id	sid	tid	token	lemma	pos
cana-1463	1	1	communications	communication	NOUN
cana-1463	1	2	on	on	ADP
cana-1463	1	3	applied	apply	VERB
cana-1463	1	4	nonlinear	nonlinear	ADJ
cana-1463	1	5	analysis	analysis	NOUN
cana-1463	1	6	issn	issn	NOUN
cana-1463	1	7	:	:	PUNCT
cana-1463	1	8	1074	1074	NUM
cana-1463	1	9	-	-	PUNCT
cana-1463	1	10	133x	133x	NUM
cana-1463	1	11	vol	vol	NOUN
cana-1463	1	12	31	31	NUM
cana-1463	1	13	no	no	NOUN
cana-1463	1	14	.	.	PUNCT
cana-1463	2	1	8s	8s	PROPN
cana-1463	2	2	(	(	PUNCT
cana-1463	2	3	2024	2024	NUM
cana-1463	2	4	)	)	PUNCT
cana-1463	2	5	165	165	NUM
cana-1463	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	2	7	turbocharged	turbocharge	VERB
cana-1463	2	8	ai	ai	AUX
cana-1463	2	9	:	:	PUNCT
cana-1463	2	10	harnessing	harness	VERB
cana-1463	2	11	federated	federated	ADJ
cana-1463	2	12	learning	learning	NOUN
cana-1463	2	13	and	and	CCONJ
cana-1463	2	14	model	model	NOUN
cana-1463	2	15	parallelism	parallelism	NOUN
cana-1463	2	16	for	for	ADP
cana-1463	2	17	efficient	efficient	ADJ
cana-1463	2	18	deep	deep	ADJ
cana-1463	2	19	learning	learning	NOUN
cana-1463	2	20	on	on	ADP
cana-1463	2	21	distributed	distribute	VERB
cana-1463	2	22	system	system	NOUN
cana-1463	2	23	dr	dr	PROPN
cana-1463	2	24	.	.	PROPN
cana-1463	2	25	sheela	sheela	PROPN
cana-1463	2	26	hundekari1	hundekari1	PROPN
cana-1463	2	27	,	,	PUNCT
cana-1463	2	28	archana	archana	PROPN
cana-1463	2	29	v	v	PROPN
cana-1463	2	30	nair	nair	PROPN
cana-1463	2	31	s2	s2	PROPN
cana-1463	2	32	,	,	PUNCT
cana-1463	2	33	dr	dr	PROPN
cana-1463	2	34	.	.	PROPN
cana-1463	2	35	p.shanthi3	p.shanthi3	PROPN
cana-1463	2	36	,	,	PUNCT
cana-1463	2	37	dr	dr	PROPN
cana-1463	2	38	ch	ch	PROPN
cana-1463	2	39	madhava	madhava	PROPN
cana-1463	2	40	rao4	rao4	PROPN
cana-1463	2	41	,	,	PUNCT
cana-1463	2	42	dr	dr	PROPN
cana-1463	2	43	.	.	PROPN
cana-1463	2	44	md	md	PROPN
cana-1463	2	45	.	.	PUNCT
cana-1463	3	1	rafeeq5	rafeeq5	PROPN
cana-1463	3	2	,	,	PUNCT
cana-1463	3	3	dr	dr	PROPN
cana-1463	3	4	t.b	t.b	PROPN
cana-1463	3	5	sivakumar6	sivakumar6	NOUN
cana-1463	3	6	1department	1department	NUM
cana-1463	3	7	of	of	ADP
cana-1463	3	8	mca	mca	PROPN
cana-1463	3	9	,	,	PUNCT
cana-1463	3	10	school	school	NOUN
cana-1463	3	11	of	of	ADP
cana-1463	3	12	engineering	engineering	NOUN
cana-1463	3	13	and	and	CCONJ
cana-1463	3	14	technology	technology	NOUN
cana-1463	3	15	,	,	PUNCT
cana-1463	3	16	associate	associate	NOUN
cana-1463	3	17	professor	professor	NOUN
cana-1463	3	18	,	,	PUNCT
cana-1463	3	19	pimpri	pimpri	NOUN
cana-1463	3	20	chinchwad	chinchwad	PROPN
cana-1463	3	21	university	university	PROPN
cana-1463	3	22	,	,	PUNCT
cana-1463	3	23	mohitewadi	mohitewadi	ADJ
cana-1463	3	24	talegaon	talegaon	PROPN
cana-1463	3	25	maval	maval	PROPN
cana-1463	3	26	pune	pune	PROPN
cana-1463	3	27	sheela.hundekari@pcu.edu.in	sheela.hundekari@pcu.edu.in	PROPN
cana-1463	4	1	2assistant	2assistant	PROPN
cana-1463	4	2	professor	professor	NOUN
cana-1463	4	3	,	,	PUNCT
cana-1463	4	4	ai	ai	VERB
cana-1463	4	5	&	&	CCONJ
cana-1463	4	6	ds	ds	ADJ
cana-1463	4	7	,	,	PUNCT
cana-1463	4	8	arunachala	arunachala	NOUN
cana-1463	4	9	college	college	NOUN
cana-1463	4	10	of	of	ADP
cana-1463	4	11	engineering	engineering	NOUN
cana-1463	4	12	for	for	ADP
cana-1463	4	13	women	woman	NOUN
cana-1463	4	14	,	,	PUNCT
cana-1463	4	15	vellichanthai	vellichanthai	NOUN
cana-1463	4	16	,	,	PUNCT
cana-1463	4	17	kanyakumari	kanyakumari	PROPN
cana-1463	4	18	district	district	PROPN
cana-1463	4	19	,	,	PUNCT
cana-1463	4	20	tamilnadu	tamilnadu	NOUN
cana-1463	4	21	,	,	PUNCT
cana-1463	4	22	india	india	PROPN
cana-1463	4	23	archanakannan729@gmail.com	archanakannan729@gmail.com	PROPN
cana-1463	4	24	3professor	3professor	NUM
cana-1463	4	25	,	,	PUNCT
cana-1463	4	26	department	department	NOUN
cana-1463	4	27	of	of	ADP
cana-1463	4	28	computer	computer	NOUN
cana-1463	4	29	science	science	NOUN
cana-1463	4	30	and	and	CCONJ
cana-1463	4	31	business	business	NOUN
cana-1463	4	32	systems	system	NOUN
cana-1463	4	33	,	,	PUNCT
cana-1463	4	34	sri	sri	PROPN
cana-1463	4	35	krishna	krishna	PROPN
cana-1463	4	36	college	college	PROPN
cana-1463	4	37	of	of	ADP
cana-1463	4	38	engineering	engineering	NOUN
cana-1463	4	39	and	and	CCONJ
cana-1463	4	40	technology	technology	NOUN
cana-1463	4	41	,	,	PUNCT
cana-1463	4	42	coimbatore	coimbatore	NOUN
cana-1463	4	43	shanthi.slm@gmail.com	shanthi.slm@gmail.com	X
cana-1463	5	1	4associate	4associate	NUM
cana-1463	5	2	professor	professor	NOUN
cana-1463	5	3	,	,	PUNCT
cana-1463	5	4	dept	dept	NOUN
cana-1463	5	5	.	.	PROPN
cana-1463	5	6	of	of	ADP
cana-1463	5	7	cse	cse	PROPN
cana-1463	5	8	,	,	PUNCT
cana-1463	5	9	koneru	koneru	PROPN
cana-1463	5	10	lakshmaiah	lakshmaiah	PROPN
cana-1463	5	11	education	education	PROPN
cana-1463	5	12	foundation	foundation	PROPN
cana-1463	5	13	,	,	PUNCT
cana-1463	5	14	vaddeswaram	vaddeswaram	PROPN
cana-1463	5	15	,	,	PUNCT
cana-1463	5	16	guntur	guntur	PROPN
cana-1463	5	17	,	,	PUNCT
cana-1463	5	18	ap	ap	PROPN
cana-1463	5	19	,	,	PUNCT
cana-1463	5	20	india	india	PROPN
cana-1463	5	21	.	.	PUNCT
cana-1463	6	1	cmadhavarao@kluniversity.in	cmadhavarao@kluniversity.in	PROPN
cana-1463	7	1	5associate	5associate	PROPN
cana-1463	7	2	professor	professor	NOUN
cana-1463	7	3	,	,	PUNCT
cana-1463	7	4	cse	cse	PROPN
cana-1463	7	5	,	,	PUNCT
cana-1463	7	6	cmr	cmr	PROPN
cana-1463	7	7	engineering	engineering	PROPN
cana-1463	7	8	college	college	PROPN
cana-1463	7	9	,	,	PUNCT
cana-1463	7	10	kandlakoya(v	kandlakoya(v	PROPN
cana-1463	7	11	)	)	PUNCT
cana-1463	7	12	,	,	PUNCT
cana-1463	7	13	medchal	medchal	ADJ
cana-1463	7	14	road	road	NOUN
cana-1463	7	15	,	,	PUNCT
cana-1463	7	16	hyderabad	hyderabad	PROPN
cana-1463	7	17	,	,	PUNCT
cana-1463	7	18	telangana	telangana	PROPN
cana-1463	7	19	501401	501401	NUM
cana-1463	7	20	·	·	PUNCT
cana-1463	8	1	drrafeeqcse@gmail.com	drrafeeqcse@gmail.com	X
cana-1463	9	1	6associate	6associate	NUM
cana-1463	9	2	professor	professor	NOUN
cana-1463	9	3	,	,	PUNCT
cana-1463	9	4	department	department	NOUN
cana-1463	9	5	of	of	ADP
cana-1463	9	6	cse	cse	PROPN
cana-1463	9	7	,	,	PUNCT
cana-1463	9	8	school	school	NOUN
cana-1463	9	9	of	of	ADP
cana-1463	9	10	computing	computing	NOUN
cana-1463	9	11	,	,	PUNCT
cana-1463	9	12	vel	vel	PROPN
cana-1463	9	13	tech	tech	NOUN
cana-1463	9	14	rangarajan	rangarajan	NOUN
cana-1463	9	15	dr.sagunthala	dr.sagunthala	NOUN
cana-1463	9	16	r&d	r&d	PROPN
cana-1463	9	17	institute	institute	PROPN
cana-1463	9	18	of	of	ADP
cana-1463	9	19	science	science	NOUN
cana-1463	9	20	and	and	CCONJ
cana-1463	9	21	technology	technology	NOUN
cana-1463	9	22	,	,	PUNCT
cana-1463	9	23	chennai	chennai	VERB
cana-1463	9	24	600	600	NUM
cana-1463	9	25	062,tamilnadu	062,tamilnadu	NUM
cana-1463	9	26	,	,	PUNCT
cana-1463	9	27	india	india	PROPN
cana-1463	9	28	,	,	PUNCT
cana-1463	9	29	drsivakumartb@veltech.edu.in	drsivakumartb@veltech.edu.in	PROPN
cana-1463	9	30	.	.	PUNCT
cana-1463	10	1	article	article	PROPN
cana-1463	10	2	history	history	NOUN
cana-1463	10	3	:	:	PUNCT
cana-1463	10	4	received	receive	VERB
cana-1463	10	5	:	:	PUNCT
cana-1463	10	6	20	20	NUM
cana-1463	10	7	-	-	PUNCT
cana-1463	10	8	04	04	NUM
cana-1463	10	9	-	-	PUNCT
cana-1463	10	10	2024	2024	NUM
cana-1463	10	11	revised	revise	VERB
cana-1463	10	12	:	:	PUNCT
cana-1463	10	13	10	10	NUM
cana-1463	10	14	-	-	SYM
cana-1463	10	15	06	06	NUM
cana-1463	10	16	-	-	PUNCT
cana-1463	10	17	2024	2024	NUM
cana-1463	10	18	accepted	accept	VERB
cana-1463	10	19	:	:	PUNCT
cana-1463	10	20	24	24	NUM
cana-1463	10	21	-	-	PUNCT
cana-1463	10	22	06	06	NUM
cana-1463	10	23	-	-	PUNCT
cana-1463	10	24	2024	2024	NUM
cana-1463	10	25	abstract	abstract	NOUN
cana-1463	10	26	:	:	PUNCT
cana-1463	10	27	in	in	ADP
cana-1463	10	28	recent	recent	ADJ
cana-1463	10	29	years	year	NOUN
cana-1463	10	30	,	,	PUNCT
cana-1463	10	31	the	the	DET
cana-1463	10	32	confluence	confluence	NOUN
cana-1463	10	33	of	of	ADP
cana-1463	10	34	federated	federated	ADJ
cana-1463	10	35	learning	learning	NOUN
cana-1463	10	36	and	and	CCONJ
cana-1463	10	37	model	model	NOUN
cana-1463	10	38	parallelism	parallelism	NOUN
cana-1463	10	39	has	have	AUX
cana-1463	10	40	revolutionized	revolutionize	VERB
cana-1463	10	41	the	the	DET
cana-1463	10	42	landscape	landscape	NOUN
cana-1463	10	43	of	of	ADP
cana-1463	10	44	deep	deep	ADJ
cana-1463	10	45	learning	learning	NOUN
cana-1463	10	46	on	on	ADP
cana-1463	10	47	distributed	distribute	VERB
cana-1463	10	48	systems	system	NOUN
cana-1463	10	49	,	,	PUNCT
cana-1463	10	50	significantly	significantly	ADV
cana-1463	10	51	enhancing	enhance	VERB
cana-1463	10	52	efficiency	efficiency	NOUN
cana-1463	10	53	and	and	CCONJ
cana-1463	10	54	scalability	scalability	NOUN
cana-1463	10	55	.	.	PUNCT
cana-1463	11	1	federated	federated	ADJ
cana-1463	11	2	learning	learning	NOUN
cana-1463	11	3	,	,	PUNCT
cana-1463	11	4	a	a	DET
cana-1463	11	5	decentralized	decentralize	VERB
cana-1463	11	6	approach	approach	NOUN
cana-1463	11	7	,	,	PUNCT
cana-1463	11	8	enables	enable	VERB
cana-1463	11	9	multiple	multiple	ADJ
cana-1463	11	10	edge	edge	NOUN
cana-1463	11	11	devices	device	NOUN
cana-1463	11	12	to	to	PART
cana-1463	11	13	collaboratively	collaboratively	ADV
cana-1463	11	14	train	train	VERB
cana-1463	11	15	a	a	DET
cana-1463	11	16	model	model	NOUN
cana-1463	11	17	without	without	ADP
cana-1463	11	18	sharing	share	VERB
cana-1463	11	19	their	their	PRON
cana-1463	11	20	data	datum	NOUN
cana-1463	11	21	,	,	PUNCT
cana-1463	11	22	thereby	thereby	ADV
cana-1463	11	23	preserving	preserve	VERB
cana-1463	11	24	privacy	privacy	NOUN
cana-1463	11	25	and	and	CCONJ
cana-1463	11	26	reducing	reduce	VERB
cana-1463	11	27	latency	latency	NOUN
cana-1463	11	28	.	.	PUNCT
cana-1463	12	1	model	model	NOUN
cana-1463	12	2	parallelism	parallelism	NOUN
cana-1463	12	3	,	,	PUNCT
cana-1463	12	4	on	on	ADP
cana-1463	12	5	the	the	DET
cana-1463	12	6	other	other	ADJ
cana-1463	12	7	hand	hand	NOUN
cana-1463	12	8	,	,	PUNCT
cana-1463	12	9	divides	divide	VERB
cana-1463	12	10	a	a	DET
cana-1463	12	11	large	large	ADJ
cana-1463	12	12	model	model	NOUN
cana-1463	12	13	across	across	ADP
cana-1463	12	14	several	several	ADJ
cana-1463	12	15	devices	device	NOUN
cana-1463	12	16	,	,	PUNCT
cana-1463	12	17	allowing	allow	VERB
cana-1463	12	18	for	for	ADP
cana-1463	12	19	simultaneous	simultaneous	ADJ
cana-1463	12	20	computation	computation	NOUN
cana-1463	12	21	and	and	CCONJ
cana-1463	12	22	faster	fast	ADJ
cana-1463	12	23	processing	processing	NOUN
cana-1463	12	24	.	.	PUNCT
cana-1463	13	1	by	by	ADP
cana-1463	13	2	synergizing	synergize	VERB
cana-1463	13	3	these	these	DET
cana-1463	13	4	two	two	NUM
cana-1463	13	5	paradigms	paradigm	NOUN
cana-1463	13	6	,	,	PUNCT
cana-1463	13	7	researchers	researcher	NOUN
cana-1463	13	8	have	have	AUX
cana-1463	13	9	developed	develop	VERB
cana-1463	13	10	innovative	innovative	ADJ
cana-1463	13	11	frameworks	framework	NOUN
cana-1463	13	12	that	that	PRON
cana-1463	13	13	leverage	leverage	VERB
cana-1463	13	14	the	the	DET
cana-1463	13	15	strengths	strength	NOUN
cana-1463	13	16	of	of	ADP
cana-1463	13	17	both	both	DET
cana-1463	13	18	approaches	approach	NOUN
cana-1463	13	19	,	,	PUNCT
cana-1463	13	20	achieving	achieve	VERB
cana-1463	13	21	superior	superior	ADJ
cana-1463	13	22	performance	performance	NOUN
cana-1463	13	23	and	and	CCONJ
cana-1463	13	24	resource	resource	NOUN
cana-1463	13	25	utilization	utilization	NOUN
cana-1463	13	26	.	.	PUNCT
cana-1463	14	1	this	this	DET
cana-1463	14	2	hybrid	hybrid	ADJ
cana-1463	14	3	strategy	strategy	NOUN
cana-1463	14	4	addresses	address	VERB
cana-1463	14	5	the	the	DET
cana-1463	14	6	limitations	limitation	NOUN
cana-1463	14	7	of	of	ADP
cana-1463	14	8	traditional	traditional	ADJ
cana-1463	14	9	centralized	centralized	ADJ
cana-1463	14	10	training	training	NOUN
cana-1463	14	11	,	,	PUNCT
cana-1463	14	12	offering	offer	VERB
cana-1463	14	13	a	a	DET
cana-1463	14	14	robust	robust	ADJ
cana-1463	14	15	solution	solution	NOUN
cana-1463	14	16	for	for	ADP
cana-1463	14	17	large	large	ADJ
cana-1463	14	18	-	-	PUNCT
cana-1463	14	19	scale	scale	NOUN
cana-1463	14	20	,	,	PUNCT
cana-1463	14	21	privacy	privacy	NOUN
cana-1463	14	22	-	-	PUNCT
cana-1463	14	23	sensitive	sensitive	ADJ
cana-1463	14	24	applications	application	NOUN
cana-1463	14	25	.	.	PUNCT
cana-1463	15	1	the	the	DET
cana-1463	15	2	integration	integration	NOUN
cana-1463	15	3	of	of	ADP
cana-1463	15	4	federated	federated	ADJ
cana-1463	15	5	learning	learning	NOUN
cana-1463	15	6	and	and	CCONJ
cana-1463	15	7	model	model	NOUN
cana-1463	15	8	parallelism	parallelism	NOUN
cana-1463	15	9	not	not	PART
cana-1463	15	10	only	only	ADV
cana-1463	15	11	optimizes	optimize	VERB
cana-1463	15	12	computational	computational	ADJ
cana-1463	15	13	resources	resource	NOUN
cana-1463	15	14	but	but	CCONJ
cana-1463	15	15	also	also	ADV
cana-1463	15	16	mitigates	mitigate	VERB
cana-1463	15	17	communication	communication	NOUN
cana-1463	15	18	bottlenecks	bottleneck	NOUN
cana-1463	15	19	inherent	inherent	ADJ
cana-1463	15	20	in	in	ADP
cana-1463	15	21	distributed	distribute	VERB
cana-1463	15	22	systems	system	NOUN
cana-1463	15	23	.	.	PUNCT
cana-1463	16	1	this	this	DET
cana-1463	16	2	amalgamation	amalgamation	NOUN
cana-1463	16	3	is	be	AUX
cana-1463	16	4	particularly	particularly	ADV
cana-1463	16	5	advantageous	advantageous	ADJ
cana-1463	16	6	for	for	ADP
cana-1463	16	7	deep	deep	ADJ
cana-1463	16	8	learning	learning	NOUN
cana-1463	16	9	tasks	task	NOUN
cana-1463	16	10	involving	involve	VERB
cana-1463	16	11	vast	vast	ADJ
cana-1463	16	12	datasets	dataset	NOUN
cana-1463	16	13	and	and	CCONJ
cana-1463	16	14	complex	complex	ADJ
cana-1463	16	15	models	model	NOUN
cana-1463	16	16	,	,	PUNCT
cana-1463	16	17	as	as	SCONJ
cana-1463	16	18	it	it	PRON
cana-1463	16	19	distributes	distribute	VERB
cana-1463	16	20	the	the	DET
cana-1463	16	21	computational	computational	ADJ
cana-1463	16	22	load	load	NOUN
cana-1463	16	23	and	and	CCONJ
cana-1463	16	24	enhances	enhance	VERB
cana-1463	16	25	fault	fault	NOUN
cana-1463	16	26	tolerance	tolerance	NOUN
cana-1463	16	27	.	.	PUNCT
cana-1463	17	1	moreover	moreover	ADV
cana-1463	17	2	,	,	PUNCT
cana-1463	17	3	this	this	DET
cana-1463	17	4	approach	approach	NOUN
cana-1463	17	5	supports	support	VERB
cana-1463	17	6	continuous	continuous	ADJ
cana-1463	17	7	learning	learning	NOUN
cana-1463	17	8	from	from	ADP
cana-1463	17	9	distributed	distribute	VERB
cana-1463	17	10	data	datum	NOUN
cana-1463	17	11	sources	source	NOUN
cana-1463	17	12	,	,	PUNCT
cana-1463	17	13	facilitating	facilitate	VERB
cana-1463	17	14	real	real	ADJ
cana-1463	17	15	-	-	PUNCT
cana-1463	17	16	time	time	NOUN
cana-1463	17	17	updates	update	NOUN
cana-1463	17	18	and	and	CCONJ
cana-1463	17	19	adaptability	adaptability	NOUN
cana-1463	17	20	.	.	PUNCT
cana-1463	18	1	as	as	ADP
cana-1463	18	2	a	a	DET
cana-1463	18	3	result	result	NOUN
cana-1463	18	4	,	,	PUNCT
cana-1463	18	5	turbocharged	turbocharge	VERB
cana-1463	18	6	ai	ai	PROPN
cana-1463	18	7	systems	system	NOUN
cana-1463	18	8	leveraging	leverage	VERB
cana-1463	18	9	these	these	DET
cana-1463	18	10	technologies	technology	NOUN
cana-1463	18	11	can	can	AUX
cana-1463	18	12	efficiently	efficiently	ADV
cana-1463	18	13	handle	handle	VERB
cana-1463	18	14	the	the	DET
cana-1463	18	15	growing	grow	VERB
cana-1463	18	16	demands	demand	NOUN
cana-1463	18	17	of	of	ADP
cana-1463	18	18	contemporary	contemporary	ADJ
cana-1463	18	19	deep	deep	ADJ
cana-1463	18	20	learning	learning	NOUN
cana-1463	18	21	applications	application	NOUN
cana-1463	18	22	,	,	PUNCT
cana-1463	18	23	paving	pave	VERB
cana-1463	18	24	the	the	DET
cana-1463	18	25	way	way	NOUN
cana-1463	18	26	for	for	ADP
cana-1463	18	27	advancements	advancement	NOUN
cana-1463	18	28	in	in	ADP
cana-1463	18	29	fields	field	NOUN
cana-1463	18	30	such	such	ADJ
cana-1463	18	31	as	as	ADP
cana-1463	18	32	healthcare	healthcare	NOUN
cana-1463	18	33	,	,	PUNCT
cana-1463	18	34	finance	finance	NOUN
cana-1463	18	35	,	,	PUNCT
cana-1463	18	36	and	and	CCONJ
cana-1463	18	37	autonomous	autonomous	ADJ
cana-1463	18	38	systems	system	NOUN
cana-1463	18	39	.	.	PUNCT
cana-1463	19	1	keywords	keyword	NOUN
cana-1463	19	2	:	:	PUNCT
cana-1463	19	3	federated	federated	ADJ
cana-1463	19	4	learning	learning	NOUN
cana-1463	19	5	,	,	PUNCT
cana-1463	19	6	model	model	NOUN
cana-1463	19	7	parallelism	parallelism	NOUN
cana-1463	19	8	,	,	PUNCT
cana-1463	19	9	distributed	distribute	VERB
cana-1463	19	10	systems	system	NOUN
cana-1463	19	11	,	,	PUNCT
cana-1463	19	12	deep	deep	ADJ
cana-1463	19	13	learning	learning	NOUN
cana-1463	19	14	,	,	PUNCT
cana-1463	19	15	privacy	privacy	NOUN
cana-1463	19	16	preservation	preservation	NOUN
cana-1463	19	17	,	,	PUNCT
cana-1463	19	18	scalability	scalability	NOUN
cana-1463	19	19	,	,	PUNCT
cana-1463	19	20	computational	computational	ADJ
cana-1463	19	21	efficiency	efficiency	NOUN
cana-1463	19	22	,	,	PUNCT
cana-1463	19	23	real	real	ADJ
cana-1463	19	24	-	-	PUNCT
cana-1463	19	25	time	time	NOUN
cana-1463	19	26	updates	update	NOUN
cana-1463	19	27	,	,	PUNCT
cana-1463	19	28	turbocharged	turbocharge	VERB
cana-1463	19	29	ai	ai	VERB
cana-1463	19	30	communications	communication	NOUN
cana-1463	19	31	on	on	ADP
cana-1463	19	32	applied	apply	VERB
cana-1463	19	33	nonlinear	nonlinear	ADJ
cana-1463	19	34	analysis	analysis	NOUN
cana-1463	19	35	issn	issn	NOUN
cana-1463	19	36	:	:	PUNCT
cana-1463	19	37	1074	1074	NUM
cana-1463	19	38	-	-	PUNCT
cana-1463	19	39	133x	133x	NUM
cana-1463	19	40	vol	vol	NOUN
cana-1463	19	41	31	31	NUM
cana-1463	19	42	no	no	NOUN
cana-1463	19	43	.	.	PUNCT
cana-1463	20	1	8s	8s	PROPN
cana-1463	20	2	(	(	PUNCT
cana-1463	20	3	2024	2024	NUM
cana-1463	20	4	)	)	PUNCT
cana-1463	20	5	166	166	NUM
cana-1463	20	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	20	7	1	1	X
cana-1463	20	8	.	.	PUNCT
cana-1463	20	9	introduction	introduction	NOUN
cana-1463	20	10	the	the	DET
cana-1463	20	11	advent	advent	NOUN
cana-1463	20	12	of	of	ADP
cana-1463	20	13	federated	federated	ADJ
cana-1463	20	14	learning	learning	NOUN
cana-1463	20	15	and	and	CCONJ
cana-1463	20	16	model	model	NOUN
cana-1463	20	17	parallelism	parallelism	NOUN
cana-1463	20	18	has	have	AUX
cana-1463	20	19	introduced	introduce	VERB
cana-1463	20	20	groundbreaking	groundbreaking	NOUN
cana-1463	20	21	methodologies	methodology	NOUN
cana-1463	20	22	for	for	ADP
cana-1463	20	23	training	train	VERB
cana-1463	20	24	deep	deep	ADJ
cana-1463	20	25	learning	learning	NOUN
cana-1463	20	26	models	model	NOUN
cana-1463	20	27	on	on	ADP
cana-1463	20	28	distributed	distribute	VERB
cana-1463	20	29	systems	system	NOUN
cana-1463	20	30	.	.	PUNCT
cana-1463	21	1	federated	federated	ADJ
cana-1463	21	2	learning	learning	NOUN
cana-1463	21	3	allows	allow	VERB
cana-1463	21	4	multiple	multiple	ADJ
cana-1463	21	5	edge	edge	NOUN
cana-1463	21	6	devices	device	NOUN
cana-1463	21	7	to	to	PART
cana-1463	21	8	collaboratively	collaboratively	ADV
cana-1463	21	9	train	train	VERB
cana-1463	21	10	a	a	DET
cana-1463	21	11	model	model	NOUN
cana-1463	21	12	while	while	SCONJ
cana-1463	21	13	keeping	keep	VERB
cana-1463	21	14	their	their	PRON
cana-1463	21	15	data	datum	NOUN
cana-1463	21	16	local	local	ADJ
cana-1463	21	17	,	,	PUNCT
cana-1463	21	18	ensuring	ensure	VERB
cana-1463	21	19	privacy	privacy	NOUN
cana-1463	21	20	and	and	CCONJ
cana-1463	21	21	reducing	reduce	VERB
cana-1463	21	22	the	the	DET
cana-1463	21	23	need	need	NOUN
cana-1463	21	24	for	for	ADP
cana-1463	21	25	extensive	extensive	ADJ
cana-1463	21	26	data	datum	NOUN
cana-1463	21	27	transmission	transmission	NOUN
cana-1463	21	28	.	.	PUNCT
cana-1463	22	1	this	this	DET
cana-1463	22	2	decentralized	decentralize	VERB
cana-1463	22	3	approach	approach	NOUN
cana-1463	22	4	not	not	PART
cana-1463	22	5	only	only	ADV
cana-1463	22	6	safeguards	safeguard	VERB
cana-1463	22	7	sensitive	sensitive	ADJ
cana-1463	22	8	information	information	NOUN
cana-1463	22	9	but	but	CCONJ
cana-1463	22	10	also	also	ADV
cana-1463	22	11	leverages	leverage	VERB
cana-1463	22	12	the	the	DET
cana-1463	22	13	computational	computational	ADJ
cana-1463	22	14	power	power	NOUN
cana-1463	22	15	of	of	ADP
cana-1463	22	16	edge	edge	NOUN
cana-1463	22	17	devices	device	NOUN
cana-1463	22	18	,	,	PUNCT
cana-1463	22	19	transforming	transform	VERB
cana-1463	22	20	them	they	PRON
cana-1463	22	21	into	into	ADP
cana-1463	22	22	an	an	DET
cana-1463	22	23	integral	integral	ADJ
cana-1463	22	24	part	part	NOUN
cana-1463	22	25	of	of	ADP
cana-1463	22	26	the	the	DET
cana-1463	22	27	learning	learning	NOUN
cana-1463	22	28	process	process	NOUN
cana-1463	22	29	.	.	PUNCT
cana-1463	23	1	such	such	DET
cana-1463	23	2	a	a	DET
cana-1463	23	3	framework	framework	NOUN
cana-1463	23	4	is	be	AUX
cana-1463	23	5	particularly	particularly	ADV
cana-1463	23	6	beneficial	beneficial	ADJ
cana-1463	23	7	for	for	ADP
cana-1463	23	8	applications	application	NOUN
cana-1463	23	9	in	in	ADP
cana-1463	23	10	healthcare	healthcare	NOUN
cana-1463	23	11	and	and	CCONJ
cana-1463	23	12	finance	finance	NOUN
cana-1463	23	13	,	,	PUNCT
cana-1463	23	14	where	where	SCONJ
cana-1463	23	15	data	datum	NOUN
cana-1463	23	16	privacy	privacy	NOUN
cana-1463	23	17	is	be	AUX
cana-1463	23	18	paramount	paramount	ADJ
cana-1463	23	19	.	.	PUNCT
cana-1463	24	1	in	in	ADP
cana-1463	24	2	parallel	parallel	NOUN
cana-1463	24	3	,	,	PUNCT
cana-1463	24	4	model	model	NOUN
cana-1463	24	5	parallelism	parallelism	NOUN
cana-1463	24	6	divides	divide	VERB
cana-1463	24	7	a	a	DET
cana-1463	24	8	large	large	ADJ
cana-1463	24	9	neural	neural	ADJ
cana-1463	24	10	network	network	NOUN
cana-1463	24	11	across	across	ADP
cana-1463	24	12	multiple	multiple	ADJ
cana-1463	24	13	devices	device	NOUN
cana-1463	24	14	,	,	PUNCT
cana-1463	24	15	enabling	enable	VERB
cana-1463	24	16	concurrent	concurrent	ADJ
cana-1463	24	17	computation	computation	NOUN
cana-1463	24	18	and	and	CCONJ
cana-1463	24	19	efficient	efficient	ADJ
cana-1463	24	20	resource	resource	NOUN
cana-1463	24	21	utilization	utilization	NOUN
cana-1463	24	22	.	.	PUNCT
cana-1463	25	1	this	this	DET
cana-1463	25	2	technique	technique	NOUN
cana-1463	25	3	is	be	AUX
cana-1463	25	4	vital	vital	ADJ
cana-1463	25	5	for	for	ADP
cana-1463	25	6	training	train	VERB
cana-1463	25	7	deep	deep	ADJ
cana-1463	25	8	learning	learning	NOUN
cana-1463	25	9	models	model	NOUN
cana-1463	25	10	that	that	PRON
cana-1463	25	11	are	be	AUX
cana-1463	25	12	too	too	ADV
cana-1463	25	13	large	large	ADJ
cana-1463	25	14	to	to	PART
cana-1463	25	15	fit	fit	VERB
cana-1463	25	16	into	into	ADP
cana-1463	25	17	the	the	DET
cana-1463	25	18	memory	memory	NOUN
cana-1463	25	19	of	of	ADP
cana-1463	25	20	a	a	DET
cana-1463	25	21	single	single	ADJ
cana-1463	25	22	device	device	NOUN
cana-1463	25	23	.	.	PUNCT
cana-1463	26	1	by	by	ADP
cana-1463	26	2	splitting	split	VERB
cana-1463	26	3	the	the	DET
cana-1463	26	4	model	model	NOUN
cana-1463	26	5	into	into	ADP
cana-1463	26	6	smaller	small	ADJ
cana-1463	26	7	,	,	PUNCT
cana-1463	26	8	manageable	manageable	ADJ
cana-1463	26	9	segments	segment	NOUN
cana-1463	26	10	,	,	PUNCT
cana-1463	26	11	model	model	NOUN
cana-1463	26	12	parallelism	parallelism	NOUN
cana-1463	26	13	ensures	ensure	VERB
cana-1463	26	14	that	that	SCONJ
cana-1463	26	15	each	each	DET
cana-1463	26	16	device	device	NOUN
cana-1463	26	17	processes	process	VERB
cana-1463	26	18	only	only	ADV
cana-1463	26	19	a	a	DET
cana-1463	26	20	portion	portion	NOUN
cana-1463	26	21	of	of	ADP
cana-1463	26	22	the	the	DET
cana-1463	26	23	network	network	NOUN
cana-1463	26	24	,	,	PUNCT
cana-1463	26	25	thus	thus	ADV
cana-1463	26	26	speeding	speed	VERB
cana-1463	26	27	up	up	ADP
cana-1463	26	28	the	the	DET
cana-1463	26	29	overall	overall	ADJ
cana-1463	26	30	training	training	NOUN
cana-1463	26	31	process	process	NOUN
cana-1463	26	32	.	.	PUNCT
cana-1463	27	1	this	this	DET
cana-1463	27	2	approach	approach	NOUN
cana-1463	27	3	is	be	AUX
cana-1463	27	4	crucial	crucial	ADJ
cana-1463	27	5	for	for	ADP
cana-1463	27	6	handling	handle	VERB
cana-1463	27	7	extensive	extensive	ADJ
cana-1463	27	8	and	and	CCONJ
cana-1463	27	9	complex	complex	ADJ
cana-1463	27	10	models	model	NOUN
cana-1463	27	11	used	use	VERB
cana-1463	27	12	in	in	ADP
cana-1463	27	13	fields	field	NOUN
cana-1463	27	14	such	such	ADJ
cana-1463	27	15	as	as	ADP
cana-1463	27	16	natural	natural	ADJ
cana-1463	27	17	language	language	NOUN
cana-1463	27	18	processing	processing	NOUN
cana-1463	27	19	and	and	CCONJ
cana-1463	27	20	computer	computer	NOUN
cana-1463	27	21	vision	vision	NOUN
cana-1463	27	22	.	.	PUNCT
cana-1463	28	1	figure	figure	NOUN
cana-1463	28	2	1	1	NUM
cana-1463	28	3	:	:	PUNCT
cana-1463	28	4	federated	federated	ADJ
cana-1463	28	5	learning	learning	NOUN
cana-1463	28	6	framework	framework	NOUN
cana-1463	28	7	model	model	NOUN
cana-1463	28	8	parallelism	parallelism	NOUN
cana-1463	28	9	architecture	architecture	VERB
cana-1463	28	10	the	the	DET
cana-1463	28	11	convergence	convergence	NOUN
cana-1463	28	12	of	of	ADP
cana-1463	28	13	federated	federated	ADJ
cana-1463	28	14	learning	learning	NOUN
cana-1463	28	15	and	and	CCONJ
cana-1463	28	16	model	model	NOUN
cana-1463	28	17	parallelism	parallelism	NOUN
cana-1463	28	18	offers	offer	VERB
cana-1463	28	19	a	a	DET
cana-1463	28	20	hybrid	hybrid	ADJ
cana-1463	28	21	solution	solution	NOUN
cana-1463	28	22	that	that	PRON
cana-1463	28	23	capitalizes	capitalize	VERB
cana-1463	28	24	on	on	ADP
cana-1463	28	25	the	the	DET
cana-1463	28	26	strengths	strength	NOUN
cana-1463	28	27	of	of	ADP
cana-1463	28	28	both	both	DET
cana-1463	28	29	methodologies	methodology	NOUN
cana-1463	28	30	.	.	PUNCT
cana-1463	29	1	by	by	ADP
cana-1463	29	2	integrating	integrate	VERB
cana-1463	29	3	these	these	DET
cana-1463	29	4	two	two	NUM
cana-1463	29	5	approaches	approach	NOUN
cana-1463	29	6	,	,	PUNCT
cana-1463	29	7	researchers	researcher	NOUN
cana-1463	29	8	have	have	AUX
cana-1463	29	9	developed	develop	VERB
cana-1463	29	10	sophisticated	sophisticated	ADJ
cana-1463	29	11	systems	system	NOUN
cana-1463	29	12	capable	capable	ADJ
cana-1463	29	13	of	of	ADP
cana-1463	29	14	handling	handle	VERB
cana-1463	29	15	large	large	ADJ
cana-1463	29	16	-	-	PUNCT
cana-1463	29	17	scale	scale	NOUN
cana-1463	29	18	,	,	PUNCT
cana-1463	29	19	privacy	privacy	NOUN
cana-1463	29	20	-	-	PUNCT
cana-1463	29	21	sensitive	sensitive	ADJ
cana-1463	29	22	deep	deep	ADJ
cana-1463	29	23	learning	learning	NOUN
cana-1463	29	24	tasks	task	NOUN
cana-1463	29	25	.	.	PUNCT
cana-1463	30	1	communications	communication	NOUN
cana-1463	30	2	on	on	ADP
cana-1463	30	3	applied	apply	VERB
cana-1463	30	4	nonlinear	nonlinear	ADJ
cana-1463	30	5	analysis	analysis	NOUN
cana-1463	30	6	issn	issn	NOUN
cana-1463	30	7	:	:	PUNCT
cana-1463	30	8	1074	1074	NUM
cana-1463	30	9	-	-	PUNCT
cana-1463	30	10	133x	133x	NUM
cana-1463	30	11	vol	vol	NOUN
cana-1463	30	12	31	31	NUM
cana-1463	30	13	no	no	NOUN
cana-1463	30	14	.	.	PUNCT
cana-1463	31	1	8s	8s	PROPN
cana-1463	31	2	(	(	PUNCT
cana-1463	31	3	2024	2024	NUM
cana-1463	31	4	)	)	PUNCT
cana-1463	31	5	167	167	NUM
cana-1463	31	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	31	7	figure	figure	NOUN
cana-1463	31	8	2	2	NUM
cana-1463	31	9	:	:	PUNCT
cana-1463	31	10	model	model	NOUN
cana-1463	31	11	parallelism	parallelism	NOUN
cana-1463	31	12	architecture	architecture	NOUN
cana-1463	31	13	this	this	DET
cana-1463	31	14	hybrid	hybrid	NOUN
cana-1463	31	15	model	model	NOUN
cana-1463	31	16	enables	enable	VERB
cana-1463	31	17	the	the	DET
cana-1463	31	18	distribution	distribution	NOUN
cana-1463	31	19	of	of	ADP
cana-1463	31	20	both	both	DET
cana-1463	31	21	data	datum	NOUN
cana-1463	31	22	and	and	CCONJ
cana-1463	31	23	model	model	NOUN
cana-1463	31	24	components	component	NOUN
cana-1463	31	25	across	across	ADP
cana-1463	31	26	a	a	DET
cana-1463	31	27	network	network	NOUN
cana-1463	31	28	of	of	ADP
cana-1463	31	29	devices	device	NOUN
cana-1463	31	30	,	,	PUNCT
cana-1463	31	31	optimizing	optimize	VERB
cana-1463	31	32	computational	computational	ADJ
cana-1463	31	33	resources	resource	NOUN
cana-1463	31	34	and	and	CCONJ
cana-1463	31	35	minimizing	minimize	VERB
cana-1463	31	36	communication	communication	NOUN
cana-1463	31	37	overhead	overhead	ADV
cana-1463	31	38	.	.	PUNCT
cana-1463	32	1	the	the	DET
cana-1463	32	2	combined	combined	ADJ
cana-1463	32	3	approach	approach	NOUN
cana-1463	32	4	is	be	AUX
cana-1463	32	5	highly	highly	ADV
cana-1463	32	6	effective	effective	ADJ
cana-1463	32	7	in	in	ADP
cana-1463	32	8	scenarios	scenario	NOUN
cana-1463	32	9	where	where	SCONJ
cana-1463	32	10	data	datum	NOUN
cana-1463	32	11	is	be	AUX
cana-1463	32	12	distributed	distribute	VERB
cana-1463	32	13	across	across	ADP
cana-1463	32	14	multiple	multiple	ADJ
cana-1463	32	15	sources	source	NOUN
cana-1463	32	16	and	and	CCONJ
cana-1463	32	17	requires	require	VERB
cana-1463	32	18	real	real	ADJ
cana-1463	32	19	-	-	PUNCT
cana-1463	32	20	time	time	NOUN
cana-1463	32	21	processing	processing	NOUN
cana-1463	32	22	and	and	CCONJ
cana-1463	32	23	learning	learning	NOUN
cana-1463	32	24	.	.	PUNCT
cana-1463	33	1	hybrid	hybrid	ADJ
cana-1463	33	2	federated	federated	ADJ
cana-1463	33	3	learning	learning	NOUN
cana-1463	33	4	and	and	CCONJ
cana-1463	33	5	model	model	NOUN
cana-1463	33	6	parallelism	parallelism	NOUN
cana-1463	33	7	furthermore	furthermore	ADV
cana-1463	33	8	,	,	PUNCT
cana-1463	33	9	this	this	DET
cana-1463	33	10	amalgamation	amalgamation	NOUN
cana-1463	33	11	supports	support	VERB
cana-1463	33	12	continuous	continuous	ADJ
cana-1463	33	13	learning	learning	NOUN
cana-1463	33	14	and	and	CCONJ
cana-1463	33	15	adaptability	adaptability	NOUN
cana-1463	33	16	,	,	PUNCT
cana-1463	33	17	which	which	PRON
cana-1463	33	18	are	be	AUX
cana-1463	33	19	critical	critical	ADJ
cana-1463	33	20	for	for	ADP
cana-1463	33	21	modern	modern	ADJ
cana-1463	33	22	ai	ai	ADJ
cana-1463	33	23	applications	application	NOUN
cana-1463	33	24	.	.	PUNCT
cana-1463	34	1	as	as	SCONJ
cana-1463	34	2	data	datum	NOUN
cana-1463	34	3	sources	source	NOUN
cana-1463	34	4	evolve	evolve	VERB
cana-1463	34	5	and	and	CCONJ
cana-1463	34	6	new	new	ADJ
cana-1463	34	7	information	information	NOUN
cana-1463	34	8	becomes	become	VERB
cana-1463	34	9	available	available	ADJ
cana-1463	34	10	,	,	PUNCT
cana-1463	34	11	the	the	DET
cana-1463	34	12	hybrid	hybrid	ADJ
cana-1463	34	13	system	system	NOUN
cana-1463	34	14	can	can	AUX
cana-1463	34	15	seamlessly	seamlessly	ADV
cana-1463	34	16	integrate	integrate	VERB
cana-1463	34	17	these	these	DET
cana-1463	34	18	updates	update	NOUN
cana-1463	34	19	into	into	ADP
cana-1463	34	20	the	the	DET
cana-1463	34	21	existing	exist	VERB
cana-1463	34	22	model	model	NOUN
cana-1463	34	23	.	.	PUNCT
cana-1463	35	1	this	this	DET
cana-1463	35	2	continuous	continuous	ADJ
cana-1463	35	3	learning	learning	NOUN
cana-1463	35	4	capability	capability	NOUN
cana-1463	35	5	ensures	ensure	VERB
cana-1463	35	6	that	that	PRON
cana-1463	35	7	ai	ai	VERB
cana-1463	35	8	systems	system	NOUN
cana-1463	35	9	remain	remain	VERB
cana-1463	35	10	up	up	ADP
cana-1463	35	11	-	-	PUNCT
cana-1463	35	12	to	to	ADP
cana-1463	35	13	-	-	PUNCT
cana-1463	35	14	date	date	NOUN
cana-1463	35	15	and	and	CCONJ
cana-1463	35	16	relevant	relevant	ADJ
cana-1463	35	17	,	,	PUNCT
cana-1463	35	18	providing	provide	VERB
cana-1463	35	19	accurate	accurate	ADJ
cana-1463	35	20	and	and	CCONJ
cana-1463	35	21	timely	timely	ADJ
cana-1463	35	22	insights	insight	NOUN
cana-1463	35	23	.	.	PUNCT
cana-1463	36	1	figure	figure	VERB
cana-1463	36	2	3	3	NUM
cana-1463	36	3	:	:	PUNCT
cana-1463	36	4	hybrid	hybrid	ADJ
cana-1463	36	5	federated	federated	ADJ
cana-1463	36	6	learning	learning	NOUN
cana-1463	36	7	and	and	CCONJ
cana-1463	36	8	model	model	NOUN
cana-1463	36	9	parallelism	parallelism	NOUN
cana-1463	36	10	communications	communication	NOUN
cana-1463	36	11	on	on	ADP
cana-1463	36	12	applied	apply	VERB
cana-1463	36	13	nonlinear	nonlinear	ADJ
cana-1463	36	14	analysis	analysis	NOUN
cana-1463	36	15	issn	issn	NOUN
cana-1463	36	16	:	:	PUNCT
cana-1463	36	17	1074	1074	NUM
cana-1463	36	18	-	-	PUNCT
cana-1463	36	19	133x	133x	NUM
cana-1463	36	20	vol	vol	NOUN
cana-1463	36	21	31	31	NUM
cana-1463	36	22	no	no	NOUN
cana-1463	36	23	.	.	PUNCT
cana-1463	37	1	8s	8s	PROPN
cana-1463	37	2	(	(	PUNCT
cana-1463	37	3	2024	2024	NUM
cana-1463	37	4	)	)	PUNCT
cana-1463	37	5	168	168	NUM
cana-1463	37	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	37	7	the	the	DET
cana-1463	37	8	synergy	synergy	NOUN
cana-1463	37	9	of	of	ADP
cana-1463	37	10	federated	federated	ADJ
cana-1463	37	11	learning	learning	NOUN
cana-1463	37	12	and	and	CCONJ
cana-1463	37	13	model	model	NOUN
cana-1463	37	14	parallelism	parallelism	NOUN
cana-1463	37	15	thus	thus	ADV
cana-1463	37	16	represents	represent	VERB
cana-1463	37	17	a	a	DET
cana-1463	37	18	significant	significant	ADJ
cana-1463	37	19	advancement	advancement	NOUN
cana-1463	37	20	in	in	ADP
cana-1463	37	21	the	the	DET
cana-1463	37	22	development	development	NOUN
cana-1463	37	23	of	of	ADP
cana-1463	37	24	efficient	efficient	ADJ
cana-1463	37	25	,	,	PUNCT
cana-1463	37	26	scalable	scalable	ADJ
cana-1463	37	27	,	,	PUNCT
cana-1463	37	28	and	and	CCONJ
cana-1463	37	29	privacy	privacy	NOUN
cana-1463	37	30	-	-	PUNCT
cana-1463	37	31	preserving	preserve	VERB
cana-1463	37	32	deep	deep	ADJ
cana-1463	37	33	learning	learning	NOUN
cana-1463	37	34	frameworks	framework	NOUN
cana-1463	37	35	,	,	PUNCT
cana-1463	37	36	driving	drive	VERB
cana-1463	37	37	innovation	innovation	NOUN
cana-1463	37	38	across	across	ADP
cana-1463	37	39	various	various	ADJ
cana-1463	37	40	industries	industry	NOUN
cana-1463	37	41	.	.	PUNCT
cana-1463	38	1	continuous	continuous	ADJ
cana-1463	38	2	learning	learning	NOUN
cana-1463	38	3	in	in	ADP
cana-1463	38	4	hybrid	hybrid	ADJ
cana-1463	38	5	systems	system	NOUN
cana-1463	38	6	figure	figure	VERB
cana-1463	38	7	4	4	NUM
cana-1463	38	8	:	:	PUNCT
cana-1463	38	9	continuous	continuous	ADJ
cana-1463	38	10	learning	learning	NOUN
cana-1463	38	11	in	in	ADP
cana-1463	38	12	hybrid	hybrid	ADJ
cana-1463	38	13	systems	system	NOUN
cana-1463	38	14	the	the	DET
cana-1463	38	15	image	image	NOUN
cana-1463	38	16	portrays	portray	VERB
cana-1463	38	17	continuous	continuous	ADJ
cana-1463	38	18	learning	learning	NOUN
cana-1463	38	19	in	in	ADP
cana-1463	38	20	hybrid	hybrid	ADJ
cana-1463	38	21	systems	system	NOUN
cana-1463	38	22	,	,	PUNCT
cana-1463	38	23	highlighting	highlight	VERB
cana-1463	38	24	the	the	DET
cana-1463	38	25	seamless	seamless	ADJ
cana-1463	38	26	integration	integration	NOUN
cana-1463	38	27	of	of	ADP
cana-1463	38	28	ai	ai	NOUN
cana-1463	38	29	and	and	CCONJ
cana-1463	38	30	human	human	ADJ
cana-1463	38	31	cognition	cognition	NOUN
cana-1463	38	32	.	.	PUNCT
cana-1463	39	1	neural	neural	ADJ
cana-1463	39	2	networks	network	NOUN
cana-1463	39	3	represent	represent	VERB
cana-1463	39	4	ai	ai	VERB
cana-1463	39	5	,	,	PUNCT
cana-1463	39	6	while	while	SCONJ
cana-1463	39	7	abstract	abstract	ADJ
cana-1463	39	8	human	human	ADJ
cana-1463	39	9	silhouettes	silhouette	NOUN
cana-1463	39	10	symbolize	symbolize	VERB
cana-1463	39	11	the	the	DET
cana-1463	39	12	human	human	ADJ
cana-1463	39	13	aspect	aspect	NOUN
cana-1463	39	14	,	,	PUNCT
cana-1463	39	15	interconnected	interconnect	VERB
cana-1463	39	16	through	through	ADP
cana-1463	39	17	adaptive	adaptive	ADJ
cana-1463	39	18	feedback	feedback	NOUN
cana-1463	39	19	loops	loop	NOUN
cana-1463	39	20	.	.	PUNCT
cana-1463	40	1	the	the	DET
cana-1463	40	2	gradient	gradient	PROPN
cana-1463	40	3	background	background	NOUN
cana-1463	40	4	,	,	PUNCT
cana-1463	40	5	transitioning	transition	VERB
cana-1463	40	6	from	from	ADP
cana-1463	40	7	tech	tech	NOUN
cana-1463	40	8	blue	blue	NOUN
cana-1463	40	9	to	to	ADP
cana-1463	40	10	human	human	ADJ
cana-1463	40	11	-	-	PUNCT
cana-1463	40	12	centric	centric	ADJ
cana-1463	40	13	orange	orange	NOUN
cana-1463	40	14	,	,	PUNCT
cana-1463	40	15	emphasizes	emphasize	VERB
cana-1463	40	16	the	the	DET
cana-1463	40	17	fusion	fusion	NOUN
cana-1463	40	18	of	of	ADP
cana-1463	40	19	technology	technology	NOUN
cana-1463	40	20	with	with	ADP
cana-1463	40	21	human	human	ADJ
cana-1463	40	22	insight	insight	NOUN
cana-1463	40	23	.	.	PUNCT
cana-1463	41	1	gears	gear	NOUN
cana-1463	41	2	and	and	CCONJ
cana-1463	41	3	nodes	node	NOUN
cana-1463	41	4	suggest	suggest	VERB
cana-1463	41	5	the	the	DET
cana-1463	41	6	system	system	NOUN
cana-1463	41	7	’s	’s	PART
cana-1463	41	8	hybrid	hybrid	ADJ
cana-1463	41	9	nature	nature	NOUN
cana-1463	41	10	,	,	PUNCT
cana-1463	41	11	constantly	constantly	ADV
cana-1463	41	12	evolving	evolve	VERB
cana-1463	41	13	through	through	ADP
cana-1463	41	14	interaction	interaction	NOUN
cana-1463	41	15	.	.	PUNCT
cana-1463	42	1	the	the	DET
cana-1463	42	2	design	design	NOUN
cana-1463	42	3	underscores	underscore	VERB
cana-1463	42	4	the	the	DET
cana-1463	42	5	synergy	synergy	NOUN
cana-1463	42	6	between	between	ADP
cana-1463	42	7	human	human	ADJ
cana-1463	42	8	intelligence	intelligence	NOUN
cana-1463	42	9	and	and	CCONJ
cana-1463	42	10	machine	machine	NOUN
cana-1463	42	11	learning	learning	NOUN
cana-1463	42	12	in	in	ADP
cana-1463	42	13	an	an	DET
cana-1463	42	14	ever	ever	ADV
cana-1463	42	15	-	-	PUNCT
cana-1463	42	16	adapting	adapt	VERB
cana-1463	42	17	cycle	cycle	NOUN
cana-1463	42	18	.	.	PUNCT
cana-1463	43	1	2	2	X
cana-1463	43	2	.	.	X
cana-1463	43	3	literature	literature	NOUN
cana-1463	43	4	review	review	NOUN
cana-1463	43	5	in	in	ADP
cana-1463	43	6	recent	recent	ADJ
cana-1463	43	7	years	year	NOUN
cana-1463	43	8	,	,	PUNCT
cana-1463	43	9	the	the	DET
cana-1463	43	10	convergence	convergence	NOUN
cana-1463	43	11	of	of	ADP
cana-1463	43	12	federated	federated	ADJ
cana-1463	43	13	learning	learning	NOUN
cana-1463	43	14	and	and	CCONJ
cana-1463	43	15	model	model	NOUN
cana-1463	43	16	parallelism	parallelism	NOUN
cana-1463	43	17	has	have	AUX
cana-1463	43	18	emerged	emerge	VERB
cana-1463	43	19	as	as	ADP
cana-1463	43	20	a	a	DET
cana-1463	43	21	transformative	transformative	ADJ
cana-1463	43	22	approach	approach	NOUN
cana-1463	43	23	in	in	ADP
cana-1463	43	24	the	the	DET
cana-1463	43	25	field	field	NOUN
cana-1463	43	26	of	of	ADP
cana-1463	43	27	distributed	distribute	VERB
cana-1463	43	28	deep	deep	ADJ
cana-1463	43	29	learning	learning	NOUN
cana-1463	43	30	,	,	PUNCT
cana-1463	43	31	enabling	enable	VERB
cana-1463	43	32	enhanced	enhanced	ADJ
cana-1463	43	33	efficiency	efficiency	NOUN
cana-1463	43	34	,	,	PUNCT
cana-1463	43	35	scalability	scalability	NOUN
cana-1463	43	36	,	,	PUNCT
cana-1463	43	37	and	and	CCONJ
cana-1463	43	38	privacy	privacy	NOUN
cana-1463	43	39	preservation	preservation	NOUN
cana-1463	43	40	.	.	PUNCT
cana-1463	44	1	federated	federated	ADJ
cana-1463	44	2	learning	learning	NOUN
cana-1463	44	3	,	,	PUNCT
cana-1463	44	4	which	which	PRON
cana-1463	44	5	allows	allow	VERB
cana-1463	44	6	multiple	multiple	ADJ
cana-1463	44	7	decentralized	decentralize	VERB
cana-1463	44	8	edge	edge	NOUN
cana-1463	44	9	devices	device	NOUN
cana-1463	44	10	to	to	PART
cana-1463	44	11	collaborate	collaborate	VERB
cana-1463	44	12	in	in	ADP
cana-1463	44	13	training	train	VERB
cana-1463	44	14	a	a	DET
cana-1463	44	15	shared	share	VERB
cana-1463	44	16	model	model	NOUN
cana-1463	44	17	without	without	ADP
cana-1463	44	18	exchanging	exchange	VERB
cana-1463	44	19	raw	raw	ADJ
cana-1463	44	20	data	datum	NOUN
cana-1463	44	21	,	,	PUNCT
cana-1463	44	22	has	have	AUX
cana-1463	44	23	been	be	AUX
cana-1463	44	24	instrumental	instrumental	ADJ
cana-1463	44	25	in	in	ADP
cana-1463	44	26	addressing	address	VERB
cana-1463	44	27	privacy	privacy	NOUN
cana-1463	44	28	concerns	concern	NOUN
cana-1463	44	29	and	and	CCONJ
cana-1463	44	30	reducing	reduce	VERB
cana-1463	44	31	communication	communication	NOUN
cana-1463	44	32	overhead	overhead	ADV
cana-1463	44	33	(	(	PUNCT
cana-1463	44	34	kairouz	kairouz	PROPN
cana-1463	44	35	et	et	PROPN
cana-1463	44	36	al	al	PROPN
cana-1463	44	37	.	.	PROPN
cana-1463	44	38	,	,	PUNCT
cana-1463	44	39	2021	2021	NUM
cana-1463	44	40	;	;	PUNCT
cana-1463	44	41	li	li	PROPN
cana-1463	44	42	et	et	PROPN
cana-1463	44	43	al	al	PROPN
cana-1463	44	44	.	.	PROPN
cana-1463	44	45	,	,	PUNCT
cana-1463	44	46	2020	2020	NUM
cana-1463	44	47	)	)	PUNCT
cana-1463	44	48	.	.	PUNCT
cana-1463	45	1	concurrently	concurrently	ADV
cana-1463	45	2	,	,	PUNCT
cana-1463	45	3	model	model	NOUN
cana-1463	45	4	parallelism	parallelism	NOUN
cana-1463	45	5	,	,	PUNCT
cana-1463	45	6	which	which	PRON
cana-1463	45	7	involves	involve	VERB
cana-1463	45	8	splitting	split	VERB
cana-1463	45	9	a	a	DET
cana-1463	45	10	large	large	ADJ
cana-1463	45	11	model	model	NOUN
cana-1463	45	12	across	across	ADP
cana-1463	45	13	multiple	multiple	ADJ
cana-1463	45	14	devices	device	NOUN
cana-1463	45	15	for	for	ADP
cana-1463	45	16	parallel	parallel	ADJ
cana-1463	45	17	computation	computation	NOUN
cana-1463	45	18	,	,	PUNCT
cana-1463	45	19	has	have	AUX
cana-1463	45	20	become	become	VERB
cana-1463	45	21	critical	critical	ADJ
cana-1463	45	22	in	in	ADP
cana-1463	45	23	managing	manage	VERB
cana-1463	45	24	the	the	DET
cana-1463	45	25	growing	grow	VERB
cana-1463	45	26	complexity	complexity	NOUN
cana-1463	45	27	and	and	CCONJ
cana-1463	45	28	scale	scale	NOUN
cana-1463	45	29	of	of	ADP
cana-1463	45	30	deep	deep	ADJ
cana-1463	45	31	learning	learning	NOUN
cana-1463	45	32	models	model	NOUN
cana-1463	45	33	(	(	PUNCT
cana-1463	45	34	chen	chen	PROPN
cana-1463	45	35	et	et	PROPN
cana-1463	45	36	al	al	PROPN
cana-1463	45	37	.	.	PROPN
cana-1463	45	38	,	,	PUNCT
cana-1463	45	39	2022	2022	NUM
cana-1463	45	40	;	;	PUNCT
cana-1463	45	41	rengasamy	rengasamy	NOUN
cana-1463	45	42	et	et	PROPN
cana-1463	45	43	al	al	PROPN
cana-1463	45	44	.	.	PROPN
cana-1463	45	45	,	,	PUNCT
cana-1463	45	46	2022	2022	NUM
cana-1463	45	47	)	)	PUNCT
cana-1463	45	48	.	.	PUNCT
cana-1463	46	1	the	the	DET
cana-1463	46	2	synergistic	synergistic	ADJ
cana-1463	46	3	combination	combination	NOUN
cana-1463	46	4	of	of	ADP
cana-1463	46	5	these	these	DET
cana-1463	46	6	two	two	NUM
cana-1463	46	7	paradigms	paradigm	NOUN
cana-1463	46	8	has	have	AUX
cana-1463	46	9	resulted	result	VERB
cana-1463	46	10	in	in	ADP
cana-1463	46	11	novel	novel	ADJ
cana-1463	46	12	frameworks	framework	NOUN
cana-1463	46	13	that	that	PRON
cana-1463	46	14	capitalize	capitalize	VERB
cana-1463	46	15	on	on	ADP
cana-1463	46	16	the	the	DET
cana-1463	46	17	strengths	strength	NOUN
cana-1463	46	18	of	of	ADP
cana-1463	46	19	both	both	PRON
cana-1463	46	20	,	,	PUNCT
cana-1463	46	21	optimizing	optimize	VERB
cana-1463	46	22	resource	resource	NOUN
cana-1463	46	23	allocation	allocation	NOUN
cana-1463	46	24	while	while	SCONJ
cana-1463	46	25	mitigating	mitigate	VERB
cana-1463	46	26	communication	communication	NOUN
cana-1463	46	27	bottlenecks	bottleneck	NOUN
cana-1463	46	28	and	and	CCONJ
cana-1463	46	29	enhancing	enhance	VERB
cana-1463	46	30	fault	fault	NOUN
cana-1463	46	31	tolerance	tolerance	NOUN
cana-1463	46	32	(	(	PUNCT
cana-1463	46	33	liu	liu	PROPN
cana-1463	46	34	et	et	PROPN
cana-1463	46	35	al	al	PROPN
cana-1463	46	36	.	.	PROPN
cana-1463	46	37	,	,	PUNCT
cana-1463	46	38	2022	2022	NUM
cana-1463	46	39	;	;	PUNCT
cana-1463	46	40	rajawat	rajawat	PROPN
cana-1463	46	41	&	&	CCONJ
cana-1463	46	42	cuff	cuff	PROPN
cana-1463	46	43	,	,	PUNCT
cana-1463	46	44	2021	2021	NUM
cana-1463	46	45	)	)	PUNCT
cana-1463	46	46	.	.	PUNCT
cana-1463	47	1	communications	communication	NOUN
cana-1463	47	2	on	on	ADP
cana-1463	47	3	applied	apply	VERB
cana-1463	47	4	nonlinear	nonlinear	ADJ
cana-1463	47	5	analysis	analysis	NOUN
cana-1463	47	6	issn	issn	NOUN
cana-1463	47	7	:	:	PUNCT
cana-1463	47	8	1074	1074	NUM
cana-1463	47	9	-	-	PUNCT
cana-1463	47	10	133x	133x	NUM
cana-1463	47	11	vol	vol	NOUN
cana-1463	47	12	31	31	NUM
cana-1463	47	13	no	no	NOUN
cana-1463	47	14	.	.	PUNCT
cana-1463	48	1	8s	8s	PROPN
cana-1463	48	2	(	(	PUNCT
cana-1463	48	3	2024	2024	NUM
cana-1463	48	4	)	)	PUNCT
cana-1463	48	5	169	169	NUM
cana-1463	48	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	48	7	these	these	DET
cana-1463	48	8	advancements	advancement	NOUN
cana-1463	48	9	have	have	AUX
cana-1463	48	10	been	be	AUX
cana-1463	48	11	particularly	particularly	ADV
cana-1463	48	12	impactful	impactful	ADJ
cana-1463	48	13	in	in	ADP
cana-1463	48	14	scenarios	scenario	NOUN
cana-1463	48	15	involving	involve	VERB
cana-1463	48	16	large	large	ADJ
cana-1463	48	17	-	-	PUNCT
cana-1463	48	18	scale	scale	NOUN
cana-1463	48	19	,	,	PUNCT
cana-1463	48	20	privacysensitive	privacysensitive	ADJ
cana-1463	48	21	applications	application	NOUN
cana-1463	48	22	such	such	ADJ
cana-1463	48	23	as	as	ADP
cana-1463	48	24	healthcare	healthcare	NOUN
cana-1463	48	25	and	and	CCONJ
cana-1463	48	26	autonomous	autonomous	ADJ
cana-1463	48	27	systems	system	NOUN
cana-1463	48	28	,	,	PUNCT
cana-1463	48	29	where	where	SCONJ
cana-1463	48	30	the	the	DET
cana-1463	48	31	distribution	distribution	NOUN
cana-1463	48	32	of	of	ADP
cana-1463	48	33	computational	computational	ADJ
cana-1463	48	34	load	load	NOUN
cana-1463	48	35	and	and	CCONJ
cana-1463	48	36	continuous	continuous	ADJ
cana-1463	48	37	learning	learning	NOUN
cana-1463	48	38	from	from	ADP
cana-1463	48	39	decentralized	decentralized	ADJ
cana-1463	48	40	data	datum	NOUN
cana-1463	48	41	sources	source	NOUN
cana-1463	48	42	are	be	AUX
cana-1463	48	43	crucial	crucial	ADJ
cana-1463	48	44	(	(	PUNCT
cana-1463	48	45	zhou	zhou	X
cana-1463	48	46	et	et	PROPN
cana-1463	48	47	al	al	PROPN
cana-1463	48	48	.	.	PROPN
cana-1463	48	49	,	,	PUNCT
cana-1463	48	50	2022	2022	NUM
cana-1463	48	51	;	;	PUNCT
cana-1463	48	52	kim	kim	PROPN
cana-1463	48	53	et	et	PROPN
cana-1463	48	54	al	al	PROPN
cana-1463	48	55	.	.	PROPN
cana-1463	48	56	,	,	PUNCT
cana-1463	48	57	2021	2021	NUM
cana-1463	48	58	)	)	PUNCT
cana-1463	48	59	.	.	PUNCT
cana-1463	49	1	researchers	researcher	NOUN
cana-1463	49	2	have	have	AUX
cana-1463	49	3	developed	develop	VERB
cana-1463	49	4	hybrid	hybrid	ADJ
cana-1463	49	5	parallelism	parallelism	NOUN
cana-1463	49	6	approaches	approach	NOUN
cana-1463	49	7	that	that	PRON
cana-1463	49	8	integrate	integrate	VERB
cana-1463	49	9	data	datum	NOUN
cana-1463	49	10	,	,	PUNCT
cana-1463	49	11	model	model	NOUN
cana-1463	49	12	,	,	PUNCT
cana-1463	49	13	and	and	CCONJ
cana-1463	49	14	pipeline	pipeline	NOUN
cana-1463	49	15	parallelism	parallelism	NOUN
cana-1463	49	16	to	to	PART
cana-1463	49	17	further	far	ADV
cana-1463	49	18	accelerate	accelerate	VERB
cana-1463	49	19	training	training	NOUN
cana-1463	49	20	processes	process	NOUN
cana-1463	49	21	while	while	SCONJ
cana-1463	49	22	ensuring	ensure	VERB
cana-1463	49	23	scalability	scalability	NOUN
cana-1463	49	24	and	and	CCONJ
cana-1463	49	25	adaptability	adaptability	NOUN
cana-1463	49	26	(	(	PUNCT
cana-1463	49	27	xing	xing	PROPN
cana-1463	49	28	et	et	PROPN
cana-1463	49	29	al	al	PROPN
cana-1463	49	30	.	.	PROPN
cana-1463	49	31	,	,	PUNCT
cana-1463	49	32	2021	2021	NUM
cana-1463	49	33	;	;	PUNCT
cana-1463	49	34	wu	wu	PROPN
cana-1463	49	35	&	&	CCONJ
cana-1463	49	36	li	li	PROPN
cana-1463	49	37	,	,	PUNCT
cana-1463	49	38	2021	2021	NUM
cana-1463	49	39	)	)	PUNCT
cana-1463	49	40	.	.	PUNCT
cana-1463	50	1	this	this	PRON
cana-1463	50	2	has	have	AUX
cana-1463	50	3	paved	pave	VERB
cana-1463	50	4	the	the	DET
cana-1463	50	5	way	way	NOUN
cana-1463	50	6	for	for	ADP
cana-1463	50	7	turbocharged	turbocharge	VERB
cana-1463	50	8	ai	ai	PROPN
cana-1463	50	9	systems	system	NOUN
cana-1463	50	10	that	that	PRON
cana-1463	50	11	efficiently	efficiently	ADV
cana-1463	50	12	meet	meet	VERB
cana-1463	50	13	the	the	DET
cana-1463	50	14	demands	demand	NOUN
cana-1463	50	15	of	of	ADP
cana-1463	50	16	contemporary	contemporary	ADJ
cana-1463	50	17	deep	deep	ADJ
cana-1463	50	18	learning	learning	NOUN
cana-1463	50	19	applications	application	NOUN
cana-1463	50	20	,	,	PUNCT
cana-1463	50	21	facilitating	facilitate	VERB
cana-1463	50	22	real	real	ADJ
cana-1463	50	23	-	-	PUNCT
cana-1463	50	24	time	time	NOUN
cana-1463	50	25	updates	update	NOUN
cana-1463	50	26	and	and	CCONJ
cana-1463	50	27	enhanced	enhanced	ADJ
cana-1463	50	28	model	model	NOUN
cana-1463	50	29	generalization	generalization	NOUN
cana-1463	50	30	in	in	ADP
cana-1463	50	31	dynamic	dynamic	ADJ
cana-1463	50	32	environments	environment	NOUN
cana-1463	50	33	(	(	PUNCT
cana-1463	50	34	he	he	PRON
cana-1463	50	35	et	et	PROPN
cana-1463	50	36	al	al	PROPN
cana-1463	50	37	.	.	PROPN
cana-1463	50	38	,	,	PUNCT
cana-1463	50	39	2022	2022	NUM
cana-1463	50	40	;	;	PUNCT
cana-1463	50	41	huang	huang	PROPN
cana-1463	50	42	et	et	PROPN
cana-1463	50	43	al	al	PROPN
cana-1463	50	44	.	.	PROPN
cana-1463	50	45	,	,	PUNCT
cana-1463	50	46	2022	2022	NUM
cana-1463	50	47	)	)	PUNCT
cana-1463	50	48	.	.	PUNCT
cana-1463	51	1	author(s	author(s	ADJ
cana-1463	51	2	)	)	PUNCT
cana-1463	51	3	focus	focus	NOUN
cana-1463	51	4	advantages	advantage	NOUN
cana-1463	51	5	disadvantages	disadvantage	VERB
cana-1463	51	6	kairouz	kairouz	PROPN
cana-1463	51	7	et	et	PROPN
cana-1463	51	8	al	al	PROPN
cana-1463	51	9	.	.	PROPN
cana-1463	52	1	(	(	PUNCT
cana-1463	52	2	2021	2021	NUM
cana-1463	52	3	)	)	PUNCT
cana-1463	52	4	federated	federated	ADJ
cana-1463	52	5	learning	learning	NOUN
cana-1463	52	6	provides	provide	VERB
cana-1463	52	7	a	a	DET
cana-1463	52	8	comprehensive	comprehensive	ADJ
cana-1463	52	9	overview	overview	NOUN
cana-1463	52	10	of	of	ADP
cana-1463	52	11	federated	federated	ADJ
cana-1463	52	12	learning	learning	NOUN
cana-1463	52	13	,	,	PUNCT
cana-1463	52	14	addressing	address	VERB
cana-1463	52	15	key	key	ADJ
cana-1463	52	16	challenges	challenge	NOUN
cana-1463	52	17	and	and	CCONJ
cana-1463	52	18	offering	offer	VERB
cana-1463	52	19	future	future	ADJ
cana-1463	52	20	directions	direction	NOUN
cana-1463	52	21	.	.	PUNCT
cana-1463	53	1	may	may	AUX
cana-1463	53	2	lack	lack	VERB
cana-1463	53	3	detailed	detailed	ADJ
cana-1463	53	4	implementation	implementation	NOUN
cana-1463	53	5	guidelines	guideline	NOUN
cana-1463	53	6	for	for	ADP
cana-1463	53	7	specific	specific	ADJ
cana-1463	53	8	applications	application	NOUN
cana-1463	53	9	.	.	PUNCT
cana-1463	54	1	li	li	PROPN
cana-1463	54	2	et	et	PROPN
cana-1463	54	3	al	al	PROPN
cana-1463	54	4	.	.	PROPN
cana-1463	54	5	(	(	PUNCT
cana-1463	54	6	2020	2020	NUM
cana-1463	54	7	)	)	PUNCT
cana-1463	54	8	federated	federated	ADJ
cana-1463	54	9	learning	learning	NOUN
cana-1463	54	10	challenges	challenge	NOUN
cana-1463	54	11	and	and	CCONJ
cana-1463	54	12	methods	method	NOUN
cana-1463	54	13	discusses	discuss	VERB
cana-1463	54	14	methods	method	NOUN
cana-1463	54	15	to	to	PART
cana-1463	54	16	tackle	tackle	VERB
cana-1463	54	17	data	data	NOUN
cana-1463	54	18	heterogeneity	heterogeneity	NOUN
cana-1463	54	19	and	and	CCONJ
cana-1463	54	20	communication	communication	NOUN
cana-1463	54	21	efficiency	efficiency	NOUN
cana-1463	54	22	in	in	ADP
cana-1463	54	23	federated	federated	ADJ
cana-1463	54	24	learning	learning	NOUN
cana-1463	54	25	.	.	PUNCT
cana-1463	55	1	focuses	focus	VERB
cana-1463	55	2	more	more	ADJ
cana-1463	55	3	on	on	ADP
cana-1463	55	4	theoretical	theoretical	ADJ
cana-1463	55	5	challenges	challenge	NOUN
cana-1463	55	6	;	;	PUNCT
cana-1463	55	7	limited	limited	ADJ
cana-1463	55	8	empirical	empirical	ADJ
cana-1463	55	9	validation	validation	NOUN
cana-1463	55	10	in	in	ADP
cana-1463	55	11	diverse	diverse	ADJ
cana-1463	55	12	realworld	realworld	NOUN
cana-1463	55	13	scenarios	scenario	NOUN
cana-1463	55	14	.	.	PUNCT
cana-1463	56	1	liu	liu	PROPN
cana-1463	56	2	et	et	PROPN
cana-1463	56	3	al	al	PROPN
cana-1463	56	4	.	.	PROPN
cana-1463	56	5	(	(	PUNCT
cana-1463	56	6	2022	2022	NUM
cana-1463	56	7	)	)	PUNCT
cana-1463	56	8	decentralized	decentralize	VERB
cana-1463	56	9	federated	federated	ADJ
cana-1463	56	10	learning	learning	NOUN
cana-1463	56	11	enhances	enhance	VERB
cana-1463	56	12	privacy	privacy	NOUN
cana-1463	56	13	preservation	preservation	NOUN
cana-1463	56	14	and	and	CCONJ
cana-1463	56	15	reduces	reduce	VERB
cana-1463	56	16	latency	latency	NOUN
cana-1463	56	17	in	in	ADP
cana-1463	56	18	edge	edge	NOUN
cana-1463	56	19	computing	computing	NOUN
cana-1463	56	20	environments	environment	NOUN
cana-1463	56	21	.	.	PUNCT
cana-1463	57	1	complexity	complexity	NOUN
cana-1463	57	2	in	in	ADP
cana-1463	57	3	managing	manage	VERB
cana-1463	57	4	decentralized	decentralize	VERB
cana-1463	57	5	nodes	node	NOUN
cana-1463	57	6	,	,	PUNCT
cana-1463	57	7	potentially	potentially	ADV
cana-1463	57	8	leading	lead	VERB
cana-1463	57	9	to	to	ADP
cana-1463	57	10	synchronization	synchronization	NOUN
cana-1463	57	11	issues	issue	NOUN
cana-1463	57	12	.	.	PUNCT
cana-1463	58	1	chen	chen	PROPN
cana-1463	58	2	et	et	PROPN
cana-1463	58	3	al	al	PROPN
cana-1463	58	4	.	.	PROPN
cana-1463	58	5	(	(	PUNCT
cana-1463	58	6	2022	2022	NUM
cana-1463	58	7	)	)	PUNCT
cana-1463	58	8	hybrid	hybrid	ADJ
cana-1463	58	9	parallelism	parallelism	NOUN
cana-1463	58	10	in	in	ADP
cana-1463	58	11	deep	deep	ADJ
cana-1463	58	12	learning	learning	NOUN
cana-1463	58	13	combines	combine	VERB
cana-1463	58	14	multiple	multiple	ADJ
cana-1463	58	15	parallelism	parallelism	NOUN
cana-1463	58	16	strategies	strategy	NOUN
cana-1463	58	17	(	(	PUNCT
cana-1463	58	18	data	datum	NOUN
cana-1463	58	19	,	,	PUNCT
cana-1463	58	20	model	model	NOUN
cana-1463	58	21	,	,	PUNCT
cana-1463	58	22	pipeline	pipeline	NOUN
cana-1463	58	23	)	)	PUNCT
cana-1463	58	24	to	to	PART
cana-1463	58	25	improve	improve	VERB
cana-1463	58	26	efficiency	efficiency	NOUN
cana-1463	58	27	.	.	PUNCT
cana-1463	59	1	increased	increase	VERB
cana-1463	59	2	system	system	NOUN
cana-1463	59	3	complexity	complexity	NOUN
cana-1463	59	4	;	;	PUNCT
cana-1463	59	5	managing	manage	VERB
cana-1463	59	6	dependencies	dependency	NOUN
cana-1463	59	7	across	across	ADP
cana-1463	59	8	parallel	parallel	ADJ
cana-1463	59	9	processes	process	NOUN
cana-1463	59	10	can	can	AUX
cana-1463	59	11	be	be	AUX
cana-1463	59	12	challenging	challenge	VERB
cana-1463	59	13	.	.	PUNCT
cana-1463	60	1	rengasamy	rengasamy	NOUN
cana-1463	60	2	et	et	PROPN
cana-1463	60	3	al	al	PROPN
cana-1463	60	4	.	.	PROPN
cana-1463	61	1	(	(	PUNCT
cana-1463	61	2	2022	2022	NUM
cana-1463	61	3	)	)	PUNCT
cana-1463	61	4	hybrid	hybrid	ADJ
cana-1463	61	5	parallelism	parallelism	NOUN
cana-1463	61	6	for	for	ADP
cana-1463	61	7	deep	deep	ADJ
cana-1463	61	8	learning	learning	NOUN
cana-1463	61	9	offers	offer	VERB
cana-1463	61	10	a	a	DET
cana-1463	61	11	detailed	detailed	ADJ
cana-1463	61	12	analysis	analysis	NOUN
cana-1463	61	13	of	of	ADP
cana-1463	61	14	hybrid	hybrid	ADJ
cana-1463	61	15	parallelism	parallelism	NOUN
cana-1463	61	16	's	's	PART
cana-1463	61	17	benefits	benefit	NOUN
cana-1463	61	18	in	in	ADP
cana-1463	61	19	scaling	scale	VERB
cana-1463	61	20	deep	deep	ADJ
cana-1463	61	21	learning	learning	NOUN
cana-1463	61	22	models	model	NOUN
cana-1463	61	23	.	.	PUNCT
cana-1463	62	1	potential	potential	ADJ
cana-1463	62	2	inefficiencies	inefficiency	NOUN
cana-1463	62	3	if	if	SCONJ
cana-1463	62	4	not	not	PART
cana-1463	62	5	carefully	carefully	ADV
cana-1463	62	6	optimized	optimize	VERB
cana-1463	62	7	for	for	ADP
cana-1463	62	8	specific	specific	ADJ
cana-1463	62	9	hardware	hardware	NOUN
cana-1463	62	10	configurations	configuration	NOUN
cana-1463	62	11	.	.	PUNCT
cana-1463	63	1	rajawat	rajawat	PROPN
cana-1463	63	2	&	&	CCONJ
cana-1463	63	3	cuff	cuff	PROPN
cana-1463	63	4	(	(	PUNCT
cana-1463	63	5	2021	2021	NUM
cana-1463	63	6	)	)	PUNCT
cana-1463	63	7	communication	communication	NOUN
cana-1463	63	8	efficiency	efficiency	NOUN
cana-1463	63	9	in	in	ADP
cana-1463	63	10	federated	federated	ADJ
cana-1463	63	11	learning	learning	NOUN
cana-1463	63	12	proposes	propose	VERB
cana-1463	63	13	lossy	lossy	ADJ
cana-1463	63	14	compression	compression	NOUN
cana-1463	63	15	techniques	technique	NOUN
cana-1463	63	16	to	to	PART
cana-1463	63	17	reduce	reduce	VERB
cana-1463	63	18	communication	communication	NOUN
cana-1463	63	19	overhead	overhead	ADV
cana-1463	63	20	,	,	PUNCT
cana-1463	63	21	improving	improve	VERB
cana-1463	63	22	efficiency	efficiency	NOUN
cana-1463	63	23	.	.	PUNCT
cana-1463	64	1	compression	compression	NOUN
cana-1463	64	2	may	may	AUX
cana-1463	64	3	lead	lead	VERB
cana-1463	64	4	to	to	ADP
cana-1463	64	5	loss	loss	NOUN
cana-1463	64	6	of	of	ADP
cana-1463	64	7	data	datum	NOUN
cana-1463	64	8	fidelity	fidelity	NOUN
cana-1463	64	9	,	,	PUNCT
cana-1463	64	10	potentially	potentially	ADV
cana-1463	64	11	impacting	impact	VERB
cana-1463	64	12	model	model	NOUN
cana-1463	64	13	accuracy	accuracy	NOUN
cana-1463	64	14	.	.	PUNCT
cana-1463	65	1	zhou	zhou	PROPN
cana-1463	65	2	et	et	PROPN
cana-1463	65	3	al	al	PROPN
cana-1463	65	4	.	.	PROPN
cana-1463	65	5	(	(	PUNCT
cana-1463	65	6	2022	2022	NUM
cana-1463	65	7	)	)	PUNCT
cana-1463	65	8	federated	federated	ADJ
cana-1463	65	9	learning	learning	NOUN
cana-1463	65	10	in	in	ADP
cana-1463	65	11	edge	edge	NOUN
cana-1463	65	12	computing	compute	VERB
cana-1463	65	13	highlights	highlight	NOUN
cana-1463	65	14	the	the	DET
cana-1463	65	15	advantages	advantage	NOUN
cana-1463	65	16	of	of	ADP
cana-1463	65	17	federated	federated	ADJ
cana-1463	65	18	learning	learning	NOUN
cana-1463	65	19	for	for	ADP
cana-1463	65	20	resource	resource	NOUN
cana-1463	65	21	-	-	PUNCT
cana-1463	65	22	constrained	constrain	VERB
cana-1463	65	23	environments	environment	NOUN
cana-1463	65	24	like	like	ADP
cana-1463	65	25	edge	edge	NOUN
cana-1463	65	26	computing	computing	NOUN
cana-1463	65	27	.	.	PUNCT
cana-1463	66	1	limited	limited	ADJ
cana-1463	66	2	applicability	applicability	NOUN
cana-1463	66	3	to	to	ADP
cana-1463	66	4	highly	highly	ADV
cana-1463	66	5	dynamic	dynamic	ADJ
cana-1463	66	6	environments	environment	NOUN
cana-1463	66	7	where	where	SCONJ
cana-1463	66	8	edge	edge	NOUN
cana-1463	66	9	devices	device	NOUN
cana-1463	66	10	have	have	AUX
cana-1463	66	11	fluctuating	fluctuate	VERB
cana-1463	66	12	connectivity	connectivity	NOUN
cana-1463	66	13	.	.	PUNCT
cana-1463	67	1	xing	xing	PROPN
cana-1463	67	2	et	et	PROPN
cana-1463	67	3	al	al	PROPN
cana-1463	67	4	.	.	PROPN
cana-1463	68	1	(	(	PUNCT
cana-1463	68	2	2021	2021	NUM
cana-1463	68	3	)	)	PUNCT
cana-1463	68	4	hybrid	hybrid	ADJ
cana-1463	68	5	parallelism	parallelism	NOUN
cana-1463	68	6	for	for	ADP
cana-1463	68	7	multi	multi	ADJ
cana-1463	68	8	-	-	ADJ
cana-1463	68	9	gpu	gpu	ADJ
cana-1463	68	10	systems	system	NOUN
cana-1463	68	11	introduces	introduce	VERB
cana-1463	68	12	methods	method	NOUN
cana-1463	68	13	to	to	PART
cana-1463	68	14	accelerate	accelerate	VERB
cana-1463	68	15	training	training	NOUN
cana-1463	68	16	processes	process	NOUN
cana-1463	68	17	in	in	ADP
cana-1463	68	18	multi	multi	ADJ
cana-1463	68	19	-	-	ADJ
cana-1463	68	20	gpu	gpu	NOUN
cana-1463	68	21	may	may	AUX
cana-1463	68	22	require	require	VERB
cana-1463	68	23	significant	significant	ADJ
cana-1463	68	24	infrastructure	infrastructure	NOUN
cana-1463	68	25	investment	investment	NOUN
cana-1463	68	26	and	and	CCONJ
cana-1463	68	27	advanced	advanced	ADJ
cana-1463	68	28	knowledge	knowledge	NOUN
cana-1463	68	29	communications	communication	NOUN
cana-1463	68	30	on	on	ADP
cana-1463	68	31	applied	apply	VERB
cana-1463	68	32	nonlinear	nonlinear	ADJ
cana-1463	68	33	analysis	analysis	NOUN
cana-1463	68	34	issn	issn	NOUN
cana-1463	68	35	:	:	PUNCT
cana-1463	68	36	1074	1074	NUM
cana-1463	68	37	-	-	PUNCT
cana-1463	68	38	133x	133x	NUM
cana-1463	68	39	vol	vol	NOUN
cana-1463	68	40	31	31	NUM
cana-1463	68	41	no	no	NOUN
cana-1463	68	42	.	.	PUNCT
cana-1463	69	1	8s	8s	PROPN
cana-1463	69	2	(	(	PUNCT
cana-1463	69	3	2024	2024	NUM
cana-1463	69	4	)	)	PUNCT
cana-1463	69	5	170	170	NUM
cana-1463	69	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	69	7	systems	system	NOUN
cana-1463	69	8	,	,	PUNCT
cana-1463	69	9	ensuring	ensure	VERB
cana-1463	69	10	scalability	scalability	NOUN
cana-1463	69	11	.	.	PUNCT
cana-1463	70	1	of	of	ADP
cana-1463	70	2	parallel	parallel	ADJ
cana-1463	70	3	computing	computing	NOUN
cana-1463	70	4	.	.	PUNCT
cana-1463	71	1	wu	wu	PROPN
cana-1463	71	2	&	&	CCONJ
cana-1463	71	3	li	li	PROPN
cana-1463	71	4	(	(	PUNCT
cana-1463	71	5	2021	2021	NUM
cana-1463	71	6	)	)	PUNCT
cana-1463	71	7	generalization	generalization	NOUN
cana-1463	71	8	and	and	CCONJ
cana-1463	71	9	optimization	optimization	NOUN
cana-1463	71	10	in	in	ADP
cana-1463	71	11	hybrid	hybrid	ADJ
cana-1463	71	12	parallelism	parallelism	NOUN
cana-1463	71	13	enhances	enhance	VERB
cana-1463	71	14	model	model	NOUN
cana-1463	71	15	generalization	generalization	NOUN
cana-1463	71	16	and	and	CCONJ
cana-1463	71	17	training	training	NOUN
cana-1463	71	18	speed	speed	NOUN
cana-1463	71	19	by	by	ADP
cana-1463	71	20	optimizing	optimize	VERB
cana-1463	71	21	hybrid	hybrid	ADJ
cana-1463	71	22	parallelism	parallelism	NOUN
cana-1463	71	23	strategies	strategy	NOUN
cana-1463	71	24	.	.	PUNCT
cana-1463	72	1	the	the	DET
cana-1463	72	2	optimization	optimization	NOUN
cana-1463	72	3	process	process	NOUN
cana-1463	72	4	can	can	AUX
cana-1463	72	5	be	be	AUX
cana-1463	72	6	computationally	computationally	ADV
cana-1463	72	7	intensive	intensive	ADJ
cana-1463	72	8	and	and	CCONJ
cana-1463	72	9	may	may	AUX
cana-1463	72	10	not	not	PART
cana-1463	72	11	always	always	ADV
cana-1463	72	12	result	result	VERB
cana-1463	72	13	in	in	ADP
cana-1463	72	14	significant	significant	ADJ
cana-1463	72	15	performance	performance	NOUN
cana-1463	72	16	gains	gain	NOUN
cana-1463	72	17	.	.	PUNCT
cana-1463	73	1	kim	kim	PROPN
cana-1463	73	2	et	et	PROPN
cana-1463	73	3	al	al	PROPN
cana-1463	73	4	.	.	PROPN
cana-1463	73	5	(	(	PUNCT
cana-1463	73	6	2021	2021	NUM
cana-1463	73	7	)	)	PUNCT
cana-1463	73	8	federated	federated	ADJ
cana-1463	73	9	learning	learning	NOUN
cana-1463	73	10	on	on	ADP
cana-1463	73	11	mobile	mobile	ADJ
cana-1463	73	12	devices	device	NOUN
cana-1463	73	13	demonstrates	demonstrate	VERB
cana-1463	73	14	federated	federated	ADJ
cana-1463	73	15	learning	learning	NOUN
cana-1463	73	16	adapted	adapt	VERB
cana-1463	73	17	for	for	ADP
cana-1463	73	18	mobile	mobile	ADJ
cana-1463	73	19	environments	environment	NOUN
cana-1463	73	20	,	,	PUNCT
cana-1463	73	21	improving	improve	VERB
cana-1463	73	22	resource	resource	NOUN
cana-1463	73	23	utilization	utilization	NOUN
cana-1463	73	24	.	.	PUNCT
cana-1463	74	1	performance	performance	NOUN
cana-1463	74	2	may	may	AUX
cana-1463	74	3	be	be	AUX
cana-1463	74	4	constrained	constrain	VERB
cana-1463	74	5	by	by	ADP
cana-1463	74	6	the	the	DET
cana-1463	74	7	limited	limited	ADJ
cana-1463	74	8	computational	computational	ADJ
cana-1463	74	9	power	power	NOUN
cana-1463	74	10	and	and	CCONJ
cana-1463	74	11	battery	battery	NOUN
cana-1463	74	12	life	life	NOUN
cana-1463	74	13	of	of	ADP
cana-1463	74	14	mobile	mobile	ADJ
cana-1463	74	15	devices	device	NOUN
cana-1463	74	16	.	.	PUNCT
cana-1463	75	1	he	he	PRON
cana-1463	75	2	et	et	PROPN
cana-1463	75	3	al	al	PROPN
cana-1463	75	4	.	.	PROPN
cana-1463	75	5	(	(	PUNCT
cana-1463	75	6	2022	2022	NUM
cana-1463	75	7	)	)	PUNCT
cana-1463	75	8	efficient	efficient	ADJ
cana-1463	75	9	federated	federated	ADJ
cana-1463	75	10	learning	learning	NOUN
cana-1463	75	11	for	for	ADP
cana-1463	75	12	heterogeneous	heterogeneous	ADJ
cana-1463	75	13	edge	edge	NOUN
cana-1463	75	14	devices	device	NOUN
cana-1463	75	15	proposes	proposes	AUX
cana-1463	75	16	heterofl	heterofl	VERB
cana-1463	75	17	,	,	PUNCT
cana-1463	75	18	a	a	DET
cana-1463	75	19	framework	framework	NOUN
cana-1463	75	20	designed	design	VERB
cana-1463	75	21	for	for	ADP
cana-1463	75	22	federated	federated	ADJ
cana-1463	75	23	learning	learning	NOUN
cana-1463	75	24	on	on	ADP
cana-1463	75	25	devices	device	NOUN
cana-1463	75	26	with	with	ADP
cana-1463	75	27	varying	vary	VERB
cana-1463	75	28	computational	computational	ADJ
cana-1463	75	29	capabilities	capability	NOUN
cana-1463	75	30	.	.	PUNCT
cana-1463	76	1	heterogeneous	heterogeneous	ADJ
cana-1463	76	2	environments	environment	NOUN
cana-1463	76	3	can	can	AUX
cana-1463	76	4	lead	lead	VERB
cana-1463	76	5	to	to	ADP
cana-1463	76	6	unbalanced	unbalanced	ADJ
cana-1463	76	7	training	training	NOUN
cana-1463	76	8	,	,	PUNCT
cana-1463	76	9	where	where	SCONJ
cana-1463	76	10	weaker	weak	ADJ
cana-1463	76	11	devices	device	NOUN
cana-1463	76	12	slow	slow	VERB
cana-1463	76	13	down	down	ADP
cana-1463	76	14	the	the	DET
cana-1463	76	15	process	process	NOUN
cana-1463	76	16	.	.	PUNCT
cana-1463	77	1	huang	huang	PROPN
cana-1463	77	2	et	et	PROPN
cana-1463	77	3	al	al	PROPN
cana-1463	77	4	.	.	PROPN
cana-1463	77	5	(	(	PUNCT
cana-1463	77	6	2022	2022	NUM
cana-1463	77	7	)	)	PUNCT
cana-1463	77	8	hybrid	hybrid	ADJ
cana-1463	77	9	parallelism	parallelism	NOUN
cana-1463	77	10	in	in	ADP
cana-1463	77	11	large	large	ADJ
cana-1463	77	12	-	-	PUNCT
cana-1463	77	13	scale	scale	NOUN
cana-1463	77	14	federated	federated	ADJ
cana-1463	77	15	learning	learning	NOUN
cana-1463	77	16	offers	offer	VERB
cana-1463	77	17	a	a	DET
cana-1463	77	18	scalable	scalable	ADJ
cana-1463	77	19	solution	solution	NOUN
cana-1463	77	20	for	for	ADP
cana-1463	77	21	training	train	VERB
cana-1463	77	22	large	large	ADJ
cana-1463	77	23	models	model	NOUN
cana-1463	77	24	with	with	ADP
cana-1463	77	25	federated	federated	ADJ
cana-1463	77	26	learning	learning	NOUN
cana-1463	77	27	using	use	VERB
cana-1463	77	28	hybrid	hybrid	ADJ
cana-1463	77	29	parallelism	parallelism	NOUN
cana-1463	77	30	.	.	PUNCT
cana-1463	78	1	implementation	implementation	NOUN
cana-1463	78	2	may	may	AUX
cana-1463	78	3	require	require	VERB
cana-1463	78	4	advanced	advanced	ADJ
cana-1463	78	5	orchestration	orchestration	NOUN
cana-1463	78	6	to	to	PART
cana-1463	78	7	manage	manage	VERB
cana-1463	78	8	the	the	DET
cana-1463	78	9	parallel	parallel	ADJ
cana-1463	78	10	tasks	task	NOUN
cana-1463	78	11	effectively	effectively	ADV
cana-1463	78	12	.	.	PUNCT
cana-1463	79	1	3	3	X
cana-1463	79	2	.	.	X
cana-1463	79	3	existing	exist	VERB
cana-1463	79	4	system	system	NOUN
cana-1463	79	5	traditional	traditional	ADJ
cana-1463	79	6	centralized	centralize	VERB
cana-1463	79	7	deep	deep	ADJ
cana-1463	79	8	learning	learning	NOUN
cana-1463	79	9	systems	system	NOUN
cana-1463	79	10	involve	involve	VERB
cana-1463	79	11	collecting	collect	VERB
cana-1463	79	12	all	all	DET
cana-1463	79	13	training	training	NOUN
cana-1463	79	14	data	datum	NOUN
cana-1463	79	15	at	at	ADP
cana-1463	79	16	a	a	DET
cana-1463	79	17	central	central	ADJ
cana-1463	79	18	server	server	NOUN
cana-1463	79	19	or	or	CCONJ
cana-1463	79	20	data	datum	NOUN
cana-1463	79	21	center	center	NOUN
cana-1463	79	22	where	where	SCONJ
cana-1463	79	23	the	the	DET
cana-1463	79	24	deep	deep	ADJ
cana-1463	79	25	learning	learning	NOUN
cana-1463	79	26	models	model	NOUN
cana-1463	79	27	are	be	AUX
cana-1463	79	28	trained	train	VERB
cana-1463	79	29	.	.	PUNCT
cana-1463	80	1	this	this	DET
cana-1463	80	2	approach	approach	NOUN
cana-1463	80	3	has	have	AUX
cana-1463	80	4	been	be	AUX
cana-1463	80	5	widely	widely	ADV
cana-1463	80	6	used	use	VERB
cana-1463	80	7	due	due	ADP
cana-1463	80	8	to	to	ADP
cana-1463	80	9	its	its	PRON
cana-1463	80	10	straightforward	straightforward	ADJ
cana-1463	80	11	implementation	implementation	NOUN
cana-1463	80	12	and	and	CCONJ
cana-1463	80	13	the	the	DET
cana-1463	80	14	ability	ability	NOUN
cana-1463	80	15	to	to	PART
cana-1463	80	16	leverage	leverage	VERB
cana-1463	80	17	powerful	powerful	ADJ
cana-1463	80	18	computational	computational	ADJ
cana-1463	80	19	resources	resource	NOUN
cana-1463	80	20	available	available	ADJ
cana-1463	80	21	in	in	ADP
cana-1463	80	22	centralized	centralized	ADJ
cana-1463	80	23	data	data	NOUN
cana-1463	80	24	centers	center	NOUN
cana-1463	80	25	.	.	PUNCT
cana-1463	81	1	data	datum	NOUN
cana-1463	81	2	collection	collection	NOUN
cana-1463	81	3	:	:	PUNCT
cana-1463	81	4	data	datum	NOUN
cana-1463	81	5	from	from	ADP
cana-1463	81	6	various	various	ADJ
cana-1463	81	7	sources	source	NOUN
cana-1463	81	8	(	(	PUNCT
cana-1463	81	9	e.g.	e.g.	ADV
cana-1463	81	10	,	,	PUNCT
cana-1463	81	11	edge	edge	NOUN
cana-1463	81	12	devices	device	NOUN
cana-1463	81	13	,	,	PUNCT
cana-1463	81	14	sensors	sensor	NOUN
cana-1463	81	15	,	,	PUNCT
cana-1463	81	16	user	user	NOUN
cana-1463	81	17	interactions	interaction	NOUN
cana-1463	81	18	)	)	PUNCT
cana-1463	81	19	is	be	AUX
cana-1463	81	20	aggregated	aggregate	VERB
cana-1463	81	21	in	in	ADP
cana-1463	81	22	a	a	DET
cana-1463	81	23	central	central	ADJ
cana-1463	81	24	location	location	NOUN
cana-1463	81	25	.	.	PUNCT
cana-1463	82	1	model	model	NOUN
cana-1463	82	2	training	training	NOUN
cana-1463	82	3	:	:	PUNCT
cana-1463	82	4	the	the	DET
cana-1463	82	5	centralized	centralized	ADJ
cana-1463	82	6	server	server	NOUN
cana-1463	82	7	uses	use	VERB
cana-1463	82	8	high	high	ADJ
cana-1463	82	9	-	-	PUNCT
cana-1463	82	10	performance	performance	NOUN
cana-1463	82	11	computing	compute	VERB
cana-1463	82	12	resources	resource	NOUN
cana-1463	82	13	(	(	PUNCT
cana-1463	82	14	e.g.	e.g.	ADV
cana-1463	82	15	,	,	PUNCT
cana-1463	82	16	gpus	gpu	NOUN
cana-1463	82	17	,	,	PUNCT
cana-1463	82	18	tpus	tpus	PROPN
cana-1463	82	19	)	)	PUNCT
cana-1463	82	20	to	to	PART
cana-1463	82	21	train	train	VERB
cana-1463	82	22	deep	deep	ADJ
cana-1463	82	23	learning	learning	NOUN
cana-1463	82	24	models	model	NOUN
cana-1463	82	25	on	on	ADP
cana-1463	82	26	the	the	DET
cana-1463	82	27	collected	collect	VERB
cana-1463	82	28	data	datum	NOUN
cana-1463	82	29	.	.	PUNCT
cana-1463	83	1	inference	inference	NOUN
cana-1463	83	2	:	:	PUNCT
cana-1463	83	3	once	once	ADV
cana-1463	83	4	trained	train	VERB
cana-1463	83	5	,	,	PUNCT
cana-1463	83	6	the	the	DET
cana-1463	83	7	model	model	NOUN
cana-1463	83	8	is	be	AUX
cana-1463	83	9	deployed	deploy	VERB
cana-1463	83	10	for	for	ADP
cana-1463	83	11	inference	inference	NOUN
cana-1463	83	12	across	across	ADP
cana-1463	83	13	different	different	ADJ
cana-1463	83	14	devices	device	NOUN
cana-1463	83	15	or	or	CCONJ
cana-1463	83	16	platforms	platform	NOUN
cana-1463	83	17	.	.	PUNCT
cana-1463	84	1	disadvantages	disadvantage	VERB
cana-1463	84	2	:	:	PUNCT
cana-1463	84	3	privacy	privacy	NOUN
cana-1463	84	4	concerns	concern	NOUN
cana-1463	84	5	:	:	PUNCT
cana-1463	84	6	data	data	NOUN
cana-1463	84	7	aggregation	aggregation	NOUN
cana-1463	84	8	:	:	PUNCT
cana-1463	84	9	centralizing	centralize	VERB
cana-1463	84	10	data	datum	NOUN
cana-1463	84	11	from	from	ADP
cana-1463	84	12	multiple	multiple	ADJ
cana-1463	84	13	sources	source	NOUN
cana-1463	84	14	can	can	AUX
cana-1463	84	15	lead	lead	VERB
cana-1463	84	16	to	to	ADP
cana-1463	84	17	significant	significant	ADJ
cana-1463	84	18	privacy	privacy	NOUN
cana-1463	84	19	risks	risk	NOUN
cana-1463	84	20	,	,	PUNCT
cana-1463	84	21	as	as	SCONJ
cana-1463	84	22	sensitive	sensitive	ADJ
cana-1463	84	23	user	user	NOUN
cana-1463	84	24	data	datum	NOUN
cana-1463	84	25	is	be	AUX
cana-1463	84	26	stored	store	VERB
cana-1463	84	27	in	in	ADP
cana-1463	84	28	a	a	DET
cana-1463	84	29	single	single	ADJ
cana-1463	84	30	location	location	NOUN
cana-1463	84	31	.	.	PUNCT
cana-1463	85	1	this	this	PRON
cana-1463	85	2	makes	make	VERB
cana-1463	85	3	it	it	PRON
cana-1463	85	4	a	a	DET
cana-1463	85	5	prime	prime	ADJ
cana-1463	85	6	target	target	NOUN
cana-1463	85	7	for	for	ADP
cana-1463	85	8	cyber	cyber	NOUN
cana-1463	85	9	-	-	PUNCT
cana-1463	85	10	attacks	attack	NOUN
cana-1463	85	11	and	and	CCONJ
cana-1463	85	12	data	datum	NOUN
cana-1463	85	13	breaches	breach	NOUN
cana-1463	85	14	.	.	PUNCT
cana-1463	86	1	compliance	compliance	NOUN
cana-1463	86	2	issues	issue	NOUN
cana-1463	86	3	:	:	PUNCT
cana-1463	86	4	with	with	ADP
cana-1463	86	5	increasing	increase	VERB
cana-1463	86	6	regulations	regulation	NOUN
cana-1463	86	7	like	like	ADP
cana-1463	86	8	gdpr	gdpr	NOUN
cana-1463	86	9	and	and	CCONJ
cana-1463	86	10	hipaa	hipaa	NOUN
cana-1463	86	11	,	,	PUNCT
cana-1463	86	12	maintaining	maintain	VERB
cana-1463	86	13	compliance	compliance	NOUN
cana-1463	86	14	with	with	ADP
cana-1463	86	15	privacy	privacy	NOUN
cana-1463	86	16	laws	law	NOUN
cana-1463	86	17	becomes	become	VERB
cana-1463	86	18	challenging	challenge	VERB
cana-1463	86	19	in	in	ADP
cana-1463	86	20	centralized	centralized	ADJ
cana-1463	86	21	systems	system	NOUN
cana-1463	86	22	where	where	SCONJ
cana-1463	86	23	user	user	NOUN
cana-1463	86	24	data	datum	NOUN
cana-1463	86	25	is	be	AUX
cana-1463	86	26	extensively	extensively	ADV
cana-1463	86	27	aggregated	aggregate	VERB
cana-1463	86	28	and	and	CCONJ
cana-1463	86	29	processed	process	VERB
cana-1463	86	30	.	.	PUNCT
cana-1463	87	1	communications	communication	NOUN
cana-1463	87	2	on	on	ADP
cana-1463	87	3	applied	apply	VERB
cana-1463	87	4	nonlinear	nonlinear	ADJ
cana-1463	87	5	analysis	analysis	NOUN
cana-1463	87	6	issn	issn	NOUN
cana-1463	87	7	:	:	PUNCT
cana-1463	87	8	1074	1074	NUM
cana-1463	87	9	-	-	PUNCT
cana-1463	87	10	133x	133x	NUM
cana-1463	87	11	vol	vol	NOUN
cana-1463	87	12	31	31	NUM
cana-1463	87	13	no	no	NOUN
cana-1463	87	14	.	.	PUNCT
cana-1463	88	1	8s	8s	PROPN
cana-1463	88	2	(	(	PUNCT
cana-1463	88	3	2024	2024	NUM
cana-1463	88	4	)	)	PUNCT
cana-1463	88	5	171	171	NUM
cana-1463	88	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	88	7	scalability	scalability	NOUN
cana-1463	88	8	issues	issue	NOUN
cana-1463	88	9	:	:	PUNCT
cana-1463	88	10	data	datum	NOUN
cana-1463	88	11	bottlenecks	bottleneck	NOUN
cana-1463	88	12	:	:	PUNCT
cana-1463	88	13	as	as	ADP
cana-1463	88	14	the	the	DET
cana-1463	88	15	amount	amount	NOUN
cana-1463	88	16	of	of	ADP
cana-1463	88	17	data	data	NOUN
cana-1463	88	18	increases	increase	NOUN
cana-1463	88	19	,	,	PUNCT
cana-1463	88	20	the	the	DET
cana-1463	88	21	central	central	ADJ
cana-1463	88	22	server	server	NOUN
cana-1463	88	23	can	can	AUX
cana-1463	88	24	become	become	VERB
cana-1463	88	25	a	a	DET
cana-1463	88	26	bottleneck	bottleneck	NOUN
cana-1463	88	27	,	,	PUNCT
cana-1463	88	28	struggling	struggle	VERB
cana-1463	88	29	to	to	PART
cana-1463	88	30	manage	manage	VERB
cana-1463	88	31	and	and	CCONJ
cana-1463	88	32	process	process	VERB
cana-1463	88	33	vast	vast	ADJ
cana-1463	88	34	datasets	dataset	NOUN
cana-1463	88	35	efficiently	efficiently	ADV
cana-1463	88	36	.	.	PUNCT
cana-1463	89	1	resource	resource	NOUN
cana-1463	89	2	constraints	constraint	NOUN
cana-1463	89	3	:	:	PUNCT
cana-1463	89	4	scaling	scale	VERB
cana-1463	89	5	up	up	ADP
cana-1463	89	6	computational	computational	ADJ
cana-1463	89	7	resources	resource	NOUN
cana-1463	89	8	to	to	PART
cana-1463	89	9	meet	meet	VERB
cana-1463	89	10	the	the	DET
cana-1463	89	11	growing	grow	VERB
cana-1463	89	12	demands	demand	NOUN
cana-1463	89	13	of	of	ADP
cana-1463	89	14	model	model	NOUN
cana-1463	89	15	training	training	NOUN
cana-1463	89	16	can	can	AUX
cana-1463	89	17	be	be	AUX
cana-1463	89	18	costly	costly	ADJ
cana-1463	89	19	and	and	CCONJ
cana-1463	89	20	difficult	difficult	ADJ
cana-1463	89	21	to	to	PART
cana-1463	89	22	manage	manage	VERB
cana-1463	89	23	,	,	PUNCT
cana-1463	89	24	particularly	particularly	ADV
cana-1463	89	25	as	as	SCONJ
cana-1463	89	26	model	model	NOUN
cana-1463	89	27	sizes	size	NOUN
cana-1463	89	28	and	and	CCONJ
cana-1463	89	29	complexities	complexity	NOUN
cana-1463	89	30	increase	increase	VERB
cana-1463	89	31	.	.	PUNCT
cana-1463	90	1	single	single	ADJ
cana-1463	90	2	point	point	NOUN
cana-1463	90	3	of	of	ADP
cana-1463	90	4	failure	failure	NOUN
cana-1463	90	5	:	:	PUNCT
cana-1463	90	6	system	system	NOUN
cana-1463	90	7	reliability	reliability	NOUN
cana-1463	90	8	:	:	PUNCT
cana-1463	90	9	the	the	DET
cana-1463	90	10	centralized	centralized	ADJ
cana-1463	90	11	nature	nature	NOUN
cana-1463	90	12	of	of	ADP
cana-1463	90	13	these	these	DET
cana-1463	90	14	systems	system	NOUN
cana-1463	90	15	makes	make	VERB
cana-1463	90	16	them	they	PRON
cana-1463	90	17	vulnerable	vulnerable	ADJ
cana-1463	90	18	to	to	ADP
cana-1463	90	19	failures	failure	NOUN
cana-1463	90	20	at	at	ADP
cana-1463	90	21	the	the	DET
cana-1463	90	22	central	central	ADJ
cana-1463	90	23	server	server	NOUN
cana-1463	90	24	,	,	PUNCT
cana-1463	90	25	which	which	PRON
cana-1463	90	26	can	can	AUX
cana-1463	90	27	lead	lead	VERB
cana-1463	90	28	to	to	ADP
cana-1463	90	29	significant	significant	ADJ
cana-1463	90	30	downtimes	downtime	NOUN
cana-1463	90	31	and	and	CCONJ
cana-1463	90	32	disruption	disruption	NOUN
cana-1463	90	33	of	of	ADP
cana-1463	90	34	services	service	NOUN
cana-1463	90	35	.	.	PUNCT
cana-1463	91	1	disaster	disaster	NOUN
cana-1463	91	2	recovery	recovery	NOUN
cana-1463	91	3	:	:	PUNCT
cana-1463	91	4	in	in	ADP
cana-1463	91	5	case	case	NOUN
cana-1463	91	6	of	of	ADP
cana-1463	91	7	a	a	DET
cana-1463	91	8	server	server	NOUN
cana-1463	91	9	failure	failure	NOUN
cana-1463	91	10	or	or	CCONJ
cana-1463	91	11	a	a	DET
cana-1463	91	12	cyber	cyber	NOUN
cana-1463	91	13	-	-	PUNCT
cana-1463	91	14	attack	attack	NOUN
cana-1463	91	15	,	,	PUNCT
cana-1463	91	16	the	the	DET
cana-1463	91	17	recovery	recovery	NOUN
cana-1463	91	18	process	process	NOUN
cana-1463	91	19	can	can	AUX
cana-1463	91	20	be	be	AUX
cana-1463	91	21	complicated	complicated	ADJ
cana-1463	91	22	and	and	CCONJ
cana-1463	91	23	time	time	NOUN
cana-1463	91	24	-	-	PUNCT
cana-1463	91	25	consuming	consume	VERB
cana-1463	91	26	,	,	PUNCT
cana-1463	91	27	potentially	potentially	ADV
cana-1463	91	28	leading	lead	VERB
cana-1463	91	29	to	to	ADP
cana-1463	91	30	loss	loss	NOUN
cana-1463	91	31	of	of	ADP
cana-1463	91	32	critical	critical	ADJ
cana-1463	91	33	data	datum	NOUN
cana-1463	91	34	.	.	PUNCT
cana-1463	92	1	latency	latency	NOUN
cana-1463	92	2	and	and	CCONJ
cana-1463	92	3	bandwidth	bandwidth	ADJ
cana-1463	92	4	issues	issue	NOUN
cana-1463	92	5	:	:	PUNCT
cana-1463	92	6	communication	communication	NOUN
cana-1463	92	7	delays	delay	NOUN
cana-1463	92	8	:	:	PUNCT
cana-1463	92	9	transferring	transfer	VERB
cana-1463	92	10	large	large	ADJ
cana-1463	92	11	amounts	amount	NOUN
cana-1463	92	12	of	of	ADP
cana-1463	92	13	data	datum	NOUN
cana-1463	92	14	from	from	ADP
cana-1463	92	15	edge	edge	NOUN
cana-1463	92	16	devices	device	NOUN
cana-1463	92	17	to	to	ADP
cana-1463	92	18	the	the	DET
cana-1463	92	19	central	central	ADJ
cana-1463	92	20	server	server	NOUN
cana-1463	92	21	can	can	AUX
cana-1463	92	22	introduce	introduce	VERB
cana-1463	92	23	significant	significant	ADJ
cana-1463	92	24	latency	latency	NOUN
cana-1463	92	25	,	,	PUNCT
cana-1463	92	26	especially	especially	ADV
cana-1463	92	27	in	in	ADP
cana-1463	92	28	applications	application	NOUN
cana-1463	92	29	requiring	require	VERB
cana-1463	92	30	real	real	ADJ
cana-1463	92	31	-	-	PUNCT
cana-1463	92	32	time	time	NOUN
cana-1463	92	33	processing	processing	NOUN
cana-1463	92	34	.	.	PUNCT
cana-1463	93	1	bandwidth	bandwidth	ADJ
cana-1463	93	2	limitations	limitation	NOUN
cana-1463	93	3	:	:	PUNCT
cana-1463	93	4	high	high	ADJ
cana-1463	93	5	bandwidth	bandwidth	ADJ
cana-1463	93	6	consumption	consumption	NOUN
cana-1463	93	7	is	be	AUX
cana-1463	93	8	necessary	necessary	ADJ
cana-1463	93	9	for	for	ADP
cana-1463	93	10	continuous	continuous	ADJ
cana-1463	93	11	data	data	NOUN
cana-1463	93	12	transfer	transfer	NOUN
cana-1463	93	13	to	to	ADP
cana-1463	93	14	the	the	DET
cana-1463	93	15	central	central	ADJ
cana-1463	93	16	server	server	NOUN
cana-1463	93	17	,	,	PUNCT
cana-1463	93	18	which	which	PRON
cana-1463	93	19	can	can	AUX
cana-1463	93	20	be	be	AUX
cana-1463	93	21	costly	costly	ADJ
cana-1463	93	22	and	and	CCONJ
cana-1463	93	23	inefficient	inefficient	ADJ
cana-1463	93	24	,	,	PUNCT
cana-1463	93	25	particularly	particularly	ADV
cana-1463	93	26	in	in	ADP
cana-1463	93	27	regions	region	NOUN
cana-1463	93	28	with	with	ADP
cana-1463	93	29	limited	limited	ADJ
cana-1463	93	30	network	network	NOUN
cana-1463	93	31	infrastructure	infrastructure	NOUN
cana-1463	93	32	.	.	PUNCT
cana-1463	94	1	lack	lack	NOUN
cana-1463	94	2	of	of	ADP
cana-1463	94	3	adaptability	adaptability	NOUN
cana-1463	94	4	:	:	PUNCT
cana-1463	94	5	static	static	ADJ
cana-1463	94	6	models	model	NOUN
cana-1463	94	7	:	:	PUNCT
cana-1463	94	8	once	once	ADV
cana-1463	94	9	trained	train	VERB
cana-1463	94	10	,	,	PUNCT
cana-1463	94	11	models	model	NOUN
cana-1463	94	12	are	be	AUX
cana-1463	94	13	typically	typically	ADV
cana-1463	94	14	static	static	ADJ
cana-1463	94	15	and	and	CCONJ
cana-1463	94	16	do	do	AUX
cana-1463	94	17	not	not	PART
cana-1463	94	18	adapt	adapt	VERB
cana-1463	94	19	in	in	ADP
cana-1463	94	20	real	real	ADJ
cana-1463	94	21	-	-	PUNCT
cana-1463	94	22	time	time	NOUN
cana-1463	94	23	to	to	ADP
cana-1463	94	24	new	new	ADJ
cana-1463	94	25	data	datum	NOUN
cana-1463	94	26	or	or	CCONJ
cana-1463	94	27	changes	change	NOUN
cana-1463	94	28	in	in	ADP
cana-1463	94	29	the	the	DET
cana-1463	94	30	environment	environment	NOUN
cana-1463	94	31	,	,	PUNCT
cana-1463	94	32	leading	lead	VERB
cana-1463	94	33	to	to	ADP
cana-1463	94	34	decreased	decrease	VERB
cana-1463	94	35	relevance	relevance	NOUN
cana-1463	94	36	and	and	CCONJ
cana-1463	94	37	performance	performance	NOUN
cana-1463	94	38	over	over	ADP
cana-1463	94	39	time	time	NOUN
cana-1463	94	40	.	.	PUNCT
cana-1463	95	1	delayed	delay	VERB
cana-1463	95	2	updates	update	NOUN
cana-1463	95	3	:	:	PUNCT
cana-1463	95	4	centralized	centralized	ADJ
cana-1463	95	5	training	training	NOUN
cana-1463	95	6	requires	require	VERB
cana-1463	95	7	periodic	periodic	ADJ
cana-1463	95	8	retraining	retraining	NOUN
cana-1463	95	9	and	and	CCONJ
cana-1463	95	10	redeployment	redeployment	NOUN
cana-1463	95	11	of	of	ADP
cana-1463	95	12	models	model	NOUN
cana-1463	95	13	,	,	PUNCT
cana-1463	95	14	leading	lead	VERB
cana-1463	95	15	to	to	ADP
cana-1463	95	16	delays	delay	NOUN
cana-1463	95	17	in	in	ADP
cana-1463	95	18	updating	update	VERB
cana-1463	95	19	the	the	DET
cana-1463	95	20	model	model	NOUN
cana-1463	95	21	with	with	ADP
cana-1463	95	22	the	the	DET
cana-1463	95	23	latest	late	ADJ
cana-1463	95	24	data	datum	NOUN
cana-1463	95	25	insights	insight	NOUN
cana-1463	95	26	.	.	PUNCT
cana-1463	96	1	disadvantage	disadvantage	NOUN
cana-1463	96	2	details	detail	NOUN
cana-1463	96	3	privacy	privacy	NOUN
cana-1463	96	4	concerns	concern	NOUN
cana-1463	96	5	centralized	centralize	VERB
cana-1463	96	6	data	datum	NOUN
cana-1463	96	7	aggregation	aggregation	NOUN
cana-1463	96	8	raises	raise	VERB
cana-1463	96	9	privacy	privacy	NOUN
cana-1463	96	10	risks	risk	NOUN
cana-1463	96	11	and	and	CCONJ
cana-1463	96	12	compliance	compliance	NOUN
cana-1463	96	13	challenges	challenge	NOUN
cana-1463	96	14	with	with	ADP
cana-1463	96	15	data	datum	NOUN
cana-1463	96	16	protection	protection	NOUN
cana-1463	96	17	laws	law	NOUN
cana-1463	96	18	.	.	PUNCT
cana-1463	97	1	scalability	scalability	NOUN
cana-1463	97	2	issues	issue	NOUN
cana-1463	97	3	central	central	ADJ
cana-1463	97	4	servers	server	NOUN
cana-1463	97	5	can	can	AUX
cana-1463	97	6	become	become	VERB
cana-1463	97	7	bottlenecks	bottleneck	NOUN
cana-1463	97	8	;	;	PUNCT
cana-1463	97	9	scaling	scale	VERB
cana-1463	97	10	computational	computational	ADJ
cana-1463	97	11	resources	resource	NOUN
cana-1463	97	12	is	be	AUX
cana-1463	97	13	costly	costly	ADJ
cana-1463	97	14	and	and	CCONJ
cana-1463	97	15	complex	complex	ADJ
cana-1463	97	16	.	.	PUNCT
cana-1463	98	1	single	single	ADJ
cana-1463	98	2	point	point	NOUN
cana-1463	98	3	of	of	ADP
cana-1463	98	4	failure	failure	NOUN
cana-1463	98	5	centralized	centralize	VERB
cana-1463	98	6	systems	system	NOUN
cana-1463	98	7	are	be	AUX
cana-1463	98	8	vulnerable	vulnerable	ADJ
cana-1463	98	9	to	to	ADP
cana-1463	98	10	failures	failure	NOUN
cana-1463	98	11	,	,	PUNCT
cana-1463	98	12	causing	cause	VERB
cana-1463	98	13	significant	significant	ADJ
cana-1463	98	14	downtimes	downtime	NOUN
cana-1463	98	15	and	and	CCONJ
cana-1463	98	16	data	datum	NOUN
cana-1463	98	17	loss	loss	NOUN
cana-1463	98	18	risks	risk	NOUN
cana-1463	98	19	.	.	PUNCT
cana-1463	99	1	latency	latency	NOUN
cana-1463	99	2	and	and	CCONJ
cana-1463	99	3	bandwidth	bandwidth	ADJ
cana-1463	99	4	high	high	ADJ
cana-1463	99	5	latency	latency	NOUN
cana-1463	99	6	in	in	ADP
cana-1463	99	7	data	datum	NOUN
cana-1463	99	8	transfer	transfer	NOUN
cana-1463	99	9	and	and	CCONJ
cana-1463	99	10	high	high	ADJ
cana-1463	99	11	bandwidth	bandwidth	ADJ
cana-1463	99	12	requirements	requirement	NOUN
cana-1463	99	13	make	make	VERB
cana-1463	99	14	real	real	ADJ
cana-1463	99	15	-	-	PUNCT
cana-1463	99	16	time	time	NOUN
cana-1463	99	17	processing	processing	NOUN
cana-1463	99	18	difficult	difficult	ADJ
cana-1463	99	19	.	.	PUNCT
cana-1463	100	1	lack	lack	NOUN
cana-1463	100	2	of	of	ADP
cana-1463	100	3	adaptability	adaptability	NOUN
cana-1463	100	4	models	model	NOUN
cana-1463	100	5	are	be	AUX
cana-1463	100	6	static	static	ADJ
cana-1463	100	7	post	post	ADJ
cana-1463	100	8	-	-	ADJ
cana-1463	100	9	training	training	NOUN
cana-1463	100	10	,	,	PUNCT
cana-1463	100	11	leading	lead	VERB
cana-1463	100	12	to	to	ADP
cana-1463	100	13	reduced	reduce	VERB
cana-1463	100	14	performance	performance	NOUN
cana-1463	100	15	over	over	ADP
cana-1463	100	16	time	time	NOUN
cana-1463	100	17	without	without	ADP
cana-1463	100	18	real	real	ADJ
cana-1463	100	19	-	-	PUNCT
cana-1463	100	20	time	time	NOUN
cana-1463	100	21	updates	update	NOUN
cana-1463	100	22	.	.	PUNCT
cana-1463	101	1	table	table	NOUN
cana-1463	101	2	1	1	NUM
cana-1463	101	3	:	:	PUNCT
cana-1463	101	4	disadvantages	disadvantage	NOUN
cana-1463	101	5	of	of	ADP
cana-1463	101	6	traditional	traditional	ADJ
cana-1463	101	7	centralized	centralize	VERB
cana-1463	101	8	systems	system	NOUN
cana-1463	101	9	this	this	DET
cana-1463	101	10	analysis	analysis	NOUN
cana-1463	101	11	outlines	outline	VERB
cana-1463	101	12	the	the	DET
cana-1463	101	13	limitations	limitation	NOUN
cana-1463	101	14	of	of	ADP
cana-1463	101	15	traditional	traditional	ADJ
cana-1463	101	16	centralized	centralized	ADJ
cana-1463	101	17	deep	deep	ADJ
cana-1463	101	18	learning	learning	NOUN
cana-1463	101	19	systems	system	NOUN
cana-1463	101	20	,	,	PUNCT
cana-1463	101	21	highlighting	highlight	VERB
cana-1463	101	22	the	the	DET
cana-1463	101	23	challenges	challenge	NOUN
cana-1463	101	24	that	that	PRON
cana-1463	101	25	have	have	AUX
cana-1463	101	26	driven	drive	VERB
cana-1463	101	27	the	the	DET
cana-1463	101	28	exploration	exploration	NOUN
cana-1463	101	29	of	of	ADP
cana-1463	101	30	decentralized	decentralize	VERB
cana-1463	101	31	approaches	approach	NOUN
cana-1463	101	32	like	like	ADP
cana-1463	101	33	federated	federated	ADJ
cana-1463	101	34	learning	learning	NOUN
cana-1463	101	35	and	and	CCONJ
cana-1463	101	36	hybrid	hybrid	ADJ
cana-1463	101	37	parallelism	parallelism	NOUN
cana-1463	101	38	in	in	ADP
cana-1463	101	39	recent	recent	ADJ
cana-1463	101	40	years	year	NOUN
cana-1463	101	41	.	.	PUNCT
cana-1463	102	1	communications	communication	NOUN
cana-1463	102	2	on	on	ADP
cana-1463	102	3	applied	apply	VERB
cana-1463	102	4	nonlinear	nonlinear	ADJ
cana-1463	102	5	analysis	analysis	NOUN
cana-1463	102	6	issn	issn	NOUN
cana-1463	102	7	:	:	PUNCT
cana-1463	102	8	1074	1074	NUM
cana-1463	102	9	-	-	PUNCT
cana-1463	102	10	133x	133x	NUM
cana-1463	102	11	vol	vol	NOUN
cana-1463	102	12	31	31	NUM
cana-1463	102	13	no	no	NOUN
cana-1463	102	14	.	.	PUNCT
cana-1463	103	1	8s	8s	PROPN
cana-1463	103	2	(	(	PUNCT
cana-1463	103	3	2024	2024	NUM
cana-1463	103	4	)	)	PUNCT
cana-1463	103	5	172	172	NUM
cana-1463	103	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	103	7	4	4	NUM
cana-1463	103	8	.	.	PUNCT
cana-1463	103	9	proposed	propose	VERB
cana-1463	103	10	system	system	NOUN
cana-1463	103	11	the	the	DET
cana-1463	103	12	proposed	propose	VERB
cana-1463	103	13	system	system	NOUN
cana-1463	103	14	leverages	leverage	VERB
cana-1463	103	15	the	the	DET
cana-1463	103	16	synergy	synergy	NOUN
cana-1463	103	17	between	between	ADP
cana-1463	103	18	federated	federated	ADJ
cana-1463	103	19	learning	learning	NOUN
cana-1463	103	20	and	and	CCONJ
cana-1463	103	21	model	model	NOUN
cana-1463	103	22	parallelism	parallelism	NOUN
cana-1463	103	23	to	to	PART
cana-1463	103	24	create	create	VERB
cana-1463	103	25	a	a	DET
cana-1463	103	26	highly	highly	ADV
cana-1463	103	27	efficient	efficient	ADJ
cana-1463	103	28	and	and	CCONJ
cana-1463	103	29	scalable	scalable	ADJ
cana-1463	103	30	framework	framework	NOUN
cana-1463	103	31	for	for	ADP
cana-1463	103	32	distributed	distribute	VERB
cana-1463	103	33	deep	deep	ADJ
cana-1463	103	34	learning	learning	NOUN
cana-1463	103	35	.	.	PUNCT
cana-1463	104	1	in	in	ADP
cana-1463	104	2	this	this	DET
cana-1463	104	3	system	system	NOUN
cana-1463	104	4	,	,	PUNCT
cana-1463	104	5	federated	federated	ADJ
cana-1463	104	6	learning	learning	NOUN
cana-1463	104	7	's	's	PART
cana-1463	104	8	decentralized	decentralize	VERB
cana-1463	104	9	nature	nature	NOUN
cana-1463	104	10	ensures	ensure	VERB
cana-1463	104	11	that	that	SCONJ
cana-1463	104	12	data	datum	NOUN
cana-1463	104	13	remains	remain	VERB
cana-1463	104	14	on	on	ADP
cana-1463	104	15	edge	edge	NOUN
cana-1463	104	16	devices	device	NOUN
cana-1463	104	17	,	,	PUNCT
cana-1463	104	18	maintaining	maintain	VERB
cana-1463	104	19	privacy	privacy	NOUN
cana-1463	104	20	and	and	CCONJ
cana-1463	104	21	reducing	reduce	VERB
cana-1463	104	22	the	the	DET
cana-1463	104	23	need	need	NOUN
cana-1463	104	24	for	for	ADP
cana-1463	104	25	large	large	ADJ
cana-1463	104	26	-	-	PUNCT
cana-1463	104	27	scale	scale	NOUN
cana-1463	104	28	data	datum	NOUN
cana-1463	104	29	transfers	transfer	NOUN
cana-1463	104	30	.	.	PUNCT
cana-1463	105	1	simultaneously	simultaneously	ADV
cana-1463	105	2	,	,	PUNCT
cana-1463	105	3	model	model	NOUN
cana-1463	105	4	parallelism	parallelism	NOUN
cana-1463	105	5	is	be	AUX
cana-1463	105	6	employed	employ	VERB
cana-1463	105	7	to	to	PART
cana-1463	105	8	divide	divide	VERB
cana-1463	105	9	the	the	DET
cana-1463	105	10	deep	deep	ADJ
cana-1463	105	11	learning	learning	NOUN
cana-1463	105	12	model	model	NOUN
cana-1463	105	13	across	across	ADP
cana-1463	105	14	multiple	multiple	ADJ
cana-1463	105	15	devices	device	NOUN
cana-1463	105	16	,	,	PUNCT
cana-1463	105	17	enabling	enable	VERB
cana-1463	105	18	simultaneous	simultaneous	ADJ
cana-1463	105	19	computation	computation	NOUN
cana-1463	105	20	and	and	CCONJ
cana-1463	105	21	faster	fast	ADJ
cana-1463	105	22	model	model	NOUN
cana-1463	105	23	training	training	NOUN
cana-1463	105	24	.	.	PUNCT
cana-1463	106	1	by	by	ADP
cana-1463	106	2	integrating	integrate	VERB
cana-1463	106	3	these	these	DET
cana-1463	106	4	two	two	NUM
cana-1463	106	5	approaches	approach	NOUN
cana-1463	106	6	,	,	PUNCT
cana-1463	106	7	the	the	DET
cana-1463	106	8	proposed	propose	VERB
cana-1463	106	9	system	system	NOUN
cana-1463	106	10	aims	aim	VERB
cana-1463	106	11	to	to	PART
cana-1463	106	12	overcome	overcome	VERB
cana-1463	106	13	the	the	DET
cana-1463	106	14	limitations	limitation	NOUN
cana-1463	106	15	of	of	ADP
cana-1463	106	16	traditional	traditional	ADJ
cana-1463	106	17	centralized	centralized	ADJ
cana-1463	106	18	training	training	NOUN
cana-1463	106	19	,	,	PUNCT
cana-1463	106	20	particularly	particularly	ADV
cana-1463	106	21	in	in	ADP
cana-1463	106	22	scenarios	scenario	NOUN
cana-1463	106	23	involving	involve	VERB
cana-1463	106	24	large	large	ADJ
cana-1463	106	25	datasets	dataset	NOUN
cana-1463	106	26	and	and	CCONJ
cana-1463	106	27	complex	complex	ADJ
cana-1463	106	28	models	model	NOUN
cana-1463	106	29	that	that	PRON
cana-1463	106	30	require	require	VERB
cana-1463	106	31	substantial	substantial	ADJ
cana-1463	106	32	computational	computational	ADJ
cana-1463	106	33	resources	resource	NOUN
cana-1463	106	34	.	.	PUNCT
cana-1463	107	1	key	key	ADJ
cana-1463	107	2	features	feature	NOUN
cana-1463	107	3	:	:	PUNCT
cana-1463	107	4	the	the	DET
cana-1463	107	5	system	system	NOUN
cana-1463	107	6	's	's	PART
cana-1463	107	7	architecture	architecture	NOUN
cana-1463	107	8	is	be	AUX
cana-1463	107	9	designed	design	VERB
cana-1463	107	10	to	to	PART
cana-1463	107	11	optimize	optimize	VERB
cana-1463	107	12	resource	resource	NOUN
cana-1463	107	13	utilization	utilization	NOUN
cana-1463	107	14	and	and	CCONJ
cana-1463	107	15	minimize	minimize	VERB
cana-1463	107	16	communication	communication	NOUN
cana-1463	107	17	bottlenecks	bottleneck	NOUN
cana-1463	107	18	.	.	PUNCT
cana-1463	108	1	each	each	DET
cana-1463	108	2	participating	participate	VERB
cana-1463	108	3	edge	edge	NOUN
cana-1463	108	4	device	device	NOUN
cana-1463	108	5	contributes	contribute	VERB
cana-1463	108	6	to	to	ADP
cana-1463	108	7	the	the	DET
cana-1463	108	8	model	model	NOUN
cana-1463	108	9	's	's	PART
cana-1463	108	10	training	training	NOUN
cana-1463	108	11	by	by	ADP
cana-1463	108	12	processing	process	VERB
cana-1463	108	13	a	a	DET
cana-1463	108	14	portion	portion	NOUN
cana-1463	108	15	of	of	ADP
cana-1463	108	16	the	the	DET
cana-1463	108	17	model	model	NOUN
cana-1463	108	18	,	,	PUNCT
cana-1463	108	19	while	while	SCONJ
cana-1463	108	20	data	datum	NOUN
cana-1463	108	21	remains	remain	VERB
cana-1463	108	22	local	local	ADJ
cana-1463	108	23	to	to	ADP
cana-1463	108	24	the	the	DET
cana-1463	108	25	device	device	NOUN
cana-1463	108	26	.	.	PUNCT
cana-1463	109	1	this	this	DET
cana-1463	109	2	approach	approach	NOUN
cana-1463	109	3	not	not	PART
cana-1463	109	4	only	only	ADV
cana-1463	109	5	enhances	enhance	VERB
cana-1463	109	6	privacy	privacy	NOUN
cana-1463	109	7	but	but	CCONJ
cana-1463	109	8	also	also	ADV
cana-1463	109	9	reduces	reduce	VERB
cana-1463	109	10	latency	latency	NOUN
cana-1463	109	11	,	,	PUNCT
cana-1463	109	12	making	make	VERB
cana-1463	109	13	it	it	PRON
cana-1463	109	14	suitable	suitable	ADJ
cana-1463	109	15	for	for	ADP
cana-1463	109	16	real	real	ADJ
cana-1463	109	17	-	-	PUNCT
cana-1463	109	18	time	time	NOUN
cana-1463	109	19	applications	application	NOUN
cana-1463	109	20	.	.	PUNCT
cana-1463	110	1	the	the	DET
cana-1463	110	2	system	system	NOUN
cana-1463	110	3	supports	support	VERB
cana-1463	110	4	continuous	continuous	ADJ
cana-1463	110	5	learning	learning	NOUN
cana-1463	110	6	,	,	PUNCT
cana-1463	110	7	allowing	allow	VERB
cana-1463	110	8	the	the	DET
cana-1463	110	9	model	model	NOUN
cana-1463	110	10	to	to	PART
cana-1463	110	11	adapt	adapt	VERB
cana-1463	110	12	dynamically	dynamically	ADV
cana-1463	110	13	as	as	SCONJ
cana-1463	110	14	new	new	ADJ
cana-1463	110	15	data	datum	NOUN
cana-1463	110	16	becomes	become	VERB
cana-1463	110	17	available	available	ADJ
cana-1463	110	18	across	across	ADP
cana-1463	110	19	the	the	DET
cana-1463	110	20	distributed	distribute	VERB
cana-1463	110	21	network	network	NOUN
cana-1463	110	22	.	.	PUNCT
cana-1463	111	1	this	this	DET
cana-1463	111	2	adaptability	adaptability	NOUN
cana-1463	111	3	is	be	AUX
cana-1463	111	4	crucial	crucial	ADJ
cana-1463	111	5	for	for	ADP
cana-1463	111	6	applications	application	NOUN
cana-1463	111	7	in	in	ADP
cana-1463	111	8	fields	field	NOUN
cana-1463	111	9	such	such	ADJ
cana-1463	111	10	as	as	ADP
cana-1463	111	11	healthcare	healthcare	NOUN
cana-1463	111	12	,	,	PUNCT
cana-1463	111	13	finance	finance	NOUN
cana-1463	111	14	,	,	PUNCT
cana-1463	111	15	and	and	CCONJ
cana-1463	111	16	autonomous	autonomous	ADJ
cana-1463	111	17	systems	system	NOUN
cana-1463	111	18	,	,	PUNCT
cana-1463	111	19	where	where	SCONJ
cana-1463	111	20	the	the	DET
cana-1463	111	21	ability	ability	NOUN
cana-1463	111	22	to	to	PART
cana-1463	111	23	process	process	VERB
cana-1463	111	24	and	and	CCONJ
cana-1463	111	25	learn	learn	VERB
cana-1463	111	26	from	from	ADP
cana-1463	111	27	new	new	ADJ
cana-1463	111	28	data	datum	NOUN
cana-1463	111	29	in	in	ADP
cana-1463	111	30	real	real	ADJ
cana-1463	111	31	-	-	PUNCT
cana-1463	111	32	time	time	NOUN
cana-1463	111	33	is	be	AUX
cana-1463	111	34	essential	essential	ADJ
cana-1463	111	35	figure	figure	NOUN
cana-1463	111	36	5	5	NUM
cana-1463	111	37	:	:	PUNCT
cana-1463	111	38	federated	federated	ADJ
cana-1463	111	39	model	model	NOUN
cana-1463	111	40	parallelism	parallelism	NOUN
cana-1463	111	41	in	in	ADP
cana-1463	111	42	distributed	distribute	VERB
cana-1463	111	43	deep	deep	ADJ
cana-1463	111	44	learning	learning	NOUN
cana-1463	111	45	advantages	advantage	NOUN
cana-1463	111	46	:	:	PUNCT
cana-1463	111	47	the	the	DET
cana-1463	111	48	proposed	propose	VERB
cana-1463	111	49	system	system	NOUN
cana-1463	111	50	offers	offer	VERB
cana-1463	111	51	several	several	ADJ
cana-1463	111	52	advantages	advantage	NOUN
cana-1463	111	53	over	over	ADP
cana-1463	111	54	traditional	traditional	ADJ
cana-1463	111	55	centralized	centralize	VERB
cana-1463	111	56	systems	system	NOUN
cana-1463	111	57	.	.	PUNCT
cana-1463	112	1	by	by	ADP
cana-1463	112	2	distributing	distribute	VERB
cana-1463	112	3	the	the	DET
cana-1463	112	4	computational	computational	ADJ
cana-1463	112	5	load	load	NOUN
cana-1463	112	6	across	across	ADP
cana-1463	112	7	multiple	multiple	ADJ
cana-1463	112	8	devices	device	NOUN
cana-1463	112	9	,	,	PUNCT
cana-1463	112	10	it	it	PRON
cana-1463	112	11	achieves	achieve	VERB
cana-1463	112	12	superior	superior	ADJ
cana-1463	112	13	performance	performance	NOUN
cana-1463	112	14	and	and	CCONJ
cana-1463	112	15	scalability	scalability	NOUN
cana-1463	112	16	.	.	PUNCT
cana-1463	113	1	the	the	DET
cana-1463	113	2	combination	combination	NOUN
cana-1463	113	3	of	of	ADP
cana-1463	113	4	federated	federated	ADJ
cana-1463	113	5	learning	learning	NOUN
cana-1463	113	6	and	and	CCONJ
cana-1463	113	7	model	model	NOUN
cana-1463	113	8	parallelism	parallelism	NOUN
cana-1463	113	9	also	also	ADV
cana-1463	113	10	enhances	enhance	VERB
cana-1463	113	11	fault	fault	NOUN
cana-1463	113	12	tolerance	tolerance	NOUN
cana-1463	113	13	,	,	PUNCT
cana-1463	113	14	as	as	SCONJ
cana-1463	113	15	the	the	DET
cana-1463	113	16	system	system	NOUN
cana-1463	113	17	communications	communication	NOUN
cana-1463	113	18	on	on	ADP
cana-1463	113	19	applied	apply	VERB
cana-1463	113	20	nonlinear	nonlinear	ADJ
cana-1463	113	21	analysis	analysis	NOUN
cana-1463	113	22	issn	issn	NOUN
cana-1463	113	23	:	:	PUNCT
cana-1463	113	24	1074	1074	NUM
cana-1463	113	25	-	-	PUNCT
cana-1463	113	26	133x	133x	NUM
cana-1463	113	27	vol	vol	NOUN
cana-1463	113	28	31	31	NUM
cana-1463	113	29	no	no	NOUN
cana-1463	113	30	.	.	PUNCT
cana-1463	114	1	8s	8s	PROPN
cana-1463	114	2	(	(	PUNCT
cana-1463	114	3	2024	2024	NUM
cana-1463	114	4	)	)	PUNCT
cana-1463	114	5	173	173	NUM
cana-1463	114	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	114	7	can	can	AUX
cana-1463	114	8	continue	continue	VERB
cana-1463	114	9	functioning	function	VERB
cana-1463	114	10	even	even	ADV
cana-1463	114	11	if	if	SCONJ
cana-1463	114	12	some	some	DET
cana-1463	114	13	devices	device	NOUN
cana-1463	114	14	are	be	AUX
cana-1463	114	15	unavailable	unavailable	ADJ
cana-1463	114	16	or	or	CCONJ
cana-1463	114	17	fail	fail	ADJ
cana-1463	114	18	.	.	PUNCT
cana-1463	115	1	additionally	additionally	ADV
cana-1463	115	2	,	,	PUNCT
cana-1463	115	3	the	the	DET
cana-1463	115	4	system	system	NOUN
cana-1463	115	5	's	's	PART
cana-1463	115	6	architecture	architecture	NOUN
cana-1463	115	7	is	be	AUX
cana-1463	115	8	designed	design	VERB
cana-1463	115	9	to	to	PART
cana-1463	115	10	be	be	AUX
cana-1463	115	11	flexible	flexible	ADJ
cana-1463	115	12	,	,	PUNCT
cana-1463	115	13	supporting	support	VERB
cana-1463	115	14	various	various	ADJ
cana-1463	115	15	deployment	deployment	NOUN
cana-1463	115	16	scenarios	scenario	NOUN
cana-1463	115	17	and	and	CCONJ
cana-1463	115	18	hardware	hardware	NOUN
cana-1463	115	19	configurations	configuration	NOUN
cana-1463	115	20	.	.	PUNCT
cana-1463	116	1	this	this	DET
cana-1463	116	2	flexibility	flexibility	NOUN
cana-1463	116	3	,	,	PUNCT
cana-1463	116	4	combined	combine	VERB
cana-1463	116	5	with	with	ADP
cana-1463	116	6	the	the	DET
cana-1463	116	7	system	system	NOUN
cana-1463	116	8	's	's	PART
cana-1463	116	9	focus	focus	NOUN
cana-1463	116	10	on	on	ADP
cana-1463	116	11	privacy	privacy	NOUN
cana-1463	116	12	and	and	CCONJ
cana-1463	116	13	efficiency	efficiency	NOUN
cana-1463	116	14	,	,	PUNCT
cana-1463	116	15	makes	make	VERB
cana-1463	116	16	it	it	PRON
cana-1463	116	17	an	an	DET
cana-1463	116	18	ideal	ideal	ADJ
cana-1463	116	19	solution	solution	NOUN
cana-1463	116	20	for	for	ADP
cana-1463	116	21	large	large	ADJ
cana-1463	116	22	-	-	PUNCT
cana-1463	116	23	scale	scale	NOUN
cana-1463	116	24	,	,	PUNCT
cana-1463	116	25	privacy	privacy	NOUN
cana-1463	116	26	-	-	PUNCT
cana-1463	116	27	sensitive	sensitive	ADJ
cana-1463	116	28	applications	application	NOUN
cana-1463	116	29	.	.	PUNCT
cana-1463	117	1	edge	edge	NOUN
cana-1463	117	2	devices	device	NOUN
cana-1463	117	3	:	:	PUNCT
cana-1463	117	4	each	each	DET
cana-1463	117	5	edge	edge	NOUN
cana-1463	117	6	device	device	NOUN
cana-1463	117	7	stores	store	NOUN
cana-1463	117	8	and	and	CCONJ
cana-1463	117	9	processes	process	VERB
cana-1463	117	10	local	local	ADJ
cana-1463	117	11	data	datum	NOUN
cana-1463	117	12	.	.	PUNCT
cana-1463	118	1	devices	device	NOUN
cana-1463	118	2	are	be	AUX
cana-1463	118	3	responsible	responsible	ADJ
cana-1463	118	4	for	for	ADP
cana-1463	118	5	training	training	NOUN
cana-1463	118	6	portions	portion	NOUN
cana-1463	118	7	of	of	ADP
cana-1463	118	8	the	the	DET
cana-1463	118	9	model	model	NOUN
cana-1463	118	10	in	in	ADP
cana-1463	118	11	parallel	parallel	PROPN
cana-1463	118	12	.	.	PUNCT
cana-1463	119	1	model	model	PROPN
cana-1463	119	2	partitioning	partitioning	PROPN
cana-1463	119	3	:	:	PUNCT
cana-1463	119	4	the	the	DET
cana-1463	119	5	deep	deep	ADJ
cana-1463	119	6	learning	learning	NOUN
cana-1463	119	7	model	model	NOUN
cana-1463	119	8	is	be	AUX
cana-1463	119	9	divided	divide	VERB
cana-1463	119	10	into	into	ADP
cana-1463	119	11	sub	sub	NOUN
cana-1463	119	12	-	-	NOUN
cana-1463	119	13	models	model	NOUN
cana-1463	119	14	,	,	PUNCT
cana-1463	119	15	each	each	PRON
cana-1463	119	16	assigned	assign	VERB
cana-1463	119	17	to	to	ADP
cana-1463	119	18	a	a	DET
cana-1463	119	19	different	different	ADJ
cana-1463	119	20	edge	edge	NOUN
cana-1463	119	21	device	device	NOUN
cana-1463	119	22	.	.	PUNCT
cana-1463	120	1	model	model	NOUN
cana-1463	120	2	partitioning	partitioning	PROPN
cana-1463	120	3	is	be	AUX
cana-1463	120	4	optimized	optimize	VERB
cana-1463	120	5	to	to	PART
cana-1463	120	6	balance	balance	VERB
cana-1463	120	7	computational	computational	ADJ
cana-1463	120	8	load	load	NOUN
cana-1463	120	9	across	across	ADP
cana-1463	120	10	devices	device	NOUN
cana-1463	120	11	.	.	PUNCT
cana-1463	121	1	federated	federated	ADJ
cana-1463	121	2	learning	learning	NOUN
cana-1463	121	3	coordinator	coordinator	NOUN
cana-1463	121	4	:	:	PUNCT
cana-1463	121	5	oversees	oversee	VERB
cana-1463	121	6	the	the	DET
cana-1463	121	7	aggregation	aggregation	NOUN
cana-1463	121	8	of	of	ADP
cana-1463	121	9	sub	sub	ADJ
cana-1463	121	10	-	-	ADJ
cana-1463	121	11	model	model	ADJ
cana-1463	121	12	updates	update	NOUN
cana-1463	121	13	from	from	ADP
cana-1463	121	14	each	each	DET
cana-1463	121	15	device	device	NOUN
cana-1463	121	16	.	.	PUNCT
cana-1463	122	1	ensures	ensure	VERB
cana-1463	122	2	that	that	SCONJ
cana-1463	122	3	updates	update	NOUN
cana-1463	122	4	are	be	AUX
cana-1463	122	5	synchronized	synchronize	VERB
cana-1463	122	6	and	and	CCONJ
cana-1463	122	7	merged	merge	VERB
cana-1463	122	8	to	to	PART
cana-1463	122	9	form	form	VERB
cana-1463	122	10	the	the	DET
cana-1463	122	11	global	global	ADJ
cana-1463	122	12	model	model	NOUN
cana-1463	122	13	.	.	PUNCT
cana-1463	123	1	communication	communication	NOUN
cana-1463	123	2	layer	layer	NOUN
cana-1463	123	3	:	:	PUNCT
cana-1463	123	4	manages	manage	VERB
cana-1463	123	5	efficient	efficient	ADJ
cana-1463	123	6	communication	communication	NOUN
cana-1463	123	7	between	between	ADP
cana-1463	123	8	edge	edge	NOUN
cana-1463	123	9	devices	device	NOUN
cana-1463	123	10	and	and	CCONJ
cana-1463	123	11	the	the	DET
cana-1463	123	12	central	central	ADJ
cana-1463	123	13	coordinator	coordinator	NOUN
cana-1463	123	14	.	.	PUNCT
cana-1463	124	1	implements	implement	VERB
cana-1463	124	2	techniques	technique	NOUN
cana-1463	124	3	to	to	PART
cana-1463	124	4	minimize	minimize	VERB
cana-1463	124	5	communication	communication	NOUN
cana-1463	124	6	overhead	overhead	NOUN
cana-1463	124	7	and	and	CCONJ
cana-1463	124	8	latency	latency	NOUN
cana-1463	124	9	.	.	PUNCT
cana-1463	125	1	global	global	ADJ
cana-1463	125	2	model	model	PROPN
cana-1463	125	3	aggregation	aggregation	NOUN
cana-1463	125	4	:	:	PUNCT
cana-1463	125	5	after	after	ADP
cana-1463	125	6	each	each	DET
cana-1463	125	7	training	training	NOUN
cana-1463	125	8	round	round	NOUN
cana-1463	125	9	,	,	PUNCT
cana-1463	125	10	the	the	DET
cana-1463	125	11	coordinator	coordinator	NOUN
cana-1463	125	12	aggregates	aggregate	VERB
cana-1463	125	13	the	the	DET
cana-1463	125	14	updates	update	NOUN
cana-1463	125	15	from	from	ADP
cana-1463	125	16	all	all	DET
cana-1463	125	17	edge	edge	NOUN
cana-1463	125	18	devices	device	NOUN
cana-1463	125	19	.	.	PUNCT
cana-1463	126	1	the	the	DET
cana-1463	126	2	global	global	ADJ
cana-1463	126	3	model	model	NOUN
cana-1463	126	4	is	be	AUX
cana-1463	126	5	then	then	ADV
cana-1463	126	6	updated	update	VERB
cana-1463	126	7	and	and	CCONJ
cana-1463	126	8	redistributed	redistribute	VERB
cana-1463	126	9	to	to	ADP
cana-1463	126	10	the	the	DET
cana-1463	126	11	devices	device	NOUN
cana-1463	126	12	for	for	ADP
cana-1463	126	13	the	the	DET
cana-1463	126	14	next	next	ADJ
cana-1463	126	15	training	training	NOUN
cana-1463	126	16	round	round	NOUN
cana-1463	126	17	.	.	PUNCT
cana-1463	127	1	figure	figure	NOUN
cana-1463	127	2	6	6	NUM
cana-1463	127	3	:	:	PUNCT
cana-1463	127	4	distributed	distribute	VERB
cana-1463	127	5	deep	deep	ADJ
cana-1463	127	6	learning	learn	VERB
cana-1463	127	7	workflow	workflow	NOUN
cana-1463	127	8	with	with	ADP
cana-1463	127	9	federated	federated	ADJ
cana-1463	127	10	learning	learning	NOUN
cana-1463	127	11	and	and	CCONJ
cana-1463	127	12	model	model	NOUN
cana-1463	127	13	parallelism	parallelism	NOUN
cana-1463	127	14	communications	communication	NOUN
cana-1463	127	15	on	on	ADP
cana-1463	127	16	applied	apply	VERB
cana-1463	127	17	nonlinear	nonlinear	ADJ
cana-1463	127	18	analysis	analysis	NOUN
cana-1463	127	19	issn	issn	NOUN
cana-1463	127	20	:	:	PUNCT
cana-1463	127	21	1074	1074	NUM
cana-1463	127	22	-	-	PUNCT
cana-1463	127	23	133x	133x	NUM
cana-1463	127	24	vol	vol	NOUN
cana-1463	127	25	31	31	NUM
cana-1463	127	26	no	no	NOUN
cana-1463	127	27	.	.	PUNCT
cana-1463	128	1	8s	8s	PROPN
cana-1463	128	2	(	(	PUNCT
cana-1463	128	3	2024	2024	NUM
cana-1463	128	4	)	)	PUNCT
cana-1463	128	5	174	174	NUM
cana-1463	128	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	128	7	continuous	continuous	ADJ
cana-1463	128	8	learning	learning	NOUN
cana-1463	128	9	module	module	NOUN
cana-1463	128	10	:	:	PUNCT
cana-1463	128	11	facilitates	facilitate	VERB
cana-1463	128	12	real	real	ADJ
cana-1463	128	13	-	-	PUNCT
cana-1463	128	14	time	time	NOUN
cana-1463	128	15	updates	update	NOUN
cana-1463	128	16	to	to	ADP
cana-1463	128	17	the	the	DET
cana-1463	128	18	global	global	ADJ
cana-1463	128	19	model	model	NOUN
cana-1463	128	20	as	as	SCONJ
cana-1463	128	21	new	new	ADJ
cana-1463	128	22	data	datum	NOUN
cana-1463	128	23	becomes	become	VERB
cana-1463	128	24	available	available	ADJ
cana-1463	128	25	.	.	PUNCT
cana-1463	129	1	ensures	ensure	VERB
cana-1463	129	2	that	that	SCONJ
cana-1463	129	3	the	the	DET
cana-1463	129	4	model	model	NOUN
cana-1463	129	5	remains	remain	VERB
cana-1463	129	6	adaptive	adaptive	ADJ
cana-1463	129	7	and	and	CCONJ
cana-1463	129	8	relevant	relevant	ADJ
cana-1463	129	9	to	to	ADP
cana-1463	129	10	changing	change	VERB
cana-1463	129	11	data	datum	NOUN
cana-1463	129	12	patterns	pattern	NOUN
cana-1463	129	13	.	.	PUNCT
cana-1463	130	1	this	this	DET
cana-1463	130	2	architecture	architecture	NOUN
cana-1463	130	3	is	be	AUX
cana-1463	130	4	designed	design	VERB
cana-1463	130	5	to	to	PART
cana-1463	130	6	provide	provide	VERB
cana-1463	130	7	a	a	DET
cana-1463	130	8	scalable	scalable	ADJ
cana-1463	130	9	and	and	CCONJ
cana-1463	130	10	efficient	efficient	ADJ
cana-1463	130	11	solution	solution	NOUN
cana-1463	130	12	for	for	ADP
cana-1463	130	13	deep	deep	ADJ
cana-1463	130	14	learning	learning	NOUN
cana-1463	130	15	on	on	ADP
cana-1463	130	16	distributed	distributed	ADJ
cana-1463	130	17	systems	system	NOUN
cana-1463	130	18	,	,	PUNCT
cana-1463	130	19	with	with	ADP
cana-1463	130	20	a	a	DET
cana-1463	130	21	strong	strong	ADJ
cana-1463	130	22	emphasis	emphasis	NOUN
cana-1463	130	23	on	on	ADP
cana-1463	130	24	privacy	privacy	NOUN
cana-1463	130	25	,	,	PUNCT
cana-1463	130	26	adaptability	adaptability	NOUN
cana-1463	130	27	,	,	PUNCT
cana-1463	130	28	and	and	CCONJ
cana-1463	130	29	performance	performance	NOUN
cana-1463	130	30	.	.	PUNCT
cana-1463	131	1	experimental	experimental	ADJ
cana-1463	131	2	results	result	NOUN
cana-1463	131	3	and	and	CCONJ
cana-1463	131	4	outcome	outcome	VERB
cana-1463	131	5	to	to	PART
cana-1463	131	6	validate	validate	VERB
cana-1463	131	7	the	the	DET
cana-1463	131	8	proposed	propose	VERB
cana-1463	131	9	distributed	distribute	VERB
cana-1463	131	10	deep	deep	ADJ
cana-1463	131	11	learning	learning	NOUN
cana-1463	131	12	system	system	NOUN
cana-1463	131	13	,	,	PUNCT
cana-1463	131	14	experiments	experiment	NOUN
cana-1463	131	15	were	be	AUX
cana-1463	131	16	conducted	conduct	VERB
cana-1463	131	17	across	across	ADP
cana-1463	131	18	a	a	DET
cana-1463	131	19	diverse	diverse	ADJ
cana-1463	131	20	set	set	NOUN
cana-1463	131	21	of	of	ADP
cana-1463	131	22	real	real	ADJ
cana-1463	131	23	-	-	PUNCT
cana-1463	131	24	world	world	NOUN
cana-1463	131	25	scenarios	scenario	NOUN
cana-1463	131	26	,	,	PUNCT
cana-1463	131	27	focusing	focus	VERB
cana-1463	131	28	on	on	ADP
cana-1463	131	29	performance	performance	NOUN
cana-1463	131	30	metrics	metric	NOUN
cana-1463	131	31	such	such	ADJ
cana-1463	131	32	as	as	ADP
cana-1463	131	33	training	training	NOUN
cana-1463	131	34	efficiency	efficiency	NOUN
cana-1463	131	35	,	,	PUNCT
cana-1463	131	36	model	model	NOUN
cana-1463	131	37	accuracy	accuracy	NOUN
cana-1463	131	38	,	,	PUNCT
cana-1463	131	39	scalability	scalability	NOUN
cana-1463	131	40	,	,	PUNCT
cana-1463	131	41	and	and	CCONJ
cana-1463	131	42	privacy	privacy	NOUN
cana-1463	131	43	preservation	preservation	NOUN
cana-1463	131	44	.	.	PUNCT
cana-1463	132	1	the	the	DET
cana-1463	132	2	experiments	experiment	NOUN
cana-1463	132	3	involved	involve	VERB
cana-1463	132	4	various	various	ADJ
cana-1463	132	5	datasets	dataset	NOUN
cana-1463	132	6	,	,	PUNCT
cana-1463	132	7	edge	edge	NOUN
cana-1463	132	8	devices	device	NOUN
cana-1463	132	9	,	,	PUNCT
cana-1463	132	10	and	and	CCONJ
cana-1463	132	11	deployment	deployment	NOUN
cana-1463	132	12	configurations	configuration	NOUN
cana-1463	132	13	,	,	PUNCT
cana-1463	132	14	aiming	aim	VERB
cana-1463	132	15	to	to	PART
cana-1463	132	16	comprehensively	comprehensively	ADV
cana-1463	132	17	evaluate	evaluate	VERB
cana-1463	132	18	the	the	DET
cana-1463	132	19	system	system	NOUN
cana-1463	132	20	's	's	PART
cana-1463	132	21	capabilities	capability	NOUN
cana-1463	132	22	.	.	PUNCT
cana-1463	133	1	1	1	X
cana-1463	133	2	.	.	X
cana-1463	133	3	performance	performance	NOUN
cana-1463	133	4	metrics	metric	NOUN
cana-1463	133	5	metric	metric	ADJ
cana-1463	133	6	centralized	centralized	ADJ
cana-1463	133	7	training	training	NOUN
cana-1463	133	8	proposed	propose	VERB
cana-1463	133	9	system	system	NOUN
cana-1463	133	10	improvement	improvement	NOUN
cana-1463	133	11	training	training	NOUN
cana-1463	133	12	time	time	NOUN
cana-1463	133	13	(	(	PUNCT
cana-1463	133	14	per	per	ADP
cana-1463	133	15	epoch	epoch	NOUN
cana-1463	133	16	)	)	PUNCT
cana-1463	133	17	120	120	NUM
cana-1463	133	18	minutes	minute	NOUN
cana-1463	133	19	45	45	NUM
cana-1463	133	20	minutes	minute	NOUN
cana-1463	133	21	62.5	62.5	NUM
cana-1463	133	22	%	%	NOUN
cana-1463	133	23	reduction	reduction	NOUN
cana-1463	133	24	model	model	NOUN
cana-1463	133	25	accuracy	accuracy	NOUN
cana-1463	133	26	94.3	94.3	NUM
cana-1463	133	27	%	%	NOUN
cana-1463	133	28	93.7	93.7	NUM
cana-1463	133	29	%	%	NOUN
cana-1463	133	30	0.6	0.6	NUM
cana-1463	133	31	%	%	NOUN
cana-1463	133	32	decrease	decrease	NOUN
cana-1463	133	33	communication	communication	NOUN
cana-1463	133	34	overhead	overhead	ADJ
cana-1463	133	35	high	high	ADJ
cana-1463	133	36	low	low	ADJ
cana-1463	133	37	significant	significant	ADJ
cana-1463	133	38	reduction	reduction	NOUN
cana-1463	133	39	scalability	scalability	NOUN
cana-1463	133	40	(	(	PUNCT
cana-1463	133	41	number	number	NOUN
cana-1463	133	42	of	of	ADP
cana-1463	133	43	devices	device	NOUN
cana-1463	133	44	)	)	PUNCT
cana-1463	133	45	10	10	NUM
cana-1463	133	46	50	50	NUM
cana-1463	133	47	5x	5x	NUM
cana-1463	133	48	improvement	improvement	NOUN
cana-1463	133	49	fault	fault	NOUN
cana-1463	133	50	tolerance	tolerance	NOUN
cana-1463	133	51	low	low	ADJ
cana-1463	133	52	high	high	ADJ
cana-1463	133	53	enhanced	enhanced	ADJ
cana-1463	133	54	resilience	resilience	NOUN
cana-1463	133	55	figure	figure	NOUN
cana-1463	133	56	7	7	NUM
cana-1463	133	57	:	:	PUNCT
cana-1463	133	58	performance	performance	NOUN
cana-1463	133	59	metrics	metric	NOUN
cana-1463	133	60	comparison	comparison	NOUN
cana-1463	133	61	of	of	ADP
cana-1463	133	62	centralized	centralized	ADJ
cana-1463	133	63	training	training	NOUN
cana-1463	133	64	and	and	CCONJ
cana-1463	133	65	proposed	propose	VERB
cana-1463	133	66	system	system	NOUN
cana-1463	133	67	with	with	ADP
cana-1463	133	68	improvement	improvement	NOUN
cana-1463	133	69	communications	communication	NOUN
cana-1463	133	70	on	on	ADP
cana-1463	133	71	applied	apply	VERB
cana-1463	133	72	nonlinear	nonlinear	ADJ
cana-1463	133	73	analysis	analysis	NOUN
cana-1463	133	74	issn	issn	NOUN
cana-1463	133	75	:	:	PUNCT
cana-1463	133	76	1074	1074	NUM
cana-1463	133	77	-	-	PUNCT
cana-1463	133	78	133x	133x	NUM
cana-1463	133	79	vol	vol	NOUN
cana-1463	133	80	31	31	NUM
cana-1463	133	81	no	no	NOUN
cana-1463	133	82	.	.	PUNCT
cana-1463	134	1	8s	8s	PROPN
cana-1463	134	2	(	(	PUNCT
cana-1463	134	3	2024	2024	NUM
cana-1463	134	4	)	)	PUNCT
cana-1463	134	5	175	175	NUM
cana-1463	134	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	134	7	2	2	X
cana-1463	134	8	.	.	PUNCT
cana-1463	134	9	training	training	NOUN
cana-1463	134	10	efficiency	efficiency	NOUN
cana-1463	134	11	the	the	DET
cana-1463	134	12	proposed	propose	VERB
cana-1463	134	13	system	system	NOUN
cana-1463	134	14	significantly	significantly	ADV
cana-1463	134	15	reduced	reduce	VERB
cana-1463	134	16	the	the	DET
cana-1463	134	17	time	time	NOUN
cana-1463	134	18	required	require	VERB
cana-1463	134	19	per	per	ADP
cana-1463	134	20	epoch	epoch	NOUN
cana-1463	134	21	by	by	ADP
cana-1463	134	22	distributing	distribute	VERB
cana-1463	134	23	the	the	DET
cana-1463	134	24	computational	computational	ADJ
cana-1463	134	25	workload	workload	NOUN
cana-1463	134	26	across	across	ADP
cana-1463	134	27	multiple	multiple	ADJ
cana-1463	134	28	edge	edge	NOUN
cana-1463	134	29	devices	device	NOUN
cana-1463	134	30	.	.	PUNCT
cana-1463	135	1	this	this	DET
cana-1463	135	2	efficiency	efficiency	NOUN
cana-1463	135	3	gain	gain	NOUN
cana-1463	135	4	is	be	AUX
cana-1463	135	5	particularly	particularly	ADV
cana-1463	135	6	evident	evident	ADJ
cana-1463	135	7	in	in	ADP
cana-1463	135	8	large	large	ADJ
cana-1463	135	9	-	-	PUNCT
cana-1463	135	10	scale	scale	NOUN
cana-1463	135	11	datasets	dataset	NOUN
cana-1463	135	12	,	,	PUNCT
cana-1463	135	13	where	where	SCONJ
cana-1463	135	14	traditional	traditional	ADJ
cana-1463	135	15	centralized	centralized	ADJ
cana-1463	135	16	training	training	NOUN
cana-1463	135	17	methods	method	NOUN
cana-1463	135	18	face	face	VERB
cana-1463	135	19	bottlenecks	bottleneck	NOUN
cana-1463	135	20	due	due	ADJ
cana-1463	135	21	to	to	ADP
cana-1463	135	22	limited	limited	ADJ
cana-1463	135	23	computational	computational	ADJ
cana-1463	135	24	resources	resource	NOUN
cana-1463	135	25	.	.	PUNCT
cana-1463	136	1	despite	despite	SCONJ
cana-1463	136	2	the	the	DET
cana-1463	136	3	decentralized	decentralized	ADJ
cana-1463	136	4	nature	nature	NOUN
cana-1463	136	5	of	of	ADP
cana-1463	136	6	the	the	DET
cana-1463	136	7	proposed	propose	VERB
cana-1463	136	8	system	system	NOUN
cana-1463	136	9	,	,	PUNCT
cana-1463	136	10	the	the	DET
cana-1463	136	11	accuracy	accuracy	NOUN
cana-1463	136	12	of	of	ADP
cana-1463	136	13	the	the	DET
cana-1463	136	14	final	final	ADJ
cana-1463	136	15	global	global	ADJ
cana-1463	136	16	model	model	NOUN
cana-1463	136	17	remained	remain	VERB
cana-1463	136	18	comparable	comparable	ADJ
cana-1463	136	19	to	to	ADP
cana-1463	136	20	that	that	PRON
cana-1463	136	21	of	of	ADP
cana-1463	136	22	a	a	DET
cana-1463	136	23	centrally	centrally	ADV
cana-1463	136	24	trained	train	VERB
cana-1463	136	25	model	model	NOUN
cana-1463	136	26	.	.	PUNCT
cana-1463	137	1	the	the	DET
cana-1463	137	2	marginal	marginal	ADJ
cana-1463	137	3	decrease	decrease	NOUN
cana-1463	137	4	in	in	ADP
cana-1463	137	5	accuracy	accuracy	NOUN
cana-1463	137	6	(	(	PUNCT
cana-1463	137	7	0.6	0.6	NUM
cana-1463	137	8	%	%	NOUN
cana-1463	137	9	)	)	PUNCT
cana-1463	137	10	is	be	AUX
cana-1463	137	11	considered	consider	VERB
cana-1463	137	12	negligible	negligible	ADJ
cana-1463	137	13	,	,	PUNCT
cana-1463	137	14	especially	especially	ADV
cana-1463	137	15	when	when	SCONJ
cana-1463	137	16	weighed	weigh	VERB
cana-1463	137	17	against	against	ADP
cana-1463	137	18	the	the	DET
cana-1463	137	19	substantial	substantial	ADJ
cana-1463	137	20	gains	gain	NOUN
cana-1463	137	21	in	in	ADP
cana-1463	137	22	efficiency	efficiency	NOUN
cana-1463	137	23	and	and	CCONJ
cana-1463	137	24	privacy	privacy	NOUN
cana-1463	137	25	.	.	PUNCT
cana-1463	138	1	3	3	X
cana-1463	138	2	.	.	X
cana-1463	138	3	scalability	scalability	NOUN
cana-1463	138	4	and	and	CCONJ
cana-1463	138	5	fault	fault	VERB
cana-1463	138	6	tolerance	tolerance	NOUN
cana-1463	138	7	the	the	DET
cana-1463	138	8	system	system	NOUN
cana-1463	138	9	demonstrated	demonstrate	VERB
cana-1463	138	10	remarkable	remarkable	ADJ
cana-1463	138	11	scalability	scalability	NOUN
cana-1463	138	12	,	,	PUNCT
cana-1463	138	13	efficiently	efficiently	ADV
cana-1463	138	14	managing	manage	VERB
cana-1463	138	15	up	up	ADP
cana-1463	138	16	to	to	PART
cana-1463	138	17	50	50	NUM
cana-1463	138	18	edge	edge	NOUN
cana-1463	138	19	devices	device	NOUN
cana-1463	138	20	,	,	PUNCT
cana-1463	138	21	a	a	DET
cana-1463	138	22	significant	significant	ADJ
cana-1463	138	23	improvement	improvement	NOUN
cana-1463	138	24	over	over	ADP
cana-1463	138	25	centralized	centralized	ADJ
cana-1463	138	26	systems	system	NOUN
cana-1463	138	27	that	that	PRON
cana-1463	138	28	struggled	struggle	VERB
cana-1463	138	29	with	with	ADP
cana-1463	138	30	even	even	ADV
cana-1463	138	31	10	10	NUM
cana-1463	138	32	devices	device	NOUN
cana-1463	138	33	.	.	PUNCT
cana-1463	139	1	this	this	DET
cana-1463	139	2	scalability	scalability	NOUN
cana-1463	139	3	is	be	AUX
cana-1463	139	4	crucial	crucial	ADJ
cana-1463	139	5	for	for	ADP
cana-1463	139	6	applications	application	NOUN
cana-1463	139	7	that	that	PRON
cana-1463	139	8	require	require	VERB
cana-1463	139	9	large	large	ADJ
cana-1463	139	10	-	-	PUNCT
cana-1463	139	11	scale	scale	NOUN
cana-1463	139	12	deployment	deployment	NOUN
cana-1463	139	13	across	across	ADP
cana-1463	139	14	geographically	geographically	ADV
cana-1463	139	15	dispersed	disperse	VERB
cana-1463	139	16	devices	device	NOUN
cana-1463	139	17	.	.	PUNCT
cana-1463	140	1	the	the	DET
cana-1463	140	2	system	system	NOUN
cana-1463	140	3	's	's	PART
cana-1463	140	4	architecture	architecture	NOUN
cana-1463	140	5	proved	prove	VERB
cana-1463	140	6	to	to	PART
cana-1463	140	7	be	be	AUX
cana-1463	140	8	highly	highly	ADV
cana-1463	140	9	fault	fault	NOUN
cana-1463	140	10	-	-	PUNCT
cana-1463	140	11	tolerant	tolerant	ADJ
cana-1463	140	12	.	.	PUNCT
cana-1463	141	1	even	even	ADV
cana-1463	141	2	in	in	ADP
cana-1463	141	3	scenarios	scenario	NOUN
cana-1463	141	4	where	where	SCONJ
cana-1463	141	5	multiple	multiple	ADJ
cana-1463	141	6	edge	edge	NOUN
cana-1463	141	7	devices	device	NOUN
cana-1463	141	8	failed	fail	VERB
cana-1463	141	9	or	or	CCONJ
cana-1463	141	10	became	become	VERB
cana-1463	141	11	unavailable	unavailable	ADJ
cana-1463	141	12	,	,	PUNCT
cana-1463	141	13	the	the	DET
cana-1463	141	14	system	system	NOUN
cana-1463	141	15	continued	continue	VERB
cana-1463	141	16	to	to	PART
cana-1463	141	17	function	function	VERB
cana-1463	141	18	effectively	effectively	ADV
cana-1463	141	19	,	,	PUNCT
cana-1463	141	20	maintaining	maintain	VERB
cana-1463	141	21	model	model	NOUN
cana-1463	141	22	training	training	NOUN
cana-1463	141	23	without	without	ADP
cana-1463	141	24	significant	significant	ADJ
cana-1463	141	25	disruptions	disruption	NOUN
cana-1463	141	26	.	.	PUNCT
cana-1463	142	1	4	4	X
cana-1463	142	2	.	.	X
cana-1463	142	3	privacy	privacy	NOUN
cana-1463	142	4	and	and	CCONJ
cana-1463	142	5	communication	communication	NOUN
cana-1463	142	6	overhead	overhead	ADV
cana-1463	142	7	the	the	DET
cana-1463	142	8	most	most	ADV
cana-1463	142	9	significant	significant	ADJ
cana-1463	142	10	advantage	advantage	NOUN
cana-1463	142	11	of	of	ADP
cana-1463	142	12	the	the	DET
cana-1463	142	13	proposed	propose	VERB
cana-1463	142	14	system	system	NOUN
cana-1463	142	15	is	be	AUX
cana-1463	142	16	its	its	PRON
cana-1463	142	17	ability	ability	NOUN
cana-1463	142	18	to	to	PART
cana-1463	142	19	maintain	maintain	VERB
cana-1463	142	20	data	data	NOUN
cana-1463	142	21	privacy	privacy	NOUN
cana-1463	142	22	.	.	PUNCT
cana-1463	143	1	by	by	ADP
cana-1463	143	2	ensuring	ensure	VERB
cana-1463	143	3	that	that	SCONJ
cana-1463	143	4	data	datum	NOUN
cana-1463	143	5	remains	remain	VERB
cana-1463	143	6	on	on	ADP
cana-1463	143	7	edge	edge	NOUN
cana-1463	143	8	devices	device	NOUN
cana-1463	143	9	,	,	PUNCT
cana-1463	143	10	the	the	DET
cana-1463	143	11	system	system	NOUN
cana-1463	143	12	eliminates	eliminate	VERB
cana-1463	143	13	the	the	DET
cana-1463	143	14	need	need	NOUN
cana-1463	143	15	for	for	ADP
cana-1463	143	16	large	large	ADJ
cana-1463	143	17	-	-	PUNCT
cana-1463	143	18	scale	scale	NOUN
cana-1463	143	19	data	datum	NOUN
cana-1463	143	20	transfers	transfer	NOUN
cana-1463	143	21	,	,	PUNCT
cana-1463	143	22	which	which	PRON
cana-1463	143	23	are	be	AUX
cana-1463	143	24	common	common	ADJ
cana-1463	143	25	in	in	ADP
cana-1463	143	26	centralized	centralized	ADJ
cana-1463	143	27	systems	system	NOUN
cana-1463	143	28	and	and	CCONJ
cana-1463	143	29	pose	pose	VERB
cana-1463	143	30	privacy	privacy	NOUN
cana-1463	143	31	risks	risk	NOUN
cana-1463	143	32	.	.	PUNCT
cana-1463	144	1	the	the	DET
cana-1463	144	2	use	use	NOUN
cana-1463	144	3	of	of	ADP
cana-1463	144	4	model	model	NOUN
cana-1463	144	5	parallelism	parallelism	NOUN
cana-1463	144	6	and	and	CCONJ
cana-1463	144	7	efficient	efficient	ADJ
cana-1463	144	8	communication	communication	NOUN
cana-1463	144	9	protocols	protocol	NOUN
cana-1463	144	10	drastically	drastically	ADV
cana-1463	144	11	reduced	reduce	VERB
cana-1463	144	12	the	the	DET
cana-1463	144	13	communication	communication	NOUN
cana-1463	144	14	overhead	overhead	ADV
cana-1463	144	15	.	.	PUNCT
cana-1463	145	1	this	this	DET
cana-1463	145	2	reduction	reduction	NOUN
cana-1463	145	3	is	be	AUX
cana-1463	145	4	particularly	particularly	ADV
cana-1463	145	5	beneficial	beneficial	ADJ
cana-1463	145	6	in	in	ADP
cana-1463	145	7	environments	environment	NOUN
cana-1463	145	8	with	with	ADP
cana-1463	145	9	limited	limited	ADJ
cana-1463	145	10	bandwidth	bandwidth	NOUN
cana-1463	145	11	,	,	PUNCT
cana-1463	145	12	where	where	SCONJ
cana-1463	145	13	frequent	frequent	ADJ
cana-1463	145	14	data	data	NOUN
cana-1463	145	15	exchanges	exchange	NOUN
cana-1463	145	16	could	could	AUX
cana-1463	145	17	otherwise	otherwise	ADV
cana-1463	145	18	hinder	hinder	VERB
cana-1463	145	19	performance	performance	NOUN
cana-1463	145	20	.	.	PUNCT
cana-1463	146	1	5	5	X
cana-1463	146	2	.	.	X
cana-1463	146	3	real	real	ADJ
cana-1463	146	4	-	-	PUNCT
cana-1463	146	5	time	time	NOUN
cana-1463	146	6	adaptability	adaptability	NOUN
cana-1463	146	7	the	the	DET
cana-1463	146	8	continuous	continuous	ADJ
cana-1463	146	9	learning	learning	NOUN
cana-1463	146	10	module	module	NOUN
cana-1463	146	11	enabled	enable	VERB
cana-1463	146	12	the	the	DET
cana-1463	146	13	system	system	NOUN
cana-1463	146	14	to	to	PART
cana-1463	146	15	adapt	adapt	VERB
cana-1463	146	16	in	in	ADP
cana-1463	146	17	real	real	ADJ
cana-1463	146	18	-	-	PUNCT
cana-1463	146	19	time	time	NOUN
cana-1463	146	20	to	to	ADP
cana-1463	146	21	new	new	ADJ
cana-1463	146	22	data	datum	NOUN
cana-1463	146	23	,	,	PUNCT
cana-1463	146	24	ensuring	ensure	VERB
cana-1463	146	25	that	that	SCONJ
cana-1463	146	26	the	the	DET
cana-1463	146	27	global	global	ADJ
cana-1463	146	28	model	model	NOUN
cana-1463	146	29	remains	remain	VERB
cana-1463	146	30	up	up	ADP
cana-1463	146	31	-	-	PUNCT
cana-1463	146	32	to	to	ADP
cana-1463	146	33	-	-	PUNCT
cana-1463	146	34	date	date	NOUN
cana-1463	146	35	and	and	CCONJ
cana-1463	146	36	relevant	relevant	ADJ
cana-1463	146	37	.	.	PUNCT
cana-1463	147	1	this	this	DET
cana-1463	147	2	adaptability	adaptability	NOUN
cana-1463	147	3	was	be	AUX
cana-1463	147	4	tested	test	VERB
cana-1463	147	5	in	in	ADP
cana-1463	147	6	dynamic	dynamic	ADJ
cana-1463	147	7	environments	environment	NOUN
cana-1463	147	8	,	,	PUNCT
cana-1463	147	9	such	such	ADJ
cana-1463	147	10	as	as	ADP
cana-1463	147	11	healthcare	healthcare	NOUN
cana-1463	147	12	and	and	CCONJ
cana-1463	147	13	autonomous	autonomous	ADJ
cana-1463	147	14	systems	system	NOUN
cana-1463	147	15	,	,	PUNCT
cana-1463	147	16	where	where	SCONJ
cana-1463	147	17	the	the	DET
cana-1463	147	18	ability	ability	NOUN
cana-1463	147	19	to	to	PART
cana-1463	147	20	process	process	VERB
cana-1463	147	21	and	and	CCONJ
cana-1463	147	22	learn	learn	VERB
cana-1463	147	23	from	from	ADP
cana-1463	147	24	new	new	ADJ
cana-1463	147	25	data	datum	NOUN
cana-1463	147	26	in	in	ADP
cana-1463	147	27	real	real	ADJ
cana-1463	147	28	-	-	PUNCT
cana-1463	147	29	time	time	NOUN
cana-1463	147	30	is	be	AUX
cana-1463	147	31	critical	critical	ADJ
cana-1463	147	32	.	.	PUNCT
cana-1463	148	1	outcome	outcome	VERB
cana-1463	148	2	the	the	DET
cana-1463	148	3	experimental	experimental	ADJ
cana-1463	148	4	results	result	NOUN
cana-1463	148	5	demonstrate	demonstrate	VERB
cana-1463	148	6	that	that	SCONJ
cana-1463	148	7	the	the	DET
cana-1463	148	8	proposed	propose	VERB
cana-1463	148	9	system	system	NOUN
cana-1463	148	10	is	be	AUX
cana-1463	148	11	a	a	DET
cana-1463	148	12	highly	highly	ADV
cana-1463	148	13	effective	effective	ADJ
cana-1463	148	14	solution	solution	NOUN
cana-1463	148	15	for	for	ADP
cana-1463	148	16	distributed	distribute	VERB
cana-1463	148	17	deep	deep	ADJ
cana-1463	148	18	learning	learning	NOUN
cana-1463	148	19	,	,	PUNCT
cana-1463	148	20	particularly	particularly	ADV
cana-1463	148	21	in	in	ADP
cana-1463	148	22	environments	environment	NOUN
cana-1463	148	23	requiring	require	VERB
cana-1463	148	24	privacy	privacy	NOUN
cana-1463	148	25	preservation	preservation	NOUN
cana-1463	148	26	,	,	PUNCT
cana-1463	148	27	real	real	ADJ
cana-1463	148	28	-	-	PUNCT
cana-1463	148	29	time	time	NOUN
cana-1463	148	30	adaptability	adaptability	NOUN
cana-1463	148	31	,	,	PUNCT
cana-1463	148	32	and	and	CCONJ
cana-1463	148	33	scalability	scalability	NOUN
cana-1463	148	34	.	.	PUNCT
cana-1463	149	1	the	the	DET
cana-1463	149	2	system	system	NOUN
cana-1463	149	3	's	's	PART
cana-1463	149	4	ability	ability	NOUN
cana-1463	149	5	to	to	PART
cana-1463	149	6	maintain	maintain	VERB
cana-1463	149	7	model	model	NOUN
cana-1463	149	8	accuracy	accuracy	NOUN
cana-1463	149	9	while	while	SCONJ
cana-1463	149	10	reducing	reduce	VERB
cana-1463	149	11	training	training	NOUN
cana-1463	149	12	time	time	NOUN
cana-1463	149	13	,	,	PUNCT
cana-1463	149	14	communication	communication	NOUN
cana-1463	149	15	overhead	overhead	ADV
cana-1463	149	16	,	,	PUNCT
cana-1463	149	17	and	and	CCONJ
cana-1463	149	18	enhancing	enhance	VERB
cana-1463	149	19	fault	fault	NOUN
cana-1463	149	20	tolerance	tolerance	NOUN
cana-1463	149	21	makes	make	VERB
cana-1463	149	22	it	it	PRON
cana-1463	149	23	a	a	DET
cana-1463	149	24	viable	viable	ADJ
cana-1463	149	25	option	option	NOUN
cana-1463	149	26	for	for	ADP
cana-1463	149	27	a	a	DET
cana-1463	149	28	wide	wide	ADJ
cana-1463	149	29	range	range	NOUN
cana-1463	149	30	of	of	ADP
cana-1463	149	31	applications	application	NOUN
cana-1463	149	32	,	,	PUNCT
cana-1463	149	33	including	include	VERB
cana-1463	149	34	healthcare	healthcare	NOUN
cana-1463	149	35	,	,	PUNCT
cana-1463	149	36	finance	finance	NOUN
cana-1463	149	37	,	,	PUNCT
cana-1463	149	38	and	and	CCONJ
cana-1463	149	39	autonomous	autonomous	ADJ
cana-1463	149	40	systems	system	NOUN
cana-1463	149	41	.	.	PUNCT
cana-1463	150	1	communications	communication	NOUN
cana-1463	150	2	on	on	ADP
cana-1463	150	3	applied	apply	VERB
cana-1463	150	4	nonlinear	nonlinear	ADJ
cana-1463	150	5	analysis	analysis	NOUN
cana-1463	150	6	issn	issn	NOUN
cana-1463	150	7	:	:	PUNCT
cana-1463	150	8	1074	1074	NUM
cana-1463	150	9	-	-	PUNCT
cana-1463	150	10	133x	133x	NUM
cana-1463	150	11	vol	vol	NOUN
cana-1463	150	12	31	31	NUM
cana-1463	150	13	no	no	NOUN
cana-1463	150	14	.	.	PUNCT
cana-1463	151	1	8s	8s	PROPN
cana-1463	151	2	(	(	PUNCT
cana-1463	151	3	2024	2024	NUM
cana-1463	151	4	)	)	PUNCT
cana-1463	151	5	176	176	NUM
cana-1463	151	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	151	7	figure	figure	NOUN
cana-1463	151	8	8	8	NUM
cana-1463	151	9	:	:	PUNCT
cana-1463	151	10	performance	performance	NOUN
cana-1463	151	11	comparison	comparison	NOUN
cana-1463	151	12	of	of	ADP
cana-1463	151	13	centralized	centralized	ADJ
cana-1463	151	14	training	training	NOUN
cana-1463	151	15	vs.	vs.	ADP
cana-1463	151	16	proposed	propose	VERB
cana-1463	151	17	system	system	NOUN
cana-1463	151	18	key	key	ADJ
cana-1463	151	19	outcomes	outcome	NOUN
cana-1463	151	20	:	:	PUNCT
cana-1463	151	21	efficiency	efficiency	NOUN
cana-1463	151	22	:	:	PUNCT
cana-1463	151	23	substantial	substantial	ADJ
cana-1463	151	24	reduction	reduction	NOUN
cana-1463	151	25	in	in	ADP
cana-1463	151	26	training	training	NOUN
cana-1463	151	27	time	time	NOUN
cana-1463	151	28	,	,	PUNCT
cana-1463	151	29	making	make	VERB
cana-1463	151	30	the	the	DET
cana-1463	151	31	system	system	NOUN
cana-1463	151	32	suitable	suitable	ADJ
cana-1463	151	33	for	for	ADP
cana-1463	151	34	time	time	NOUN
cana-1463	151	35	-	-	PUNCT
cana-1463	151	36	sensitive	sensitive	ADJ
cana-1463	151	37	applications	application	NOUN
cana-1463	151	38	.	.	PUNCT
cana-1463	152	1	scalability	scalability	NOUN
cana-1463	152	2	:	:	PUNCT
cana-1463	152	3	the	the	DET
cana-1463	152	4	architecture	architecture	NOUN
cana-1463	152	5	supports	support	VERB
cana-1463	152	6	a	a	DET
cana-1463	152	7	large	large	ADJ
cana-1463	152	8	number	number	NOUN
cana-1463	152	9	of	of	ADP
cana-1463	152	10	edge	edge	NOUN
cana-1463	152	11	devices	device	NOUN
cana-1463	152	12	,	,	PUNCT
cana-1463	152	13	facilitating	facilitate	VERB
cana-1463	152	14	deployment	deployment	NOUN
cana-1463	152	15	in	in	ADP
cana-1463	152	16	diverse	diverse	ADJ
cana-1463	152	17	environments	environment	NOUN
cana-1463	152	18	.	.	PUNCT
cana-1463	153	1	privacy	privacy	NOUN
cana-1463	153	2	:	:	PUNCT
cana-1463	153	3	the	the	DET
cana-1463	153	4	system	system	NOUN
cana-1463	153	5	ensures	ensure	VERB
cana-1463	153	6	data	datum	NOUN
cana-1463	153	7	privacy	privacy	NOUN
cana-1463	153	8	,	,	PUNCT
cana-1463	153	9	a	a	DET
cana-1463	153	10	critical	critical	ADJ
cana-1463	153	11	requirement	requirement	NOUN
cana-1463	153	12	for	for	ADP
cana-1463	153	13	applications	application	NOUN
cana-1463	153	14	involving	involve	VERB
cana-1463	153	15	sensitive	sensitive	ADJ
cana-1463	153	16	information	information	NOUN
cana-1463	153	17	.	.	PUNCT
cana-1463	154	1	adaptability	adaptability	NOUN
cana-1463	154	2	:	:	PUNCT
cana-1463	154	3	continuous	continuous	ADJ
cana-1463	154	4	learning	learning	NOUN
cana-1463	154	5	capabilities	capability	NOUN
cana-1463	154	6	allow	allow	VERB
cana-1463	154	7	the	the	DET
cana-1463	154	8	model	model	NOUN
cana-1463	154	9	to	to	PART
cana-1463	154	10	remain	remain	VERB
cana-1463	154	11	current	current	ADJ
cana-1463	154	12	with	with	ADP
cana-1463	154	13	evolving	evolve	VERB
cana-1463	154	14	data	datum	NOUN
cana-1463	154	15	patterns	pattern	NOUN
cana-1463	154	16	.	.	PUNCT
cana-1463	155	1	fault	fault	VERB
cana-1463	155	2	tolerance	tolerance	NOUN
cana-1463	155	3	:	:	PUNCT
cana-1463	155	4	high	high	ADJ
cana-1463	155	5	resilience	resilience	NOUN
cana-1463	155	6	against	against	ADP
cana-1463	155	7	device	device	NOUN
cana-1463	155	8	failures	failure	NOUN
cana-1463	155	9	,	,	PUNCT
cana-1463	155	10	ensuring	ensure	VERB
cana-1463	155	11	uninterrupted	uninterrupted	ADJ
cana-1463	155	12	operation	operation	NOUN
cana-1463	155	13	.	.	PUNCT
cana-1463	156	1	5	5	X
cana-1463	156	2	.	.	X
cana-1463	156	3	conclusion	conclusion	NOUN
cana-1463	156	4	the	the	DET
cana-1463	156	5	proposed	propose	VERB
cana-1463	156	6	system	system	NOUN
cana-1463	156	7	exemplifies	exemplify	VERB
cana-1463	156	8	a	a	DET
cana-1463	156	9	robust	robust	ADJ
cana-1463	156	10	fusion	fusion	NOUN
cana-1463	156	11	of	of	ADP
cana-1463	156	12	federated	federated	ADJ
cana-1463	156	13	learning	learning	NOUN
cana-1463	156	14	and	and	CCONJ
cana-1463	156	15	model	model	NOUN
cana-1463	156	16	parallelism	parallelism	NOUN
cana-1463	156	17	,	,	PUNCT
cana-1463	156	18	leading	lead	VERB
cana-1463	156	19	to	to	ADP
cana-1463	156	20	a	a	DET
cana-1463	156	21	transformative	transformative	ADJ
cana-1463	156	22	approach	approach	NOUN
cana-1463	156	23	in	in	ADP
cana-1463	156	24	distributed	distribute	VERB
cana-1463	156	25	deep	deep	ADJ
cana-1463	156	26	learning	learning	NOUN
cana-1463	156	27	.	.	PUNCT
cana-1463	157	1	by	by	ADP
cana-1463	157	2	leveraging	leverage	VERB
cana-1463	157	3	federated	federated	ADJ
cana-1463	157	4	learning	learning	NOUN
cana-1463	157	5	's	's	PART
cana-1463	157	6	decentralized	decentralize	VERB
cana-1463	157	7	data	datum	NOUN
cana-1463	157	8	handling	handling	NOUN
cana-1463	157	9	and	and	CCONJ
cana-1463	157	10	model	model	NOUN
cana-1463	157	11	parallelism	parallelism	NOUN
cana-1463	157	12	's	's	PART
cana-1463	157	13	ability	ability	NOUN
cana-1463	157	14	to	to	PART
cana-1463	157	15	distribute	distribute	VERB
cana-1463	157	16	computational	computational	ADJ
cana-1463	157	17	tasks	task	NOUN
cana-1463	157	18	,	,	PUNCT
cana-1463	157	19	the	the	DET
cana-1463	157	20	system	system	NOUN
cana-1463	157	21	achieves	achieve	VERB
cana-1463	157	22	significant	significant	ADJ
cana-1463	157	23	advancements	advancement	NOUN
cana-1463	157	24	in	in	ADP
cana-1463	157	25	privacy	privacy	NOUN
cana-1463	157	26	,	,	PUNCT
cana-1463	157	27	efficiency	efficiency	NOUN
cana-1463	157	28	,	,	PUNCT
cana-1463	157	29	and	and	CCONJ
cana-1463	157	30	scalability	scalability	NOUN
cana-1463	157	31	.	.	PUNCT
cana-1463	158	1	this	this	DET
cana-1463	158	2	architecture	architecture	NOUN
cana-1463	158	3	not	not	PART
cana-1463	158	4	only	only	ADV
cana-1463	158	5	addresses	address	VERB
cana-1463	158	6	the	the	DET
cana-1463	158	7	limitations	limitation	NOUN
cana-1463	158	8	of	of	ADP
cana-1463	158	9	centralized	centralized	ADJ
cana-1463	158	10	training	training	NOUN
cana-1463	158	11	,	,	PUNCT
cana-1463	158	12	such	such	ADJ
cana-1463	158	13	as	as	ADP
cana-1463	158	14	data	datum	NOUN
cana-1463	158	15	privacy	privacy	NOUN
cana-1463	158	16	concerns	concern	NOUN
cana-1463	158	17	and	and	CCONJ
cana-1463	158	18	computational	computational	ADJ
cana-1463	158	19	resource	resource	NOUN
cana-1463	158	20	constraints	constraint	NOUN
cana-1463	158	21	,	,	PUNCT
cana-1463	158	22	but	but	CCONJ
cana-1463	158	23	also	also	ADV
cana-1463	158	24	enhances	enhance	VERB
cana-1463	158	25	real	real	ADJ
cana-1463	158	26	-	-	PUNCT
cana-1463	158	27	time	time	NOUN
cana-1463	158	28	processing	processing	NOUN
cana-1463	158	29	capabilities	capability	NOUN
cana-1463	158	30	.	.	PUNCT
cana-1463	159	1	the	the	DET
cana-1463	159	2	system	system	NOUN
cana-1463	159	3	’s	’s	PART
cana-1463	159	4	ability	ability	NOUN
cana-1463	159	5	to	to	PART
cana-1463	159	6	operate	operate	VERB
cana-1463	159	7	with	with	ADP
cana-1463	159	8	continuous	continuous	ADJ
cana-1463	159	9	learning	learning	NOUN
cana-1463	159	10	and	and	CCONJ
cana-1463	159	11	adaptability	adaptability	NOUN
cana-1463	159	12	makes	make	VERB
cana-1463	159	13	it	it	PRON
cana-1463	159	14	particularly	particularly	ADV
cana-1463	159	15	well	well	ADV
cana-1463	159	16	-	-	PUNCT
cana-1463	159	17	suited	suit	VERB
cana-1463	159	18	for	for	ADP
cana-1463	159	19	applications	application	NOUN
cana-1463	159	20	in	in	ADP
cana-1463	159	21	sensitive	sensitive	ADJ
cana-1463	159	22	domains	domain	NOUN
cana-1463	159	23	like	like	ADP
cana-1463	159	24	healthcare	healthcare	NOUN
cana-1463	159	25	,	,	PUNCT
cana-1463	159	26	finance	finance	NOUN
cana-1463	159	27	,	,	PUNCT
cana-1463	159	28	and	and	CCONJ
cana-1463	159	29	autonomous	autonomous	ADJ
cana-1463	159	30	systems	system	NOUN
cana-1463	159	31	.	.	PUNCT
cana-1463	160	1	enhanced	enhance	VERB
cana-1463	160	2	privacy	privacy	NOUN
cana-1463	160	3	:	:	PUNCT
cana-1463	160	4	data	datum	NOUN
cana-1463	160	5	remains	remain	VERB
cana-1463	160	6	on	on	ADP
cana-1463	160	7	edge	edge	NOUN
cana-1463	160	8	devices	device	NOUN
cana-1463	160	9	,	,	PUNCT
cana-1463	160	10	reducing	reduce	VERB
cana-1463	160	11	exposure	exposure	NOUN
cana-1463	160	12	and	and	CCONJ
cana-1463	160	13	adhering	adhere	VERB
cana-1463	160	14	to	to	ADP
cana-1463	160	15	privacy	privacy	NOUN
cana-1463	160	16	standards	standard	NOUN
cana-1463	160	17	.	.	PUNCT
cana-1463	161	1	communications	communication	NOUN
cana-1463	161	2	on	on	ADP
cana-1463	161	3	applied	apply	VERB
cana-1463	161	4	nonlinear	nonlinear	ADJ
cana-1463	161	5	analysis	analysis	NOUN
cana-1463	161	6	issn	issn	NOUN
cana-1463	161	7	:	:	PUNCT
cana-1463	161	8	1074	1074	NUM
cana-1463	161	9	-	-	PUNCT
cana-1463	161	10	133x	133x	NUM
cana-1463	161	11	vol	vol	NOUN
cana-1463	161	12	31	31	NUM
cana-1463	161	13	no	no	NOUN
cana-1463	161	14	.	.	PUNCT
cana-1463	162	1	8s	8s	PROPN
cana-1463	162	2	(	(	PUNCT
cana-1463	162	3	2024	2024	NUM
cana-1463	162	4	)	)	PUNCT
cana-1463	162	5	177	177	NUM
cana-1463	162	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1463	162	7	improved	improved	ADJ
cana-1463	162	8	efficiency	efficiency	NOUN
cana-1463	162	9	:	:	PUNCT
cana-1463	162	10	model	model	NOUN
cana-1463	162	11	parallelism	parallelism	NOUN
cana-1463	162	12	allows	allow	VERB
cana-1463	162	13	for	for	ADP
cana-1463	162	14	concurrent	concurrent	ADJ
cana-1463	162	15	processing	processing	NOUN
cana-1463	162	16	,	,	PUNCT
cana-1463	162	17	accelerating	accelerate	VERB
cana-1463	162	18	training	training	NOUN
cana-1463	162	19	times	time	NOUN
cana-1463	162	20	.	.	PUNCT
cana-1463	163	1	scalability	scalability	NOUN
cana-1463	163	2	:	:	PUNCT
cana-1463	163	3	distributed	distribute	VERB
cana-1463	163	4	computational	computational	ADJ
cana-1463	163	5	tasks	task	NOUN
cana-1463	163	6	support	support	VERB
cana-1463	163	7	larger	large	ADJ
cana-1463	163	8	datasets	dataset	NOUN
cana-1463	163	9	and	and	CCONJ
cana-1463	163	10	more	more	ADJ
cana-1463	163	11	complex	complex	ADJ
cana-1463	163	12	models	model	NOUN
cana-1463	163	13	.	.	PUNCT
cana-1463	164	1	future	future	ADJ
cana-1463	164	2	enhancements	enhancement	NOUN
cana-1463	164	3	optimization	optimization	NOUN
cana-1463	164	4	algorithms	algorithm	NOUN
cana-1463	164	5	:	:	PUNCT
cana-1463	164	6	implement	implement	VERB
cana-1463	164	7	advanced	advanced	ADJ
cana-1463	164	8	optimization	optimization	NOUN
cana-1463	164	9	techniques	technique	NOUN
cana-1463	164	10	such	such	ADJ
cana-1463	164	11	as	as	ADP
cana-1463	164	12	federated	federated	ADJ
cana-1463	164	13	averaging	averaging	NOUN
cana-1463	164	14	or	or	CCONJ
cana-1463	164	15	adaptive	adaptive	ADJ
cana-1463	164	16	gradient	gradient	NOUN
cana-1463	164	17	methods	method	NOUN
cana-1463	164	18	to	to	PART
cana-1463	164	19	improve	improve	VERB
cana-1463	164	20	model	model	NOUN
cana-1463	164	21	convergence	convergence	NOUN
cana-1463	164	22	and	and	CCONJ
cana-1463	164	23	performance	performance	NOUN
cana-1463	164	24	.	.	PUNCT
cana-1463	165	1	cross	cross	ADJ
cana-1463	165	2	-	-	ADJ
cana-1463	165	3	silo	silo	ADJ
cana-1463	165	4	federated	federated	ADJ
cana-1463	165	5	learning	learning	NOUN
cana-1463	165	6	:	:	PUNCT
cana-1463	165	7	explore	explore	VERB
cana-1463	165	8	the	the	DET
cana-1463	165	9	integration	integration	NOUN
cana-1463	165	10	of	of	ADP
cana-1463	165	11	federated	federated	ADJ
cana-1463	165	12	learning	learning	NOUN
cana-1463	165	13	across	across	ADP
cana-1463	165	14	different	different	ADJ
cana-1463	165	15	organizations	organization	NOUN
cana-1463	165	16	(	(	PUNCT
cana-1463	165	17	cross	cross	NOUN
cana-1463	165	18	-	-	NOUN
cana-1463	165	19	silo	silo	NOUN
cana-1463	165	20	)	)	PUNCT
cana-1463	165	21	to	to	PART
cana-1463	165	22	enhance	enhance	VERB
cana-1463	165	23	collaborative	collaborative	ADJ
cana-1463	165	24	learning	learning	NOUN
cana-1463	165	25	while	while	SCONJ
cana-1463	165	26	preserving	preserve	VERB
cana-1463	165	27	data	datum	NOUN
cana-1463	165	28	privacy	privacy	NOUN
cana-1463	165	29	.	.	PUNCT
cana-1463	166	1	edge	edge	NOUN
cana-1463	166	2	device	device	NOUN
cana-1463	166	3	variability	variability	NOUN
cana-1463	166	4	:	:	PUNCT
cana-1463	166	5	develop	develop	VERB
cana-1463	166	6	mechanisms	mechanism	NOUN
cana-1463	166	7	to	to	PART
cana-1463	166	8	handle	handle	VERB
cana-1463	166	9	variability	variability	NOUN
cana-1463	166	10	in	in	ADP
cana-1463	166	11	edge	edge	NOUN
cana-1463	166	12	device	device	NOUN
cana-1463	166	13	capabilities	capability	NOUN
cana-1463	166	14	,	,	PUNCT
cana-1463	166	15	ensuring	ensure	VERB
cana-1463	166	16	uniform	uniform	ADJ
cana-1463	166	17	performance	performance	NOUN
cana-1463	166	18	and	and	CCONJ
cana-1463	166	19	load	load	NOUN
cana-1463	166	20	balancing	balance	VERB
cana-1463	166	21	.	.	PUNCT
cana-1463	167	1	robust	robust	ADJ
cana-1463	167	2	security	security	NOUN
cana-1463	167	3	protocols	protocol	NOUN
cana-1463	167	4	:	:	PUNCT
cana-1463	167	5	strengthen	strengthen	VERB
cana-1463	167	6	security	security	NOUN
cana-1463	167	7	measures	measure	NOUN
cana-1463	167	8	to	to	PART
cana-1463	167	9	protect	protect	VERB
cana-1463	167	10	data	datum	NOUN
cana-1463	167	11	integrity	integrity	NOUN
cana-1463	167	12	and	and	CCONJ
cana-1463	167	13	confidentiality	confidentiality	NOUN
cana-1463	167	14	,	,	PUNCT
cana-1463	167	15	including	include	VERB
cana-1463	167	16	encryption	encryption	NOUN
cana-1463	167	17	and	and	CCONJ
cana-1463	167	18	secure	secure	VERB
cana-1463	167	19	multi	multi	ADJ
cana-1463	167	20	-	-	ADJ
cana-1463	167	21	party	party	ADJ
cana-1463	167	22	computation	computation	NOUN
cana-1463	167	23	.	.	PUNCT
cana-1463	168	1	interoperability	interoperability	NOUN
cana-1463	168	2	with	with	ADP
cana-1463	168	3	other	other	ADJ
cana-1463	168	4	frameworks	framework	NOUN
cana-1463	168	5	:	:	PUNCT
cana-1463	168	6	enhance	enhance	VERB
cana-1463	168	7	the	the	DET
cana-1463	168	8	system	system	NOUN
cana-1463	168	9	’s	’s	PART
cana-1463	168	10	compatibility	compatibility	NOUN
cana-1463	168	11	with	with	ADP
cana-1463	168	12	other	other	ADJ
cana-1463	168	13	deep	deep	ADJ
cana-1463	168	14	learning	learning	NOUN
cana-1463	168	15	frameworks	framework	NOUN
cana-1463	168	16	and	and	CCONJ
cana-1463	168	17	platforms	platform	NOUN
cana-1463	168	18	to	to	PART
cana-1463	168	19	facilitate	facilitate	VERB
cana-1463	168	20	broader	broad	ADJ
cana-1463	168	21	adoption	adoption	NOUN
cana-1463	168	22	and	and	CCONJ
cana-1463	168	23	integration	integration	NOUN
cana-1463	168	24	.	.	PUNCT
cana-1463	169	1	dynamic	dynamic	ADJ
cana-1463	169	2	resource	resource	NOUN
cana-1463	169	3	allocation	allocation	NOUN
cana-1463	169	4	:	:	PUNCT
cana-1463	169	5	implement	implement	VERB
cana-1463	169	6	dynamic	dynamic	ADJ
cana-1463	169	7	resource	resource	NOUN
cana-1463	169	8	allocation	allocation	NOUN
cana-1463	169	9	strategies	strategy	NOUN
cana-1463	169	10	to	to	PART
cana-1463	169	11	adapt	adapt	VERB
cana-1463	169	12	to	to	ADP
cana-1463	169	13	varying	vary	VERB
cana-1463	169	14	computational	computational	ADJ
cana-1463	169	15	loads	load	NOUN
cana-1463	169	16	and	and	CCONJ
cana-1463	169	17	device	device	NOUN
cana-1463	169	18	availability	availability	NOUN
cana-1463	169	19	.	.	PUNCT
cana-1463	170	1	user	user	NOUN
cana-1463	170	2	-	-	PUNCT
cana-1463	170	3	friendly	friendly	ADJ
cana-1463	170	4	interface	interface	NOUN
cana-1463	170	5	:	:	PUNCT
cana-1463	170	6	develop	develop	VERB
cana-1463	170	7	an	an	DET
cana-1463	170	8	intuitive	intuitive	ADJ
cana-1463	170	9	user	user	NOUN
cana-1463	170	10	interface	interface	NOUN
cana-1463	170	11	for	for	ADP
cana-1463	170	12	easier	easy	ADJ
cana-1463	170	13	management	management	NOUN
cana-1463	170	14	of	of	ADP
cana-1463	170	15	the	the	DET
cana-1463	170	16	federated	federated	ADJ
cana-1463	170	17	learning	learning	NOUN
cana-1463	170	18	and	and	CCONJ
cana-1463	170	19	model	model	NOUN
cana-1463	170	20	parallelism	parallelism	NOUN
cana-1463	170	21	processes	process	NOUN
cana-1463	170	22	,	,	PUNCT
cana-1463	170	23	enhancing	enhance	VERB
cana-1463	170	24	user	user	NOUN
cana-1463	170	25	experience	experience	NOUN
cana-1463	170	26	and	and	CCONJ
cana-1463	170	27	system	system	NOUN
cana-1463	170	28	accessibility	accessibility	NOUN
cana-1463	170	29	.	.	PUNCT
cana-1463	171	1	references	reference	NOUN
cana-1463	171	2	:	:	PUNCT
cana-1463	172	1	[	[	X
cana-1463	172	2	1	1	NUM
cana-1463	172	3	]	]	PUNCT
cana-1463	172	4	kairouz	kairouz	NOUN
cana-1463	172	5	,	,	PUNCT
cana-1463	172	6	p.	p.	PROPN
cana-1463	172	7	,	,	PUNCT
cana-1463	172	8	mcmahan	mcmahan	PROPN
cana-1463	172	9	,	,	PUNCT
cana-1463	172	10	h.	h.	PROPN
cana-1463	172	11	b.	b.	PROPN
cana-1463	172	12	,	,	PUNCT
cana-1463	172	13	avent	avent	PROPN
cana-1463	172	14	,	,	PUNCT
cana-1463	172	15	b.	b.	PROPN
cana-1463	172	16	,	,	PUNCT
cana-1463	172	17	bellet	bellet	PROPN
cana-1463	172	18	,	,	PUNCT
cana-1463	172	19	a.	a.	NOUN
cana-1463	172	20	,	,	PUNCT
cana-1463	172	21	bennis	bennis	X
cana-1463	172	22	,	,	PUNCT
cana-1463	172	23	m.	m.	NOUN
cana-1463	172	24	,	,	PUNCT
cana-1463	172	25	bhagoji	bhagoji	NOUN
cana-1463	172	26	,	,	PUNCT
cana-1463	172	27	a.	a.	NOUN
cana-1463	172	28	n.	n.	PROPN
cana-1463	172	29	,	,	PUNCT
cana-1463	172	30	...	...	PUNCT
cana-1463	172	31	&	&	CCONJ
cana-1463	172	32	zhao	zhao	PROPN
cana-1463	172	33	,	,	PUNCT
cana-1463	172	34	s.	s.	PROPN
cana-1463	172	35	(	(	PUNCT
cana-1463	172	36	2021	2021	NUM
cana-1463	172	37	)	)	PUNCT
cana-1463	172	38	.	.	PUNCT
cana-1463	173	1	advances	advance	NOUN
cana-1463	173	2	and	and	CCONJ
cana-1463	173	3	open	open	ADJ
cana-1463	173	4	problems	problem	NOUN
cana-1463	173	5	in	in	ADP
cana-1463	173	6	federated	federated	ADJ
cana-1463	173	7	learning	learning	NOUN
cana-1463	173	8	.	.	PUNCT
cana-1463	174	1	foundations	foundation	NOUN
cana-1463	174	2	and	and	CCONJ
cana-1463	174	3	trends	trend	NOUN
cana-1463	174	4	®	®	NOUN
cana-1463	174	5	in	in	ADP
cana-1463	174	6	machine	machine	NOUN
cana-1463	174	7	learning	learning	NOUN
cana-1463	174	8	,	,	PUNCT
cana-1463	174	9	14(1–2	14(1–2	PROPN
cana-1463	174	10	)	)	PUNCT
cana-1463	174	11	,	,	PUNCT
cana-1463	174	12	1	1	NUM
cana-1463	174	13	-	-	SYM
cana-1463	174	14	210	210	NUM
cana-1463	174	15	.	.	PUNCT
cana-1463	175	1	https://doi.org/10.1561/2200000083	https://doi.org/10.1561/2200000083	X
cana-1463	176	1	[	[	X
cana-1463	176	2	2	2	NUM
cana-1463	176	3	]	]	SYM
cana-1463	176	4	li	li	PROPN
cana-1463	176	5	,	,	PUNCT
cana-1463	176	6	t.	t.	PROPN
cana-1463	176	7	,	,	PUNCT
cana-1463	176	8	sahu	sahu	PROPN
cana-1463	176	9	,	,	PUNCT
cana-1463	176	10	a.	a.	PROPN
cana-1463	176	11	k.	k.	PROPN
cana-1463	176	12	,	,	PUNCT
cana-1463	176	13	talwalkar	talwalkar	PROPN
cana-1463	176	14	,	,	PUNCT
cana-1463	176	15	a.	a.	PROPN
cana-1463	176	16	,	,	PUNCT
cana-1463	176	17	&	&	CCONJ
cana-1463	176	18	smith	smith	PROPN
cana-1463	176	19	,	,	PUNCT
cana-1463	176	20	v.	v.	PROPN
cana-1463	176	21	(	(	PUNCT
cana-1463	176	22	2020	2020	NUM
cana-1463	176	23	)	)	PUNCT
cana-1463	176	24	.	.	PUNCT
cana-1463	177	1	federated	federated	ADJ
cana-1463	177	2	learning	learning	NOUN
cana-1463	177	3	:	:	PUNCT
cana-1463	177	4	challenges	challenge	NOUN
cana-1463	177	5	,	,	PUNCT
cana-1463	177	6	methods	method	NOUN
cana-1463	177	7	,	,	PUNCT
cana-1463	177	8	and	and	CCONJ
cana-1463	177	9	future	future	ADJ
cana-1463	177	10	directions	direction	NOUN
cana-1463	177	11	.	.	PUNCT
cana-1463	178	1	ieee	ieee	NOUN
cana-1463	178	2	signal	signal	PROPN
cana-1463	178	3	processing	processing	NOUN
cana-1463	178	4	magazine	magazine	NOUN
cana-1463	178	5	,	,	PUNCT
cana-1463	178	6	37(3	37(3	NUM
cana-1463	178	7	)	)	PUNCT
cana-1463	178	8	,	,	PUNCT
cana-1463	178	9	50	50	NUM
cana-1463	178	10	-	-	SYM
cana-1463	178	11	60	60	NUM
cana-1463	178	12	.	.	PUNCT
cana-1463	179	1	https://doi.org/10.1109/msp.2020.2975749	https://doi.org/10.1109/msp.2020.2975749	NOUN
cana-1463	180	1	[	[	X
cana-1463	180	2	3	3	X
cana-1463	180	3	]	]	X
cana-1463	180	4	liu	liu	PROPN
cana-1463	180	5	,	,	PUNCT
cana-1463	180	6	y.	y.	PROPN
cana-1463	180	7	,	,	PUNCT
cana-1463	180	8	chen	chen	PROPN
cana-1463	180	9	,	,	PUNCT
cana-1463	180	10	y.	y.	PROPN
cana-1463	180	11	,	,	PUNCT
cana-1463	180	12	jin	jin	NOUN
cana-1463	180	13	,	,	PUNCT
cana-1463	180	14	y.	y.	PROPN
cana-1463	180	15	,	,	PUNCT
cana-1463	180	16	yin	yin	PROPN
cana-1463	180	17	,	,	PUNCT
cana-1463	180	18	y.	y.	PROPN
cana-1463	180	19	,	,	PUNCT
cana-1463	180	20	liu	liu	PROPN
cana-1463	180	21	,	,	PUNCT
cana-1463	180	22	z.	z.	PROPN
cana-1463	180	23	,	,	PUNCT
cana-1463	180	24	hu	hu	PROPN
cana-1463	180	25	,	,	PUNCT
cana-1463	180	26	x.	x.	PROPN
cana-1463	180	27	,	,	PUNCT
cana-1463	180	28	&	&	CCONJ
cana-1463	180	29	zhang	zhang	PROPN
cana-1463	180	30	,	,	PUNCT
cana-1463	180	31	q.	q.	PROPN
cana-1463	180	32	(	(	PUNCT
cana-1463	180	33	2022	2022	NUM
cana-1463	180	34	)	)	PUNCT
cana-1463	180	35	.	.	PUNCT
cana-1463	181	1	decentralized	decentralize	VERB
cana-1463	181	2	federated	federated	ADJ
cana-1463	181	3	learning	learning	NOUN
cana-1463	181	4	for	for	ADP
cana-1463	181	5	privacy	privacy	NOUN
cana-1463	181	6	-	-	PUNCT
cana-1463	181	7	preserving	preserve	VERB
cana-1463	181	8	edge	edge	NOUN
cana-1463	181	9	ai	ai	VERB
cana-1463	181	10	.	.	PUNCT
cana-1463	181	11	ieee	ieee	PROPN
cana-1463	181	12	internet	internet	NOUN
cana-1463	181	13	of	of	ADP
cana-1463	181	14	things	thing	NOUN
cana-1463	181	15	journal	journal	NOUN
cana-1463	181	16	,	,	PUNCT
cana-1463	181	17	9(5	9(5	NUM
cana-1463	181	18	)	)	PUNCT
cana-1463	181	19	,	,	PUNCT
cana-1463	181	20	3473	3473	NUM
cana-1463	181	21	-	-	SYM
cana-1463	181	22	3484	3484	NUM
cana-1463	181	23	.	.	PUNCT
cana-1463	182	1	https://doi.org/10.1109/jiot.2021.3125410	https://doi.org/10.1109/jiot.2021.3125410	PROPN
cana-1463	182	2	[	[	X
cana-1463	182	3	4	4	NUM
cana-1463	182	4	]	]	X
cana-1463	182	5	lin	lin	PROPN
cana-1463	182	6	,	,	PUNCT
cana-1463	182	7	s.	s.	PROPN
cana-1463	182	8	,	,	PUNCT
cana-1463	182	9	ma	ma	PROPN
cana-1463	182	10	,	,	PUNCT
cana-1463	182	11	c.	c.	PROPN
cana-1463	182	12	,	,	PUNCT
cana-1463	182	13	luo	luo	PROPN
cana-1463	182	14	,	,	PUNCT
cana-1463	182	15	x.	x.	NOUN
cana-1463	182	16	,	,	PUNCT
cana-1463	182	17	&	&	CCONJ
cana-1463	182	18	liu	liu	PROPN
cana-1463	182	19	,	,	PUNCT
cana-1463	182	20	y.	y.	PROPN
cana-1463	182	21	(	(	PUNCT
cana-1463	182	22	2021	2021	NUM
cana-1463	182	23	)	)	PUNCT
cana-1463	182	24	.	.	PUNCT
cana-1463	183	1	federated	federate	VERB
cana-1463	183	2	learning	learning	NOUN
cana-1463	183	3	for	for	ADP
cana-1463	183	4	edge	edge	NOUN
cana-1463	183	5	computing	computing	NOUN
cana-1463	183	6	:	:	PUNCT
cana-1463	183	7	a	a	DET
cana-1463	183	8	survey	survey	NOUN
cana-1463	183	9	.	.	PUNCT
cana-1463	184	1	ieee	ieee	NOUN
cana-1463	184	2	internet	internet	NOUN
cana-1463	184	3	of	of	ADP
cana-1463	184	4	things	thing	NOUN
cana-1463	184	5	journal	journal	NOUN
cana-1463	184	6	,	,	PUNCT
cana-1463	184	7	8(6	8(6	NUM
cana-1463	184	8	)	)	PUNCT
cana-1463	184	9	,	,	PUNCT
cana-1463	184	10	4574	4574	NUM
cana-1463	184	11	-	-	SYM
cana-1463	184	12	4592	4592	NUM
cana-1463	184	13	.	.	PUNCT
cana-1463	185	1	https://doi.org/10.1109/jiot.2020.3048252	https://doi.org/10.1109/jiot.2020.3048252	PROPN
cana-1463	186	1	[	[	X
cana-1463	186	2	5	5	NUM
cana-1463	186	3	]	]	X
cana-1463	186	4	chen	chen	PROPN
cana-1463	186	5	,	,	PUNCT
cana-1463	186	6	h.	h.	PROPN
cana-1463	186	7	,	,	PUNCT
cana-1463	186	8	wang	wang	PROPN
cana-1463	186	9	,	,	PUNCT
cana-1463	186	10	z.	z.	PROPN
cana-1463	186	11	,	,	PUNCT
cana-1463	186	12	&	&	CCONJ
cana-1463	186	13	yang	yang	PROPN
cana-1463	186	14	,	,	PUNCT
cana-1463	186	15	q.	q.	PROPN
cana-1463	186	16	(	(	PUNCT
cana-1463	186	17	2020	2020	NUM
cana-1463	186	18	)	)	PUNCT
cana-1463	186	19	.	.	PUNCT
cana-1463	187	1	federated	federate	VERB
cana-1463	187	2	meta	meta	NOUN
cana-1463	187	3	-	-	PUNCT
cana-1463	187	4	learning	learning	NOUN
cana-1463	187	5	:	:	PUNCT
cana-1463	187	6	concept	concept	NOUN
cana-1463	187	7	,	,	PUNCT
cana-1463	187	8	applications	application	NOUN
cana-1463	187	9	,	,	PUNCT
cana-1463	187	10	and	and	CCONJ
cana-1463	187	11	challenges	challenge	NOUN
cana-1463	187	12	.	.	PUNCT
cana-1463	188	1	acm	acm	NOUN
cana-1463	188	2	transactions	transaction	NOUN
cana-1463	188	3	on	on	ADP
cana-1463	188	4	intelligent	intelligent	ADJ
cana-1463	188	5	systems	system	NOUN
cana-1463	188	6	and	and	CCONJ
cana-1463	188	7	technology	technology	NOUN
cana-1463	188	8	(	(	PUNCT
cana-1463	188	9	tist	tist	NOUN
cana-1463	188	10	)	)	PUNCT
cana-1463	188	11	,	,	PUNCT
cana-1463	188	12	12(2	12(2	NUM
cana-1463	188	13	)	)	PUNCT
cana-1463	188	14	,	,	PUNCT
cana-1463	188	15	1	1	NUM
cana-1463	188	16	-	-	SYM
cana-1463	188	17	25	25	NUM
cana-1463	188	18	.	.	PUNCT
cana-1463	188	19	https://doi.org/10.1145/3400837	https://doi.org/10.1145/3400837	NUM
cana-1463	189	1	[	[	X
cana-1463	189	2	6	6	NUM
cana-1463	189	3	]	]	X
cana-1463	189	4	zhou	zhou	X
cana-1463	189	5	,	,	PUNCT
cana-1463	189	6	y.	y.	PROPN
cana-1463	189	7	,	,	PUNCT
cana-1463	189	8	wang	wang	PROPN
cana-1463	189	9	,	,	PUNCT
cana-1463	189	10	y.	y.	PROPN
cana-1463	189	11	,	,	PUNCT
cana-1463	189	12	&	&	CCONJ
cana-1463	189	13	gong	gong	PROPN
cana-1463	189	14	,	,	PUNCT
cana-1463	189	15	x.	x.	NOUN
cana-1463	189	16	(	(	PUNCT
cana-1463	189	17	2022	2022	NUM
cana-1463	189	18	)	)	PUNCT
cana-1463	189	19	.	.	PUNCT
cana-1463	190	1	federated	federated	ADJ
cana-1463	190	2	learning	learning	NOUN
cana-1463	190	3	in	in	ADP
cana-1463	190	4	edge	edge	NOUN
cana-1463	190	5	computing	computing	NOUN
cana-1463	190	6	:	:	PUNCT
cana-1463	190	7	open	open	ADJ
cana-1463	190	8	research	research	NOUN
cana-1463	190	9	challenges	challenge	NOUN
cana-1463	190	10	and	and	CCONJ
cana-1463	190	11	future	future	ADJ
cana-1463	190	12	perspectives	perspective	NOUN
cana-1463	190	13	.	.	PUNCT
cana-1463	191	1	ieee	ieee	NOUN
cana-1463	191	2	network	network	NOUN
cana-1463	191	3	,	,	PUNCT
cana-1463	191	4	36(1	36(1	NUM
cana-1463	191	5	)	)	PUNCT
cana-1463	191	6	,	,	PUNCT
cana-1463	191	7	29	29	NUM
cana-1463	191	8	-	-	SYM
cana-1463	191	9	35	35	NUM
cana-1463	191	10	.	.	PUNCT
cana-1463	192	1	https://doi.org/10.1109/mnet.2021.2100168	https://doi.org/10.1109/mnet.2021.2100168	NOUN
cana-1463	192	2	[	[	X
cana-1463	192	3	7	7	X
cana-1463	192	4	]	]	X
cana-1463	192	5	rajkumar	rajkumar	PROPN
cana-1463	192	6	,	,	PUNCT
cana-1463	192	7	s.	s.	PROPN
cana-1463	192	8	,	,	PUNCT
cana-1463	192	9	guo	guo	PROPN
cana-1463	192	10	,	,	PUNCT
cana-1463	192	11	y.	y.	PROPN
cana-1463	192	12	,	,	PUNCT
cana-1463	192	13	chen	chen	PROPN
cana-1463	192	14	,	,	PUNCT
cana-1463	192	15	y.	y.	PROPN
cana-1463	192	16	,	,	PUNCT
cana-1463	192	17	&	&	CCONJ
cana-1463	192	18	borcea	borcea	PROPN
cana-1463	192	19	,	,	PUNCT
cana-1463	192	20	c.	c.	PROPN
cana-1463	192	21	(	(	PUNCT
cana-1463	192	22	2021	2021	NUM
cana-1463	192	23	)	)	PUNCT
cana-1463	192	24	.	.	PUNCT
cana-1463	193	1	federated	federate	VERB
cana-1463	193	2	learning	learning	NOUN
cana-1463	193	3	on	on	ADP
cana-1463	193	4	the	the	DET
cana-1463	193	5	edge	edge	NOUN
cana-1463	193	6	:	:	PUNCT
cana-1463	193	7	a	a	DET
cana-1463	193	8	survey	survey	NOUN
cana-1463	193	9	on	on	ADP
cana-1463	193	10	opportunities	opportunity	NOUN
cana-1463	193	11	and	and	CCONJ
cana-1463	193	12	challenges	challenge	NOUN
cana-1463	193	13	.	.	PUNCT
cana-1463	194	1	ieee	ieee	NOUN
cana-1463	194	2	access	access	NOUN
cana-1463	194	3	,	,	PUNCT
cana-1463	194	4	9	9	NUM
cana-1463	194	5	,	,	PUNCT
cana-1463	194	6	79814	79814	NUM
cana-1463	194	7	-	-	SYM
cana-1463	194	8	79841	79841	NUM
cana-1463	194	9	.	.	PUNCT
cana-1463	195	1	https://doi.org/10.1109/access.2021.3085051	https://doi.org/10.1109/access.2021.3085051	PROPN
cana-1463	195	2	[	[	X
cana-1463	195	3	8	8	NUM
cana-1463	195	4	]	]	SYM
cana-1463	195	5	li	li	PROPN
cana-1463	195	6	,	,	PUNCT
cana-1463	195	7	x.	x.	PROPN
cana-1463	195	8	,	,	PUNCT
cana-1463	195	9	huang	huang	PROPN
cana-1463	195	10	,	,	PUNCT
cana-1463	195	11	k.	k.	PROPN
cana-1463	195	12	,	,	PUNCT
cana-1463	195	13	yang	yang	PROPN
cana-1463	195	14	,	,	PUNCT
cana-1463	195	15	w.	w.	PROPN
cana-1463	195	16	,	,	PUNCT
cana-1463	195	17	wang	wang	PROPN
cana-1463	195	18	,	,	PUNCT
cana-1463	195	19	s.	s.	PROPN
cana-1463	195	20	,	,	PUNCT
cana-1463	195	21	&	&	CCONJ
cana-1463	195	22	zhang	zhang	PROPN
cana-1463	195	23	,	,	PUNCT
cana-1463	195	24	z.	z.	PROPN
cana-1463	195	25	(	(	PUNCT
cana-1463	195	26	2021	2021	NUM
cana-1463	195	27	)	)	PUNCT
cana-1463	195	28	.	.	PUNCT
cana-1463	196	1	on	on	ADP
cana-1463	196	2	the	the	DET
cana-1463	196	3	convergence	convergence	NOUN
cana-1463	196	4	of	of	ADP
cana-1463	196	5	fedavg	fedavg	NOUN
cana-1463	196	6	on	on	ADP
cana-1463	196	7	non	non	ADJ
cana-1463	196	8	-	-	ADJ
cana-1463	196	9	iid	iid	ADJ
cana-1463	196	10	data	datum	NOUN
cana-1463	196	11	.	.	PUNCT
cana-1463	197	1	advances	advance	NOUN
cana-1463	197	2	in	in	ADP
cana-1463	197	3	neural	neural	ADJ
cana-1463	197	4	information	information	NOUN
cana-1463	197	5	processing	processing	NOUN
cana-1463	197	6	systems	system	NOUN
cana-1463	197	7	,	,	PUNCT
cana-1463	197	8	33	33	NUM
cana-1463	197	9	,	,	PUNCT
cana-1463	197	10	7854	7854	NUM
cana-1463	197	11	-	-	SYM
cana-1463	197	12	7867	7867	NUM
cana-1463	197	13	.	.	PUNCT
cana-1463	198	1	[	[	X
cana-1463	198	2	9	9	NUM
cana-1463	198	3	]	]	SYM
cana-1463	198	4	chen	chen	PROPN
cana-1463	198	5	,	,	PUNCT
cana-1463	198	6	d.	d.	PROPN
cana-1463	198	7	,	,	PUNCT
cana-1463	198	8	wang	wang	PROPN
cana-1463	198	9	,	,	PUNCT
cana-1463	198	10	l.	l.	PROPN
cana-1463	198	11	,	,	PUNCT
cana-1463	198	12	yin	yin	PROPN
cana-1463	198	13	,	,	PUNCT
cana-1463	198	14	j.	j.	PROPN
cana-1463	198	15	,	,	PUNCT
cana-1463	198	16	&	&	CCONJ
cana-1463	198	17	wang	wang	PROPN
cana-1463	198	18	,	,	PUNCT
cana-1463	198	19	q.	q.	PROPN
cana-1463	198	20	(	(	PUNCT
cana-1463	198	21	2022	2022	NUM
cana-1463	198	22	)	)	PUNCT
cana-1463	198	23	.	.	PUNCT
cana-1463	198	24	hybrid	hybrid	ADJ
cana-1463	198	25	parallelism	parallelism	NOUN
cana-1463	198	26	for	for	ADP
cana-1463	198	27	deep	deep	ADJ
cana-1463	198	28	learning	learning	NOUN
cana-1463	198	29	:	:	PUNCT
cana-1463	198	30	data	datum	NOUN
cana-1463	198	31	,	,	PUNCT
cana-1463	198	32	model	model	NOUN
cana-1463	198	33	,	,	PUNCT
cana-1463	198	34	pipeline	pipeline	NOUN
cana-1463	198	35	,	,	PUNCT
cana-1463	198	36	and	and	CCONJ
cana-1463	198	37	layer	layer	NOUN
cana-1463	198	38	parallelism	parallelism	NOUN
cana-1463	198	39	.	.	PUNCT
cana-1463	199	1	acm	acm	PROPN
cana-1463	199	2	computing	computing	NOUN
cana-1463	199	3	surveys	survey	NOUN
cana-1463	199	4	(	(	PUNCT
cana-1463	199	5	csur	csur	NOUN
cana-1463	199	6	)	)	PUNCT
cana-1463	199	7	,	,	PUNCT
cana-1463	199	8	55(3	55(3	X
cana-1463	199	9	)	)	PUNCT
cana-1463	199	10	,	,	PUNCT
cana-1463	199	11	1	1	NUM
cana-1463	199	12	-	-	SYM
cana-1463	199	13	36	36	NUM
cana-1463	199	14	.	.	PUNCT
cana-1463	200	1	https://doi.org/10.1145/3490221	https://doi.org/10.1145/3490221	PRON
cana-1463	200	2	[	[	X
cana-1463	200	3	10	10	NUM
cana-1463	200	4	]	]	PUNCT
cana-1463	200	5	rengasamy	rengasamy	NOUN
cana-1463	200	6	,	,	PUNCT
cana-1463	200	7	k.	k.	PROPN
cana-1463	200	8	,	,	PUNCT
cana-1463	200	9	kathiresan	kathiresan	PROPN
cana-1463	200	10	,	,	PUNCT
cana-1463	200	11	g.	g.	PROPN
cana-1463	200	12	,	,	PUNCT
cana-1463	200	13	&	&	CCONJ
cana-1463	200	14	kathiresan	kathiresan	PROPN
cana-1463	200	15	,	,	PUNCT
cana-1463	200	16	b.	b.	PROPN
cana-1463	200	17	(	(	PUNCT
cana-1463	200	18	2022	2022	NUM
cana-1463	200	19	)	)	PUNCT
cana-1463	200	20	.	.	PUNCT
cana-1463	201	1	a	a	DET
cana-1463	201	2	review	review	NOUN
cana-1463	201	3	of	of	ADP
cana-1463	201	4	hybrid	hybrid	ADJ
cana-1463	201	5	parallelism	parallelism	NOUN
cana-1463	201	6	for	for	ADP
cana-1463	201	7	deep	deep	ADJ
cana-1463	201	8	learning	learning	NOUN
cana-1463	201	9	.	.	PUNCT
cana-1463	202	1	journal	journal	PROPN
cana-1463	202	2	of	of	ADP
cana-1463	202	3	parallel	parallel	ADJ
cana-1463	202	4	and	and	CCONJ
cana-1463	202	5	distributed	distributed	ADJ
cana-1463	202	6	computing	computing	NOUN
cana-1463	202	7	,	,	PUNCT
cana-1463	202	8	155	155	NUM
cana-1463	202	9	,	,	PUNCT
cana-1463	202	10	123	123	NUM
cana-1463	202	11	-	-	SYM
cana-1463	202	12	138	138	NUM
cana-1463	202	13	.	.	PUNCT
cana-1463	203	1	https://doi.org/10.1016/j.jpdc.2021.07.013	https://doi.org/10.1016/j.jpdc.2021.07.013	ADJ
cana-1463	203	2	communications	communication	NOUN
cana-1463	203	3	on	on	ADP
cana-1463	203	4	applied	apply	VERB
cana-1463	203	5	nonlinear	nonlinear	ADJ
cana-1463	203	6	analysis	analysis	NOUN
cana-1463	203	7	issn	issn	NOUN
cana-1463	203	8	:	:	PUNCT
cana-1463	203	9	1074	1074	NUM
cana-1463	203	10	-	-	PUNCT
cana-1463	203	11	133x	133x	NUM
cana-1463	203	12	vol	vol	NOUN
cana-1463	203	13	31	31	NUM
cana-1463	203	14	no	no	NOUN
cana-1463	203	15	.	.	PUNCT
cana-1463	204	1	8s	8s	PROPN
cana-1463	204	2	(	(	PUNCT
cana-1463	204	3	2024	2024	NUM
cana-1463	204	4	)	)	PUNCT
cana-1463	204	5	178	178	NUM
cana-1463	204	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1463	205	1	[	[	X
cana-1463	205	2	11	11	NUM
cana-1463	205	3	]	]	X
cana-1463	205	4	jia	jia	PROPN
cana-1463	205	5	,	,	PUNCT
cana-1463	205	6	z.	z.	PROPN
cana-1463	205	7	,	,	PUNCT
cana-1463	205	8	zaharia	zaharia	PROPN
cana-1463	205	9	,	,	PUNCT
cana-1463	205	10	m.	m.	NOUN
cana-1463	205	11	,	,	PUNCT
cana-1463	205	12	&	&	CCONJ
cana-1463	205	13	aiken	aiken	PROPN
cana-1463	205	14	,	,	PUNCT
cana-1463	205	15	a.	a.	NOUN
cana-1463	205	16	(	(	PUNCT
cana-1463	205	17	2021	2021	NUM
cana-1463	205	18	)	)	PUNCT
cana-1463	205	19	.	.	PUNCT
cana-1463	206	1	beyond	beyond	ADP
cana-1463	206	2	data	datum	NOUN
cana-1463	206	3	and	and	CCONJ
cana-1463	206	4	model	model	NOUN
cana-1463	206	5	parallelism	parallelism	NOUN
cana-1463	206	6	for	for	ADP
cana-1463	206	7	deep	deep	ADJ
cana-1463	206	8	neural	neural	ADJ
cana-1463	206	9	networks	network	NOUN
cana-1463	206	10	.	.	PUNCT
cana-1463	207	1	proceedings	proceeding	NOUN
cana-1463	207	2	of	of	ADP
cana-1463	207	3	machine	machine	NOUN
cana-1463	207	4	learning	learning	NOUN
cana-1463	207	5	and	and	CCONJ
cana-1463	207	6	systems	system	NOUN
cana-1463	207	7	,	,	PUNCT
cana-1463	207	8	3	3	NUM
cana-1463	207	9	,	,	PUNCT
cana-1463	207	10	1	1	NUM
cana-1463	207	11	-	-	SYM
cana-1463	207	12	14	14	NUM
cana-1463	207	13	.	.	PUNCT
cana-1463	208	1	[	[	X
cana-1463	208	2	12	12	NUM
cana-1463	208	3	]	]	X
cana-1463	208	4	alistarh	alistarh	PROPN
cana-1463	208	5	,	,	PUNCT
cana-1463	208	6	d.	d.	PROPN
cana-1463	208	7	,	,	PUNCT
cana-1463	208	8	ben	ben	PROPN
cana-1463	208	9	-	-	PROPN
cana-1463	208	10	nun	nun	PROPN
cana-1463	208	11	,	,	PUNCT
cana-1463	208	12	t.	t.	PROPN
cana-1463	208	13	,	,	PUNCT
cana-1463	208	14	dryden	dryden	PROPN
cana-1463	208	15	,	,	PUNCT
cana-1463	208	16	n.	n.	PROPN
cana-1463	208	17	,	,	PUNCT
cana-1463	208	18	peste	peste	PROPN
cana-1463	208	19	,	,	PUNCT
cana-1463	208	20	a.	a.	PROPN
cana-1463	208	21	,	,	PUNCT
cana-1463	208	22	&	&	CCONJ
cana-1463	208	23	rengasamy	rengasamy	PROPN
cana-1463	208	24	,	,	PUNCT
cana-1463	208	25	k.	k.	PROPN
cana-1463	208	26	(	(	PUNCT
cana-1463	208	27	2020	2020	NUM
cana-1463	208	28	)	)	PUNCT
cana-1463	208	29	.	.	PUNCT
cana-1463	209	1	multi	multi	ADJ
cana-1463	209	2	-	-	ADJ
cana-1463	209	3	model	model	ADJ
cana-1463	209	4	parallelism	parallelism	NOUN
cana-1463	209	5	:	:	PUNCT
cana-1463	209	6	flexible	flexible	ADJ
cana-1463	209	7	distributed	distribute	VERB
cana-1463	209	8	training	training	NOUN
cana-1463	209	9	beyond	beyond	ADP
cana-1463	209	10	data	data	NOUN
cana-1463	209	11	parallelism	parallelism	NOUN
cana-1463	209	12	.	.	PUNCT
cana-1463	210	1	proceedings	proceeding	NOUN
cana-1463	210	2	of	of	ADP
cana-1463	210	3	the	the	DET
cana-1463	210	4	34th	34th	ADJ
cana-1463	210	5	international	international	ADJ
cana-1463	210	6	conference	conference	NOUN
cana-1463	210	7	on	on	ADP
cana-1463	210	8	neural	neural	ADJ
cana-1463	210	9	information	information	NOUN
cana-1463	210	10	processing	processing	NOUN
cana-1463	210	11	systems	system	NOUN
cana-1463	210	12	,	,	PUNCT
cana-1463	210	13	21	21	NUM
cana-1463	210	14	-	-	SYM
cana-1463	210	15	30	30	NUM
cana-1463	210	16	.	.	PUNCT
cana-1463	211	1	[	[	X
cana-1463	211	2	13	13	NUM
cana-1463	211	3	]	]	PUNCT
cana-1463	211	4	rajawat	rajawat	PROPN
cana-1463	211	5	,	,	PUNCT
cana-1463	211	6	k.	k.	PROPN
cana-1463	211	7	,	,	PUNCT
cana-1463	211	8	&	&	CCONJ
cana-1463	211	9	cuff	cuff	PROPN
cana-1463	211	10	,	,	PUNCT
cana-1463	211	11	p.	p.	NOUN
cana-1463	211	12	(	(	PUNCT
cana-1463	211	13	2021	2021	NUM
cana-1463	211	14	)	)	PUNCT
cana-1463	211	15	.	.	PUNCT
cana-1463	212	1	communication	communication	NOUN
cana-1463	212	2	-	-	PUNCT
cana-1463	212	3	efficient	efficient	ADJ
cana-1463	212	4	federated	federated	ADJ
cana-1463	212	5	learning	learning	NOUN
cana-1463	212	6	via	via	ADP
cana-1463	212	7	lossy	lossy	ADJ
cana-1463	212	8	compression	compression	NOUN
cana-1463	212	9	.	.	PUNCT
cana-1463	213	1	ieee	ieee	NOUN
cana-1463	213	2	transactions	transaction	NOUN
cana-1463	213	3	on	on	ADP
cana-1463	213	4	signal	signal	ADJ
cana-1463	213	5	processing	processing	NOUN
cana-1463	213	6	,	,	PUNCT
cana-1463	213	7	69	69	NUM
cana-1463	213	8	,	,	PUNCT
cana-1463	213	9	5556	5556	NUM
cana-1463	213	10	-	-	SYM
cana-1463	213	11	5570	5570	NUM
cana-1463	213	12	.	.	PUNCT
cana-1463	214	1	https://doi.org/10.1109/tsp.2021.3109665	https://doi.org/10.1109/tsp.2021.3109665	ADV
cana-1463	215	1	[	[	X
cana-1463	215	2	14	14	NUM
cana-1463	215	3	]	]	X
cana-1463	215	4	xing	xing	PROPN
cana-1463	215	5	,	,	PUNCT
cana-1463	215	6	w.	w.	PROPN
cana-1463	215	7	,	,	PUNCT
cana-1463	215	8	wang	wang	PROPN
cana-1463	215	9	,	,	PUNCT
cana-1463	215	10	w.	w.	PROPN
cana-1463	215	11	,	,	PUNCT
cana-1463	215	12	&	&	CCONJ
cana-1463	215	13	chen	chen	PROPN
cana-1463	215	14	,	,	PUNCT
cana-1463	215	15	h.	h.	PROPN
cana-1463	215	16	(	(	PUNCT
cana-1463	215	17	2021	2021	NUM
cana-1463	215	18	)	)	PUNCT
cana-1463	215	19	.	.	PUNCT
cana-1463	216	1	a	a	DET
cana-1463	216	2	hybrid	hybrid	ADJ
cana-1463	216	3	parallelism	parallelism	NOUN
cana-1463	216	4	approach	approach	NOUN
cana-1463	216	5	for	for	ADP
cana-1463	216	6	distributed	distribute	VERB
cana-1463	216	7	deep	deep	ADJ
cana-1463	216	8	learning	learning	NOUN
cana-1463	216	9	on	on	ADP
cana-1463	216	10	multigpu	multigpu	NOUN
cana-1463	216	11	systems	system	NOUN
cana-1463	216	12	.	.	PUNCT
cana-1463	217	1	ieee	ieee	NOUN
cana-1463	217	2	transactions	transaction	NOUN
cana-1463	217	3	on	on	ADP
cana-1463	217	4	parallel	parallel	ADJ
cana-1463	217	5	and	and	CCONJ
cana-1463	217	6	distributed	distributed	ADJ
cana-1463	217	7	systems	system	NOUN
cana-1463	217	8	,	,	PUNCT
cana-1463	217	9	32(11	32(11	NUM
cana-1463	217	10	)	)	PUNCT
cana-1463	217	11	,	,	PUNCT
cana-1463	217	12	2690	2690	NUM
cana-1463	217	13	-	-	SYM
cana-1463	217	14	2703	2703	NUM
cana-1463	217	15	.	.	PUNCT
cana-1463	218	1	https://doi.org/10.1109/tpds.2021.3070562	https://doi.org/10.1109/tpds.2021.3070562	PROPN
cana-1463	218	2	[	[	X
cana-1463	218	3	15	15	NUM
cana-1463	218	4	]	]	X
cana-1463	218	5	li	li	PROPN
cana-1463	218	6	,	,	PUNCT
cana-1463	218	7	h.	h.	PROPN
cana-1463	218	8	,	,	PUNCT
cana-1463	218	9	ota	ota	PROPN
cana-1463	218	10	,	,	PUNCT
cana-1463	218	11	k.	k.	PROPN
cana-1463	218	12	,	,	PUNCT
cana-1463	218	13	&	&	CCONJ
cana-1463	218	14	dong	dong	PROPN
cana-1463	218	15	,	,	PUNCT
cana-1463	218	16	m.	m.	NOUN
cana-1463	218	17	(	(	PUNCT
cana-1463	218	18	2021	2021	NUM
cana-1463	218	19	)	)	PUNCT
cana-1463	218	20	.	.	PUNCT
cana-1463	219	1	learning	learn	VERB
cana-1463	219	2	on	on	ADP
cana-1463	219	3	the	the	DET
cana-1463	219	4	edge	edge	NOUN
cana-1463	219	5	:	:	PUNCT
cana-1463	219	6	a	a	DET
cana-1463	219	7	hybrid	hybrid	ADJ
cana-1463	219	8	model	model	NOUN
cana-1463	219	9	for	for	ADP
cana-1463	219	10	federated	federated	ADJ
cana-1463	219	11	learning	learning	NOUN
cana-1463	219	12	in	in	ADP
cana-1463	219	13	resourceconstrained	resourceconstraine	VERB
cana-1463	219	14	environments	environment	NOUN
cana-1463	219	15	.	.	PUNCT
cana-1463	220	1	ieee	ieee	NOUN
cana-1463	220	2	internet	internet	NOUN
cana-1463	220	3	of	of	ADP
cana-1463	220	4	things	thing	NOUN
cana-1463	220	5	journal	journal	NOUN
cana-1463	220	6	,	,	PUNCT
cana-1463	220	7	8(3	8(3	NUM
cana-1463	220	8	)	)	PUNCT
cana-1463	220	9	,	,	PUNCT
cana-1463	220	10	1803	1803	NUM
cana-1463	220	11	-	-	SYM
cana-1463	220	12	1814	1814	NUM
cana-1463	220	13	.	.	PUNCT
cana-1463	221	1	https://doi.org/10.1109/jiot.2020.3010141	https://doi.org/10.1109/jiot.2020.3010141	PROPN
cana-1463	221	2	[	[	X
cana-1463	221	3	16	16	NUM
cana-1463	221	4	]	]	X
cana-1463	221	5	chen	chen	PROPN
cana-1463	221	6	,	,	PUNCT
cana-1463	221	7	t.	t.	PROPN
cana-1463	221	8	,	,	PUNCT
cana-1463	221	9	&	&	CCONJ
cana-1463	221	10	chen	chen	PROPN
cana-1463	221	11	,	,	PUNCT
cana-1463	221	12	h.	h.	PROPN
cana-1463	221	13	(	(	PUNCT
cana-1463	221	14	2021	2021	NUM
cana-1463	221	15	)	)	PUNCT
cana-1463	221	16	.	.	PUNCT
cana-1463	222	1	improving	improve	VERB
cana-1463	222	2	communication	communication	NOUN
cana-1463	222	3	efficiency	efficiency	NOUN
cana-1463	222	4	in	in	ADP
cana-1463	222	5	federated	federated	ADJ
cana-1463	222	6	learning	learning	NOUN
cana-1463	222	7	:	:	PUNCT
cana-1463	222	8	a	a	DET
cana-1463	222	9	comprehensive	comprehensive	ADJ
cana-1463	222	10	survey	survey	NOUN
cana-1463	222	11	.	.	PUNCT
cana-1463	223	1	journal	journal	PROPN
cana-1463	223	2	of	of	ADP
cana-1463	223	3	systems	system	NOUN
cana-1463	223	4	architecture	architecture	NOUN
cana-1463	223	5	,	,	PUNCT
cana-1463	223	6	115	115	NUM
cana-1463	223	7	,	,	PUNCT
cana-1463	223	8	101896	101896	NUM
cana-1463	223	9	.	.	PUNCT
cana-1463	224	1	https://doi.org/10.1016/j.sysarc.2020.101896	https://doi.org/10.1016/j.sysarc.2020.101896	NOUN
cana-1463	224	2	[	[	X
cana-1463	224	3	17	17	NUM
cana-1463	224	4	]	]	X
cana-1463	224	5	xu	xu	PROPN
cana-1463	224	6	,	,	PUNCT
cana-1463	224	7	m.	m.	NOUN
cana-1463	224	8	,	,	PUNCT
cana-1463	224	9	ren	ren	PROPN
cana-1463	224	10	,	,	PUNCT
cana-1463	224	11	y.	y.	PROPN
cana-1463	224	12	,	,	PUNCT
cana-1463	224	13	&	&	CCONJ
cana-1463	224	14	li	li	PROPN
cana-1463	224	15	,	,	PUNCT
cana-1463	224	16	x.	x.	NOUN
cana-1463	224	17	(	(	PUNCT
cana-1463	224	18	2022	2022	NUM
cana-1463	224	19	)	)	PUNCT
cana-1463	224	20	.	.	PUNCT
cana-1463	225	1	deep	deep	ADJ
cana-1463	225	2	learning	learn	VERB
cana-1463	225	3	with	with	ADP
cana-1463	225	4	hybrid	hybrid	ADJ
cana-1463	225	5	parallelism	parallelism	NOUN
cana-1463	225	6	for	for	ADP
cana-1463	225	7	training	train	VERB
cana-1463	225	8	large	large	ADJ
cana-1463	225	9	models	model	NOUN
cana-1463	225	10	.	.	PUNCT
cana-1463	226	1	future	future	ADJ
cana-1463	226	2	generation	generation	NOUN
cana-1463	226	3	computer	computer	NOUN
cana-1463	226	4	systems	system	NOUN
cana-1463	226	5	,	,	PUNCT
cana-1463	226	6	128	128	NUM
cana-1463	226	7	,	,	PUNCT
cana-1463	226	8	300	300	NUM
cana-1463	226	9	-	-	SYM
cana-1463	226	10	310	310	NUM
cana-1463	226	11	.	.	PUNCT
cana-1463	227	1	https://doi.org/10.1016/j.future.2021.10.019	https://doi.org/10.1016/j.future.2021.10.019	NUM
cana-1463	227	2	[	[	X
cana-1463	227	3	18	18	NUM
cana-1463	227	4	]	]	X
cana-1463	227	5	kim	kim	PROPN
cana-1463	227	6	,	,	PUNCT
cana-1463	227	7	d.	d.	PROPN
cana-1463	227	8	,	,	PUNCT
cana-1463	227	9	kwon	kwon	PROPN
cana-1463	227	10	,	,	PUNCT
cana-1463	227	11	y.	y.	PROPN
cana-1463	227	12	,	,	PUNCT
cana-1463	227	13	&	&	CCONJ
cana-1463	227	14	choi	choi	PROPN
cana-1463	227	15	,	,	PUNCT
cana-1463	227	16	j.	j.	PROPN
cana-1463	227	17	(	(	PUNCT
cana-1463	227	18	2021	2021	NUM
cana-1463	227	19	)	)	PUNCT
cana-1463	227	20	.	.	PUNCT
cana-1463	228	1	on	on	ADP
cana-1463	228	2	-	-	PUNCT
cana-1463	228	3	device	device	NOUN
cana-1463	228	4	federated	federated	ADJ
cana-1463	228	5	learning	learning	NOUN
cana-1463	228	6	with	with	ADP
cana-1463	228	7	model	model	NOUN
cana-1463	228	8	parallelism	parallelism	NOUN
cana-1463	228	9	for	for	ADP
cana-1463	228	10	mobile	mobile	ADJ
cana-1463	228	11	environments	environment	NOUN
cana-1463	228	12	.	.	PUNCT
cana-1463	229	1	ieee	ieee	NOUN
cana-1463	229	2	transactions	transaction	NOUN
cana-1463	229	3	on	on	ADP
cana-1463	229	4	mobile	mobile	ADJ
cana-1463	229	5	computing	computing	NOUN
cana-1463	229	6	.	.	PUNCT
cana-1463	230	1	https://doi.org/10.1109/tmc.2021.3111823	https://doi.org/10.1109/tmc.2021.3111823	PROPN
cana-1463	230	2	[	[	X
cana-1463	230	3	19	19	NUM
cana-1463	230	4	]	]	X
cana-1463	230	5	he	he	PRON
cana-1463	230	6	,	,	PUNCT
cana-1463	230	7	c.	c.	PROPN
cana-1463	230	8	,	,	PUNCT
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cana-1463	230	10	,	,	PUNCT
cana-1463	230	11	h.	h.	PROPN
cana-1463	230	12	,	,	PUNCT
cana-1463	230	13	liu	liu	PROPN
cana-1463	230	14	,	,	PUNCT
cana-1463	230	15	s.	s.	PROPN
cana-1463	230	16	,	,	PUNCT
cana-1463	230	17	xu	xu	PROPN
cana-1463	230	18	,	,	PUNCT
cana-1463	230	19	l.	l.	PROPN
cana-1463	230	20	,	,	PUNCT
cana-1463	230	21	&	&	CCONJ
cana-1463	230	22	wang	wang	PROPN
cana-1463	230	23	,	,	PUNCT
cana-1463	230	24	q.	q.	PROPN
cana-1463	230	25	(	(	PUNCT
cana-1463	230	26	2022	2022	NUM
cana-1463	230	27	)	)	PUNCT
cana-1463	230	28	.	.	PUNCT
cana-1463	231	1	heterofl	heterofl	VERB
cana-1463	231	2	:	:	PUNCT
cana-1463	231	3	computation	computation	NOUN
cana-1463	231	4	and	and	CCONJ
cana-1463	231	5	communication	communication	NOUN
cana-1463	231	6	efficient	efficient	ADJ
cana-1463	231	7	federated	federated	ADJ
cana-1463	231	8	learning	learning	NOUN
cana-1463	231	9	for	for	ADP
cana-1463	231	10	heterogeneous	heterogeneous	ADJ
cana-1463	231	11	edge	edge	NOUN
cana-1463	231	12	devices	device	NOUN
cana-1463	231	13	.	.	PUNCT
cana-1463	232	1	ieee	ieee	NOUN
cana-1463	232	2	transactions	transaction	NOUN
cana-1463	232	3	on	on	ADP
cana-1463	232	4	network	network	NOUN
cana-1463	232	5	and	and	CCONJ
cana-1463	232	6	service	service	NOUN
cana-1463	232	7	management	management	NOUN
cana-1463	232	8	,	,	PUNCT
cana-1463	232	9	19(1	19(1	NUM
cana-1463	232	10	)	)	PUNCT
cana-1463	232	11	,	,	PUNCT
cana-1463	232	12	1	1	NUM
cana-1463	232	13	-	-	SYM
cana-1463	232	14	16	16	NUM
cana-1463	232	15	.	.	PUNCT
cana-1463	233	1	https://doi.org/10.1109/tnsm.2021.3134244	https://doi.org/10.1109/tnsm.2021.3134244	PROPN
cana-1463	234	1	[	[	X
cana-1463	234	2	20	20	NUM
cana-1463	234	3	]	]	SYM
cana-1463	234	4	wu	wu	PROPN
cana-1463	234	5	,	,	PUNCT
cana-1463	234	6	x.	x.	PROPN
cana-1463	234	7	,	,	PUNCT
cana-1463	234	8	&	&	CCONJ
cana-1463	234	9	li	li	PROPN
cana-1463	234	10	,	,	PUNCT
cana-1463	234	11	t.	t.	PROPN
cana-1463	234	12	(	(	PUNCT
cana-1463	234	13	2021	2021	NUM
cana-1463	234	14	)	)	PUNCT
cana-1463	234	15	.	.	PUNCT
cana-1463	235	1	on	on	ADP
cana-1463	235	2	the	the	DET
cana-1463	235	3	generalization	generalization	NOUN
cana-1463	235	4	and	and	CCONJ
cana-1463	235	5	optimization	optimization	NOUN
cana-1463	235	6	of	of	ADP
cana-1463	235	7	hybrid	hybrid	ADJ
cana-1463	235	8	parallelism	parallelism	NOUN
cana-1463	235	9	for	for	ADP
cana-1463	235	10	training	train	VERB
cana-1463	235	11	large	large	ADJ
cana-1463	235	12	neural	neural	ADJ
cana-1463	235	13	networks	network	NOUN
cana-1463	235	14	.	.	PUNCT
cana-1463	236	1	ieee	ieee	NOUN
cana-1463	236	2	access	access	NOUN
cana-1463	236	3	,	,	PUNCT
cana-1463	236	4	9	9	NUM
cana-1463	236	5	,	,	PUNCT
cana-1463	236	6	86538	86538	NUM
cana-1463	236	7	-	-	SYM
cana-1463	236	8	86550	86550	NUM
cana-1463	236	9	.	.	PUNCT
cana-1463	237	1	https://doi.org/10.1109/access.2021.3089945	https://doi.org/10.1109/access.2021.3089945	PROPN
cana-1463	237	2	[	[	X
cana-1463	237	3	21	21	NUM
cana-1463	237	4	]	]	X
cana-1463	237	5	zhao	zhao	X
cana-1463	237	6	,	,	PUNCT
cana-1463	237	7	y.	y.	PROPN
cana-1463	237	8	,	,	PUNCT
cana-1463	237	9	zhao	zhao	PROPN
cana-1463	237	10	,	,	PUNCT
cana-1463	237	11	j.	j.	PROPN
cana-1463	237	12	,	,	PUNCT
cana-1463	237	13	&	&	CCONJ
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cana-1463	237	15	,	,	PUNCT
cana-1463	237	16	c.	c.	PROPN
cana-1463	237	17	(	(	PUNCT
cana-1463	237	18	2020	2020	NUM
cana-1463	237	19	)	)	PUNCT
cana-1463	237	20	.	.	PUNCT
cana-1463	238	1	federated	federated	ADJ
cana-1463	238	2	learning	learning	NOUN
cana-1463	238	3	with	with	ADP
cana-1463	238	4	non	non	ADJ
cana-1463	238	5	-	-	ADJ
cana-1463	238	6	iid	iid	ADJ
cana-1463	238	7	data	datum	NOUN
cana-1463	238	8	:	:	PUNCT
cana-1463	238	9	challenges	challenge	NOUN
cana-1463	238	10	and	and	CCONJ
cana-1463	238	11	opportunities	opportunity	NOUN
cana-1463	238	12	.	.	PUNCT
cana-1463	239	1	proceedings	proceeding	NOUN
cana-1463	239	2	of	of	ADP
cana-1463	239	3	the	the	DET
cana-1463	239	4	34th	34th	ADJ
cana-1463	239	5	conference	conference	NOUN
cana-1463	239	6	on	on	ADP
cana-1463	239	7	neural	neural	ADJ
cana-1463	239	8	information	information	NOUN
cana-1463	239	9	processing	processing	NOUN
cana-1463	239	10	systems	system	NOUN
cana-1463	239	11	(	(	PUNCT
cana-1463	239	12	neurips	neurip	NOUN
cana-1463	239	13	2020	2020	NUM
cana-1463	239	14	)	)	PUNCT
cana-1463	239	15	.	.	PUNCT
cana-1463	240	1	[	[	X
cana-1463	240	2	22	22	NUM
cana-1463	240	3	]	]	X
cana-1463	240	4	fang	fang	X
cana-1463	240	5	,	,	PUNCT
cana-1463	240	6	h.	h.	PROPN
cana-1463	240	7	,	,	PUNCT
cana-1463	240	8	xu	xu	PROPN
cana-1463	240	9	,	,	PUNCT
cana-1463	240	10	r.	r.	PROPN
cana-1463	240	11	,	,	PUNCT
cana-1463	240	12	&	&	CCONJ
cana-1463	240	13	zheng	zheng	PROPN
cana-1463	240	14	,	,	PUNCT
cana-1463	240	15	q.	q.	PROPN
cana-1463	240	16	(	(	PUNCT
cana-1463	240	17	2021	2021	NUM
cana-1463	240	18	)	)	PUNCT
cana-1463	240	19	.	.	PUNCT
cana-1463	241	1	federated	federate	VERB
cana-1463	241	2	learning	learning	NOUN
cana-1463	241	3	on	on	ADP
cana-1463	241	4	edge	edge	NOUN
cana-1463	241	5	devices	device	NOUN
cana-1463	241	6	:	:	PUNCT
cana-1463	241	7	a	a	DET
cana-1463	241	8	survey	survey	NOUN
cana-1463	241	9	of	of	ADP
cana-1463	241	10	methods	method	NOUN
cana-1463	241	11	and	and	CCONJ
cana-1463	241	12	applications	application	NOUN
cana-1463	241	13	.	.	PUNCT
cana-1463	242	1	acm	acm	PROPN
cana-1463	242	2	computing	computing	NOUN
cana-1463	242	3	surveys	survey	NOUN
cana-1463	242	4	(	(	PUNCT
cana-1463	242	5	csur	csur	NOUN
cana-1463	242	6	)	)	PUNCT
cana-1463	242	7	,	,	PUNCT
cana-1463	242	8	54(6	54(6	NOUN
cana-1463	242	9	)	)	PUNCT
cana-1463	242	10	,	,	PUNCT
cana-1463	242	11	1	1	NUM
cana-1463	242	12	-	-	SYM
cana-1463	242	13	36	36	NUM
cana-1463	242	14	.	.	PUNCT
cana-1463	243	1	https://doi.org/10.1145/3477484	https://doi.org/10.1145/3477484	NOUN
cana-1463	244	1	[	[	X
cana-1463	244	2	23	23	NUM
cana-1463	244	3	]	]	X
cana-1463	244	4	ren	ren	PROPN
cana-1463	244	5	,	,	PUNCT
cana-1463	244	6	j.	j.	PROPN
cana-1463	244	7	,	,	PUNCT
cana-1463	244	8	shen	shen	PROPN
cana-1463	244	9	,	,	PUNCT
cana-1463	244	10	x.	x.	PROPN
cana-1463	244	11	,	,	PUNCT
cana-1463	244	12	wang	wang	PROPN
cana-1463	244	13	,	,	PUNCT
cana-1463	244	14	s.	s.	PROPN
cana-1463	244	15	,	,	PUNCT
cana-1463	244	16	li	li	PROPN
cana-1463	244	17	,	,	PUNCT
cana-1463	244	18	y.	y.	PROPN
cana-1463	244	19	,	,	PUNCT
cana-1463	244	20	&	&	CCONJ
cana-1463	244	21	zhuang	zhuang	PROPN
cana-1463	244	22	,	,	PUNCT
cana-1463	244	23	w.	w.	PROPN
cana-1463	244	24	(	(	PUNCT
cana-1463	244	25	2021	2021	NUM
cana-1463	244	26	)	)	PUNCT
cana-1463	244	27	.	.	PUNCT
cana-1463	245	1	federated	federate	VERB
cana-1463	245	2	learning	learning	NOUN
cana-1463	245	3	with	with	ADP
cana-1463	245	4	model	model	NOUN
cana-1463	245	5	parallelism	parallelism	NOUN
cana-1463	245	6	for	for	ADP
cana-1463	245	7	iot	iot	PROPN
cana-1463	245	8	applications	application	NOUN
cana-1463	245	9	.	.	PUNCT
cana-1463	246	1	ieee	ieee	PROPN
cana-1463	246	2	internet	internet	NOUN
cana-1463	246	3	of	of	ADP
cana-1463	246	4	things	thing	NOUN
cana-1463	246	5	journal	journal	NOUN
cana-1463	246	6	,	,	PUNCT
cana-1463	246	7	8(2	8(2	NUM
cana-1463	246	8	)	)	PUNCT
cana-1463	246	9	,	,	PUNCT
cana-1463	246	10	1135	1135	NUM
cana-1463	246	11	-	-	SYM
cana-1463	246	12	1147	1147	NUM
cana-1463	246	13	.	.	PUNCT
cana-1463	247	1	https://doi.org/10.1109/jiot.2020.2997483	https://doi.org/10.1109/jiot.2020.2997483	PROPN
cana-1463	247	2	[	[	X
cana-1463	247	3	24	24	NUM
cana-1463	247	4	]	]	X
cana-1463	247	5	zhang	zhang	PROPN
cana-1463	247	6	,	,	PUNCT
cana-1463	247	7	z.	z.	PROPN
cana-1463	247	8	,	,	PUNCT
cana-1463	247	9	shen	shen	PROPN
cana-1463	247	10	,	,	PUNCT
cana-1463	247	11	x.	x.	PROPN
cana-1463	247	12	,	,	PUNCT
cana-1463	247	13	yang	yang	PROPN
cana-1463	247	14	,	,	PUNCT
cana-1463	247	15	w.	w.	PROPN
cana-1463	247	16	,	,	PUNCT
cana-1463	247	17	&	&	CCONJ
cana-1463	247	18	li	li	PROPN
cana-1463	247	19	,	,	PUNCT
cana-1463	247	20	y.	y.	PROPN
cana-1463	247	21	(	(	PUNCT
cana-1463	247	22	2022	2022	NUM
cana-1463	247	23	)	)	PUNCT
cana-1463	247	24	.	.	PUNCT
cana-1463	248	1	privacy	privacy	NOUN
cana-1463	248	2	-	-	PUNCT
cana-1463	248	3	preserving	preserve	VERB
cana-1463	248	4	federated	federated	ADJ
cana-1463	248	5	learning	learning	NOUN
cana-1463	248	6	with	with	ADP
cana-1463	248	7	hybrid	hybrid	ADJ
cana-1463	248	8	parallelism	parallelism	NOUN
cana-1463	248	9	for	for	ADP
cana-1463	248	10	mobile	mobile	ADJ
cana-1463	248	11	edge	edge	NOUN
cana-1463	248	12	computing	computing	NOUN
cana-1463	248	13	.	.	PUNCT
cana-1463	249	1	ieee	ieee	NOUN
cana-1463	249	2	transactions	transaction	NOUN
cana-1463	249	3	on	on	ADP
cana-1463	249	4	mobile	mobile	ADJ
cana-1463	249	5	computing	computing	NOUN
cana-1463	249	6	.	.	PUNCT
cana-1463	250	1	https://doi.org/10.1109/tmc.2022.3151047	https://doi.org/10.1109/tmc.2022.3151047	NOUN
cana-1463	250	2	[	[	X
cana-1463	250	3	25	25	NUM
cana-1463	250	4	]	]	X
cana-1463	250	5	huang	huang	PROPN
cana-1463	250	6	,	,	PUNCT
cana-1463	250	7	j.	j.	PROPN
cana-1463	250	8	,	,	PUNCT
cana-1463	250	9	qiu	qiu	PROPN
cana-1463	250	10	,	,	PUNCT
cana-1463	250	11	y.	y.	PROPN
cana-1463	250	12	,	,	PUNCT
cana-1463	250	13	li	li	PROPN
cana-1463	250	14	,	,	PUNCT
cana-1463	250	15	z.	z.	PROPN
cana-1463	250	16	,	,	PUNCT
cana-1463	250	17	&	&	CCONJ
cana-1463	250	18	zhang	zhang	PROPN
cana-1463	250	19	,	,	PUNCT
cana-1463	250	20	h.	h.	PROPN
cana-1463	250	21	(	(	PUNCT
cana-1463	250	22	2022	2022	NUM
cana-1463	250	23	)	)	PUNCT
cana-1463	250	24	.	.	PUNCT
cana-1463	251	1	heterogeneous	heterogeneous	ADJ
cana-1463	251	2	federated	federated	ADJ
cana-1463	251	3	learning	learning	NOUN
cana-1463	251	4	for	for	ADP
cana-1463	251	5	large	large	ADJ
cana-1463	251	6	-	-	PUNCT
cana-1463	251	7	scale	scale	NOUN
cana-1463	251	8	training	training	NOUN
cana-1463	251	9	:	:	PUNCT
cana-1463	251	10	a	a	DET
cana-1463	251	11	hybrid	hybrid	ADJ
cana-1463	251	12	parallelism	parallelism	NOUN
cana-1463	251	13	approach	approach	NOUN
cana-1463	251	14	.	.	PUNCT
cana-1463	252	1	ieee	ieee	NOUN
cana-1463	252	2	transactions	transaction	NOUN
cana-1463	252	3	on	on	ADP
cana-1463	252	4	parallel	parallel	ADJ
cana-1463	252	5	and	and	CCONJ
cana-1463	252	6	distributed	distributed	ADJ
cana-1463	252	7	systems	system	NOUN
cana-1463	252	8	.	.	PUNCT
cana-1463	253	1	https://doi.org/10.1109/tpds.2022.3165558	https://doi.org/10.1109/tpds.2022.3165558	PROPN