	267	52	,	,	PUNCT
easat-9643	267	53	and	and	CCONJ
easat-9643	267	54	human	human	ADJ
easat-9643	267	55	oversight	oversight	NOUN
easat-9643	267	56	.	.	PUNCT
easat-9643	268	1	these	these	DET
easat-9643	268	2	elements	element	NOUN
easat-9643	268	3	form	form	VERB
easat-9643	268	4	the	the	DET
easat-9643	268	5	foundation	foundation	NOUN
easat-9643	268	6	for	for	ADP
easat-9643	268	7	a	a	DET
easat-9643	268	8	proactive	proactive	ADJ
easat-9643	268	9	and	and	CCONJ
easat-9643	268	10	resilient	resilient	ADJ
easat-9643	268	11	ai	ai	NOUN
easat-9643	268	12	defense	defense	NOUN
easat-9643	268	13	strategy	strategy	NOUN
easat-9643	268	14	.	.	PUNCT
easat-9643	269	1	this	this	PRON
easat-9643	269	2	can	can	AUX
easat-9643	269	3	be	be	AUX
easat-9643	269	4	achieved	achieve	VERB
easat-9643	269	5	through	through	ADP
easat-9643	269	6	several	several	ADJ
easat-9643	269	7	key	key	ADJ
easat-9643	269	8	measures	measure	NOUN
easat-9643	269	9	:	:	PUNCT
easat-9643	269	10	1	1	X
easat-9643	269	11	.	.	X
easat-9643	269	12	robust	robust	ADJ
easat-9643	269	13	ai	ai	NOUN
easat-9643	269	14	model	model	NOUN
easat-9643	269	15	security	security	NOUN
easat-9643	269	16	:	:	PUNCT
easat-9643	269	17	developing	develop	VERB
easat-9643	269	18	practices	practice	NOUN
easat-9643	269	19	for	for	ADP
easat-9643	269	20	the	the	DET
easat-9643	269	21	secure	secure	ADJ
easat-9643	269	22	implementation	implementation	NOUN
easat-9643	269	23	of	of	ADP
easat-9643	269	24	ai	ai	NOUN
easat-9643	269	25	models	model	NOUN
easat-9643	269	26	is	be	AUX
easat-9643	269	27	essential	essential	ADJ
easat-9643	269	28	.	.	PUNCT
easat-9643	270	1	this	this	PRON
easat-9643	270	2	includes	include	VERB
easat-9643	270	3	using	use	VERB
easat-9643	270	4	techniques	technique	NOUN
easat-9643	270	5	such	such	ADJ
easat-9643	270	6	as	as	ADP
easat-9643	270	7	encryption	encryption	NOUN
easat-9643	270	8	to	to	PART
easat-9643	270	9	protect	protect	VERB
easat-9643	270	10	model	model	NOUN
easat-9643	270	11	data	data	PROPN
easat-9643	270	12	,	,	PUNCT
easat-9643	270	13	adhering	adhere	VERB
easat-9643	270	14	to	to	PART
easat-9643	270	15	secure	secure	VERB
easat-9643	270	16	coding	coding	NOUN
easat-9643	270	17	standards	standard	NOUN
easat-9643	270	18	to	to	PART
easat-9643	270	19	reduce	reduce	VERB
easat-9643	270	20	vulnerabilities	vulnerability	NOUN
easat-9643	270	21	,	,	PUNCT
easat-9643	270	22	and	and	CCONJ
easat-9643	270	23	conducting	conduct	VERB
easat-9643	270	24	regular	regular	ADJ
easat-9643	270	25	security	security	NOUN
easat-9643	270	26	audits	audits	NOUN
easat-9643	270	27	to	to	PART
easat-9643	270	28	detect	detect	VERB
easat-9643	270	29	and	and	CCONJ
easat-9643	270	30	prevent	prevent	VERB
easat-9643	270	31	unauthorized	unauthorized	ADJ
easat-9643	270	32	access	access	NOUN
easat-9643	270	33	or	or	CCONJ
easat-9643	270	34	manipulation	manipulation	NOUN
easat-9643	270	35	.	.	PUNCT
easat-9643	271	1	additionally	additionally	ADV
easat-9643	271	2	,	,	PUNCT
easat-9643	271	3	implementing	implement	VERB
easat-9643	271	4	robustness	robustness	NOUN
easat-9643	271	5	testing	testing	NOUN
easat-9643	271	6	ensures	ensure	NOUN
easat-9643	271	7	that	that	PRON
easat-9643	271	8	ai	ai	VERB
easat-9643	271	9	systems	system	NOUN
easat-9643	271	10	can	can	AUX
easat-9643	271	11	withstand	withstand	VERB
easat-9643	271	12	adversarial	adversarial	ADJ
easat-9643	271	13	inputs	input	NOUN
easat-9643	271	14	and	and	CCONJ
easat-9643	271	15	attempts	attempt	NOUN
easat-9643	271	16	to	to	PART
easat-9643	271	17	compromise	compromise	VERB
easat-9643	271	18	model	model	NOUN
easat-9643	271	19	integrity	integrity	NOUN
easat-9643	271	20	.	.	PUNCT
easat-9643	272	1	2	2	X
easat-9643	272	2	.	.	X
easat-9643	272	3	data	datum	NOUN
easat-9643	272	4	integrity	integrity	NOUN
easat-9643	272	5	and	and	CCONJ
easat-9643	272	6	privacy	privacy	NOUN
easat-9643	272	7	protections	protection	NOUN
easat-9643	272	8	:	:	PUNCT
easat-9643	272	9	employing	employ	VERB
easat-9643	272	10	advanced	advanced	ADJ
easat-9643	272	11	data	datum	NOUN
easat-9643	272	12	protection	protection	NOUN
easat-9643	272	13	techniques	technique	NOUN
easat-9643	272	14	,	,	PUNCT
easat-9643	272	15	such	such	ADJ
easat-9643	272	16	as	as	ADP
easat-9643	272	17	differential	differential	ADJ
easat-9643	272	18	privacy	privacy	NOUN
easat-9643	272	19	,	,	PUNCT
easat-9643	272	20	can	can	AUX
easat-9643	272	21	secure	secure	VERB
easat-9643	272	22	training	training	NOUN
easat-9643	272	23	data	datum	NOUN
easat-9643	272	24	from	from	ADP
easat-9643	272	25	manipulation	manipulation	NOUN
easat-9643	272	26	and	and	CCONJ
easat-9643	272	27	unauthorized	unauthorized	ADJ
easat-9643	272	28	inference	inference	NOUN
easat-9643	272	29	.	.	PUNCT
easat-9643	273	1	differential	differential	PROPN
easat-9643	273	2	privacy	privacy	NOUN
easat-9643	273	3	allows	allow	VERB
easat-9643	273	4	ai	ai	VERB
easat-9643	273	5	models	model	NOUN
easat-9643	273	6	to	to	PART
easat-9643	273	7	learn	learn	VERB
easat-9643	273	8	from	from	ADP
easat-9643	273	9	data	datum	NOUN
easat-9643	273	10	while	while	SCONJ
easat-9643	273	11	minimizing	minimize	VERB
easat-9643	273	12	the	the	DET
easat-9643	273	13	risk	risk	NOUN
easat-9643	273	14	of	of	ADP
easat-9643	273	15	exposing	expose	VERB
easat-9643	273	16	sensitive	sensitive	ADJ
easat-9643	273	17	information	information	NOUN
easat-9643	273	18	.	.	PUNCT
easat-9643	274	1	this	this	DET
easat-9643	274	2	technique	technique	NOUN
easat-9643	274	3	is	be	AUX
easat-9643	274	4	particularly	particularly	ADV
easat-9643	274	5	effective	effective	ADJ
easat-9643	274	6	in	in	ADP
easat-9643	274	7	balancing	balance	VERB
easat-9643	274	8	the	the	DET
easat-9643	274	9	need	need	NOUN
easat-9643	274	10	for	for	ADP
easat-9643	274	11	privacy	privacy	NOUN
easat-9643	274	12	with	with	ADP
easat-9643	274	13	the	the	DET
easat-9643	274	14	demand	demand	NOUN
easat-9643	274	15	for	for	ADP
easat-9643	274	16	accurate	accurate	ADJ
easat-9643	274	17	ai	ai	PROPN
easat-9643	274	18	model	model	NOUN
easat-9643	274	19	training	training	NOUN
easat-9643	274	20	.	.	PUNCT
easat-9643	275	1	3	3	X
easat-9643	275	2	.	.	X
easat-9643	275	3	continuous	continuous	ADJ
easat-9643	275	4	monitoring	monitoring	NOUN
easat-9643	275	5	and	and	CCONJ
easat-9643	275	6	threat	threat	NOUN
easat-9643	275	7	detection	detection	NOUN
easat-9643	275	8	:	:	PUNCT
easat-9643	275	9	incorporating	incorporate	VERB
easat-9643	275	10	real	real	ADJ
easat-9643	275	11	-	-	PUNCT
easat-9643	275	12	time	time	NOUN
easat-9643	275	13	monitoring	monitoring	NOUN
easat-9643	275	14	systems	system	NOUN
easat-9643	275	15	within	within	ADP
easat-9643	275	16	ai	ai	PRON
easat-9643	275	17	frameworks	framework	NOUN
easat-9643	275	18	is	be	AUX
easat-9643	275	19	crucial	crucial	ADJ
easat-9643	275	20	for	for	ADP
easat-9643	275	21	identifying	identify	VERB
easat-9643	275	22	and	and	CCONJ
easat-9643	275	23	responding	respond	VERB
easat-9643	275	24	to	to	ADP
easat-9643	275	25	adversarial	adversarial	ADJ
easat-9643	275	26	attacks	attack	NOUN
easat-9643	275	27	,	,	PUNCT
easat-9643	275	28	data	datum	NOUN
easat-9643	275	29	anomalies	anomaly	NOUN
easat-9643	275	30	,	,	PUNCT
easat-9643	275	31	and	and	CCONJ
easat-9643	275	32	other	other	ADJ
easat-9643	275	33	security	security	NOUN
easat-9643	275	34	breaches	breach	NOUN
easat-9643	275	35	.	.	PUNCT
easat-9643	276	1	using	use	VERB
easat-9643	276	2	hybrid	hybrid	ADJ
easat-9643	276	3	models	model	NOUN
easat-9643	276	4	like	like	ADP
easat-9643	276	5	cnn+gru	cnn+gru	NOUN
easat-9643	276	6	for	for	ADP
easat-9643	276	7	anomaly	anomaly	NOUN
easat-9643	276	8	detection	detection	NOUN
easat-9643	276	9	helps	help	VERB
easat-9643	276	10	detect	detect	VERB
easat-9643	276	11	subtle	subtle	ADJ
easat-9643	276	12	deviations	deviation	NOUN
easat-9643	276	13	in	in	ADP
easat-9643	276	14	ai	ai	PROPN
easat-9643	276	15	system	system	NOUN
easat-9643	276	16	behavior	behavior	NOUN
easat-9643	276	17	,	,	PUNCT
easat-9643	276	18	allowing	allow	VERB
easat-9643	276	19	organizations	organization	NOUN
easat-9643	276	20	to	to	PART
easat-9643	276	21	quickly	quickly	ADV
easat-9643	276	22	mitigate	mitigate	VERB
easat-9643	276	23	potential	potential	ADJ
easat-9643	276	24	threats	threat	NOUN
easat-9643	276	25	.	.	PUNCT
easat-9643	277	1	explainable	explainable	ADJ
easat-9643	277	2	ai	ai	PROPN
easat-9643	277	3	(	(	PUNCT
easat-9643	277	4	xai	xai	PROPN
easat-9643	277	5	)	)	PUNCT
easat-9643	277	6	further	far	ADV
easat-9643	277	7	enhances	enhance	VERB
easat-9643	277	8	this	this	PRON
easat-9643	277	9	by	by	ADP
easat-9643	277	10	providing	provide	VERB
easat-9643	277	11	insights	insight	NOUN
easat-9643	277	12	into	into	ADP
easat-9643	277	13	ai	ai	PRON
easat-9643	277	14	decision	decision	NOUN
easat-9643	277	15	-	-	PUNCT
easat-9643	277	16	making	making	NOUN
easat-9643	277	17	,	,	PUNCT
easat-9643	277	18	enabling	enable	VERB
easat-9643	277	19	quicker	quick	ADJ
easat-9643	277	20	identification	identification	NOUN
easat-9643	277	21	of	of	ADP
easat-9643	277	22	unexpected	unexpected	ADJ
easat-9643	277	23	or	or	CCONJ
easat-9643	277	24	malicious	malicious	ADJ
easat-9643	277	25	outputs	output	NOUN
easat-9643	277	26	.	.	PUNCT
easat-9643	278	1	4	4	X
easat-9643	278	2	.	.	X
easat-9643	278	3	ethical	ethical	ADJ
easat-9643	278	4	ai	ai	NOUN
easat-9643	278	5	use	use	NOUN
easat-9643	278	6	policies	policy	NOUN
easat-9643	278	7	:	:	PUNCT
easat-9643	278	8	establishing	establish	VERB
easat-9643	278	9	and	and	CCONJ
easat-9643	278	10	enforcing	enforce	VERB
easat-9643	278	11	ethical	ethical	ADJ
easat-9643	278	12	guidelines	guideline	NOUN
easat-9643	278	13	for	for	ADP
easat-9643	278	14	ai	ai	PRON
easat-9643	278	15	use	use	NOUN
easat-9643	278	16	is	be	AUX
easat-9643	278	17	vital	vital	ADJ
easat-9643	278	18	in	in	ADP
easat-9643	278	19	mitigating	mitigate	VERB
easat-9643	278	20	misuse	misuse	NOUN
easat-9643	278	21	.	.	PUNCT
easat-9643	279	1	this	this	PRON
easat-9643	279	2	includes	include	VERB
easat-9643	279	3	developing	develop	VERB
easat-9643	279	4	ai	ai	NOUN
easat-9643	279	5	tools	tool	NOUN
easat-9643	279	6	designed	design	VERB
easat-9643	279	7	to	to	PART
easat-9643	279	8	detect	detect	VERB
easat-9643	279	9	and	and	CCONJ
easat-9643	279	10	counteract	counteract	VERB
easat-9643	279	11	ai	ai	VERB
easat-9643	279	12	-	-	PUNCT
easat-9643	279	13	driven	drive	VERB
easat-9643	279	14	cyber	cyber	NOUN
easat-9643	279	15	threats	threat	NOUN
easat-9643	279	16	,	,	PUNCT
easat-9643	279	17	as	as	ADV
easat-9643	279	18	well	well	ADV
easat-9643	279	19	as	as	ADP
easat-9643	279	20	ensuring	ensure	VERB
easat-9643	279	21	that	that	SCONJ
easat-9643	279	22	ai	ai	VERB
easat-9643	279	23	systems	system	NOUN
easat-9643	279	24	remain	remain	VERB
easat-9643	279	25	unbiased	unbiased	ADJ
easat-9643	279	26	and	and	CCONJ
easat-9643	279	27	accountable	accountable	ADJ
easat-9643	279	28	.	.	PUNCT
easat-9643	280	1	regular	regular	ADJ
easat-9643	280	2	audits	audits	NOUN
easat-9643	280	3	and	and	CCONJ
easat-9643	280	4	bias	bias	NOUN
easat-9643	280	5	detection	detection	NOUN
easat-9643	280	6	mechanisms	mechanism	NOUN
easat-9643	280	7	can	can	AUX
easat-9643	280	8	help	help	VERB
easat-9643	280	9	maintain	maintain	VERB
easat-9643	280	10	the	the	DET
easat-9643	280	11	ethical	ethical	ADJ
easat-9643	280	12	integrity	integrity	NOUN
easat-9643	280	13	of	of	ADP
easat-9643	280	14	ai	ai	PROPN
easat-9643	280	15	applications	application	NOUN
easat-9643	280	16	.	.	PUNCT
easat-9643	281	1	5	5	NUM
easat-9643	281	2	.	.	X
easat-9643	281	3	collaborative	collaborative	ADJ
easat-9643	281	4	defense	defense	NOUN
easat-9643	281	5	strategies	strategy	NOUN
easat-9643	281	6	:	:	PUNCT
easat-9643	281	7	encouraging	encourage	VERB
easat-9643	281	8	collaboration	collaboration	NOUN
easat-9643	281	9	among	among	ADP
easat-9643	281	10	governments	government	NOUN
easat-9643	281	11	,	,	PUNCT
easat-9643	281	12	corporations	corporation	NOUN
easat-9643	281	13	,	,	PUNCT
easat-9643	281	14	and	and	CCONJ
easat-9643	281	15	cybersecurity	cybersecurity	NOUN
easat-9643	281	16	experts	expert	NOUN
easat-9643	281	17	is	be	AUX
easat-9643	281	18	necessary	necessary	ADJ
easat-9643	281	19	to	to	PART
easat-9643	281	20	develop	develop	VERB
easat-9643	281	21	comprehensive	comprehensive	ADJ
easat-9643	281	22	standards	standard	NOUN
easat-9643	281	23	and	and	CCONJ
easat-9643	281	24	best	good	ADJ
easat-9643	281	25	practices	practice	NOUN
easat-9643	281	26	for	for	ADP
easat-9643	281	27	ai	ai	PROPN
easat-9643	281	28	safety	safety	NOUN
easat-9643	281	29	.	.	PUNCT
easat-9643	282	1	such	such	ADJ
easat-9643	282	2	collaboration	collaboration	NOUN
easat-9643	282	3	can	can	AUX
easat-9643	282	4	lead	lead	VERB
easat-9643	282	5	to	to	ADP
easat-9643	282	6	the	the	DET
easat-9643	282	7	creation	creation	NOUN
easat-9643	282	8	of	of	ADP
easat-9643	282	9	a	a	DET
easat-9643	282	10	unified	unified	ADJ
easat-9643	282	11	framework	framework	NOUN
easat-9643	282	12	for	for	ADP
easat-9643	282	13	ai	ai	PROPN
easat-9643	282	14	safety	safety	NOUN
easat-9643	282	15	,	,	PUNCT
easat-9643	282	16	similar	similar	ADJ
easat-9643	282	17	to	to	ADP
easat-9643	282	18	existing	exist	VERB
easat-9643	282	19	cybersecurity	cybersecurity	NOUN
easat-9643	282	20	protocols	protocol	NOUN
easat-9643	282	21	,	,	PUNCT
easat-9643	282	22	and	and	CCONJ
easat-9643	282	23	ensure	ensure	VERB
easat-9643	282	24	that	that	SCONJ
easat-9643	282	25	ai	ai	VERB
easat-9643	282	26	development	development	NOUN
easat-9643	282	27	remains	remain	VERB
easat-9643	282	28	secure	secure	ADJ
easat-9643	282	29	and	and	CCONJ
easat-9643	282	30	beneficial	beneficial	ADJ
easat-9643	282	31	for	for	ADP
easat-9643	282	32	all	all	DET
easat-9643	282	33	stakeholders	stakeholder	NOUN
easat-9643	282	34	.	.	PUNCT
easat-9643	283	1	8	8	X
easat-9643	283	2	.	.	X
easat-9643	283	3	conclusion	conclusion	NOUN
easat-9643	283	4	ai	ai	VERB
easat-9643	283	5	safety	safety	NOUN
easat-9643	283	6	is	be	AUX
easat-9643	283	7	not	not	PART
easat-9643	283	8	merely	merely	ADV
easat-9643	283	9	an	an	DET
easat-9643	283	10	abstract	abstract	ADJ
easat-9643	283	11	concept	concept	NOUN
easat-9643	283	12	reserved	reserve	VERB
easat-9643	283	13	for	for	ADP
easat-9643	283	14	academic	academic	ADJ
easat-9643	283	15	debate	debate	NOUN
easat-9643	283	16	;	;	PUNCT
easat-9643	283	17	it	it	PRON
easat-9643	283	18	is	be	AUX
easat-9643	283	19	a	a	DET
easat-9643	283	20	critical	critical	ADJ
easat-9643	283	21	component	component	NOUN
easat-9643	283	22	of	of	ADP
easat-9643	283	23	modern	modern	ADJ
easat-9643	283	24	cybersecurity	cybersecurity	NOUN
easat-9643	283	25	.	.	PUNCT
easat-9643	284	1	as	as	SCONJ
easat-9643	284	2	artificial	artificial	ADJ
easat-9643	284	3	intelligence	intelligence	NOUN
easat-9643	284	4	(	(	PUNCT
easat-9643	284	5	ai	ai	NOUN
easat-9643	284	6	)	)	PUNCT
easat-9643	284	7	systems	system	NOUN
easat-9643	284	8	become	become	AUX
easat-9643	284	9	increasingly	increasingly	ADV
easat-9643	284	10	integrated	integrate	VERB
easat-9643	284	11	into	into	ADP
easat-9643	284	12	essential	essential	ADJ
easat-9643	284	13	sectors	sector	NOUN
easat-9643	284	14	such	such	ADJ
easat-9643	284	15	as	as	ADP
easat-9643	284	16	healthcare	healthcare	NOUN
easat-9643	284	17	,	,	PUNCT
easat-9643	284	18	finance	finance	NOUN
easat-9643	284	19	,	,	PUNCT
easat-9643	284	20	transportation	transportation	NOUN
easat-9643	284	21	,	,	PUNCT
easat-9643	284	22	and	and	CCONJ
easat-9643	284	23	national	national	ADJ
easat-9643	284	24	security	security	NOUN
easat-9643	284	25	,	,	PUNCT
easat-9643	284	26	the	the	DET
easat-9643	284	27	vulnerabilities	vulnerability	NOUN
easat-9643	284	28	and	and	CCONJ
easat-9643	284	29	potential	potential	ADJ
easat-9643	284	30	misuse	misuse	NOUN
easat-9643	284	31	associated	associate	VERB
easat-9643	284	32	with	with	ADP
easat-9643	284	33	these	these	DET
easat-9643	284	34	systems	system	NOUN
easat-9643	284	35	represent	represent	VERB
easat-9643	284	36	real	real	ADJ
easat-9643	284	37	and	and	CCONJ
easat-9643	284	38	significant	significant	ADJ
easat-9643	284	39	threats	threat	NOUN
easat-9643	284	40	.	.	PUNCT
easat-9643	285	1	the	the	DET
easat-9643	285	2	reliance	reliance	NOUN
easat-9643	285	3	on	on	ADP
easat-9643	285	4	ai	ai	VERB
easat-9643	285	5	for	for	ADP
easat-9643	285	6	autonomous	autonomous	ADJ
easat-9643	285	7	decision	decision	NOUN
easat-9643	285	8	-	-	PUNCT
easat-9643	285	9	making	make	VERB
easat-9643	285	10	and	and	CCONJ
easat-9643	285	11	data	datum	NOUN
easat-9643	286	1	analysis	analysis	NOUN
easat-9643	286	2	introduces	introduce	NOUN
easat-9643	286	3	unique	unique	ADJ
easat-9643	286	4	risks	risk	NOUN
easat-9643	286	5	that	that	PRON
easat-9643	286	6	,	,	PUNCT
easat-9643	286	7	if	if	SCONJ
easat-9643	286	8	left	leave	VERB
easat-9643	286	9	unchecked	unchecked	ADJ
easat-9643	286	10	,	,	PUNCT
easat-9643	286	11	could	could	AUX
easat-9643	286	12	lead	lead	VERB
easat-9643	286	13	to	to	ADP
easat-9643	286	14	severe	severe	ADJ
easat-9643	286	15	disruptions	disruption	NOUN
easat-9643	286	16	in	in	ADP
easat-9643	286	17	digital	digital	ADJ
easat-9643	286	18	infrastructure	infrastructure	NOUN
easat-9643	286	19	and	and	CCONJ
easat-9643	286	20	society	society	NOUN
easat-9643	286	21	at	at	ADP
easat-9643	286	22	large	large	ADJ
easat-9643	286	23	.	.	PUNCT
easat-9643	287	1	ai	ai	VERB
easat-9643	287	2	systems	system	NOUN
easat-9643	287	3	are	be	AUX
easat-9643	287	4	not	not	PART
easat-9643	287	5	only	only	ADV
easat-9643	287	6	targets	target	NOUN
easat-9643	287	7	for	for	ADP
easat-9643	287	8	cyberattacks	cyberattack	NOUN
easat-9643	287	9	but	but	CCONJ
easat-9643	287	10	can	can	AUX
easat-9643	287	11	also	also	ADV
easat-9643	287	12	be	be	AUX
easat-9643	287	13	misused	misuse	VERB
easat-9643	287	14	as	as	ADP
easat-9643	287	15	powerful	powerful	ADJ
easat-9643	287	16	tools	tool	NOUN
easat-9643	287	17	to	to	PART
easat-9643	287	18	launch	launch	VERB
easat-9643	287	19	sophisticated	sophisticated	ADJ
easat-9643	287	20	cyber	cyber	NOUN
easat-9643	287	21	threats	threat	NOUN
easat-9643	287	22	,	,	PUNCT
easat-9643	287	23	amplifying	amplify	VERB
easat-9643	287	24	their	their	PRON
easat-9643	287	25	impact	impact	NOUN
easat-9643	287	26	.	.	PUNCT
easat-9643	288	1	this	this	DET
easat-9643	288	2	dual	dual	ADJ
easat-9643	288	3	nature	nature	NOUN
easat-9643	288	4	of	of	ADP
easat-9643	288	5	ai	ai	VERB
easat-9643	288	6	makes	make	VERB
easat-9643	288	7	it	it	PRON
easat-9643	288	8	crucial	crucial	ADJ
easat-9643	288	9	to	to	PART
easat-9643	288	10	consider	consider	VERB
easat-9643	288	11	ai	ai	VERB
easat-9643	288	12	safety	safety	NOUN
easat-9643	288	13	within	within	ADP
easat-9643	288	14	the	the	DET
easat-9643	288	15	broader	broad	ADJ
easat-9643	288	16	cybersecurity	cybersecurity	NOUN
easat-9643	288	17	framework	framework	NOUN
easat-9643	288	18	.	.	PUNCT
easat-9643	289	1	the	the	DET
easat-9643	289	2	vulnerabilities	vulnerability	NOUN
easat-9643	289	3	and	and	CCONJ
easat-9643	289	4	potential	potential	ADJ
easat-9643	289	5	misuse	misuse	NOUN
easat-9643	289	6	associated	associate	VERB
easat-9643	289	7	with	with	ADP
easat-9643	289	8	ai	ai	PRON
easat-9643	289	9	present	present	ADJ
easat-9643	289	10	tangible	tangible	ADJ
easat-9643	289	11	threats	threat	NOUN
easat-9643	289	12	to	to	ADP
easat-9643	289	13	data	data	NOUN
easat-9643	289	14	security	security	NOUN
easat-9643	289	15	,	,	PUNCT
easat-9643	289	16	system	system	NOUN
easat-9643	289	17	integrity	integrity	NOUN
easat-9643	289	18	,	,	PUNCT
easat-9643	289	19	and	and	CCONJ
easat-9643	289	20	privacy	privacy	NOUN
easat-9643	289	21	.	.	PUNCT
easat-9643	290	1	ai	ai	AUX
easat-9643	290	2	systems	system	NOUN
easat-9643	290	3	depend	depend	VERB
easat-9643	290	4	on	on	ADP
easat-9643	290	5	large	large	ADJ
easat-9643	290	6	datasets	dataset	NOUN
easat-9643	290	7	—	—	PUNCT
easat-9643	290	8	often	often	ADV
easat-9643	290	9	containing	contain	VERB
easat-9643	290	10	sensitive	sensitive	ADJ
easat-9643	290	11	personal	personal	ADJ
easat-9643	290	12	,	,	PUNCT
easat-9643	290	13	financial	financial	ADJ
easat-9643	290	14	,	,	PUNCT
easat-9643	290	15	or	or	CCONJ
easat-9643	290	16	health	health	NOUN
easat-9643	290	17	-	-	PUNCT
easat-9643	290	18	related	relate	VERB
easat-9643	290	19	information	information	NOUN
easat-9643	290	20	—	—	PUNCT
easat-9643	290	21	to	to	PART
easat-9643	290	22	function	function	VERB
easat-9643	290	23	effectively	effectively	ADV
easat-9643	290	24	.	.	PUNCT
easat-9643	291	1	a	a	DET
easat-9643	291	2	breach	breach	NOUN
easat-9643	291	3	of	of	ADP
easat-9643	291	4	these	these	DET
easat-9643	291	5	datasets	dataset	NOUN
easat-9643	291	6	can	can	AUX
easat-9643	291	7	result	result	VERB
easat-9643	291	8	in	in	ADP
easat-9643	291	9	privacy	privacy	NOUN
easat-9643	291	10	violations	violation	NOUN
easat-9643	291	11	,	,	PUNCT
easat-9643	291	12	financial	financial	ADJ
easat-9643	291	13	loss	loss	NOUN
easat-9643	291	14	,	,	PUNCT
easat-9643	291	15	and	and	CCONJ
easat-9643	291	16	a	a	DET
easat-9643	291	17	significant	significant	ADJ
easat-9643	291	18	erosion	erosion	NOUN
easat-9643	291	19	of	of	ADP
easat-9643	291	20	public	public	ADJ
easat-9643	291	21	trust	trust	NOUN
easat-9643	291	22	in	in	ADP
easat-9643	291	23	ai	ai	PROPN
easat-9643	291	24	technologies	technology	NOUN
easat-9643	291	25	.	.	PUNCT
easat-9643	292	1	furthermore	furthermore	ADV
easat-9643	292	2	,	,	PUNCT
easat-9643	292	3	ai	ai	VERB
easat-9643	292	4	system	system	NOUN
easat-9643	292	5	integrity	integrity	NOUN
easat-9643	292	6	is	be	AUX
easat-9643	292	7	increasingly	increasingly	ADV
easat-9643	292	8	at	at	ADP
easat-9643	292	9	risk	risk	NOUN
easat-9643	292	10	from	from	ADP
easat-9643	292	11	adversarial	adversarial	ADJ
easat-9643	292	12	attacks	attack	NOUN
easat-9643	292	13	,	,	PUNCT
easat-9643	292	14	data	data	NOUN
easat-9643	292	15	poisoning	poisoning	NOUN
easat-9643	292	16	,	,	PUNCT
easat-9643	292	17	and	and	CCONJ
easat-9643	292	18	model	model	NOUN
easat-9643	292	19	manipulation	manipulation	NOUN
easat-9643	292	20	,	,	PUNCT
easat-9643	292	21	all	all	PRON
easat-9643	292	22	of	of	ADP
easat-9643	292	23	which	which	PRON
easat-9643	292	24	can	can	AUX
easat-9643	292	25	lead	lead	VERB
easat-9643	292	26	to	to	ADP
easat-9643	292	27	incorrect	incorrect	ADJ
easat-9643	292	28	or	or	CCONJ
easat-9643	292	29	even	even	ADV
easat-9643	292	30	dangerous	dangerous	ADJ
easat-9643	292	31	outcomes	outcome	NOUN
easat-9643	292	32	.	.	PUNCT
easat-9643	293	1	compromised	compromise	VERB
easat-9643	293	2	ai	ai	PROPN
easat-9643	293	3	systems	system	NOUN
easat-9643	293	4	can	can	AUX
easat-9643	293	5	have	have	VERB
easat-9643	293	6	consequences	consequence	NOUN
easat-9643	293	7	far	far	ADV
easat-9643	293	8	beyond	beyond	ADP
easat-9643	293	9	individual	individual	ADJ
easat-9643	293	10	breaches	breach	NOUN
easat-9643	293	11	,	,	PUNCT
easat-9643	293	12	affecting	affect	VERB
easat-9643	293	13	entire	entire	ADJ
easat-9643	293	14	sectors	sector	NOUN
easat-9643	293	15	and	and	CCONJ
easat-9643	293	16	critical	critical	ADJ
easat-9643	293	17	infrastructure	infrastructure	NOUN
easat-9643	293	18	.	.	PUNCT
easat-9643	294	1	for	for	ADP
easat-9643	294	2	example	example	NOUN
easat-9643	294	3	,	,	PUNCT
easat-9643	294	4	a	a	DET
easat-9643	294	5	tampered	tamper	VERB
easat-9643	294	6	ai	ai	NOUN
easat-9643	294	7	system	system	NOUN
easat-9643	294	8	in	in	ADP
easat-9643	294	9	healthcare	healthcare	NOUN
easat-9643	294	10	could	could	AUX
easat-9643	294	11	lead	lead	VERB
easat-9643	294	12	to	to	ADP
easat-9643	294	13	misdiagnoses	misdiagnose	NOUN
easat-9643	294	14	,	,	PUNCT
easat-9643	294	15	while	while	SCONJ
easat-9643	294	16	a	a	DET
easat-9643	294	17	compromised	compromise	VERB
easat-9643	294	18	ai	ai	PROPN
easat-9643	294	19	model	model	NOUN
easat-9643	294	20	in	in	ADP
easat-9643	294	21	finance	finance	NOUN
easat-9643	294	22	could	could	AUX
easat-9643	294	23	cause	cause	VERB
easat-9643	294	24	erroneous	erroneous	ADJ
easat-9643	294	25	financial	financial	ADJ
easat-9643	294	26	transactions	transaction	NOUN
easat-9643	294	27	or	or	CCONJ
easat-9643	294	28	market	market	NOUN
easat-9643	294	29	instability	instability	NOUN
easat-9643	294	30	.	.	PUNCT
easat-9643	295	1	1463	1463	NUM
easat-9643	295	2	edelweiss	edelweiss	PROPN
easat-9643	295	3	applied	apply	VERB
easat-9643	295	4	science	science	NOUN
easat-9643	295	5	and	and	CCONJ
easat-9643	295	6	technology	technology	NOUN
easat-9643	295	7	issn	issn	PROPN
easat-9643	295	8	:	:	PUNCT
easat-9643	295	9	2576	2576	NUM
easat-9643	295	10	-	-	SYM
easat-9643	295	11	8484	8484	NUM
easat-9643	295	12	vol	vol	NOUN
easat-9643	295	13	.	.	PROPN
easat-9643	296	1	9	9	NUM
easat-9643	296	2	,	,	PUNCT
easat-9643	296	3	no	no	INTJ
easat-9643	296	4	.	.	NOUN
easat-9643	296	5	8	8	NUM
easat-9643	296	6	:	:	PUNCT
easat-9643	296	7	1452	1452	NUM
easat-9643	296	8	-	-	SYM
easat-9643	296	9	1463	1463	NUM
easat-9643	296	10	,	,	PUNCT
easat-9643	296	11	2025	2025	NUM
easat-9643	296	12	doi	doi	NOUN
easat-9643	296	13	:	:	PUNCT
easat-9643	296	14	10.55214/2576	10.55214/2576	NUM
easat-9643	296	15	-	-	PUNCT
easat-9643	296	16	8484.v9i8.9643	8484.v9i8.9643	NUM
easat-9643	296	17	©	©	PROPN
easat-9643	296	18	2025	2025	NUM
easat-9643	296	19	by	by	ADP
easat-9643	296	20	the	the	DET
easat-9643	296	21	author	author	NOUN
easat-9643	296	22	;	;	PUNCT
easat-9643	296	23	licensee	licensee	PROPN
easat-9643	296	24	learning	learning	NOUN
easat-9643	296	25	gate	gate	NOUN
easat-9643	296	26	as	as	SCONJ
easat-9643	296	27	ai	ai	PROPN
easat-9643	296	28	continues	continue	VERB
easat-9643	296	29	to	to	PART
easat-9643	296	30	permeate	permeate	VERB
easat-9643	296	31	vital	vital	ADJ
easat-9643	296	32	sectors	sector	NOUN
easat-9643	296	33	of	of	ADP
easat-9643	296	34	society	society	NOUN
easat-9643	296	35	,	,	PUNCT
easat-9643	296	36	the	the	DET
easat-9643	296	37	need	need	NOUN
easat-9643	296	38	to	to	PART
easat-9643	296	39	address	address	VERB
easat-9643	296	40	its	its	PRON
easat-9643	296	41	safety	safety	NOUN
easat-9643	296	42	within	within	ADP
easat-9643	296	43	the	the	DET
easat-9643	296	44	cybersecurity	cybersecurity	NOUN
easat-9643	296	45	paradigm	paradigm	NOUN
easat-9643	296	46	becomes	become	VERB
easat-9643	296	47	increasingly	increasingly	ADV
easat-9643	296	48	urgent	urgent	ADJ
easat-9643	296	49	.	.	PUNCT
easat-9643	297	1	with	with	ADP
easat-9643	297	2	ai	ai	AUX
easat-9643	297	3	being	be	AUX
easat-9643	297	4	deployed	deploy	VERB
easat-9643	297	5	in	in	ADP
easat-9643	297	6	everything	everything	PRON
easat-9643	297	7	from	from	ADP
easat-9643	297	8	autonomous	autonomous	ADJ
easat-9643	297	9	vehicles	vehicle	NOUN
easat-9643	297	10	to	to	ADP
easat-9643	297	11	smart	smart	ADJ
easat-9643	297	12	cities	city	NOUN
easat-9643	297	13	and	and	CCONJ
easat-9643	297	14	defense	defense	NOUN
easat-9643	297	15	systems	system	NOUN
easat-9643	297	16	,	,	PUNCT
easat-9643	297	17	ensuring	ensure	VERB
easat-9643	297	18	the	the	DET
easat-9643	297	19	safety	safety	NOUN
easat-9643	297	20	and	and	CCONJ
easat-9643	297	21	security	security	NOUN
easat-9643	297	22	of	of	ADP
easat-9643	297	23	these	these	DET
easat-9643	297	24	technologies	technology	NOUN
easat-9643	297	25	is	be	AUX
easat-9643	297	26	no	no	PRON
easat-9643	297	27	longer	long	ADV
easat-9643	297	28	optional	optional	ADJ
easat-9643	297	29	—	—	PUNCT
easat-9643	297	30	it	it	PRON
easat-9643	297	31	is	be	AUX
easat-9643	297	32	essential	essential	ADJ
easat-9643	297	33	.	.	PUNCT
easat-9643	298	1	cybersecurity	cybersecurity	NOUN
easat-9643	298	2	professionals	professional	NOUN
easat-9643	298	3	must	must	AUX
easat-9643	298	4	adapt	adapt	VERB
easat-9643	298	5	traditional	traditional	ADJ
easat-9643	298	6	security	security	NOUN
easat-9643	298	7	practices	practice	NOUN
easat-9643	298	8	to	to	PART
easat-9643	298	9	address	address	VERB
easat-9643	298	10	the	the	DET
easat-9643	298	11	specific	specific	ADJ
easat-9643	298	12	risks	risk	NOUN
easat-9643	298	13	associated	associate	VERB
easat-9643	298	14	with	with	ADP
easat-9643	298	15	ai	ai	PROPN
easat-9643	298	16	,	,	PUNCT
easat-9643	298	17	such	such	ADJ
easat-9643	298	18	as	as	ADP
easat-9643	298	19	model	model	NOUN
easat-9643	298	20	integrity	integrity	NOUN
easat-9643	298	21	,	,	PUNCT
easat-9643	298	22	secure	secure	ADJ
easat-9643	298	23	data	datum	NOUN
easat-9643	298	24	handling	handling	NOUN
easat-9643	298	25	,	,	PUNCT
easat-9643	298	26	and	and	CCONJ
easat-9643	298	27	ethical	ethical	ADJ
easat-9643	298	28	decision	decision	NOUN
easat-9643	298	29	-	-	PUNCT
easat-9643	298	30	making	making	NOUN
easat-9643	298	31	.	.	PUNCT
easat-9643	299	1	by	by	ADP
easat-9643	299	2	recognizing	recognize	VERB
easat-9643	299	3	ai	ai	NOUN
easat-9643	299	4	safety	safety	NOUN
easat-9643	299	5	as	as	ADP
easat-9643	299	6	a	a	DET
easat-9643	299	7	core	core	NOUN
easat-9643	299	8	component	component	NOUN
easat-9643	299	9	of	of	ADP
easat-9643	299	10	cybersecurity	cybersecurity	NOUN
easat-9643	299	11	,	,	PUNCT
easat-9643	299	12	it	it	PRON
easat-9643	299	13	becomes	become	VERB
easat-9643	299	14	possible	possible	ADJ
easat-9643	299	15	to	to	PART
easat-9643	299	16	develop	develop	VERB
easat-9643	299	17	proactive	proactive	ADJ
easat-9643	299	18	measures	measure	NOUN
easat-9643	299	19	that	that	PRON
easat-9643	299	20	anticipate	anticipate	VERB
easat-9643	299	21	and	and	CCONJ
easat-9643	299	22	mitigate	mitigate	VERB
easat-9643	299	23	these	these	DET
easat-9643	299	24	unique	unique	ADJ
easat-9643	299	25	risks	risk	NOUN
easat-9643	299	26	,	,	PUNCT
easat-9643	299	27	ensuring	ensure	VERB
easat-9643	299	28	that	that	SCONJ
easat-9643	299	29	systems	system	NOUN
easat-9643	299	30	remain	remain	VERB
easat-9643	299	31	resilient	resilient	ADJ
easat-9643	299	32	in	in	ADP
easat-9643	299	33	the	the	DET
easat-9643	299	34	face	face	NOUN
easat-9643	299	35	of	of	ADP
easat-9643	299	36	evolving	evolve	VERB
easat-9643	299	37	threats	threat	NOUN
easat-9643	299	38	.	.	PUNCT
easat-9643	300	1	by	by	ADP
easat-9643	300	2	framing	frame	VERB
easat-9643	300	3	ai	ai	VERB
easat-9643	300	4	safety	safety	NOUN
easat-9643	300	5	as	as	ADP
easat-9643	300	6	a	a	DET
easat-9643	300	7	fundamental	fundamental	ADJ
easat-9643	300	8	aspect	aspect	NOUN
easat-9643	300	9	of	of	ADP
easat-9643	300	10	cybersecurity	cybersecurity	NOUN
easat-9643	300	11	,	,	PUNCT
easat-9643	300	12	stakeholders	stakeholder	NOUN
easat-9643	300	13	can	can	AUX
easat-9643	300	14	develop	develop	VERB
easat-9643	300	15	and	and	CCONJ
easat-9643	300	16	implement	implement	VERB
easat-9643	300	17	robust	robust	ADJ
easat-9643	300	18	strategies	strategy	NOUN
easat-9643	300	19	to	to	PART
easat-9643	300	20	protect	protect	VERB
easat-9643	300	21	both	both	DET
easat-9643	300	22	ai	ai	PROPN
easat-9643	300	23	technologies	technology	NOUN
easat-9643	300	24	and	and	CCONJ
easat-9643	300	25	the	the	DET
easat-9643	300	26	data	datum	NOUN
easat-9643	300	27	they	they	PRON
easat-9643	300	28	handle	handle	VERB
easat-9643	300	29	.	.	PUNCT
easat-9643	301	1	this	this	PRON
easat-9643	301	2	includes	include	VERB
easat-9643	301	3	technical	technical	ADJ
easat-9643	301	4	solutions	solution	NOUN
easat-9643	301	5	like	like	ADP
easat-9643	301	6	encryption	encryption	NOUN
easat-9643	301	7	and	and	CCONJ
easat-9643	301	8	real	real	ADJ
easat-9643	301	9	-	-	PUNCT
easat-9643	301	10	time	time	NOUN
easat-9643	301	11	monitoring	monitoring	NOUN
easat-9643	301	12	,	,	PUNCT
easat-9643	301	13	as	as	ADV
easat-9643	301	14	well	well	ADV
easat-9643	301	15	as	as	ADP
easat-9643	301	16	governance	governance	NOUN
easat-9643	301	17	strategies	strategy	NOUN
easat-9643	301	18	that	that	PRON
easat-9643	301	19	ensure	ensure	VERB
easat-9643	301	20	ethical	ethical	ADJ
easat-9643	301	21	ai	ai	NOUN
easat-9643	301	22	development	development	NOUN
easat-9643	301	23	and	and	CCONJ
easat-9643	301	24	deployment	deployment	NOUN
easat-9643	301	25	.	.	PUNCT
easat-9643	302	1	cross	cross	ADJ
easat-9643	302	2	-	-	ADJ
easat-9643	302	3	disciplinary	disciplinary	ADJ
easat-9643	302	4	collaboration	collaboration	NOUN
easat-9643	302	5	between	between	ADP
easat-9643	302	6	ai	ai	PROPN
easat-9643	302	7	developers	developer	NOUN
easat-9643	302	8	,	,	PUNCT
easat-9643	302	9	cybersecurity	cybersecurity	NOUN
easat-9643	302	10	experts	expert	NOUN
easat-9643	302	11	,	,	PUNCT
easat-9643	302	12	and	and	CCONJ
easat-9643	302	13	policymakers	policymaker	NOUN
easat-9643	302	14	is	be	AUX
easat-9643	302	15	crucial	crucial	ADJ
easat-9643	302	16	for	for	ADP
easat-9643	302	17	establishing	establish	VERB
easat-9643	302	18	standards	standard	NOUN
easat-9643	302	19	and	and	CCONJ
easat-9643	302	20	best	good	ADJ
easat-9643	302	21	practices	practice	NOUN
easat-9643	302	22	that	that	PRON
easat-9643	302	23	safeguard	safeguard	VERB
easat-9643	302	24	ai	ai	VERB
easat-9643	302	25	systems	system	NOUN
easat-9643	302	26	from	from	ADP
easat-9643	302	27	threats	threat	NOUN
easat-9643	302	28	while	while	SCONJ
easat-9643	302	29	promoting	promote	VERB
easat-9643	302	30	innovation	innovation	NOUN
easat-9643	302	31	.	.	PUNCT
easat-9643	303	1	furthermore	furthermore	ADV
easat-9643	303	2	,	,	PUNCT
easat-9643	303	3	integrating	integrate	VERB
easat-9643	303	4	ai	ai	VERB
easat-9643	303	5	safety	safety	NOUN
easat-9643	303	6	into	into	ADP
easat-9643	303	7	existing	exist	VERB
easat-9643	303	8	cybersecurity	cybersecurity	NOUN
easat-9643	303	9	protocols	protocol	NOUN
easat-9643	303	10	will	will	AUX
easat-9643	303	11	help	help	VERB
easat-9643	303	12	build	build	VERB
easat-9643	303	13	trust	trust	NOUN
easat-9643	303	14	in	in	ADP
easat-9643	303	15	ai	ai	PROPN
easat-9643	303	16	systems	system	NOUN
easat-9643	303	17	and	and	CCONJ
easat-9643	303	18	ensure	ensure	VERB
easat-9643	303	19	their	their	PRON
easat-9643	303	20	responsible	responsible	ADJ
easat-9643	303	21	and	and	CCONJ
easat-9643	303	22	secure	secure	ADJ
easat-9643	303	23	deployment	deployment	NOUN
easat-9643	303	24	.	.	PUNCT
easat-9643	304	1	in	in	ADP
easat-9643	304	2	this	this	DET
easat-9643	304	3	way	way	NOUN
easat-9643	304	4	,	,	PUNCT
easat-9643	304	5	the	the	DET
easat-9643	304	6	potential	potential	ADJ
easat-9643	304	7	benefits	benefit	NOUN
easat-9643	304	8	of	of	ADP
easat-9643	304	9	ai	ai	VERB
easat-9643	304	10	can	can	AUX
easat-9643	304	11	be	be	AUX
easat-9643	304	12	harnessed	harness	VERB
easat-9643	304	13	while	while	SCONJ
easat-9643	304	14	mitigating	mitigate	VERB
easat-9643	304	15	the	the	DET
easat-9643	304	16	risks	risk	NOUN
easat-9643	304	17	it	it	PRON
easat-9643	304	18	introduces	introduce	VERB
easat-9643	304	19	to	to	ADP
easat-9643	304	20	digital	digital	ADJ
easat-9643	304	21	and	and	CCONJ
easat-9643	304	22	societal	societal	ADJ
easat-9643	304	23	infrastructure	infrastructure	NOUN
easat-9643	304	24	.	.	PUNCT
easat-9643	305	1	ai	ai	VERB
easat-9643	305	2	holds	hold	VERB
easat-9643	305	3	immense	immense	ADJ
easat-9643	305	4	potential	potential	NOUN
easat-9643	305	5	to	to	PART
easat-9643	305	6	transform	transform	VERB
easat-9643	305	7	industries	industry	NOUN
easat-9643	305	8	,	,	PUNCT
easat-9643	305	9	improve	improve	VERB
easat-9643	305	10	efficiencies	efficiency	NOUN
easat-9643	305	11	,	,	PUNCT
easat-9643	305	12	and	and	CCONJ
easat-9643	305	13	solve	solve	VERB
easat-9643	305	14	complex	complex	ADJ
easat-9643	305	15	problems	problem	NOUN
easat-9643	305	16	.	.	PUNCT
easat-9643	306	1	however	however	ADV
easat-9643	306	2	,	,	PUNCT
easat-9643	306	3	without	without	ADP
easat-9643	306	4	addressing	address	VERB
easat-9643	306	5	the	the	DET
easat-9643	306	6	inherent	inherent	ADJ
easat-9643	306	7	risks	risk	NOUN
easat-9643	306	8	,	,	PUNCT
easat-9643	306	9	the	the	DET
easat-9643	306	10	widespread	widespread	ADJ
easat-9643	306	11	adoption	adoption	NOUN
easat-9643	306	12	of	of	ADP
easat-9643	306	13	ai	ai	PROPN
easat-9643	306	14	technologies	technology	NOUN
easat-9643	306	15	could	could	AUX
easat-9643	306	16	lead	lead	VERB
easat-9643	306	17	to	to	ADP
easat-9643	306	18	unintended	unintended	ADJ
easat-9643	306	19	consequences	consequence	NOUN
easat-9643	306	20	,	,	PUNCT
easat-9643	306	21	including	include	VERB
easat-9643	306	22	security	security	NOUN
easat-9643	306	23	breaches	breach	NOUN
easat-9643	306	24	,	,	PUNCT
easat-9643	306	25	privacy	privacy	NOUN
easat-9643	306	26	violations	violation	NOUN
easat-9643	306	27	,	,	PUNCT
easat-9643	306	28	and	and	CCONJ
easat-9643	306	29	ethical	ethical	ADJ
easat-9643	306	30	challenges	challenge	NOUN
easat-9643	306	31	.	.	PUNCT
easat-9643	307	1	by	by	ADP
easat-9643	307	2	embedding	embed	VERB
easat-9643	307	3	ai	ai	NOUN
easat-9643	307	4	safety	safety	NOUN
easat-9643	307	5	into	into	ADP
easat-9643	307	6	the	the	DET
easat-9643	307	7	broader	broad	ADJ
easat-9643	307	8	cybersecurity	cybersecurity	NOUN
easat-9643	307	9	landscape	landscape	NOUN
easat-9643	307	10	,	,	PUNCT
easat-9643	307	11	stakeholders	stakeholder	NOUN
easat-9643	307	12	can	can	AUX
easat-9643	307	13	ensure	ensure	VERB
easat-9643	307	14	that	that	SCONJ
easat-9643	307	15	ai	ai	VERB
easat-9643	307	16	technologies	technology	NOUN
easat-9643	307	17	are	be	AUX
easat-9643	307	18	deployed	deploy	VERB
easat-9643	307	19	in	in	ADP
easat-9643	307	20	a	a	DET
easat-9643	307	21	manner	manner	NOUN
easat-9643	307	22	that	that	PRON
easat-9643	307	23	maximizes	maximize	VERB
easat-9643	307	24	their	their	PRON
easat-9643	307	25	benefits	benefit	NOUN
easat-9643	307	26	while	while	SCONJ
easat-9643	307	27	minimizing	minimize	VERB
easat-9643	307	28	their	their	PRON
easat-9643	307	29	potential	potential	ADJ
easat-9643	307	30	harms	harm	NOUN
easat-9643	307	31	.	.	PUNCT
easat-9643	308	1	this	this	DET
easat-9643	308	2	approach	approach	NOUN
easat-9643	308	3	will	will	AUX
easat-9643	308	4	help	help	VERB
easat-9643	308	5	protect	protect	VERB
easat-9643	308	6	not	not	PART
easat-9643	308	7	only	only	ADV
easat-9643	308	8	the	the	DET
easat-9643	308	9	systems	system	NOUN
easat-9643	308	10	themselves	themselves	PRON
easat-9643	308	11	but	but	CCONJ
easat-9643	308	12	also	also	ADV
easat-9643	308	13	the	the	DET
easat-9643	308	14	broader	broad	ADJ
easat-9643	308	15	societal	societal	ADJ
easat-9643	308	16	infrastructure	infrastructure	NOUN
easat-9643	308	17	that	that	PRON
easat-9643	308	18	increasingly	increasingly	ADV
easat-9643	308	19	relies	rely	VERB
easat-9643	308	20	on	on	ADP
easat-9643	308	21	ai	ai	VERB
easat-9643	308	22	for	for	ADP
easat-9643	308	23	critical	critical	ADJ
easat-9643	308	24	operations	operation	NOUN
easat-9643	308	25	.	.	PUNCT
easat-9643	309	1	transparency	transparency	NOUN
easat-9643	309	2	:	:	PUNCT
easat-9643	309	3	the	the	DET
easat-9643	309	4	author	author	NOUN
easat-9643	309	5	confirms	confirm	VERB
easat-9643	309	6	that	that	SCONJ
easat-9643	309	7	the	the	DET
easat-9643	309	8	manuscript	manuscript	NOUN
easat-9643	309	9	is	be	AUX
easat-9643	309	10	an	an	DET
easat-9643	309	11	honest	honest	ADJ
easat-9643	309	12	,	,	PUNCT
easat-9643	309	13	accurate	accurate	ADJ
easat-9643	309	14	,	,	PUNCT
easat-9643	309	15	and	and	CCONJ
easat-9643	309	16	transparent	transparent	ADJ
easat-9643	309	17	account	account	NOUN
easat-9643	309	18	of	of	ADP
easat-9643	309	19	the	the	DET
easat-9643	309	20	study	study	NOUN
easat-9643	309	21	;	;	PUNCT
easat-9643	309	22	that	that	SCONJ
easat-9643	309	23	no	no	DET
easat-9643	309	24	vital	vital	ADJ
easat-9643	309	25	features	feature	NOUN
easat-9643	309	26	of	of	ADP
easat-9643	309	27	the	the	DET
easat-9643	309	28	study	study	NOUN
easat-9643	309	29	have	have	AUX
easat-9643	309	30	been	be	AUX
easat-9643	309	31	omitted	omit	VERB
easat-9643	309	32	;	;	PUNCT
easat-9643	309	33	and	and	CCONJ
easat-9643	309	34	that	that	SCONJ
easat-9643	309	35	any	any	DET
easat-9643	309	36	discrepancies	discrepancy	NOUN
easat-9643	309	37	from	from	ADP
easat-9643	309	38	the	the	DET
easat-9643	309	39	study	study	NOUN
easat-9643	309	40	as	as	SCONJ
easat-9643	309	41	planned	plan	VERB
easat-9643	309	42	have	have	AUX
easat-9643	309	43	been	be	AUX
easat-9643	309	44	explained	explain	VERB
easat-9643	309	45	.	.	PUNCT
easat-9643	310	1	this	this	DET
easat-9643	310	2	study	study	NOUN
easat-9643	310	3	followed	follow	VERB
easat-9643	310	4	all	all	DET
easat-9643	310	5	ethical	ethical	ADJ
easat-9643	310	6	practices	practice	NOUN
easat-9643	310	7	during	during	ADP
easat-9643	310	8	writing	writing	NOUN
easat-9643	310	9	.	.	PUNCT
easat-9643	311	1	copyright	copyright	NOUN
easat-9643	311	2	:	:	PUNCT
easat-9643	311	3	©	©	PROPN
easat-9643	311	4	2025	2025	NUM
easat-9643	311	5	by	by	ADP
easat-9643	311	6	the	the	DET
easat-9643	311	7	author	author	NOUN
easat-9643	311	8	.	.	PUNCT
easat-9643	312	1	this	this	DET
easat-9643	312	2	open	open	ADJ
easat-9643	312	3	-	-	PUNCT
easat-9643	312	4	access	access	NOUN
easat-9643	312	5	article	article	NOUN
easat-9643	312	6	is	be	AUX
easat-9643	312	7	distributed	distribute	VERB
easat-9643	312	8	under	under	ADP
easat-9643	312	9	the	the	DET
easat-9643	312	10	terms	term	NOUN
easat-9643	312	11	and	and	CCONJ
easat-9643	312	12	conditions	condition	NOUN
easat-9643	312	13	of	of	ADP
easat-9643	312	14	the	the	DET
easat-9643	312	15	creative	creative	ADJ
easat-9643	312	16	commons	common	NOUN
easat-9643	312	17	attribution	attribution	NOUN
easat-9643	312	18	(	(	PUNCT
easat-9643	312	19	cc	cc	NOUN
easat-9643	312	20	by	by	ADP
easat-9643	312	21	)	)	PUNCT
easat-9643	312	22	license	license	NOUN
easat-9643	312	23	(	(	PUNCT
easat-9643	312	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-9643	312	25	)	)	PUNCT
easat-9643	312	26	.	.	PUNCT
easat-9643	313	1	references	reference	NOUN
easat-9643	313	2	[	[	X
easat-9643	313	3	1	1	NUM
easat-9643	313	4	]	]	PUNCT
easat-9643	313	5	m.	m.	NOUN
easat-9643	313	6	abdulhussein	abdulhussein	PROPN
easat-9643	313	7	,	,	PUNCT
easat-9643	313	8	"	"	PUNCT
easat-9643	313	9	the	the	DET
easat-9643	313	10	impact	impact	NOUN
easat-9643	313	11	of	of	ADP
easat-9643	313	12	artificial	artificial	ADJ
easat-9643	313	13	intelligence	intelligence	NOUN
easat-9643	313	14	and	and	CCONJ
easat-9643	313	15	machine	machine	NOUN
easat-9643	313	16	learning	learn	VERB
easat-9643	313	17	on	on	ADP
easat-9643	313	18	organizations	organization	NOUN
easat-9643	313	19	cybersecurity	cybersecurity	NOUN
easat-9643	313	20	:	:	PUNCT
easat-9643	313	21	electronic	electronic	ADJ
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easat-9643	314	12	:	:	PUNCT
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easat-9643	316	15	:	:	PUNCT
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