id	sid	tid	token	lemma	pos
bracis-33555	1	1	adaptive	adaptive	PROPN
bracis-33555	1	2	client	client	NOUN
bracis-33555	1	3	-	-	PUNCT
bracis-33555	1	4	dropping	dropping	NOUN
bracis-33555	1	5	in	in	ADP
bracis-33555	1	6	 	 	SPACE
bracis-33555	1	7	federated	federated	ADJ
bracis-33555	1	8	learning	learning	NOUN
bracis-33555	1	9	:	:	PUNCT
bracis-33555	1	10	preserving	preserve	VERB
bracis-33555	1	11	data	datum	NOUN
bracis-33555	1	12	integrity	integrity	NOUN
bracis-33555	1	13	in	in	ADP
bracis-33555	1	14	 	 	SPACE
bracis-33555	1	15	medical	medical	ADJ
bracis-33555	1	16	domains	domain	NOUN
bracis-33555	1	17	|	|	ADV
bracis-33555	1	18	springer	springer	NOUN
bracis-33555	1	19	nature	nature	PROPN
bracis-33555	1	20	link	link	PROPN
bracis-33555	1	21	(	(	PUNCT
bracis-33555	1	22	formerly	formerly	ADV
bracis-33555	1	23	springerlink	springerlink	NOUN
bracis-33555	1	24	)	)	PUNCT
bracis-33555	1	25	skip	skip	VERB
bracis-33555	1	26	to	to	ADP
bracis-33555	1	27	main	main	ADJ
bracis-33555	1	28	content	content	NOUN
bracis-33555	1	29	advertisement	advertisement	NOUN
bracis-33555	1	30	log	log	NOUN
bracis-33555	1	31	in	in	ADP
bracis-33555	1	32	menu	menu	NOUN
bracis-33555	1	33	find	find	VERB
bracis-33555	1	34	a	a	DET
bracis-33555	1	35	journal	journal	NOUN
bracis-33555	1	36	publish	publish	VERB
bracis-33555	1	37	with	with	ADP
bracis-33555	1	38	us	we	PRON
bracis-33555	1	39	track	track	VERB
bracis-33555	1	40	your	your	PRON
bracis-33555	1	41	research	research	NOUN
bracis-33555	1	42	search	search	NOUN
bracis-33555	1	43	cart	cart	NOUN
bracis-33555	1	44	home	home	NOUN
bracis-33555	1	45	intelligent	intelligent	ADJ
bracis-33555	1	46	systems	system	NOUN
bracis-33555	1	47	conference	conference	NOUN
bracis-33555	1	48	paper	paper	NOUN
bracis-33555	1	49	adaptive	adaptive	ADJ
bracis-33555	1	50	client	client	NOUN
bracis-33555	1	51	-	-	PUNCT
bracis-33555	1	52	dropping	dropping	NOUN
bracis-33555	1	53	in	in	ADP
bracis-33555	1	54	 	 	SPACE
bracis-33555	1	55	federated	federated	ADJ
bracis-33555	1	56	learning	learning	NOUN
bracis-33555	1	57	:	:	PUNCT
bracis-33555	1	58	preserving	preserve	VERB
bracis-33555	1	59	data	datum	NOUN
bracis-33555	1	60	integrity	integrity	NOUN
bracis-33555	1	61	in	in	ADP
bracis-33555	1	62	 	 	SPACE
bracis-33555	1	63	medical	medical	ADJ
bracis-33555	1	64	domains	domain	NOUN
bracis-33555	1	65	conference	conference	NOUN
bracis-33555	1	66	paper	paper	NOUN
bracis-33555	1	67	first	first	ADV
bracis-33555	1	68	online	online	ADV
bracis-33555	1	69	:	:	PUNCT
bracis-33555	1	70	30	30	NUM
bracis-33555	1	71	january	january	NOUN
bracis-33555	1	72	2025	2025	NUM
bracis-33555	1	73	pp	pp	NUM
bracis-33555	1	74	111–126	111–126	NOUN
bracis-33555	1	75	cite	cite	VERB
bracis-33555	1	76	this	this	DET
bracis-33555	1	77	conference	conference	NOUN
bracis-33555	1	78	paper	paper	NOUN
bracis-33555	1	79	access	access	NOUN
bracis-33555	1	80	provided	provide	VERB
bracis-33555	1	81	by	by	ADP
bracis-33555	1	82	university	university	PROPN
bracis-33555	1	83	of	of	ADP
bracis-33555	1	84	notre	notre	PROPN
bracis-33555	1	85	dame	dame	PROPN
bracis-33555	1	86	hesburgh	hesburgh	PROPN
bracis-33555	1	87	library	library	PROPN
bracis-33555	1	88	download	download	PROPN
bracis-33555	1	89	book	book	NOUN
bracis-33555	1	90	pdf	pdf	PROPN
bracis-33555	1	91	download	download	NOUN
bracis-33555	1	92	book	book	NOUN
bracis-33555	1	93	epub	epub	PROPN
bracis-33555	1	94	intelligent	intelligent	ADJ
bracis-33555	1	95	systems	system	NOUN
bracis-33555	1	96	(	(	PUNCT
bracis-33555	1	97	bracis	bracis	NOUN
bracis-33555	1	98	2024	2024	NUM
bracis-33555	1	99	)	)	PUNCT
bracis-33555	1	100	adaptive	adaptive	ADJ
bracis-33555	1	101	client	client	NOUN
bracis-33555	1	102	-	-	PUNCT
bracis-33555	1	103	dropping	dropping	NOUN
bracis-33555	1	104	in	in	ADP
bracis-33555	1	105	 	 	SPACE
bracis-33555	1	106	federated	federated	ADJ
bracis-33555	1	107	learning	learning	NOUN
bracis-33555	1	108	:	:	PUNCT
bracis-33555	1	109	preserving	preserve	VERB
bracis-33555	1	110	data	datum	NOUN
bracis-33555	1	111	integrity	integrity	NOUN
bracis-33555	1	112	in	in	ADP
bracis-33555	1	113	 	 	SPACE
bracis-33555	1	114	medical	medical	ADJ
bracis-33555	1	115	domains	domain	NOUN
bracis-33555	1	116	download	download	VERB
bracis-33555	1	117	book	book	NOUN
bracis-33555	1	118	pdf	pdf	PROPN
bracis-33555	1	119	download	download	NOUN
bracis-33555	1	120	book	book	PROPN
bracis-33555	1	121	epub	epub	PROPN
bracis-33555	1	122	arthur	arthur	PROPN
bracis-33555	1	123	negrão9	negrão9	PROPN
bracis-33555	1	124	,	,	PUNCT
bracis-33555	1	125	guilherme	guilherme	PROPN
bracis-33555	1	126	silva9	silva9	PROPN
bracis-33555	1	127	,	,	PUNCT
bracis-33555	1	128	rodrigo	rodrigo	PROPN
bracis-33555	1	129	pedrosa9	pedrosa9	PROPN
bracis-33555	1	130	,	,	PUNCT
bracis-33555	1	131	eduardo	eduardo	PROPN
bracis-33555	1	132	luz9	luz9	PROPN
bracis-33555	1	133	&	&	CCONJ
bracis-33555	1	134	…	…	PUNCT
bracis-33555	1	135	pedro	pedro	PROPN
bracis-33555	1	136	silva9	silva9	PROPN
bracis-33555	1	137	  	  	SPACE
bracis-33555	1	138	show	show	VERB
bracis-33555	1	139	authors	author	NOUN
bracis-33555	1	140	part	part	NOUN
bracis-33555	1	141	of	of	ADP
bracis-33555	1	142	the	the	DET
bracis-33555	1	143	book	book	NOUN
bracis-33555	1	144	series	series	NOUN
bracis-33555	1	145	:	:	PUNCT
bracis-33555	1	146	lecture	lecture	NOUN
bracis-33555	1	147	notes	note	NOUN
bracis-33555	1	148	in	in	ADP
bracis-33555	1	149	computer	computer	NOUN
bracis-33555	1	150	science	science	NOUN
bracis-33555	1	151	(	(	PUNCT
bracis-33555	1	152	(	(	PUNCT
bracis-33555	1	153	lnai	lnai	ADJ
bracis-33555	1	154	,	,	PUNCT
bracis-33555	1	155	volume	volume	NOUN
bracis-33555	1	156	15412	15412	NUM
bracis-33555	1	157	)	)	PUNCT
bracis-33555	1	158	)	)	PUNCT
bracis-33555	1	159	included	include	VERB
bracis-33555	1	160	in	in	ADP
bracis-33555	1	161	the	the	DET
bracis-33555	1	162	following	follow	VERB
bracis-33555	1	163	conference	conference	NOUN
bracis-33555	1	164	series	series	NOUN
bracis-33555	1	165	:	:	PUNCT
bracis-33555	1	166	brazilian	brazilian	ADJ
bracis-33555	1	167	conference	conference	NOUN
bracis-33555	1	168	on	on	ADP
bracis-33555	1	169	intelligent	intelligent	ADJ
bracis-33555	1	170	systems	system	NOUN
bracis-33555	1	171	483	483	NUM
bracis-33555	1	172	accesses	access	VERB
bracis-33555	1	173	1	1	NUM
bracis-33555	1	174	citation	citation	NOUN
bracis-33555	1	175	abstract	abstract	NOUN
bracis-33555	1	176	in	in	ADP
bracis-33555	1	177	this	this	DET
bracis-33555	1	178	work	work	NOUN
bracis-33555	1	179	,	,	PUNCT
bracis-33555	1	180	we	we	PRON
bracis-33555	1	181	address	address	VERB
bracis-33555	1	182	the	the	DET
bracis-33555	1	183	challenge	challenge	NOUN
bracis-33555	1	184	of	of	ADP
bracis-33555	1	185	training	training	NOUN
bracis-33555	1	186	machine	machine	NOUN
bracis-33555	1	187	learning	learning	NOUN
bracis-33555	1	188	models	model	NOUN
bracis-33555	1	189	on	on	ADP
bracis-33555	1	190	sensitive	sensitive	ADJ
bracis-33555	1	191	clinical	clinical	ADJ
bracis-33555	1	192	data	datum	NOUN
bracis-33555	1	193	while	while	SCONJ
bracis-33555	1	194	ensuring	ensure	VERB
bracis-33555	1	195	data	datum	NOUN
bracis-33555	1	196	privacy	privacy	NOUN
bracis-33555	1	197	and	and	CCONJ
bracis-33555	1	198	robustness	robustness	NOUN
bracis-33555	1	199	against	against	ADP
bracis-33555	1	200	data	datum	NOUN
bracis-33555	1	201	corruption	corruption	NOUN
bracis-33555	1	202	.	.	PUNCT
bracis-33555	2	1	our	our	PRON
bracis-33555	2	2	primary	primary	ADJ
bracis-33555	2	3	contribution	contribution	NOUN
bracis-33555	2	4	is	be	AUX
bracis-33555	2	5	an	an	DET
bracis-33555	2	6	approach	approach	NOUN
bracis-33555	2	7	that	that	PRON
bracis-33555	2	8	integrates	integrate	VERB
bracis-33555	2	9	conformal	conformal	ADJ
bracis-33555	2	10	prediction	prediction	NOUN
bracis-33555	2	11	(	(	PUNCT
bracis-33555	2	12	cp	cp	NOUN
bracis-33555	2	13	)	)	PUNCT
bracis-33555	2	14	techniques	technique	NOUN
bracis-33555	2	15	into	into	ADP
bracis-33555	2	16	federated	federated	ADJ
bracis-33555	2	17	learning	learning	NOUN
bracis-33555	2	18	(	(	PUNCT
bracis-33555	2	19	fl	fl	NOUN
bracis-33555	2	20	)	)	PUNCT
bracis-33555	2	21	to	to	PART
bracis-33555	2	22	enhance	enhance	VERB
bracis-33555	2	23	the	the	DET
bracis-33555	2	24	detection	detection	NOUN
bracis-33555	2	25	and	and	CCONJ
bracis-33555	2	26	exclusion	exclusion	NOUN
bracis-33555	2	27	of	of	ADP
bracis-33555	2	28	corrupted	corrupted	ADJ
bracis-33555	2	29	data	datum	NOUN
bracis-33555	2	30	contributors	contributor	NOUN
bracis-33555	2	31	.	.	PUNCT
bracis-33555	3	1	by	by	ADP
bracis-33555	3	2	implementing	implement	VERB
bracis-33555	3	3	a	a	DET
bracis-33555	3	4	client	client	NOUN
bracis-33555	3	5	-	-	PUNCT
bracis-33555	3	6	dropping	drop	VERB
bracis-33555	3	7	strategy	strategy	NOUN
bracis-33555	3	8	based	base	VERB
bracis-33555	3	9	on	on	ADP
bracis-33555	3	10	an	an	DET
bracis-33555	3	11	adaptive	adaptive	ADJ
bracis-33555	3	12	threshold	threshold	NOUN
bracis-33555	3	13	informed	inform	VERB
bracis-33555	3	14	by	by	ADP
bracis-33555	3	15	the	the	DET
bracis-33555	3	16	interval	interval	NOUN
bracis-33555	3	17	width	width	NOUN
bracis-33555	3	18	metric	metric	ADJ
bracis-33555	3	19	,	,	PUNCT
bracis-33555	3	20	we	we	PRON
bracis-33555	3	21	dynamically	dynamically	ADV
bracis-33555	3	22	identify	identify	VERB
bracis-33555	3	23	and	and	CCONJ
bracis-33555	3	24	exclude	exclude	VERB
bracis-33555	3	25	unreliable	unreliable	ADJ
bracis-33555	3	26	clients	client	NOUN
bracis-33555	3	27	.	.	PUNCT
bracis-33555	4	1	this	this	DET
bracis-33555	4	2	approach	approach	NOUN
bracis-33555	4	3	,	,	PUNCT
bracis-33555	4	4	tested	test	VERB
bracis-33555	4	5	using	use	VERB
bracis-33555	4	6	the	the	DET
bracis-33555	4	7	medmnist	medmnist	NOUN
bracis-33555	4	8	dataset	dataset	VERB
bracis-33555	4	9	with	with	ADP
bracis-33555	4	10	a	a	DET
bracis-33555	4	11	resnet50	resnet50	NOUN
bracis-33555	4	12	architecture	architecture	NOUN
bracis-33555	4	13	,	,	PUNCT
bracis-33555	4	14	effectively	effectively	ADV
bracis-33555	4	15	isolates	isolate	NOUN
bracis-33555	4	16	and	and	CCONJ
bracis-33555	4	17	discards	discard	VERB
bracis-33555	4	18	corrupted	corrupted	ADJ
bracis-33555	4	19	inputs	input	NOUN
bracis-33555	4	20	,	,	PUNCT
bracis-33555	4	21	maintaining	maintain	VERB
bracis-33555	4	22	the	the	DET
bracis-33555	4	23	integrity	integrity	NOUN
bracis-33555	4	24	and	and	CCONJ
bracis-33555	4	25	performance	performance	NOUN
bracis-33555	4	26	of	of	ADP
bracis-33555	4	27	the	the	DET
bracis-33555	4	28	learning	learning	NOUN
bracis-33555	4	29	model	model	NOUN
bracis-33555	4	30	.	.	PUNCT
bracis-33555	5	1	our	our	PRON
bracis-33555	5	2	findings	finding	NOUN
bracis-33555	5	3	demonstrate	demonstrate	VERB
bracis-33555	5	4	that	that	SCONJ
bracis-33555	5	5	this	this	DET
bracis-33555	5	6	strategy	strategy	NOUN
bracis-33555	5	7	prevents	prevent	VERB
bracis-33555	5	8	the	the	DET
bracis-33555	5	9	potential	potential	ADJ
bracis-33555	5	10	10	10	NUM
bracis-33555	5	11	%	%	NOUN
bracis-33555	5	12	decrease	decrease	NOUN
bracis-33555	5	13	in	in	ADP
bracis-33555	5	14	accuracy	accuracy	NOUN
bracis-33555	5	15	that	that	PRON
bracis-33555	5	16	can	can	AUX
bracis-33555	5	17	occur	occur	VERB
bracis-33555	5	18	without	without	ADP
bracis-33555	5	19	such	such	ADJ
bracis-33555	5	20	measures	measure	NOUN
bracis-33555	5	21	,	,	PUNCT
bracis-33555	5	22	confirming	confirm	VERB
bracis-33555	5	23	the	the	DET
bracis-33555	5	24	efficacy	efficacy	NOUN
bracis-33555	5	25	of	of	ADP
bracis-33555	5	26	our	our	PRON
bracis-33555	5	27	cp	cp	NOUN
bracis-33555	5	28	-	-	PUNCT
bracis-33555	5	29	enhanced	enhance	VERB
bracis-33555	5	30	fl	fl	NOUN
bracis-33555	5	31	methodology	methodology	NOUN
bracis-33555	5	32	in	in	ADP
bracis-33555	5	33	ensuring	ensure	VERB
bracis-33555	5	34	robust	robust	ADJ
bracis-33555	5	35	and	and	CCONJ
bracis-33555	5	36	private	private	ADJ
bracis-33555	5	37	data	datum	NOUN
bracis-33555	5	38	handling	handle	VERB
bracis-33555	5	39	in	in	ADP
bracis-33555	5	40	sensitive	sensitive	ADJ
bracis-33555	5	41	domains	domain	NOUN
bracis-33555	5	42	like	like	ADP
bracis-33555	5	43	healthcare	healthcare	NOUN
bracis-33555	5	44	.	.	PUNCT
bracis-33555	6	1	access	access	NOUN
bracis-33555	6	2	provided	provide	VERB
bracis-33555	6	3	by	by	ADP
bracis-33555	6	4	university	university	PROPN
bracis-33555	6	5	of	of	ADP
bracis-33555	6	6	notre	notre	PROPN
bracis-33555	6	7	dame	dame	PROPN
bracis-33555	6	8	hesburgh	hesburgh	PROPN
bracis-33555	6	9	library	library	PROPN
bracis-33555	6	10	.	.	PUNCT
bracis-33555	7	1	download	download	PROPN
bracis-33555	7	2	conference	conference	NOUN
bracis-33555	7	3	paper	paper	NOUN
bracis-33555	7	4	pdf	pdf	NOUN
bracis-33555	7	5	similar	similar	ADJ
bracis-33555	7	6	content	content	NOUN
bracis-33555	7	7	being	be	AUX
bracis-33555	7	8	viewed	view	VERB
bracis-33555	7	9	by	by	ADP
bracis-33555	7	10	others	other	NOUN
bracis-33555	7	11	target	target	VERB
bracis-33555	7	12	informed	inform	VERB
bracis-33555	7	13	client	client	NOUN
bracis-33555	7	14	recruitment	recruitment	NOUN
bracis-33555	7	15	for	for	ADP
bracis-33555	7	16	efficient	efficient	ADJ
bracis-33555	7	17	federated	federated	ADJ
bracis-33555	7	18	learning	learning	NOUN
bracis-33555	7	19	in	in	ADP
bracis-33555	7	20	healthcare	healthcare	NOUN
bracis-33555	7	21	article	article	NOUN
bracis-33555	7	22	open	open	ADJ
bracis-33555	7	23	access	access	NOUN
bracis-33555	7	24	18	18	NUM
bracis-33555	7	25	december	december	PROPN
bracis-33555	7	26	2024	2024	NUM
bracis-33555	7	27	federated	federate	VERB
bracis-33555	7	28	learning	learning	NOUN
bracis-33555	7	29	performance	performance	NOUN
bracis-33555	7	30	on	on	ADP
bracis-33555	7	31	 	 	SPACE
bracis-33555	7	32	early	early	ADJ
bracis-33555	7	33	icu	icu	PROPN
bracis-33555	7	34	mortality	mortality	NOUN
bracis-33555	7	35	prediction	prediction	NOUN
bracis-33555	7	36	with	with	ADP
bracis-33555	7	37	 	 	SPACE
bracis-33555	7	38	extreme	extreme	ADJ
bracis-33555	7	39	data	datum	NOUN
bracis-33555	7	40	distributions	distribution	NOUN
bracis-33555	7	41	chapter	chapter	NOUN
bracis-33555	7	42	©	©	PROPN
bracis-33555	7	43	2023	2023	NUM
bracis-33555	7	44	fedccw	fedccw	PROPN
bracis-33555	7	45	:	:	PUNCT
bracis-33555	7	46	a	a	DET
bracis-33555	7	47	privacy	privacy	NOUN
bracis-33555	7	48	-	-	PUNCT
bracis-33555	7	49	preserving	preserve	VERB
bracis-33555	7	50	byzantine	byzantine	ADJ
bracis-33555	7	51	-	-	PUNCT
bracis-33555	7	52	robust	robust	ADJ
bracis-33555	7	53	federated	federated	ADJ
bracis-33555	7	54	learning	learning	NOUN
bracis-33555	7	55	with	with	ADP
bracis-33555	7	56	local	local	ADJ
bracis-33555	7	57	differential	differential	NOUN
bracis-33555	7	58	privacy	privacy	NOUN
bracis-33555	7	59	for	for	ADP
bracis-33555	7	60	healthcare	healthcare	NOUN
bracis-33555	7	61	article	article	NOUN
bracis-33555	7	62	21	21	NUM
bracis-33555	7	63	january	january	PROPN
bracis-33555	7	64	2025	2025	NUM
bracis-33555	7	65	1	1	NUM
bracis-33555	7	66	introduction	introduction	NOUN
bracis-33555	7	67	with	with	ADP
bracis-33555	7	68	advancements	advancement	NOUN
bracis-33555	7	69	in	in	ADP
bracis-33555	7	70	computer	computer	NOUN
bracis-33555	7	71	systems	system	NOUN
bracis-33555	7	72	and	and	CCONJ
bracis-33555	7	73	medicine	medicine	NOUN
bracis-33555	7	74	,	,	PUNCT
bracis-33555	7	75	computer	computer	NOUN
bracis-33555	7	76	-	-	PUNCT
bracis-33555	7	77	assisted	assist	VERB
bracis-33555	7	78	diagnoses	diagnosis	NOUN
bracis-33555	7	79	have	have	AUX
bracis-33555	7	80	become	become	VERB
bracis-33555	7	81	more	more	ADV
bracis-33555	7	82	prevalent	prevalent	ADJ
bracis-33555	7	83	,	,	PUNCT
bracis-33555	7	84	aiding	aid	VERB
bracis-33555	7	85	specialists	specialist	NOUN
bracis-33555	7	86	in	in	ADP
bracis-33555	7	87	decision	decision	NOUN
bracis-33555	7	88	-	-	PUNCT
bracis-33555	7	89	making	making	NOUN
bracis-33555	7	90	[	[	X
bracis-33555	7	91	19	19	NUM
bracis-33555	7	92	]	]	PUNCT
bracis-33555	7	93	.	.	PUNCT
bracis-33555	8	1	often	often	ADV
bracis-33555	8	2	,	,	PUNCT
bracis-33555	8	3	the	the	DET
bracis-33555	8	4	data	datum	NOUN
bracis-33555	8	5	involved	involve	VERB
bracis-33555	8	6	are	be	AUX
bracis-33555	8	7	sensitive	sensitive	ADJ
bracis-33555	8	8	,	,	PUNCT
bracis-33555	8	9	and	and	CCONJ
bracis-33555	8	10	their	their	PRON
bracis-33555	8	11	dissemination	dissemination	NOUN
bracis-33555	8	12	is	be	AUX
bracis-33555	8	13	constrained	constrain	VERB
bracis-33555	8	14	by	by	ADP
bracis-33555	8	15	privacy	privacy	NOUN
bracis-33555	8	16	and	and	CCONJ
bracis-33555	8	17	security	security	NOUN
bracis-33555	8	18	regulations	regulation	NOUN
bracis-33555	8	19	.	.	PUNCT
bracis-33555	9	1	an	an	DET
bracis-33555	9	2	example	example	NOUN
bracis-33555	9	3	of	of	ADP
bracis-33555	9	4	such	such	ADJ
bracis-33555	9	5	regulations	regulation	NOUN
bracis-33555	9	6	is	be	AUX
bracis-33555	9	7	the	the	DET
bracis-33555	9	8	brazilian	brazilian	ADJ
bracis-33555	9	9	general	general	PROPN
bracis-33555	9	10	data	data	PROPN
bracis-33555	9	11	protection	protection	PROPN
bracis-33555	9	12	law	law	NOUN
bracis-33555	9	13	(	(	PUNCT
bracis-33555	9	14	lei	lei	X
bracis-33555	9	15	geral	geral	PROPN
bracis-33555	9	16	de	de	X
bracis-33555	9	17	proteção	proteção	X
bracis-33555	9	18	de	de	X
bracis-33555	9	19	dados	dado	NOUN
bracis-33555	9	20	lgpd	lgpd	NOUN
bracis-33555	9	21	)	)	PUNCT
bracis-33555	10	1	[	[	X
bracis-33555	10	2	4	4	NUM
bracis-33555	10	3	]	]	PUNCT
bracis-33555	10	4	,	,	PUNCT
bracis-33555	10	5	which	which	PRON
bracis-33555	10	6	reflects	reflect	VERB
bracis-33555	10	7	a	a	DET
bracis-33555	10	8	common	common	ADJ
bracis-33555	10	9	legislative	legislative	ADJ
bracis-33555	10	10	approach	approach	NOUN
bracis-33555	10	11	among	among	ADP
bracis-33555	10	12	various	various	ADJ
bracis-33555	10	13	countries	country	NOUN
bracis-33555	10	14	.	.	PUNCT
bracis-33555	11	1	furthermore	furthermore	ADV
bracis-33555	11	2	,	,	PUNCT
bracis-33555	11	3	the	the	DET
bracis-33555	11	4	brazilian	brazilian	ADJ
bracis-33555	11	5	bank	bank	PROPN
bracis-33555	11	6	secrecy	secrecy	NOUN
bracis-33555	11	7	law	law	PROPN
bracis-33555	11	8	(	(	PUNCT
bracis-33555	11	9	lei	lei	X
bracis-33555	11	10	de	de	X
bracis-33555	11	11	sigilo	sigilo	PROPN
bracis-33555	11	12	bancário	bancário	NOUN
bracis-33555	11	13	)	)	PUNCT
bracis-33555	12	1	[	[	X
bracis-33555	12	2	3	3	X
bracis-33555	12	3	]	]	PUNCT
bracis-33555	12	4	imposes	impose	VERB
bracis-33555	12	5	additional	additional	ADJ
bracis-33555	12	6	restrictions	restriction	NOUN
bracis-33555	12	7	on	on	ADP
bracis-33555	12	8	the	the	DET
bracis-33555	12	9	circulation	circulation	NOUN
bracis-33555	12	10	and	and	CCONJ
bracis-33555	12	11	disclosure	disclosure	NOUN
bracis-33555	12	12	of	of	ADP
bracis-33555	12	13	data	datum	NOUN
bracis-33555	12	14	,	,	PUNCT
bracis-33555	12	15	often	often	ADV
bracis-33555	12	16	resulting	result	VERB
bracis-33555	12	17	in	in	ADP
bracis-33555	12	18	a	a	DET
bracis-33555	12	19	scarcity	scarcity	NOUN
bracis-33555	12	20	of	of	ADP
bracis-33555	12	21	large	large	ADJ
bracis-33555	12	22	and	and	CCONJ
bracis-33555	12	23	accessible	accessible	ADJ
bracis-33555	12	24	datasets	dataset	NOUN
bracis-33555	12	25	[	[	X
bracis-33555	12	26	1	1	NUM
bracis-33555	12	27	]	]	PUNCT
bracis-33555	12	28	.	.	PUNCT
bracis-33555	13	1	this	this	DET
bracis-33555	13	2	scenario	scenario	NOUN
bracis-33555	13	3	presents	present	VERB
bracis-33555	13	4	a	a	DET
bracis-33555	13	5	significant	significant	ADJ
bracis-33555	13	6	challenge	challenge	NOUN
bracis-33555	13	7	for	for	ADP
bracis-33555	13	8	the	the	DET
bracis-33555	13	9	training	training	NOUN
bracis-33555	13	10	of	of	ADP
bracis-33555	13	11	deep	deep	ADJ
bracis-33555	13	12	learning	learning	NOUN
bracis-33555	13	13	models	model	NOUN
bracis-33555	13	14	,	,	PUNCT
bracis-33555	13	15	which	which	PRON
bracis-33555	13	16	typically	typically	ADV
bracis-33555	13	17	require	require	VERB
bracis-33555	13	18	extensive	extensive	ADJ
bracis-33555	13	19	datasets	dataset	NOUN
bracis-33555	13	20	.	.	PUNCT
bracis-33555	14	1	in	in	ADP
bracis-33555	14	2	this	this	DET
bracis-33555	14	3	context	context	NOUN
bracis-33555	14	4	,	,	PUNCT
bracis-33555	14	5	federated	federated	ADJ
bracis-33555	14	6	learning	learning	NOUN
bracis-33555	14	7	(	(	PUNCT
bracis-33555	14	8	fl	fl	NOUN
bracis-33555	14	9	)	)	PUNCT
bracis-33555	15	1	[	[	X
bracis-33555	15	2	21	21	NUM
bracis-33555	15	3	]	]	PUNCT
bracis-33555	15	4	offers	offer	VERB
bracis-33555	15	5	a	a	DET
bracis-33555	15	6	compelling	compelling	ADJ
bracis-33555	15	7	strategy	strategy	NOUN
bracis-33555	15	8	for	for	ADP
bracis-33555	15	9	building	build	VERB
bracis-33555	15	10	collaborative	collaborative	ADJ
bracis-33555	15	11	models	model	NOUN
bracis-33555	15	12	among	among	ADP
bracis-33555	15	13	entities	entity	NOUN
bracis-33555	15	14	holding	hold	VERB
bracis-33555	15	15	sensitive	sensitive	ADJ
bracis-33555	15	16	data	datum	NOUN
bracis-33555	15	17	without	without	ADP
bracis-33555	15	18	the	the	DET
bracis-33555	15	19	needed	need	VERB
bracis-33555	15	20	of	of	ADP
bracis-33555	15	21	sharing	share	VERB
bracis-33555	15	22	it	it	PRON
bracis-33555	15	23	.	.	PUNCT
bracis-33555	16	1	fl	fl	PROPN
bracis-33555	16	2	achieves	achieve	VERB
bracis-33555	16	3	this	this	PRON
bracis-33555	16	4	by	by	ADP
bracis-33555	16	5	training	train	VERB
bracis-33555	16	6	multiple	multiple	ADJ
bracis-33555	16	7	local	local	ADJ
bracis-33555	16	8	models	model	NOUN
bracis-33555	16	9	on	on	ADP
bracis-33555	16	10	decentralized	decentralize	VERB
bracis-33555	16	11	datasets	dataset	NOUN
bracis-33555	16	12	and	and	CCONJ
bracis-33555	16	13	then	then	ADV
bracis-33555	16	14	aggregating	aggregate	VERB
bracis-33555	16	15	these	these	DET
bracis-33555	16	16	models	model	NOUN
bracis-33555	16	17	to	to	PART
bracis-33555	16	18	form	form	VERB
bracis-33555	16	19	a	a	DET
bracis-33555	16	20	comprehensive	comprehensive	ADJ
bracis-33555	16	21	global	global	ADJ
bracis-33555	16	22	model	model	NOUN
bracis-33555	16	23	.	.	PUNCT
bracis-33555	17	1	this	this	DET
bracis-33555	17	2	methodology	methodology	NOUN
bracis-33555	17	3	permits	permit	VERB
bracis-33555	17	4	all	all	DET
bracis-33555	17	5	participating	participate	VERB
bracis-33555	17	6	entities	entity	NOUN
bracis-33555	17	7	to	to	PART
bracis-33555	17	8	benefit	benefit	VERB
bracis-33555	17	9	from	from	ADP
bracis-33555	17	10	the	the	DET
bracis-33555	17	11	collectively	collectively	ADV
bracis-33555	17	12	derived	derive	VERB
bracis-33555	17	13	insights	insight	NOUN
bracis-33555	17	14	while	while	SCONJ
bracis-33555	17	15	maintaining	maintain	VERB
bracis-33555	17	16	the	the	DET
bracis-33555	17	17	confidentiality	confidentiality	NOUN
bracis-33555	17	18	of	of	ADP
bracis-33555	17	19	their	their	PRON
bracis-33555	17	20	data	datum	NOUN
bracis-33555	17	21	[	[	X
bracis-33555	17	22	7	7	NUM
bracis-33555	17	23	]	]	PUNCT
bracis-33555	17	24	.	.	PUNCT
bracis-33555	18	1	moreover	moreover	ADV
bracis-33555	18	2	,	,	PUNCT
bracis-33555	18	3	as	as	SCONJ
bracis-33555	18	4	the	the	DET
bracis-33555	18	5	models	model	NOUN
bracis-33555	18	6	are	be	AUX
bracis-33555	18	7	trained	train	VERB
bracis-33555	18	8	locally	locally	ADV
bracis-33555	18	9	,	,	PUNCT
bracis-33555	18	10	the	the	DET
bracis-33555	18	11	overall	overall	ADJ
bracis-33555	18	12	demand	demand	NOUN
bracis-33555	18	13	for	for	ADP
bracis-33555	18	14	computational	computational	ADJ
bracis-33555	18	15	power	power	NOUN
bracis-33555	18	16	is	be	AUX
bracis-33555	18	17	significantly	significantly	ADV
bracis-33555	18	18	diminished	diminish	VERB
bracis-33555	18	19	.	.	PUNCT
bracis-33555	19	1	this	this	DET
bracis-33555	19	2	efficiency	efficiency	NOUN
bracis-33555	19	3	allows	allow	VERB
bracis-33555	19	4	for	for	ADP
bracis-33555	19	5	the	the	DET
bracis-33555	19	6	integration	integration	NOUN
bracis-33555	19	7	of	of	ADP
bracis-33555	19	8	larger	large	ADJ
bracis-33555	19	9	datasets	dataset	NOUN
bracis-33555	19	10	into	into	ADP
bracis-33555	19	11	the	the	DET
bracis-33555	19	12	training	training	NOUN
bracis-33555	19	13	process	process	NOUN
bracis-33555	19	14	without	without	ADP
bracis-33555	19	15	the	the	DET
bracis-33555	19	16	need	need	NOUN
bracis-33555	19	17	for	for	ADP
bracis-33555	19	18	high	high	ADJ
bracis-33555	19	19	-	-	PUNCT
bracis-33555	19	20	cost	cost	NOUN
bracis-33555	19	21	computational	computational	ADJ
bracis-33555	19	22	resources	resource	NOUN
bracis-33555	19	23	.	.	PUNCT
bracis-33555	20	1	by	by	ADP
bracis-33555	20	2	implementing	implement	VERB
bracis-33555	20	3	federated	federated	ADJ
bracis-33555	20	4	learning	learning	NOUN
bracis-33555	20	5	,	,	PUNCT
bracis-33555	20	6	institutions	institution	NOUN
bracis-33555	20	7	can	can	AUX
bracis-33555	20	8	leverage	leverage	VERB
bracis-33555	20	9	diverse	diverse	ADJ
bracis-33555	20	10	datasets	dataset	NOUN
bracis-33555	20	11	for	for	ADP
bracis-33555	20	12	the	the	DET
bracis-33555	20	13	enhancement	enhancement	NOUN
bracis-33555	20	14	of	of	ADP
bracis-33555	20	15	medical	medical	ADJ
bracis-33555	20	16	ai	ai	PROPN
bracis-33555	20	17	applications	application	NOUN
bracis-33555	20	18	,	,	PUNCT
bracis-33555	20	19	thereby	thereby	ADV
bracis-33555	20	20	advancing	advance	VERB
bracis-33555	20	21	healthcare	healthcare	NOUN
bracis-33555	20	22	innovations	innovation	NOUN
bracis-33555	20	23	without	without	ADP
bracis-33555	20	24	breaching	breach	VERB
bracis-33555	20	25	data	datum	NOUN
bracis-33555	20	26	privacy	privacy	NOUN
bracis-33555	20	27	.	.	PUNCT
bracis-33555	21	1	addressing	address	VERB
bracis-33555	21	2	the	the	DET
bracis-33555	21	3	data	datum	NOUN
bracis-33555	21	4	sharing	sharing	NOUN
bracis-33555	21	5	challenge	challenge	NOUN
bracis-33555	21	6	through	through	ADP
bracis-33555	21	7	federated	federated	ADJ
bracis-33555	21	8	learning	learning	NOUN
bracis-33555	21	9	(	(	PUNCT
bracis-33555	21	10	fl	fl	NOUN
bracis-33555	21	11	)	)	PUNCT
bracis-33555	21	12	is	be	AUX
bracis-33555	21	13	not	not	PART
bracis-33555	21	14	straightforward	straightforward	ADJ
bracis-33555	21	15	.	.	PUNCT
bracis-33555	22	1	the	the	DET
bracis-33555	22	2	difficulty	difficulty	NOUN
bracis-33555	22	3	arises	arise	VERB
bracis-33555	22	4	because	because	SCONJ
bracis-33555	22	5	participants	participant	NOUN
bracis-33555	22	6	in	in	ADP
bracis-33555	22	7	a	a	DET
bracis-33555	22	8	federated	federated	ADJ
bracis-33555	22	9	learning	learning	NOUN
bracis-33555	22	10	setup	setup	NOUN
bracis-33555	22	11	might	might	AUX
bracis-33555	22	12	contribute	contribute	VERB
bracis-33555	22	13	inconsistently	inconsistently	ADV
bracis-33555	22	14	,	,	PUNCT
bracis-33555	22	15	that	that	ADV
bracis-33555	22	16	is	is	ADV
bracis-33555	22	17	,	,	PUNCT
bracis-33555	22	18	some	some	DET
bracis-33555	22	19	participants	participant	NOUN
bracis-33555	22	20	may	may	AUX
bracis-33555	22	21	not	not	PART
bracis-33555	22	22	contribute	contribute	VERB
bracis-33555	22	23	effectively	effectively	ADV
bracis-33555	22	24	,	,	PUNCT
bracis-33555	22	25	while	while	SCONJ
bracis-33555	22	26	others	other	NOUN
bracis-33555	22	27	could	could	AUX
bracis-33555	22	28	inadvertently	inadvertently	ADV
bracis-33555	22	29	or	or	CCONJ
bracis-33555	22	30	maliciously	maliciously	ADV
bracis-33555	22	31	introduce	introduce	VERB
bracis-33555	22	32	corrupted	corrupted	ADJ
bracis-33555	22	33	data	datum	NOUN
bracis-33555	22	34	.	.	PUNCT
bracis-33555	23	1	managing	manage	VERB
bracis-33555	23	2	such	such	ADJ
bracis-33555	23	3	corrupted	corrupted	ADJ
bracis-33555	23	4	data	datum	NOUN
bracis-33555	23	5	is	be	AUX
bracis-33555	23	6	a	a	DET
bracis-33555	23	7	significant	significant	ADJ
bracis-33555	23	8	challenge	challenge	NOUN
bracis-33555	23	9	;	;	PUNCT
bracis-33555	23	10	it	it	PRON
bracis-33555	23	11	can	can	AUX
bracis-33555	23	12	severely	severely	ADV
bracis-33555	23	13	degrade	degrade	VERB
bracis-33555	23	14	the	the	DET
bracis-33555	23	15	performance	performance	NOUN
bracis-33555	23	16	and	and	CCONJ
bracis-33555	23	17	reliability	reliability	NOUN
bracis-33555	23	18	of	of	ADP
bracis-33555	23	19	the	the	DET
bracis-33555	23	20	overall	overall	ADJ
bracis-33555	23	21	model	model	NOUN
bracis-33555	23	22	.	.	PUNCT
bracis-33555	24	1	ensuring	ensure	VERB
bracis-33555	24	2	that	that	SCONJ
bracis-33555	24	3	models	model	NOUN
bracis-33555	24	4	maintain	maintain	VERB
bracis-33555	24	5	their	their	PRON
bracis-33555	24	6	robustness	robustness	NOUN
bracis-33555	24	7	in	in	ADP
bracis-33555	24	8	the	the	DET
bracis-33555	24	9	face	face	NOUN
bracis-33555	24	10	of	of	ADP
bracis-33555	24	11	corrupted	corrupted	ADJ
bracis-33555	24	12	data	datum	NOUN
bracis-33555	24	13	is	be	AUX
bracis-33555	24	14	therefore	therefore	ADV
bracis-33555	24	15	a	a	DET
bracis-33555	24	16	crucial	crucial	ADJ
bracis-33555	24	17	obstacle	obstacle	NOUN
bracis-33555	24	18	that	that	PRON
bracis-33555	24	19	must	must	AUX
bracis-33555	24	20	be	be	AUX
bracis-33555	24	21	overcome	overcome	VERB
bracis-33555	24	22	[	[	X
bracis-33555	24	23	15	15	NUM
bracis-33555	24	24	]	]	PUNCT
bracis-33555	24	25	.	.	PUNCT
bracis-33555	25	1	previous	previous	ADJ
bracis-33555	25	2	approaches	approach	NOUN
bracis-33555	25	3	have	have	AUX
bracis-33555	25	4	faced	face	VERB
bracis-33555	25	5	challenges	challenge	NOUN
bracis-33555	25	6	in	in	ADP
bracis-33555	25	7	balancing	balance	VERB
bracis-33555	25	8	data	datum	NOUN
bracis-33555	25	9	privacy	privacy	NOUN
bracis-33555	25	10	with	with	ADP
bracis-33555	25	11	model	model	NOUN
bracis-33555	25	12	reliability	reliability	NOUN
bracis-33555	25	13	[	[	X
bracis-33555	25	14	10	10	NUM
bracis-33555	25	15	]	]	PUNCT
bracis-33555	25	16	.	.	PUNCT
bracis-33555	26	1	this	this	DET
bracis-33555	26	2	work	work	NOUN
bracis-33555	26	3	integrates	integrate	VERB
bracis-33555	26	4	conformal	conformal	ADJ
bracis-33555	26	5	prediction	prediction	NOUN
bracis-33555	26	6	(	(	PUNCT
bracis-33555	26	7	cp	cp	NOUN
bracis-33555	26	8	)	)	PUNCT
bracis-33555	26	9	techniques	technique	NOUN
bracis-33555	26	10	 	 	SPACE
bracis-33555	27	1	[	[	X
bracis-33555	27	2	2	2	NUM
bracis-33555	27	3	,	,	PUNCT
bracis-33555	27	4	16	16	NUM
bracis-33555	27	5	]	]	PUNCT
bracis-33555	27	6	within	within	ADP
bracis-33555	27	7	a	a	DET
bracis-33555	27	8	federated	federated	ADJ
bracis-33555	27	9	learning	learning	NOUN
bracis-33555	27	10	framework	framework	NOUN
bracis-33555	27	11	,	,	PUNCT
bracis-33555	27	12	enhancing	enhance	VERB
bracis-33555	27	13	both	both	CCONJ
bracis-33555	27	14	the	the	DET
bracis-33555	27	15	robustness	robustness	NOUN
bracis-33555	27	16	and	and	CCONJ
bracis-33555	27	17	reliability	reliability	NOUN
bracis-33555	27	18	of	of	ADP
bracis-33555	27	19	the	the	DET
bracis-33555	27	20	model	model	NOUN
bracis-33555	27	21	by	by	ADP
bracis-33555	27	22	providing	provide	VERB
bracis-33555	27	23	a	a	DET
bracis-33555	27	24	measure	measure	NOUN
bracis-33555	27	25	of	of	ADP
bracis-33555	27	26	uncertainty	uncertainty	NOUN
bracis-33555	27	27	for	for	ADP
bracis-33555	27	28	each	each	DET
bracis-33555	27	29	client	client	NOUN
bracis-33555	27	30	.	.	PUNCT
bracis-33555	28	1	cp	cp	PROPN
bracis-33555	28	2	,	,	PUNCT
bracis-33555	28	3	a	a	DET
bracis-33555	28	4	statistical	statistical	ADJ
bracis-33555	28	5	approach	approach	NOUN
bracis-33555	28	6	that	that	PRON
bracis-33555	28	7	validates	validate	VERB
bracis-33555	28	8	the	the	DET
bracis-33555	28	9	confidence	confidence	NOUN
bracis-33555	28	10	level	level	NOUN
bracis-33555	28	11	of	of	ADP
bracis-33555	28	12	predictions	prediction	NOUN
bracis-33555	28	13	,	,	PUNCT
bracis-33555	28	14	allows	allow	VERB
bracis-33555	28	15	for	for	ADP
bracis-33555	28	16	the	the	DET
bracis-33555	28	17	use	use	NOUN
bracis-33555	28	18	of	of	ADP
bracis-33555	28	19	cp	cp	NUM
bracis-33555	28	20	metrics	metric	NOUN
bracis-33555	28	21	to	to	PART
bracis-33555	28	22	develop	develop	VERB
bracis-33555	28	23	an	an	DET
bracis-33555	28	24	adaptive	adaptive	ADJ
bracis-33555	28	25	threshold	threshold	NOUN
bracis-33555	28	26	strategy	strategy	NOUN
bracis-33555	28	27	.	.	PUNCT
bracis-33555	29	1	this	this	DET
bracis-33555	29	2	strategy	strategy	NOUN
bracis-33555	29	3	identifies	identify	VERB
bracis-33555	29	4	and	and	CCONJ
bracis-33555	29	5	manages	manage	VERB
bracis-33555	29	6	clients	client	NOUN
bracis-33555	29	7	contributing	contribute	VERB
bracis-33555	29	8	corrupted	corrupted	ADJ
bracis-33555	29	9	data	datum	NOUN
bracis-33555	29	10	during	during	ADP
bracis-33555	29	11	aggregation	aggregation	NOUN
bracis-33555	29	12	rounds	round	NOUN
bracis-33555	29	13	,	,	PUNCT
bracis-33555	29	14	thereby	thereby	ADV
bracis-33555	29	15	ensuring	ensure	VERB
bracis-33555	29	16	that	that	SCONJ
bracis-33555	29	17	central	central	ADJ
bracis-33555	29	18	model	model	NOUN
bracis-33555	29	19	training	training	NOUN
bracis-33555	29	20	incorporates	incorporate	VERB
bracis-33555	29	21	only	only	ADV
bracis-33555	29	22	reliable	reliable	ADJ
bracis-33555	29	23	data	datum	NOUN
bracis-33555	29	24	.	.	PUNCT
bracis-33555	30	1	the	the	DET
bracis-33555	30	2	primary	primary	ADJ
bracis-33555	30	3	objective	objective	NOUN
bracis-33555	30	4	of	of	ADP
bracis-33555	30	5	this	this	DET
bracis-33555	30	6	work	work	NOUN
bracis-33555	30	7	is	be	AUX
bracis-33555	30	8	to	to	PART
bracis-33555	30	9	test	test	VERB
bracis-33555	30	10	the	the	DET
bracis-33555	30	11	hypothesis	hypothesis	NOUN
bracis-33555	30	12	that	that	SCONJ
bracis-33555	30	13	applying	apply	VERB
bracis-33555	30	14	conformal	conformal	NOUN
bracis-33555	30	15	prediction	prediction	NOUN
bracis-33555	30	16	techniques	technique	NOUN
bracis-33555	30	17	within	within	ADP
bracis-33555	30	18	a	a	DET
bracis-33555	30	19	federated	federated	ADJ
bracis-33555	30	20	learning	learn	VERB
bracis-33555	30	21	context	context	NOUN
bracis-33555	30	22	can	can	AUX
bracis-33555	30	23	enhance	enhance	VERB
bracis-33555	30	24	the	the	DET
bracis-33555	30	25	robustness	robustness	NOUN
bracis-33555	30	26	and	and	CCONJ
bracis-33555	30	27	reliability	reliability	NOUN
bracis-33555	30	28	of	of	ADP
bracis-33555	30	29	trained	train	VERB
bracis-33555	30	30	models	model	NOUN
bracis-33555	30	31	in	in	ADP
bracis-33555	30	32	medical	medical	ADJ
bracis-33555	30	33	applications	application	NOUN
bracis-33555	30	34	,	,	PUNCT
bracis-33555	30	35	particularly	particularly	ADV
bracis-33555	30	36	in	in	ADP
bracis-33555	30	37	distributed	distribute	VERB
bracis-33555	30	38	scenarios	scenario	NOUN
bracis-33555	30	39	where	where	SCONJ
bracis-33555	30	40	corrupted	corrupted	ADJ
bracis-33555	30	41	data	datum	NOUN
bracis-33555	30	42	may	may	AUX
bracis-33555	30	43	be	be	AUX
bracis-33555	30	44	present	present	ADJ
bracis-33555	30	45	.	.	PUNCT
bracis-33555	31	1	two	two	NUM
bracis-33555	31	2	research	research	NOUN
bracis-33555	31	3	questions	question	NOUN
bracis-33555	31	4	arise	arise	VERB
bracis-33555	31	5	from	from	ADP
bracis-33555	31	6	this	this	DET
bracis-33555	31	7	hypothesis	hypothesis	NOUN
bracis-33555	31	8	:	:	PUNCT
bracis-33555	31	9	(	(	PUNCT
bracis-33555	31	10	rq1	rq1	NOUN
bracis-33555	31	11	)	)	PUNCT
bracis-33555	31	12	how	how	SCONJ
bracis-33555	31	13	does	do	AUX
bracis-33555	31	14	the	the	DET
bracis-33555	31	15	introduction	introduction	NOUN
bracis-33555	31	16	of	of	ADP
bracis-33555	31	17	corrupted	corrupted	ADJ
bracis-33555	31	18	data	datum	NOUN
bracis-33555	31	19	affect	affect	VERB
bracis-33555	31	20	the	the	DET
bracis-33555	31	21	precision	precision	NOUN
bracis-33555	31	22	and	and	CCONJ
bracis-33555	31	23	reliability	reliability	NOUN
bracis-33555	31	24	of	of	ADP
bracis-33555	31	25	trained	train	VERB
bracis-33555	31	26	models	model	NOUN
bracis-33555	31	27	in	in	ADP
bracis-33555	31	28	a	a	DET
bracis-33555	31	29	federated	federated	ADJ
bracis-33555	31	30	learning	learn	VERB
bracis-33555	31	31	context	context	NOUN
bracis-33555	31	32	?	?	PUNCT
bracis-33555	32	1	(	(	PUNCT
bracis-33555	32	2	rq2	rq2	NOUN
bracis-33555	32	3	)	)	PUNCT
bracis-33555	32	4	can	can	AUX
bracis-33555	32	5	a	a	DET
bracis-33555	32	6	client	client	NOUN
bracis-33555	32	7	-	-	PUNCT
bracis-33555	32	8	dropping	drop	VERB
bracis-33555	32	9	strategy	strategy	NOUN
bracis-33555	32	10	based	base	VERB
bracis-33555	32	11	on	on	ADP
bracis-33555	32	12	conformal	conformal	ADJ
bracis-33555	32	13	prediction	prediction	NOUN
bracis-33555	32	14	metrics	metric	NOUN
bracis-33555	32	15	effectively	effectively	ADV
bracis-33555	32	16	reduce	reduce	VERB
bracis-33555	32	17	the	the	DET
bracis-33555	32	18	negative	negative	ADJ
bracis-33555	32	19	effects	effect	NOUN
bracis-33555	32	20	of	of	ADP
bracis-33555	32	21	corrupted	corrupted	ADJ
bracis-33555	32	22	data	datum	NOUN
bracis-33555	32	23	on	on	ADP
bracis-33555	32	24	a	a	DET
bracis-33555	32	25	global	global	ADJ
bracis-33555	32	26	model	model	NOUN
bracis-33555	32	27	in	in	ADP
bracis-33555	32	28	a	a	DET
bracis-33555	32	29	federated	federated	ADJ
bracis-33555	32	30	learning	learn	VERB
bracis-33555	32	31	context	context	NOUN
bracis-33555	32	32	?	?	PUNCT
bracis-33555	33	1	to	to	PART
bracis-33555	33	2	address	address	VERB
bracis-33555	33	3	these	these	DET
bracis-33555	33	4	research	research	NOUN
bracis-33555	33	5	questions	question	NOUN
bracis-33555	33	6	and	and	CCONJ
bracis-33555	33	7	the	the	DET
bracis-33555	33	8	hypothesis	hypothesis	NOUN
bracis-33555	33	9	,	,	PUNCT
bracis-33555	33	10	we	we	PRON
bracis-33555	33	11	conducted	conduct	VERB
bracis-33555	33	12	experiments	experiment	NOUN
bracis-33555	33	13	using	use	VERB
bracis-33555	33	14	the	the	DET
bracis-33555	33	15	medmnist	medmnist	NOUN
bracis-33555	33	16	dataset	dataset	NOUN
bracis-33555	34	1	[	[	X
bracis-33555	34	2	20	20	NUM
bracis-33555	34	3	]	]	PUNCT
bracis-33555	34	4	,	,	PUNCT
bracis-33555	34	5	comparing	compare	VERB
bracis-33555	34	6	the	the	DET
bracis-33555	34	7	results	result	NOUN
bracis-33555	34	8	of	of	ADP
bracis-33555	34	9	a	a	DET
bracis-33555	34	10	traditional	traditional	ADJ
bracis-33555	34	11	neural	neural	ADJ
bracis-33555	34	12	network	network	NOUN
bracis-33555	34	13	approach	approach	NOUN
bracis-33555	34	14	with	with	ADP
bracis-33555	34	15	those	those	PRON
bracis-33555	34	16	of	of	ADP
bracis-33555	34	17	a	a	DET
bracis-33555	34	18	federated	federated	ADJ
bracis-33555	34	19	approach	approach	NOUN
bracis-33555	34	20	.	.	PUNCT
bracis-33555	35	1	additionally	additionally	ADV
bracis-33555	35	2	,	,	PUNCT
bracis-33555	35	3	we	we	PRON
bracis-33555	35	4	developed	develop	VERB
bracis-33555	35	5	a	a	DET
bracis-33555	35	6	strategy	strategy	NOUN
bracis-33555	35	7	to	to	PART
bracis-33555	35	8	manage	manage	VERB
bracis-33555	35	9	clients	client	NOUN
bracis-33555	35	10	with	with	ADP
bracis-33555	35	11	bad	bad	ADJ
bracis-33555	35	12	/	/	SYM
bracis-33555	35	13	corrupted	corrupted	ADJ
bracis-33555	35	14	data	datum	NOUN
bracis-33555	35	15	based	base	VERB
bracis-33555	35	16	on	on	ADP
bracis-33555	35	17	an	an	DET
bracis-33555	35	18	adaptive	adaptive	ADJ
bracis-33555	35	19	conformal	conformal	NOUN
bracis-33555	35	20	prediction	prediction	NOUN
bracis-33555	35	21	threshold	threshold	NOUN
bracis-33555	35	22	.	.	PUNCT
bracis-33555	36	1	this	this	DET
bracis-33555	36	2	threshold	threshold	NOUN
bracis-33555	36	3	uses	use	VERB
bracis-33555	36	4	the	the	DET
bracis-33555	36	5	interval	interval	NOUN
bracis-33555	36	6	width	width	NOUN
bracis-33555	36	7	metric	metric	ADJ
bracis-33555	36	8	to	to	PART
bracis-33555	36	9	determine	determine	VERB
bracis-33555	36	10	whether	whether	SCONJ
bracis-33555	36	11	a	a	DET
bracis-33555	36	12	client	client	NOUN
bracis-33555	36	13	should	should	AUX
bracis-33555	36	14	be	be	AUX
bracis-33555	36	15	dropped	drop	VERB
bracis-33555	36	16	during	during	ADP
bracis-33555	36	17	an	an	DET
bracis-33555	36	18	aggregation	aggregation	NOUN
bracis-33555	36	19	round	round	NOUN
bracis-33555	36	20	.	.	PUNCT
bracis-33555	37	1	the	the	DET
bracis-33555	37	2	experimentation	experimentation	NOUN
bracis-33555	37	3	revealed	reveal	VERB
bracis-33555	37	4	that	that	SCONJ
bracis-33555	37	5	the	the	DET
bracis-33555	37	6	proposed	propose	VERB
bracis-33555	37	7	strategy	strategy	NOUN
bracis-33555	37	8	is	be	AUX
bracis-33555	37	9	resilient	resilient	ADJ
bracis-33555	37	10	in	in	ADP
bracis-33555	37	11	the	the	DET
bracis-33555	37	12	presence	presence	NOUN
bracis-33555	37	13	of	of	ADP
bracis-33555	37	14	corrupted	corrupted	ADJ
bracis-33555	37	15	data	datum	NOUN
bracis-33555	37	16	,	,	PUNCT
bracis-33555	37	17	with	with	ADP
bracis-33555	37	18	an	an	DET
bracis-33555	37	19	average	average	ADJ
bracis-33555	37	20	accuracy	accuracy	NOUN
bracis-33555	37	21	difference	difference	NOUN
bracis-33555	37	22	of	of	ADP
bracis-33555	37	23	less	less	ADJ
bracis-33555	37	24	than	than	ADP
bracis-33555	37	25	2	2	NUM
bracis-33555	37	26	%	%	NOUN
bracis-33555	37	27	between	between	ADP
bracis-33555	37	28	an	an	DET
bracis-33555	37	29	expected	expect	VERB
bracis-33555	37	30	scenario	scenario	NOUN
bracis-33555	37	31	with	with	ADP
bracis-33555	37	32	no	no	DET
bracis-33555	37	33	corrupted	corrupted	ADJ
bracis-33555	37	34	data	datum	NOUN
bracis-33555	37	35	and	and	CCONJ
bracis-33555	37	36	a	a	DET
bracis-33555	37	37	scenario	scenario	NOUN
bracis-33555	37	38	with	with	ADP
bracis-33555	37	39	a	a	DET
bracis-33555	37	40	corrupted	corrupted	ADJ
bracis-33555	37	41	client	client	NOUN
bracis-33555	37	42	using	use	VERB
bracis-33555	37	43	the	the	DET
bracis-33555	37	44	proposed	propose	VERB
bracis-33555	37	45	approach	approach	NOUN
bracis-33555	37	46	.	.	PUNCT
bracis-33555	38	1	in	in	ADP
bracis-33555	38	2	contrast	contrast	NOUN
bracis-33555	38	3	,	,	PUNCT
bracis-33555	38	4	a	a	DET
bracis-33555	38	5	scenario	scenario	NOUN
bracis-33555	38	6	with	with	ADP
bracis-33555	38	7	corrupted	corrupted	ADJ
bracis-33555	38	8	data	datum	NOUN
bracis-33555	38	9	without	without	ADP
bracis-33555	38	10	the	the	DET
bracis-33555	38	11	proposed	propose	VERB
bracis-33555	38	12	strategy	strategy	NOUN
bracis-33555	38	13	showed	show	VERB
bracis-33555	38	14	almost	almost	ADV
bracis-33555	38	15	a	a	DET
bracis-33555	38	16	10	10	NUM
bracis-33555	38	17	%	%	NOUN
bracis-33555	38	18	decrease	decrease	NOUN
bracis-33555	38	19	in	in	ADP
bracis-33555	38	20	accuracy	accuracy	NOUN
bracis-33555	38	21	.	.	PUNCT
bracis-33555	39	1	furthermore	furthermore	ADV
bracis-33555	39	2	,	,	PUNCT
bracis-33555	39	3	applying	apply	VERB
bracis-33555	39	4	the	the	DET
bracis-33555	39	5	proposed	propose	VERB
bracis-33555	39	6	approach	approach	NOUN
bracis-33555	39	7	in	in	ADP
bracis-33555	39	8	a	a	DET
bracis-33555	39	9	context	context	NOUN
bracis-33555	39	10	with	with	ADP
bracis-33555	39	11	no	no	DET
bracis-33555	39	12	corrupted	corrupted	ADJ
bracis-33555	39	13	clients	client	NOUN
bracis-33555	39	14	resulted	result	VERB
bracis-33555	39	15	in	in	ADP
bracis-33555	39	16	a	a	DET
bracis-33555	39	17	difference	difference	NOUN
bracis-33555	39	18	of	of	ADP
bracis-33555	39	19	less	less	ADJ
bracis-33555	39	20	than	than	ADP
bracis-33555	39	21	1	1	NUM
bracis-33555	39	22	%	%	NOUN
bracis-33555	39	23	and	and	CCONJ
bracis-33555	39	24	even	even	ADV
bracis-33555	39	25	enhanced	enhanced	ADJ
bracis-33555	39	26	accuracy	accuracy	NOUN
bracis-33555	39	27	in	in	ADP
bracis-33555	39	28	some	some	DET
bracis-33555	39	29	datasets	dataset	NOUN
bracis-33555	39	30	.	.	PUNCT
bracis-33555	40	1	these	these	DET
bracis-33555	40	2	results	result	NOUN
bracis-33555	40	3	demonstrate	demonstrate	VERB
bracis-33555	40	4	that	that	SCONJ
bracis-33555	40	5	the	the	DET
bracis-33555	40	6	proposed	propose	VERB
bracis-33555	40	7	strategy	strategy	NOUN
bracis-33555	40	8	is	be	AUX
bracis-33555	40	9	resilient	resilient	ADJ
bracis-33555	40	10	against	against	ADP
bracis-33555	40	11	corrupted	corrupted	ADJ
bracis-33555	40	12	data	datum	NOUN
bracis-33555	40	13	and	and	CCONJ
bracis-33555	40	14	does	do	AUX
bracis-33555	40	15	not	not	PART
bracis-33555	40	16	negatively	negatively	ADV
bracis-33555	40	17	impact	impact	VERB
bracis-33555	40	18	scenarios	scenario	NOUN
bracis-33555	40	19	without	without	ADP
bracis-33555	40	20	corrupted	corrupted	ADJ
bracis-33555	40	21	clients	client	NOUN
bracis-33555	40	22	.	.	PUNCT
bracis-33555	41	1	this	this	DET
bracis-33555	41	2	work	work	NOUN
bracis-33555	41	3	is	be	AUX
bracis-33555	41	4	subdivided	subdivide	VERB
bracis-33555	41	5	as	as	SCONJ
bracis-33555	41	6	follows	follow	VERB
bracis-33555	41	7	:	:	PUNCT
bracis-33555	41	8	sect	sect	NOUN
bracis-33555	41	9	.	.	PUNCT
bracis-33555	41	10	 	 	SPACE
bracis-33555	42	1	2	2	NUM
bracis-33555	42	2	presents	present	NOUN
bracis-33555	42	3	related	relate	VERB
bracis-33555	42	4	works	work	NOUN
bracis-33555	42	5	;	;	PUNCT
bracis-33555	42	6	the	the	DET
bracis-33555	42	7	data	datum	NOUN
bracis-33555	42	8	used	use	VERB
bracis-33555	42	9	is	be	AUX
bracis-33555	42	10	presented	present	VERB
bracis-33555	42	11	in	in	ADP
bracis-33555	42	12	sect	sect	NOUN
bracis-33555	42	13	.	.	PUNCT
bracis-33555	42	14	 	 	SPACE
bracis-33555	43	1	3	3	NUM
bracis-33555	43	2	;	;	PUNCT
bracis-33555	43	3	section	section	NOUN
bracis-33555	43	4	 	 	SPACE
bracis-33555	43	5	4	4	NUM
bracis-33555	43	6	presents	present	NOUN
bracis-33555	43	7	proposed	propose	VERB
bracis-33555	43	8	methodology	methodology	NOUN
bracis-33555	43	9	,	,	PUNCT
bracis-33555	43	10	followed	follow	VERB
bracis-33555	43	11	by	by	ADP
bracis-33555	43	12	experiments	experiment	NOUN
bracis-33555	43	13	and	and	CCONJ
bracis-33555	43	14	results	result	NOUN
bracis-33555	43	15	in	in	ADP
bracis-33555	43	16	sect	sect	NOUN
bracis-33555	43	17	.	.	PUNCT
bracis-33555	43	18	 	 	SPACE
bracis-33555	44	1	5	5	NUM
bracis-33555	44	2	;	;	PUNCT
bracis-33555	44	3	finally	finally	ADV
bracis-33555	44	4	,	,	PUNCT
bracis-33555	44	5	conclusions	conclusion	NOUN
bracis-33555	44	6	and	and	CCONJ
bracis-33555	44	7	future	future	ADJ
bracis-33555	44	8	researches	research	NOUN
bracis-33555	44	9	are	be	AUX
bracis-33555	44	10	presented	present	VERB
bracis-33555	44	11	on	on	ADP
bracis-33555	44	12	sect	sect	NOUN
bracis-33555	44	13	.	.	PUNCT
bracis-33555	44	14	 	 	SPACE
bracis-33555	45	1	6	6	NUM
bracis-33555	45	2	.	.	SYM
bracis-33555	45	3	2	2	NUM
bracis-33555	45	4	related	relate	VERB
bracis-33555	45	5	works	work	NOUN
bracis-33555	45	6	although	although	SCONJ
bracis-33555	45	7	studies	study	NOUN
bracis-33555	45	8	on	on	ADP
bracis-33555	45	9	federated	federated	ADJ
bracis-33555	45	10	learning	learning	NOUN
bracis-33555	45	11	(	(	PUNCT
bracis-33555	45	12	fl	fl	NOUN
bracis-33555	45	13	)	)	PUNCT
bracis-33555	45	14	are	be	AUX
bracis-33555	45	15	relatively	relatively	ADV
bracis-33555	45	16	recent	recent	ADJ
bracis-33555	45	17	,	,	PUNCT
bracis-33555	45	18	they	they	PRON
bracis-33555	45	19	already	already	ADV
bracis-33555	45	20	show	show	VERB
bracis-33555	45	21	promising	promising	ADJ
bracis-33555	45	22	results	result	NOUN
bracis-33555	45	23	.	.	PUNCT
bracis-33555	46	1	in	in	ADP
bracis-33555	46	2	[	[	X
bracis-33555	46	3	9	9	NUM
bracis-33555	46	4	]	]	PUNCT
bracis-33555	46	5	,	,	PUNCT
bracis-33555	46	6	the	the	DET
bracis-33555	46	7	authors	author	NOUN
bracis-33555	46	8	conducted	conduct	VERB
bracis-33555	46	9	tests	test	NOUN
bracis-33555	46	10	on	on	ADP
bracis-33555	46	11	three	three	NUM
bracis-33555	46	12	different	different	ADJ
bracis-33555	46	13	datasets	dataset	NOUN
bracis-33555	46	14	(	(	PUNCT
bracis-33555	46	15	mnist	mnist	NOUN
bracis-33555	46	16	,	,	PUNCT
bracis-33555	46	17	mimic	mimic	ADJ
bracis-33555	46	18	-	-	PUNCT
bracis-33555	46	19	iii	iii	NOUN
bracis-33555	46	20	,	,	PUNCT
bracis-33555	46	21	and	and	CCONJ
bracis-33555	46	22	ecg	ecg	PROPN
bracis-33555	46	23	)	)	PUNCT
bracis-33555	46	24	,	,	PUNCT
bracis-33555	46	25	and	and	CCONJ
bracis-33555	46	26	in	in	ADP
bracis-33555	46	27	all	all	DET
bracis-33555	46	28	three	three	NUM
bracis-33555	46	29	cases	case	NOUN
bracis-33555	46	30	,	,	PUNCT
bracis-33555	46	31	the	the	DET
bracis-33555	46	32	models	model	NOUN
bracis-33555	46	33	were	be	AUX
bracis-33555	46	34	able	able	ADJ
bracis-33555	46	35	to	to	PART
bracis-33555	46	36	maintain	maintain	VERB
bracis-33555	46	37	good	good	ADJ
bracis-33555	46	38	predictive	predictive	ADJ
bracis-33555	46	39	performance	performance	NOUN
bracis-33555	46	40	.	.	PUNCT
bracis-33555	47	1	additionally	additionally	ADV
bracis-33555	47	2	,	,	PUNCT
bracis-33555	47	3	the	the	DET
bracis-33555	47	4	federated	federated	ADJ
bracis-33555	47	5	approach	approach	NOUN
bracis-33555	47	6	proved	prove	VERB
bracis-33555	47	7	robust	robust	ADJ
bracis-33555	47	8	against	against	ADP
bracis-33555	47	9	data	datum	NOUN
bracis-33555	47	10	distortion	distortion	NOUN
bracis-33555	47	11	and	and	CCONJ
bracis-33555	47	12	imbalanced	imbalanced	ADJ
bracis-33555	47	13	distribution	distribution	NOUN
bracis-33555	47	14	,	,	PUNCT
bracis-33555	47	15	demonstrating	demonstrate	VERB
bracis-33555	47	16	that	that	SCONJ
bracis-33555	47	17	,	,	PUNCT
bracis-33555	47	18	besides	besides	SCONJ
bracis-33555	47	19	promoting	promote	VERB
bracis-33555	47	20	data	datum	NOUN
bracis-33555	47	21	security	security	NOUN
bracis-33555	47	22	,	,	PUNCT
bracis-33555	47	23	federated	federate	VERB
bracis-33555	47	24	learning	learning	NOUN
bracis-33555	47	25	can	can	AUX
bracis-33555	47	26	bring	bring	VERB
bracis-33555	47	27	various	various	ADJ
bracis-33555	47	28	other	other	ADJ
bracis-33555	47	29	benefits	benefit	NOUN
bracis-33555	47	30	.	.	PUNCT
bracis-33555	48	1	other	other	ADJ
bracis-33555	48	2	recent	recent	ADJ
bracis-33555	48	3	approaches	approach	NOUN
bracis-33555	48	4	combine	combine	VERB
bracis-33555	48	5	graph	graph	NOUN
bracis-33555	48	6	neural	neural	ADJ
bracis-33555	48	7	networks	network	NOUN
bracis-33555	48	8	(	(	PUNCT
bracis-33555	48	9	gnns	gnns	NOUN
bracis-33555	48	10	)	)	PUNCT
bracis-33555	48	11	with	with	ADP
bracis-33555	48	12	federated	federated	ADJ
bracis-33555	48	13	learning	learning	NOUN
bracis-33555	48	14	[	[	X
bracis-33555	48	15	6	6	NUM
bracis-33555	48	16	]	]	PUNCT
bracis-33555	48	17	.	.	PUNCT
bracis-33555	49	1	it	it	PRON
bracis-33555	49	2	shows	show	VERB
bracis-33555	49	3	that	that	SCONJ
bracis-33555	49	4	this	this	DET
bracis-33555	49	5	hybrid	hybrid	ADJ
bracis-33555	49	6	approach	approach	NOUN
bracis-33555	49	7	,	,	PUNCT
bracis-33555	49	8	in	in	ADP
bracis-33555	49	9	addition	addition	NOUN
bracis-33555	49	10	to	to	ADP
bracis-33555	49	11	the	the	DET
bracis-33555	49	12	evident	evident	ADJ
bracis-33555	49	13	privacy	privacy	NOUN
bracis-33555	49	14	gains	gain	NOUN
bracis-33555	49	15	,	,	PUNCT
bracis-33555	49	16	was	be	AUX
bracis-33555	49	17	able	able	ADJ
bracis-33555	49	18	to	to	PART
bracis-33555	49	19	maintain	maintain	VERB
bracis-33555	49	20	high	high	ADJ
bracis-33555	49	21	-	-	PUNCT
bracis-33555	49	22	quality	quality	NOUN
bracis-33555	49	23	predictive	predictive	ADJ
bracis-33555	49	24	performance	performance	NOUN
bracis-33555	49	25	,	,	PUNCT
bracis-33555	49	26	matching	matching	NOUN
bracis-33555	49	27	or	or	CCONJ
bracis-33555	49	28	even	even	ADV
bracis-33555	49	29	surpassing	surpass	VERB
bracis-33555	49	30	centralized	centralized	ADJ
bracis-33555	49	31	learning	learning	NOUN
bracis-33555	49	32	in	in	ADP
bracis-33555	49	33	some	some	DET
bracis-33555	49	34	cases	case	NOUN
bracis-33555	49	35	.	.	PUNCT
bracis-33555	50	1	however	however	ADV
bracis-33555	50	2	,	,	PUNCT
bracis-33555	50	3	the	the	DET
bracis-33555	50	4	authors	author	NOUN
bracis-33555	50	5	noted	note	VERB
bracis-33555	50	6	that	that	SCONJ
bracis-33555	50	7	federated	federated	ADJ
bracis-33555	50	8	gnns	gnns	NOUN
bracis-33555	50	9	perform	perform	VERB
bracis-33555	50	10	worse	bad	ADJ
bracis-33555	50	11	on	on	ADP
bracis-33555	50	12	datasets	dataset	NOUN
bracis-33555	50	13	with	with	ADP
bracis-33555	50	14	non	non	X
bracis-33555	50	15	independent	independent	ADJ
bracis-33555	50	16	and	and	CCONJ
bracis-33555	50	17	identically	identically	ADV
bracis-33555	50	18	distributed	distribute	VERB
bracis-33555	50	19	data	datum	NOUN
bracis-33555	50	20	distribution	distribution	NOUN
bracis-33555	50	21	(	(	PUNCT
bracis-33555	50	22	non	non	ADJ
bracis-33555	50	23	-	-	ADJ
bracis-33555	50	24	iid	iid	ADJ
bracis-33555	50	25	split	split	NOUN
bracis-33555	50	26	)	)	PUNCT
bracis-33555	50	27	compared	compare	VERB
bracis-33555	50	28	to	to	ADP
bracis-33555	50	29	centralized	centralized	ADJ
bracis-33555	50	30	approaches	approach	NOUN
bracis-33555	50	31	.	.	PUNCT
bracis-33555	51	1	they	they	PRON
bracis-33555	51	2	suggest	suggest	VERB
bracis-33555	51	3	that	that	SCONJ
bracis-33555	51	4	future	future	ADJ
bracis-33555	51	5	work	work	NOUN
bracis-33555	51	6	should	should	AUX
bracis-33555	51	7	address	address	VERB
bracis-33555	51	8	this	this	PRON
bracis-33555	51	9	and	and	CCONJ
bracis-33555	51	10	other	other	ADJ
bracis-33555	51	11	challenges	challenge	NOUN
bracis-33555	51	12	in	in	ADP
bracis-33555	51	13	the	the	DET
bracis-33555	51	14	field	field	NOUN
bracis-33555	51	15	of	of	ADP
bracis-33555	51	16	fl	fl	PROPN
bracis-33555	51	17	.	.	PUNCT
bracis-33555	52	1	in	in	ADP
bracis-33555	52	2	[	[	X
bracis-33555	52	3	14	14	NUM
bracis-33555	52	4	]	]	X
bracis-33555	52	5	,	,	PUNCT
bracis-33555	52	6	a	a	DET
bracis-33555	52	7	study	study	NOUN
bracis-33555	52	8	on	on	ADP
bracis-33555	52	9	various	various	ADJ
bracis-33555	52	10	model	model	NOUN
bracis-33555	52	11	aggregation	aggregation	NOUN
bracis-33555	52	12	techniques	technique	NOUN
bracis-33555	52	13	was	be	AUX
bracis-33555	52	14	conducted	conduct	VERB
bracis-33555	52	15	.	.	PUNCT
bracis-33555	53	1	using	use	VERB
bracis-33555	53	2	the	the	DET
bracis-33555	53	3	mnist	mnist	NOUN
bracis-33555	53	4	dataset	dataset	NOUN
bracis-33555	53	5	,	,	PUNCT
bracis-33555	53	6	the	the	DET
bracis-33555	53	7	authors	author	NOUN
bracis-33555	53	8	tested	test	VERB
bracis-33555	53	9	federated	federated	ADJ
bracis-33555	53	10	averaging	averaging	NOUN
bracis-33555	53	11	(	(	PUNCT
bracis-33555	53	12	fedavg	fedavg	PROPN
bracis-33555	53	13	)	)	PUNCT
bracis-33555	53	14	,	,	PUNCT
bracis-33555	53	15	federated	federate	VERB
bracis-33555	53	16	stochastic	stochastic	ADJ
bracis-33555	53	17	variance	variance	NOUN
bracis-33555	53	18	reduced	reduce	VERB
bracis-33555	53	19	gradient	gradient	NOUN
bracis-33555	53	20	,	,	PUNCT
bracis-33555	53	21	and	and	CCONJ
bracis-33555	53	22	co	co	NOUN
bracis-33555	53	23	-	-	NOUN
bracis-33555	53	24	op	op	NOUN
bracis-33555	53	25	,	,	PUNCT
bracis-33555	53	26	achieving	achieve	VERB
bracis-33555	53	27	the	the	DET
bracis-33555	53	28	best	good	ADJ
bracis-33555	53	29	results	result	NOUN
bracis-33555	53	30	with	with	ADP
bracis-33555	53	31	fedavg	fedavg	NOUN
bracis-33555	53	32	.	.	PUNCT
bracis-33555	54	1	they	they	PRON
bracis-33555	54	2	also	also	ADV
bracis-33555	54	3	noted	note	VERB
bracis-33555	54	4	that	that	SCONJ
bracis-33555	54	5	fedavg	fedavg	NOUN
bracis-33555	54	6	is	be	AUX
bracis-33555	54	7	efficient	efficient	ADJ
bracis-33555	54	8	with	with	ADP
bracis-33555	54	9	or	or	CCONJ
bracis-33555	54	10	without	without	ADP
bracis-33555	54	11	independent	independent	ADJ
bracis-33555	54	12	and	and	CCONJ
bracis-33555	54	13	identically	identically	ADV
bracis-33555	54	14	distributed	distribute	VERB
bracis-33555	54	15	(	(	PUNCT
bracis-33555	54	16	i.i.d	i.i.d	ADJ
bracis-33555	54	17	.	.	PUNCT
bracis-33555	54	18	)	)	PUNCT
bracis-33555	55	1	partitioning	partition	VERB
bracis-33555	55	2	,	,	PUNCT
bracis-33555	55	3	and	and	CCONJ
bracis-33555	55	4	for	for	ADP
bracis-33555	55	5	i.i.d	i.i.d	PROPN
bracis-33555	55	6	.	.	PUNCT
bracis-33555	56	1	partitioning	partitioning	PROPN
bracis-33555	56	2	,	,	PUNCT
bracis-33555	56	3	the	the	DET
bracis-33555	56	4	performance	performance	NOUN
bracis-33555	56	5	is	be	AUX
bracis-33555	56	6	similar	similar	ADJ
bracis-33555	56	7	to	to	ADP
bracis-33555	56	8	the	the	DET
bracis-33555	56	9	centralized	centralized	ADJ
bracis-33555	56	10	approach	approach	NOUN
bracis-33555	56	11	.	.	PUNCT
bracis-33555	57	1	this	this	PRON
bracis-33555	57	2	reinforces	reinforce	VERB
bracis-33555	57	3	the	the	DET
bracis-33555	57	4	hypothesis	hypothesis	NOUN
bracis-33555	57	5	that	that	PRON
bracis-33555	57	6	federated	federated	ADJ
bracis-33555	57	7	learning	learning	NOUN
bracis-33555	57	8	can	can	AUX
bracis-33555	57	9	avoid	avoid	VERB
bracis-33555	57	10	data	datum	NOUN
bracis-33555	57	11	exchange	exchange	NOUN
bracis-33555	57	12	while	while	SCONJ
bracis-33555	57	13	maintaining	maintain	VERB
bracis-33555	57	14	the	the	DET
bracis-33555	57	15	efficiency	efficiency	NOUN
bracis-33555	57	16	of	of	ADP
bracis-33555	57	17	trained	train	VERB
bracis-33555	57	18	models	model	NOUN
bracis-33555	57	19	in	in	ADP
bracis-33555	57	20	various	various	ADJ
bracis-33555	57	21	scenarios	scenario	NOUN
bracis-33555	57	22	.	.	PUNCT
bracis-33555	58	1	related	relate	VERB
bracis-33555	58	2	to	to	ADP
bracis-33555	58	3	the	the	DET
bracis-33555	58	4	training	training	NOUN
bracis-33555	58	5	and	and	CCONJ
bracis-33555	58	6	aggregation	aggregation	NOUN
bracis-33555	58	7	process	process	NOUN
bracis-33555	58	8	,	,	PUNCT
bracis-33555	58	9	the	the	DET
bracis-33555	58	10	folb	folb	ADJ
bracis-33555	58	11	algorithm	algorithm	NOUN
bracis-33555	58	12	was	be	AUX
bracis-33555	58	13	proposed	propose	VERB
bracis-33555	58	14	in	in	ADP
bracis-33555	58	15	[	[	X
bracis-33555	58	16	13	13	NUM
bracis-33555	58	17	]	]	PUNCT
bracis-33555	58	18	.	.	PUNCT
bracis-33555	59	1	it	it	PRON
bracis-33555	59	2	promises	promise	VERB
bracis-33555	59	3	to	to	PART
bracis-33555	59	4	accelerate	accelerate	VERB
bracis-33555	59	5	and	and	CCONJ
bracis-33555	59	6	improve	improve	VERB
bracis-33555	59	7	the	the	DET
bracis-33555	59	8	convergence	convergence	NOUN
bracis-33555	59	9	of	of	ADP
bracis-33555	59	10	fl	fl	PROPN
bracis-33555	59	11	models	model	NOUN
bracis-33555	59	12	.	.	PUNCT
bracis-33555	60	1	the	the	DET
bracis-33555	60	2	algorithm	algorithm	NOUN
bracis-33555	60	3	analyzes	analyze	VERB
bracis-33555	60	4	the	the	DET
bracis-33555	60	5	computation	computation	NOUN
bracis-33555	60	6	capacity	capacity	NOUN
bracis-33555	60	7	,	,	PUNCT
bracis-33555	60	8	communication	communication	NOUN
bracis-33555	60	9	,	,	PUNCT
bracis-33555	60	10	and	and	CCONJ
bracis-33555	60	11	heterogeneity	heterogeneity	NOUN
bracis-33555	60	12	of	of	ADP
bracis-33555	60	13	the	the	DET
bracis-33555	60	14	clients	client	NOUN
bracis-33555	60	15	to	to	PART
bracis-33555	60	16	perform	perform	VERB
bracis-33555	60	17	client	client	NOUN
bracis-33555	60	18	sampling	sampling	NOUN
bracis-33555	60	19	in	in	ADP
bracis-33555	60	20	each	each	DET
bracis-33555	60	21	training	training	NOUN
bracis-33555	60	22	round	round	NOUN
bracis-33555	60	23	.	.	PUNCT
bracis-33555	61	1	it	it	PRON
bracis-33555	61	2	assigns	assign	VERB
bracis-33555	61	3	different	different	ADJ
bracis-33555	61	4	weights	weight	NOUN
bracis-33555	61	5	to	to	ADP
bracis-33555	61	6	each	each	DET
bracis-33555	61	7	client	client	NOUN
bracis-33555	61	8	’s	’s	PART
bracis-33555	61	9	model	model	NOUN
bracis-33555	61	10	during	during	ADP
bracis-33555	61	11	the	the	DET
bracis-33555	61	12	aggregation	aggregation	NOUN
bracis-33555	61	13	process	process	NOUN
bracis-33555	61	14	.	.	PUNCT
bracis-33555	62	1	the	the	DET
bracis-33555	62	2	authors	author	NOUN
bracis-33555	62	3	conducted	conduct	VERB
bracis-33555	62	4	empirical	empirical	ADJ
bracis-33555	62	5	tests	test	NOUN
bracis-33555	62	6	and	and	CCONJ
bracis-33555	62	7	demonstrated	demonstrate	VERB
bracis-33555	62	8	that	that	SCONJ
bracis-33555	62	9	the	the	DET
bracis-33555	62	10	algorithm	algorithm	NOUN
bracis-33555	62	11	improves	improve	VERB
bracis-33555	62	12	the	the	DET
bracis-33555	62	13	convergence	convergence	NOUN
bracis-33555	62	14	speed	speed	NOUN
bracis-33555	62	15	,	,	PUNCT
bracis-33555	62	16	accuracy	accuracy	NOUN
bracis-33555	62	17	,	,	PUNCT
bracis-33555	62	18	and	and	CCONJ
bracis-33555	62	19	stability	stability	NOUN
bracis-33555	62	20	of	of	ADP
bracis-33555	62	21	models	model	NOUN
bracis-33555	62	22	across	across	ADP
bracis-33555	62	23	many	many	ADJ
bracis-33555	62	24	tasks	task	NOUN
bracis-33555	62	25	and	and	CCONJ
bracis-33555	62	26	datasets	dataset	NOUN
bracis-33555	62	27	.	.	PUNCT
bracis-33555	63	1	regarding	regard	VERB
bracis-33555	63	2	information	information	NOUN
bracis-33555	63	3	security	security	NOUN
bracis-33555	63	4	in	in	ADP
bracis-33555	63	5	federated	federated	ADJ
bracis-33555	63	6	learning	learning	NOUN
bracis-33555	63	7	,	,	PUNCT
bracis-33555	63	8	[	[	X
bracis-33555	63	9	12	12	NUM
bracis-33555	63	10	]	]	PUNCT
bracis-33555	63	11	discusses	discuss	VERB
bracis-33555	63	12	that	that	SCONJ
bracis-33555	63	13	,	,	PUNCT
bracis-33555	63	14	despite	despite	SCONJ
bracis-33555	63	15	providing	provide	VERB
bracis-33555	63	16	a	a	DET
bracis-33555	63	17	learning	learn	VERB
bracis-33555	63	18	environment	environment	NOUN
bracis-33555	63	19	without	without	ADP
bracis-33555	63	20	the	the	DET
bracis-33555	63	21	need	need	NOUN
bracis-33555	63	22	to	to	PART
bracis-33555	63	23	share	share	VERB
bracis-33555	63	24	data	datum	NOUN
bracis-33555	63	25	,	,	PUNCT
bracis-33555	63	26	federated	federate	VERB
bracis-33555	63	27	learning	learning	NOUN
bracis-33555	63	28	still	still	ADV
bracis-33555	63	29	presents	present	VERB
bracis-33555	63	30	some	some	DET
bracis-33555	63	31	vulnerabilities	vulnerability	NOUN
bracis-33555	63	32	that	that	SCONJ
bracis-33555	63	33	designers	designer	NOUN
bracis-33555	63	34	must	must	AUX
bracis-33555	63	35	be	be	AUX
bracis-33555	63	36	aware	aware	ADJ
bracis-33555	63	37	of	of	ADP
bracis-33555	63	38	.	.	PUNCT
bracis-33555	64	1	poisoning	poisoning	NOUN
bracis-33555	64	2	attacks	attack	NOUN
bracis-33555	64	3	and	and	CCONJ
bracis-33555	64	4	inference	inference	NOUN
bracis-33555	64	5	attacks	attack	NOUN
bracis-33555	64	6	threaten	threaten	VERB
bracis-33555	64	7	the	the	DET
bracis-33555	64	8	learning	learn	VERB
bracis-33555	64	9	environment	environment	NOUN
bracis-33555	64	10	by	by	ADP
bracis-33555	64	11	allowing	allow	VERB
bracis-33555	64	12	malicious	malicious	ADJ
bracis-33555	64	13	clients	client	NOUN
bracis-33555	64	14	to	to	PART
bracis-33555	64	15	distort	distort	VERB
bracis-33555	64	16	the	the	DET
bracis-33555	64	17	produced	produce	VERB
bracis-33555	64	18	data	datum	NOUN
bracis-33555	64	19	,	,	PUNCT
bracis-33555	64	20	making	make	VERB
bracis-33555	64	21	gradient	gradient	ADJ
bracis-33555	64	22	descent	descent	NOUN
bracis-33555	64	23	inefficient	inefficient	ADJ
bracis-33555	64	24	and	and	CCONJ
bracis-33555	64	25	hindering	hinder	VERB
bracis-33555	64	26	the	the	DET
bracis-33555	64	27	construction	construction	NOUN
bracis-33555	64	28	of	of	ADP
bracis-33555	64	29	an	an	DET
bracis-33555	64	30	effective	effective	ADJ
bracis-33555	64	31	model	model	NOUN
bracis-33555	64	32	.	.	PUNCT
bracis-33555	65	1	additionally	additionally	ADV
bracis-33555	65	2	,	,	PUNCT
bracis-33555	65	3	analyzing	analyze	VERB
bracis-33555	65	4	data	datum	NOUN
bracis-33555	65	5	provided	provide	VERB
bracis-33555	65	6	by	by	ADP
bracis-33555	65	7	the	the	DET
bracis-33555	65	8	server	server	NOUN
bracis-33555	65	9	,	,	PUNCT
bracis-33555	65	10	such	such	ADJ
bracis-33555	65	11	as	as	ADP
bracis-33555	65	12	weights	weight	NOUN
bracis-33555	65	13	and/or	and/or	CCONJ
bracis-33555	65	14	loss	loss	NOUN
bracis-33555	65	15	from	from	ADP
bracis-33555	65	16	each	each	DET
bracis-33555	65	17	training	training	NOUN
bracis-33555	65	18	round	round	NOUN
bracis-33555	65	19	,	,	PUNCT
bracis-33555	65	20	can	can	AUX
bracis-33555	65	21	infer	infer	VERB
bracis-33555	65	22	input	input	NOUN
bracis-33555	65	23	data	datum	NOUN
bracis-33555	65	24	and	and	CCONJ
bracis-33555	65	25	their	their	PRON
bracis-33555	65	26	labels	label	NOUN
bracis-33555	65	27	from	from	ADP
bracis-33555	65	28	other	other	ADJ
bracis-33555	65	29	clients	client	NOUN
bracis-33555	65	30	in	in	ADP
bracis-33555	65	31	the	the	DET
bracis-33555	65	32	federated	federated	ADJ
bracis-33555	65	33	network	network	NOUN
bracis-33555	65	34	.	.	PUNCT
bracis-33555	66	1	in	in	ADP
bracis-33555	66	2	high	high	ADJ
bracis-33555	66	3	-	-	PUNCT
bracis-33555	66	4	stakes	stake	NOUN
bracis-33555	66	5	decision	decision	NOUN
bracis-33555	66	6	-	-	PUNCT
bracis-33555	66	7	making	make	VERB
bracis-33555	66	8	scenarios	scenario	NOUN
bracis-33555	66	9	(	(	PUNCT
bracis-33555	66	10	e.g.	e.g.	ADV
bracis-33555	66	11	,	,	PUNCT
bracis-33555	66	12	medical	medical	ADJ
bracis-33555	66	13	)	)	PUNCT
bracis-33555	66	14	,	,	PUNCT
bracis-33555	66	15	the	the	DET
bracis-33555	66	16	lack	lack	NOUN
bracis-33555	66	17	of	of	ADP
bracis-33555	66	18	model	model	NOUN
bracis-33555	66	19	interpretability	interpretability	NOUN
bracis-33555	66	20	can	can	AUX
bracis-33555	66	21	lead	lead	VERB
bracis-33555	66	22	to	to	ADP
bracis-33555	66	23	distrust	distrust	NOUN
bracis-33555	66	24	among	among	ADP
bracis-33555	66	25	users	user	NOUN
bracis-33555	66	26	.	.	PUNCT
bracis-33555	67	1	in	in	ADP
bracis-33555	67	2	[	[	X
bracis-33555	67	3	11	11	NUM
bracis-33555	67	4	]	]	PUNCT
bracis-33555	67	5	,	,	PUNCT
bracis-33555	67	6	the	the	DET
bracis-33555	67	7	authors	author	NOUN
bracis-33555	67	8	propose	propose	VERB
bracis-33555	67	9	conformal	conformal	NOUN
bracis-33555	67	10	prediction	prediction	NOUN
bracis-33555	67	11	(	(	PUNCT
bracis-33555	67	12	cp	cp	NOUN
bracis-33555	67	13	)	)	PUNCT
bracis-33555	67	14	analysis	analysis	NOUN
bracis-33555	67	15	as	as	ADP
bracis-33555	67	16	an	an	DET
bracis-33555	67	17	effective	effective	ADJ
bracis-33555	67	18	and	and	CCONJ
bracis-33555	67	19	simple	simple	ADJ
bracis-33555	67	20	way	way	NOUN
bracis-33555	67	21	to	to	PART
bracis-33555	67	22	provide	provide	VERB
bracis-33555	67	23	statistical	statistical	ADJ
bracis-33555	67	24	confidence	confidence	NOUN
bracis-33555	67	25	in	in	ADP
bracis-33555	67	26	predictions	prediction	NOUN
bracis-33555	67	27	,	,	PUNCT
bracis-33555	67	28	offering	offer	VERB
bracis-33555	67	29	clear	clear	ADJ
bracis-33555	67	30	information	information	NOUN
bracis-33555	67	31	about	about	ADP
bracis-33555	67	32	prediction	prediction	NOUN
bracis-33555	67	33	uncertainty	uncertainty	NOUN
bracis-33555	67	34	without	without	ADP
bracis-33555	67	35	requiring	require	VERB
bracis-33555	67	36	direct	direct	ADJ
bracis-33555	67	37	modification	modification	NOUN
bracis-33555	67	38	to	to	ADP
bracis-33555	67	39	the	the	DET
bracis-33555	67	40	model	model	NOUN
bracis-33555	67	41	training	training	NOUN
bracis-33555	67	42	process	process	NOUN
bracis-33555	67	43	.	.	PUNCT
bracis-33555	68	1	in	in	ADP
bracis-33555	68	2	their	their	PRON
bracis-33555	68	3	experimentation	experimentation	NOUN
bracis-33555	68	4	,	,	PUNCT
bracis-33555	68	5	they	they	PRON
bracis-33555	68	6	conducted	conduct	VERB
bracis-33555	68	7	cp	cp	NUM
bracis-33555	68	8	analysis	analysis	NOUN
bracis-33555	68	9	on	on	ADP
bracis-33555	68	10	a	a	DET
bracis-33555	68	11	model	model	NOUN
bracis-33555	68	12	trained	train	VERB
bracis-33555	68	13	under	under	ADP
bracis-33555	68	14	the	the	DET
bracis-33555	68	15	fl	fl	PROPN
bracis-33555	68	16	paradigm	paradigm	NOUN
bracis-33555	68	17	using	use	VERB
bracis-33555	68	18	6	6	NUM
bracis-33555	68	19	subsets	subset	NOUN
bracis-33555	68	20	from	from	ADP
bracis-33555	68	21	medmnist	medmnist	PROPN
bracis-33555	68	22	(	(	PUNCT
bracis-33555	68	23	blood	blood	NOUN
bracis-33555	68	24	,	,	PUNCT
bracis-33555	68	25	derma	derma	NOUN
bracis-33555	68	26	,	,	PUNCT
bracis-33555	68	27	path	path	NOUN
bracis-33555	68	28	,	,	PUNCT
bracis-33555	68	29	tissue	tissue	NOUN
bracis-33555	68	30	retina	retina	NOUN
bracis-33555	68	31	,	,	PUNCT
bracis-33555	68	32	organ3d	organ3d	PROPN
bracis-33555	68	33	)	)	PUNCT
bracis-33555	68	34	.	.	PUNCT
bracis-33555	69	1	they	they	PRON
bracis-33555	69	2	achieved	achieve	VERB
bracis-33555	69	3	up	up	ADP
bracis-33555	69	4	to	to	ADP
bracis-33555	69	5	\(97\%\pm	\(97\%\pm	NOUN
bracis-33555	69	6	0.7\%\	0.7\%\	NUM
bracis-33555	69	7	)	)	PUNCT
bracis-33555	69	8	coverage	coverage	NOUN
bracis-33555	69	9	and	and	CCONJ
bracis-33555	69	10	found	find	VERB
bracis-33555	69	11	a	a	DET
bracis-33555	69	12	correspondence	correspondence	NOUN
bracis-33555	69	13	between	between	ADP
bracis-33555	69	14	conformal	conformal	ADJ
bracis-33555	69	15	uncertainty	uncertainty	NOUN
bracis-33555	69	16	and	and	CCONJ
bracis-33555	69	17	prediction	prediction	NOUN
bracis-33555	69	18	task	task	NOUN
bracis-33555	69	19	difficulty	difficulty	NOUN
bracis-33555	69	20	(	(	PUNCT
bracis-33555	69	21	measured	measure	VERB
bracis-33555	69	22	by	by	ADP
bracis-33555	69	23	class	class	NOUN
bracis-33555	69	24	entropy	entropy	PROPN
bracis-33555	69	25	)	)	PUNCT
bracis-33555	69	26	.	.	PUNCT
bracis-33555	70	1	in	in	ADP
bracis-33555	70	2	summary	summary	NOUN
bracis-33555	70	3	,	,	PUNCT
bracis-33555	70	4	the	the	DET
bracis-33555	70	5	studies	study	NOUN
bracis-33555	70	6	discussed	discuss	VERB
bracis-33555	70	7	in	in	ADP
bracis-33555	70	8	this	this	DET
bracis-33555	70	9	section	section	NOUN
bracis-33555	70	10	highlight	highlight	VERB
bracis-33555	70	11	the	the	DET
bracis-33555	70	12	growing	grow	VERB
bracis-33555	70	13	importance	importance	NOUN
bracis-33555	70	14	and	and	CCONJ
bracis-33555	70	15	promising	promise	VERB
bracis-33555	70	16	potential	potential	NOUN
bracis-33555	70	17	of	of	ADP
bracis-33555	70	18	federated	federated	ADJ
bracis-33555	70	19	learning	learning	NOUN
bracis-33555	70	20	.	.	PUNCT
bracis-33555	71	1	various	various	ADJ
bracis-33555	71	2	works	work	NOUN
bracis-33555	71	3	demonstrate	demonstrate	VERB
bracis-33555	71	4	,	,	PUNCT
bracis-33555	71	5	in	in	ADP
bracis-33555	71	6	different	different	ADJ
bracis-33555	71	7	contexts	context	NOUN
bracis-33555	71	8	and	and	CCONJ
bracis-33555	71	9	types	type	NOUN
bracis-33555	71	10	of	of	ADP
bracis-33555	71	11	data	datum	NOUN
bracis-33555	71	12	,	,	PUNCT
bracis-33555	71	13	that	that	SCONJ
bracis-33555	71	14	federated	federated	ADJ
bracis-33555	71	15	approaches	approach	NOUN
bracis-33555	71	16	are	be	AUX
bracis-33555	71	17	robust	robust	ADJ
bracis-33555	71	18	and	and	CCONJ
bracis-33555	71	19	efficient	efficient	ADJ
bracis-33555	71	20	.	.	PUNCT
bracis-33555	72	1	however	however	ADV
bracis-33555	72	2	,	,	PUNCT
bracis-33555	72	3	it	it	PRON
bracis-33555	72	4	is	be	AUX
bracis-33555	72	5	crucial	crucial	ADJ
bracis-33555	72	6	to	to	PART
bracis-33555	72	7	recognize	recognize	VERB
bracis-33555	72	8	and	and	CCONJ
bracis-33555	72	9	address	address	VERB
bracis-33555	72	10	the	the	DET
bracis-33555	72	11	identified	identify	VERB
bracis-33555	72	12	vulnerabilities	vulnerability	NOUN
bracis-33555	72	13	,	,	PUNCT
bracis-33555	72	14	such	such	ADJ
bracis-33555	72	15	as	as	ADP
bracis-33555	72	16	poisoning	poisoning	NOUN
bracis-33555	72	17	and	and	CCONJ
bracis-33555	72	18	inference	inference	NOUN
bracis-33555	72	19	attacks	attack	NOUN
bracis-33555	72	20	,	,	PUNCT
bracis-33555	72	21	to	to	PART
bracis-33555	72	22	ensure	ensure	VERB
bracis-33555	72	23	the	the	DET
bracis-33555	72	24	integrity	integrity	NOUN
bracis-33555	72	25	and	and	CCONJ
bracis-33555	72	26	security	security	NOUN
bracis-33555	72	27	of	of	ADP
bracis-33555	72	28	federated	federated	ADJ
bracis-33555	72	29	learning	learning	NOUN
bracis-33555	72	30	systems	system	NOUN
bracis-33555	72	31	.	.	PUNCT
bracis-33555	73	1	unlike	unlike	ADP
bracis-33555	73	2	the	the	DET
bracis-33555	73	3	work	work	NOUN
bracis-33555	73	4	in	in	ADP
bracis-33555	73	5	[	[	X
bracis-33555	73	6	11	11	NUM
bracis-33555	73	7	]	]	PUNCT
bracis-33555	73	8	,	,	PUNCT
bracis-33555	73	9	we	we	PRON
bracis-33555	73	10	not	not	PART
bracis-33555	73	11	only	only	ADV
bracis-33555	73	12	analyze	analyze	VERB
bracis-33555	73	13	cp	cp	INTJ
bracis-33555	73	14	but	but	CCONJ
bracis-33555	73	15	also	also	ADV
bracis-33555	73	16	introduce	introduce	VERB
bracis-33555	73	17	a	a	DET
bracis-33555	73	18	client	client	NOUN
bracis-33555	73	19	-	-	PUNCT
bracis-33555	73	20	dropping	dropping	NOUN
bracis-33555	73	21	strategy	strategy	NOUN
bracis-33555	73	22	.	.	PUNCT
bracis-33555	74	1	3	3	NUM
bracis-33555	74	2	medmnist	medmnist	NOUN
bracis-33555	74	3	dataset	dataset	VERB
bracis-33555	74	4	the	the	DET
bracis-33555	74	5	medmnist	medmnist	NOUN
bracis-33555	74	6	dataset	dataset	NOUN
bracis-33555	75	1	[	[	X
bracis-33555	75	2	20	20	NUM
bracis-33555	75	3	]	]	PUNCT
bracis-33555	75	4	consists	consist	VERB
bracis-33555	75	5	of	of	ADP
bracis-33555	75	6	a	a	DET
bracis-33555	75	7	collection	collection	NOUN
bracis-33555	75	8	of	of	ADP
bracis-33555	75	9	18	18	NUM
bracis-33555	75	10	subsets	subset	NOUN
bracis-33555	75	11	of	of	ADP
bracis-33555	75	12	biomedical	biomedical	ADJ
bracis-33555	75	13	images	image	NOUN
bracis-33555	75	14	standardized	standardize	VERB
bracis-33555	75	15	in	in	ADP
bracis-33555	75	16	a	a	DET
bracis-33555	75	17	format	format	NOUN
bracis-33555	75	18	similar	similar	ADJ
bracis-33555	75	19	to	to	PART
bracis-33555	75	20	mnist	mnist	VERB
bracis-33555	75	21	.	.	PUNCT
bracis-33555	76	1	this	this	DET
bracis-33555	76	2	dataset	dataset	NOUN
bracis-33555	76	3	comprises	comprise	VERB
bracis-33555	76	4	12	12	NUM
bracis-33555	76	5	subsets	subset	NOUN
bracis-33555	76	6	of	of	ADP
bracis-33555	76	7	pre	pre	ADJ
bracis-33555	76	8	-	-	ADJ
bracis-33555	76	9	processed	processed	ADJ
bracis-33555	76	10	data	datum	NOUN
bracis-33555	76	11	in	in	ADP
bracis-33555	76	12	\(28\times	\(28\time	NOUN
bracis-33555	76	13	28\	28\	PROPN
bracis-33555	76	14	)	)	PUNCT
bracis-33555	76	15	(	(	PUNCT
bracis-33555	76	16	2d	2d	NOUN
bracis-33555	76	17	)	)	PUNCT
bracis-33555	76	18	and	and	CCONJ
bracis-33555	76	19	six	six	NUM
bracis-33555	76	20	more	more	ADJ
bracis-33555	76	21	subsets	subset	NOUN
bracis-33555	76	22	in	in	ADP
bracis-33555	76	23	\(28\times	\(28\time	NOUN
bracis-33555	76	24	28\times	28\times	NUM
bracis-33555	76	25	28\	28\	NUM
bracis-33555	76	26	)	)	PUNCT
bracis-33555	76	27	(	(	PUNCT
bracis-33555	76	28	3d	3d	NOUN
bracis-33555	76	29	)	)	PUNCT
bracis-33555	76	30	.	.	PUNCT
bracis-33555	77	1	among	among	ADP
bracis-33555	77	2	these	these	DET
bracis-33555	77	3	subsets	subset	NOUN
bracis-33555	77	4	,	,	PUNCT
bracis-33555	77	5	only	only	ADV
bracis-33555	77	6	the	the	DET
bracis-33555	77	7	path	path	NOUN
bracis-33555	77	8	,	,	PUNCT
bracis-33555	77	9	blood	blood	NOUN
bracis-33555	77	10	,	,	PUNCT
bracis-33555	77	11	derma	derma	NOUN
bracis-33555	77	12	,	,	PUNCT
bracis-33555	77	13	and	and	CCONJ
bracis-33555	77	14	retina	retina	NOUN
bracis-33555	77	15	datasets	dataset	NOUN
bracis-33555	77	16	are	be	AUX
bracis-33555	77	17	in	in	ADP
bracis-33555	77	18	rgb	rgb	PROPN
bracis-33555	77	19	format	format	NOUN
bracis-33555	77	20	,	,	PUNCT
bracis-33555	77	21	while	while	SCONJ
bracis-33555	77	22	the	the	DET
bracis-33555	77	23	others	other	NOUN
bracis-33555	77	24	are	be	AUX
bracis-33555	77	25	in	in	ADP
bracis-33555	77	26	grayscale	grayscale	NOUN
bracis-33555	77	27	.	.	PUNCT
bracis-33555	78	1	this	this	DET
bracis-33555	78	2	data	data	NOUN
bracis-33555	78	3	collection	collection	NOUN
bracis-33555	78	4	was	be	AUX
bracis-33555	78	5	developed	develop	VERB
bracis-33555	78	6	to	to	PART
bracis-33555	78	7	address	address	VERB
bracis-33555	78	8	a	a	DET
bracis-33555	78	9	variety	variety	NOUN
bracis-33555	78	10	of	of	ADP
bracis-33555	78	11	tasks	task	NOUN
bracis-33555	78	12	,	,	PUNCT
bracis-33555	78	13	such	such	ADJ
bracis-33555	78	14	as	as	ADP
bracis-33555	78	15	binary	binary	ADJ
bracis-33555	78	16	/	/	SYM
bracis-33555	78	17	multi	multi	ADJ
bracis-33555	78	18	-	-	ADJ
bracis-33555	78	19	class	class	ADJ
bracis-33555	78	20	classification	classification	NOUN
bracis-33555	78	21	,	,	PUNCT
bracis-33555	78	22	ordinal	ordinal	ADJ
bracis-33555	78	23	regression	regression	NOUN
bracis-33555	78	24	,	,	PUNCT
bracis-33555	78	25	and	and	CCONJ
bracis-33555	78	26	multi	multi	ADJ
bracis-33555	78	27	-	-	ADJ
bracis-33555	78	28	label	label	ADJ
bracis-33555	78	29	tasks	task	NOUN
bracis-33555	78	30	,	,	PUNCT
bracis-33555	78	31	and	and	CCONJ
bracis-33555	78	32	it	it	PRON
bracis-33555	78	33	covers	cover	VERB
bracis-33555	78	34	a	a	DET
bracis-33555	78	35	wide	wide	ADJ
bracis-33555	78	36	range	range	NOUN
bracis-33555	78	37	of	of	ADP
bracis-33555	78	38	data	datum	NOUN
bracis-33555	78	39	scales	scale	NOUN
bracis-33555	78	40	,	,	PUNCT
bracis-33555	78	41	ranging	range	VERB
bracis-33555	78	42	from	from	ADP
bracis-33555	78	43	100	100	NUM
bracis-33555	78	44	to	to	PART
bracis-33555	78	45	100,000	100,000	NUM
bracis-33555	78	46	images	image	NOUN
bracis-33555	78	47	.	.	PUNCT
bracis-33555	79	1	figure	figure	NOUN
bracis-33555	79	2	 	 	SPACE
bracis-33555	79	3	1	1	NUM
bracis-33555	79	4	presents	present	VERB
bracis-33555	79	5	examples	example	NOUN
bracis-33555	79	6	of	of	ADP
bracis-33555	79	7	all	all	DET
bracis-33555	79	8	the	the	DET
bracis-33555	79	9	used	use	VERB
bracis-33555	79	10	datasets	dataset	NOUN
bracis-33555	79	11	.	.	PUNCT
bracis-33555	80	1	fig	fig	NOUN
bracis-33555	80	2	.	.	PUNCT
bracis-33555	81	1	1.adapted	1.adapted	NUM
bracis-33555	81	2	from	from	ADP
bracis-33555	81	3	[	[	X
bracis-33555	81	4	20	20	NUM
bracis-33555	81	5	]	]	PUNCT
bracis-33555	81	6	.	.	PUNCT
bracis-33555	82	1	used	use	VERB
bracis-33555	82	2	subsets	subset	NOUN
bracis-33555	82	3	of	of	ADP
bracis-33555	82	4	medmnist	medmnist	PROPN
bracis-33555	82	5	dataset	dataset	PROPN
bracis-33555	82	6	.	.	PUNCT
bracis-33555	83	1	full	full	ADJ
bracis-33555	83	2	size	size	NOUN
bracis-33555	83	3	image	image	NOUN
bracis-33555	83	4	considering	consider	VERB
bracis-33555	83	5	the	the	DET
bracis-33555	83	6	nature	nature	NOUN
bracis-33555	83	7	of	of	ADP
bracis-33555	83	8	the	the	DET
bracis-33555	83	9	data	datum	NOUN
bracis-33555	83	10	in	in	ADP
bracis-33555	83	11	the	the	DET
bracis-33555	83	12	medmnist	medmnist	NOUN
bracis-33555	83	13	datasets	dataset	NOUN
bracis-33555	83	14	,	,	PUNCT
bracis-33555	83	15	some	some	PRON
bracis-33555	83	16	were	be	AUX
bracis-33555	83	17	excluded	exclude	VERB
bracis-33555	83	18	from	from	ADP
bracis-33555	83	19	this	this	DET
bracis-33555	83	20	work	work	NOUN
bracis-33555	83	21	.	.	PUNCT
bracis-33555	84	1	the	the	DET
bracis-33555	84	2	chest	chest	NOUN
bracis-33555	84	3	subset	subset	NOUN
bracis-33555	84	4	was	be	AUX
bracis-33555	84	5	discarded	discard	VERB
bracis-33555	84	6	because	because	SCONJ
bracis-33555	84	7	it	it	PRON
bracis-33555	84	8	is	be	AUX
bracis-33555	84	9	multi	multi	ADJ
bracis-33555	84	10	-	-	ADJ
bracis-33555	84	11	label	label	ADJ
bracis-33555	84	12	(	(	PUNCT
bracis-33555	84	13	the	the	DET
bracis-33555	84	14	same	same	ADJ
bracis-33555	84	15	image	image	NOUN
bracis-33555	84	16	belongs	belong	VERB
bracis-33555	84	17	to	to	ADP
bracis-33555	84	18	one	one	NUM
bracis-33555	84	19	or	or	CCONJ
bracis-33555	84	20	more	more	ADJ
bracis-33555	84	21	classes	class	NOUN
bracis-33555	84	22	simultaneously	simultaneously	ADV
bracis-33555	84	23	)	)	PUNCT
bracis-33555	84	24	,	,	PUNCT
bracis-33555	84	25	and	and	CCONJ
bracis-33555	84	26	the	the	DET
bracis-33555	84	27	3d	3d	PROPN
bracis-33555	84	28	subsets	subset	NOUN
bracis-33555	84	29	—	—	PUNCT
bracis-33555	84	30	organ	organ	NOUN
bracis-33555	84	31	,	,	PUNCT
bracis-33555	84	32	nodule	nodule	NOUN
bracis-33555	84	33	,	,	PUNCT
bracis-33555	84	34	adrenal	adrenal	ADJ
bracis-33555	84	35	,	,	PUNCT
bracis-33555	84	36	fracture	fracture	NOUN
bracis-33555	84	37	,	,	PUNCT
bracis-33555	84	38	vessel	vessel	NOUN
bracis-33555	84	39	,	,	PUNCT
bracis-33555	84	40	and	and	CCONJ
bracis-33555	84	41	synapse	synapse	NOUN
bracis-33555	84	42	—	—	PUNCT
bracis-33555	84	43	were	be	AUX
bracis-33555	84	44	also	also	ADV
bracis-33555	84	45	excluded	exclude	VERB
bracis-33555	84	46	.	.	PUNCT
bracis-33555	85	1	therefore	therefore	ADV
bracis-33555	85	2	,	,	PUNCT
bracis-33555	85	3	the	the	DET
bracis-33555	85	4	remaining	remain	VERB
bracis-33555	85	5	11	11	NUM
bracis-33555	85	6	datasets	dataset	NOUN
bracis-33555	85	7	used	use	VERB
bracis-33555	85	8	in	in	ADP
bracis-33555	85	9	this	this	DET
bracis-33555	85	10	work	work	NOUN
bracis-33555	85	11	are	be	AUX
bracis-33555	85	12	:	:	PUNCT
bracis-33555	85	13	blood	blood	NOUN
bracis-33555	85	14	,	,	PUNCT
bracis-33555	85	15	breast	breast	NOUN
bracis-33555	85	16	,	,	PUNCT
bracis-33555	85	17	derma	derma	NOUN
bracis-33555	85	18	,	,	PUNCT
bracis-33555	85	19	oct	oct	PROPN
bracis-33555	85	20	,	,	PUNCT
bracis-33555	85	21	organa	organa	PROPN
bracis-33555	85	22	,	,	PUNCT
bracis-33555	85	23	organc	organc	NOUN
bracis-33555	85	24	,	,	PUNCT
bracis-33555	85	25	organs	organ	NOUN
bracis-33555	85	26	,	,	PUNCT
bracis-33555	85	27	path	path	NOUN
bracis-33555	85	28	,	,	PUNCT
bracis-33555	85	29	pneumonia	pneumonia	NOUN
bracis-33555	85	30	,	,	PUNCT
bracis-33555	85	31	retina	retina	NOUN
bracis-33555	85	32	,	,	PUNCT
bracis-33555	85	33	and	and	CCONJ
bracis-33555	85	34	tissue	tissue	NOUN
bracis-33555	85	35	.	.	PUNCT
bracis-33555	86	1	each	each	DET
bracis-33555	86	2	dataset	dataset	NOUN
bracis-33555	86	3	used	use	VERB
bracis-33555	86	4	in	in	ADP
bracis-33555	86	5	this	this	DET
bracis-33555	86	6	study	study	NOUN
bracis-33555	86	7	is	be	AUX
bracis-33555	86	8	from	from	ADP
bracis-33555	86	9	a	a	DET
bracis-33555	86	10	medical	medical	ADJ
bracis-33555	86	11	domain	domain	NOUN
bracis-33555	86	12	.	.	PUNCT
bracis-33555	87	1	the	the	DET
bracis-33555	87	2	descriptions	description	NOUN
bracis-33555	87	3	of	of	ADP
bracis-33555	87	4	each	each	DET
bracis-33555	87	5	dataset	dataset	NOUN
bracis-33555	87	6	are	be	AUX
bracis-33555	87	7	as	as	SCONJ
bracis-33555	87	8	follows	follow	VERB
bracis-33555	87	9	:	:	PUNCT
bracis-33555	87	10	the	the	DET
bracis-33555	87	11	blood	blood	NOUN
bracis-33555	87	12	dataset	dataset	NOUN
bracis-33555	87	13	regards	regard	VERB
bracis-33555	87	14	the	the	DET
bracis-33555	87	15	problem	problem	NOUN
bracis-33555	87	16	of	of	ADP
bracis-33555	87	17	classifying	classify	VERB
bracis-33555	87	18	blood	blood	NOUN
bracis-33555	87	19	cells	cell	NOUN
bracis-33555	87	20	.	.	PUNCT
bracis-33555	88	1	the	the	DET
bracis-33555	88	2	breast	breast	NOUN
bracis-33555	88	3	dataset	dataset	NOUN
bracis-33555	88	4	comprises	comprise	VERB
bracis-33555	88	5	breast	breast	NOUN
bracis-33555	88	6	ultrasound	ultrasound	NOUN
bracis-33555	88	7	images	image	NOUN
bracis-33555	88	8	divided	divide	VERB
bracis-33555	88	9	into	into	ADP
bracis-33555	88	10	two	two	NUM
bracis-33555	88	11	conditions	condition	NOUN
bracis-33555	88	12	:	:	PUNCT
bracis-33555	88	13	normal	normal	ADJ
bracis-33555	88	14	or	or	CCONJ
bracis-33555	88	15	benign	benign	ADJ
bracis-33555	88	16	(	(	PUNCT
bracis-33555	88	17	1	1	NUM
bracis-33555	88	18	)	)	PUNCT
bracis-33555	88	19	,	,	PUNCT
bracis-33555	88	20	and	and	CCONJ
bracis-33555	88	21	malignant	malignant	ADJ
bracis-33555	88	22	(	(	PUNCT
bracis-33555	88	23	2	2	NUM
bracis-33555	88	24	)	)	PUNCT
bracis-33555	88	25	.	.	PUNCT
bracis-33555	89	1	the	the	DET
bracis-33555	89	2	derma	derma	NOUN
bracis-33555	89	3	dataset	dataset	NOUN
bracis-33555	89	4	contains	contain	VERB
bracis-33555	89	5	dermatoscopic	dermatoscopic	NOUN
bracis-33555	89	6	images	image	NOUN
bracis-33555	89	7	of	of	ADP
bracis-33555	89	8	pigmented	pigment	VERB
bracis-33555	89	9	skin	skin	NOUN
bracis-33555	89	10	lesions	lesion	NOUN
bracis-33555	89	11	,	,	PUNCT
bracis-33555	89	12	split	split	VERB
bracis-33555	89	13	into	into	ADP
bracis-33555	89	14	seven	seven	NUM
bracis-33555	89	15	different	different	ADJ
bracis-33555	89	16	diseases	disease	NOUN
bracis-33555	89	17	.	.	PUNCT
bracis-33555	90	1	the	the	DET
bracis-33555	90	2	oct	oct	PROPN
bracis-33555	90	3	dataset	dataset	NOUN
bracis-33555	90	4	includes	include	VERB
bracis-33555	90	5	optical	optical	ADJ
bracis-33555	90	6	coherence	coherence	NOUN
bracis-33555	90	7	tomography	tomography	NOUN
bracis-33555	90	8	(	(	PUNCT
bracis-33555	90	9	oct	oct	NOUN
bracis-33555	90	10	)	)	PUNCT
bracis-33555	90	11	images	image	NOUN
bracis-33555	90	12	for	for	ADP
bracis-33555	90	13	retinal	retinal	ADJ
bracis-33555	90	14	diseases	disease	NOUN
bracis-33555	90	15	,	,	PUNCT
bracis-33555	90	16	divided	divide	VERB
bracis-33555	90	17	into	into	ADP
bracis-33555	90	18	four	four	NUM
bracis-33555	90	19	diagnoses	diagnosis	NOUN
bracis-33555	90	20	.	.	PUNCT
bracis-33555	91	1	the	the	DET
bracis-33555	91	2	organa	organa	PROPN
bracis-33555	91	3	/	/	SYM
bracis-33555	91	4	c	c	PROPN
bracis-33555	91	5	/	/	SYM
bracis-33555	91	6	s	s	PART
bracis-33555	91	7	datasets	dataset	NOUN
bracis-33555	91	8	consist	consist	VERB
bracis-33555	91	9	of	of	ADP
bracis-33555	91	10	computed	compute	VERB
bracis-33555	91	11	tomography	tomography	NOUN
bracis-33555	91	12	(	(	PUNCT
bracis-33555	91	13	ct	ct	NOUN
bracis-33555	91	14	)	)	PUNCT
bracis-33555	91	15	scan	scan	ADJ
bracis-33555	91	16	images	image	NOUN
bracis-33555	91	17	of	of	ADP
bracis-33555	91	18	body	body	NOUN
bracis-33555	91	19	organs	organ	NOUN
bracis-33555	91	20	from	from	ADP
bracis-33555	91	21	three	three	NUM
bracis-33555	91	22	viewing	view	VERB
bracis-33555	91	23	planes	plane	NOUN
bracis-33555	91	24	:	:	PUNCT
bracis-33555	91	25	axial	axial	ADJ
bracis-33555	91	26	,	,	PUNCT
bracis-33555	91	27	coronal	coronal	NOUN
bracis-33555	91	28	,	,	PUNCT
bracis-33555	91	29	and	and	CCONJ
bracis-33555	91	30	sagittal	sagittal	ADJ
bracis-33555	91	31	.	.	PUNCT
bracis-33555	92	1	the	the	DET
bracis-33555	92	2	path	path	NOUN
bracis-33555	92	3	dataset	dataset	NOUN
bracis-33555	92	4	is	be	AUX
bracis-33555	92	5	made	make	VERB
bracis-33555	92	6	up	up	ADP
bracis-33555	92	7	of	of	ADP
bracis-33555	92	8	histological	histological	ADJ
bracis-33555	92	9	images	image	NOUN
bracis-33555	92	10	of	of	ADP
bracis-33555	92	11	colorectal	colorectal	ADJ
bracis-33555	92	12	cancer	cancer	NOUN
bracis-33555	92	13	used	use	VERB
bracis-33555	92	14	to	to	PART
bracis-33555	92	15	predict	predict	VERB
bracis-33555	92	16	the	the	DET
bracis-33555	92	17	survival	survival	NOUN
bracis-33555	92	18	of	of	ADP
bracis-33555	92	19	individuals	individual	NOUN
bracis-33555	92	20	,	,	PUNCT
bracis-33555	92	21	collected	collect	VERB
bracis-33555	92	22	from	from	ADP
bracis-33555	92	23	two	two	NUM
bracis-33555	92	24	subsets	subset	NOUN
bracis-33555	92	25	:	:	PUNCT
bracis-33555	92	26	nct	nct	ADJ
bracis-33555	92	27	-	-	PUNCT
bracis-33555	92	28	crc	crc	NOUN
bracis-33555	92	29	-	-	PUNCT
bracis-33555	92	30	he-100k	he-100k	NOUN
bracis-33555	92	31	(	(	PUNCT
bracis-33555	92	32	training	training	NOUN
bracis-33555	92	33	and	and	CCONJ
bracis-33555	92	34	validation	validation	NOUN
bracis-33555	92	35	)	)	PUNCT
bracis-33555	92	36	and	and	CCONJ
bracis-33555	92	37	crc	crc	PROPN
bracis-33555	92	38	-	-	PUNCT
bracis-33555	92	39	val	val	NOUN
bracis-33555	92	40	-	-	PUNCT
bracis-33555	92	41	he-7k	he-7k	PROPN
bracis-33555	92	42	(	(	PUNCT
bracis-33555	92	43	testing	testing	NOUN
bracis-33555	92	44	)	)	PUNCT
bracis-33555	92	45	.	.	PUNCT
bracis-33555	93	1	the	the	DET
bracis-33555	93	2	pneumonia	pneumonia	NOUN
bracis-33555	93	3	dataset	dataset	VERB
bracis-33555	93	4	consists	consist	NOUN
bracis-33555	93	5	of	of	ADP
bracis-33555	93	6	pediatric	pediatric	ADJ
bracis-33555	93	7	chest	chest	NOUN
bracis-33555	93	8	x	x	NOUN
bracis-33555	93	9	-	-	NOUN
bracis-33555	93	10	ray	ray	NOUN
bracis-33555	93	11	images	image	NOUN
bracis-33555	93	12	classified	classify	VERB
bracis-33555	93	13	as	as	ADP
bracis-33555	93	14	pneumonia	pneumonia	NOUN
bracis-33555	93	15	or	or	CCONJ
bracis-33555	93	16	normal	normal	ADJ
bracis-33555	93	17	.	.	PUNCT
bracis-33555	94	1	the	the	DET
bracis-33555	94	2	retina	retina	NOUN
bracis-33555	94	3	dataset	dataset	NOUN
bracis-33555	94	4	contains	contain	VERB
bracis-33555	94	5	fundus	fundus	NOUN
bracis-33555	94	6	images	image	NOUN
bracis-33555	94	7	used	use	VERB
bracis-33555	94	8	for	for	ADP
bracis-33555	94	9	ordinal	ordinal	ADJ
bracis-33555	94	10	regression	regression	NOUN
bracis-33555	94	11	to	to	PART
bracis-33555	94	12	classify	classify	VERB
bracis-33555	94	13	the	the	DET
bracis-33555	94	14	severity	severity	NOUN
bracis-33555	94	15	of	of	ADP
bracis-33555	94	16	diabetic	diabetic	ADJ
bracis-33555	94	17	retinopathy	retinopathy	NOUN
bracis-33555	94	18	into	into	ADP
bracis-33555	94	19	five	five	NUM
bracis-33555	94	20	levels	level	NOUN
bracis-33555	94	21	.	.	PUNCT
bracis-33555	95	1	the	the	DET
bracis-33555	95	2	tissue	tissue	NOUN
bracis-33555	95	3	dataset	dataset	VERB
bracis-33555	95	4	consists	consist	NOUN
bracis-33555	95	5	of	of	ADP
bracis-33555	95	6	images	image	NOUN
bracis-33555	95	7	of	of	ADP
bracis-33555	95	8	human	human	ADJ
bracis-33555	95	9	renal	renal	ADJ
bracis-33555	95	10	cortex	cortex	NOUN
bracis-33555	95	11	cells	cell	NOUN
bracis-33555	95	12	divided	divide	VERB
bracis-33555	95	13	into	into	ADP
bracis-33555	95	14	eight	eight	NUM
bracis-33555	95	15	classes	class	NOUN
bracis-33555	95	16	.	.	PUNCT
bracis-33555	96	1	it	it	PRON
bracis-33555	96	2	is	be	AUX
bracis-33555	96	3	worth	worth	ADJ
bracis-33555	96	4	noting	note	VERB
bracis-33555	96	5	that	that	SCONJ
bracis-33555	96	6	the	the	DET
bracis-33555	96	7	image	image	NOUN
bracis-33555	96	8	formats	format	NOUN
bracis-33555	96	9	were	be	AUX
bracis-33555	96	10	not	not	PART
bracis-33555	96	11	altered	alter	VERB
bracis-33555	96	12	,	,	PUNCT
bracis-33555	96	13	and	and	CCONJ
bracis-33555	96	14	no	no	DET
bracis-33555	96	15	preprocessing	preprocessing	NOUN
bracis-33555	96	16	was	be	AUX
bracis-33555	96	17	applied	apply	VERB
bracis-33555	96	18	to	to	ADP
bracis-33555	96	19	the	the	DET
bracis-33555	96	20	data	datum	NOUN
bracis-33555	96	21	.	.	PUNCT
bracis-33555	97	1	table	table	NOUN
bracis-33555	97	2	 	 	SPACE
bracis-33555	97	3	1	1	NUM
bracis-33555	97	4	provides	provide	VERB
bracis-33555	97	5	details	detail	NOUN
bracis-33555	97	6	for	for	ADP
bracis-33555	97	7	each	each	PRON
bracis-33555	97	8	of	of	ADP
bracis-33555	97	9	the	the	DET
bracis-33555	97	10	datasets	dataset	NOUN
bracis-33555	97	11	used	use	VERB
bracis-33555	97	12	.	.	PUNCT
bracis-33555	98	1	4	4	NUM
bracis-33555	98	2	methodology	methodology	NOUN
bracis-33555	98	3	in	in	ADP
bracis-33555	98	4	this	this	DET
bracis-33555	98	5	section	section	NOUN
bracis-33555	98	6	,	,	PUNCT
bracis-33555	98	7	we	we	PRON
bracis-33555	98	8	outline	outline	VERB
bracis-33555	98	9	the	the	DET
bracis-33555	98	10	methodology	methodology	NOUN
bracis-33555	98	11	adopted	adopt	VERB
bracis-33555	98	12	for	for	ADP
bracis-33555	98	13	this	this	DET
bracis-33555	98	14	studyfootnote	studyfootnote	NOUN
bracis-33555	98	15	1	1	NUM
bracis-33555	98	16	and	and	CCONJ
bracis-33555	98	17	the	the	DET
bracis-33555	98	18	metrics	metric	NOUN
bracis-33555	98	19	used	use	VERB
bracis-33555	98	20	for	for	ADP
bracis-33555	98	21	evaluation	evaluation	NOUN
bracis-33555	98	22	.	.	PUNCT
bracis-33555	99	1	first	first	ADV
bracis-33555	99	2	,	,	PUNCT
bracis-33555	99	3	we	we	PRON
bracis-33555	99	4	present	present	VERB
bracis-33555	99	5	the	the	DET
bracis-33555	99	6	model	model	NOUN
bracis-33555	99	7	used	use	VERB
bracis-33555	99	8	for	for	ADP
bracis-33555	99	9	the	the	DET
bracis-33555	99	10	evaluation	evaluation	NOUN
bracis-33555	99	11	process	process	NOUN
bracis-33555	99	12	,	,	PUNCT
bracis-33555	99	13	along	along	ADP
bracis-33555	99	14	with	with	ADP
bracis-33555	99	15	the	the	DET
bracis-33555	99	16	federated	federated	ADJ
bracis-33555	99	17	learning	learning	NOUN
bracis-33555	99	18	strategy	strategy	NOUN
bracis-33555	99	19	employed	employ	VERB
bracis-33555	99	20	.	.	PUNCT
bracis-33555	100	1	next	next	ADV
bracis-33555	100	2	,	,	PUNCT
bracis-33555	100	3	we	we	PRON
bracis-33555	100	4	introduce	introduce	VERB
bracis-33555	100	5	and	and	CCONJ
bracis-33555	100	6	describe	describe	VERB
bracis-33555	100	7	the	the	DET
bracis-33555	100	8	proposed	propose	VERB
bracis-33555	100	9	approach	approach	NOUN
bracis-33555	100	10	that	that	PRON
bracis-33555	100	11	utilizes	utilize	VERB
bracis-33555	100	12	conformal	conformal	ADJ
bracis-33555	100	13	prediction	prediction	NOUN
bracis-33555	100	14	for	for	ADP
bracis-33555	100	15	client	client	NOUN
bracis-33555	100	16	-	-	PUNCT
bracis-33555	100	17	dropping	dropping	NOUN
bracis-33555	100	18	.	.	PUNCT
bracis-33555	101	1	finally	finally	ADV
bracis-33555	101	2	,	,	PUNCT
bracis-33555	101	3	we	we	PRON
bracis-33555	101	4	detail	detail	VERB
bracis-33555	101	5	the	the	DET
bracis-33555	101	6	metrics	metric	NOUN
bracis-33555	101	7	used	use	VERB
bracis-33555	101	8	to	to	PART
bracis-33555	101	9	evaluate	evaluate	VERB
bracis-33555	101	10	the	the	DET
bracis-33555	101	11	model	model	NOUN
bracis-33555	101	12	,	,	PUNCT
bracis-33555	101	13	including	include	VERB
bracis-33555	101	14	an	an	DET
bracis-33555	101	15	in	in	ADP
bracis-33555	101	16	-	-	PUNCT
bracis-33555	101	17	depth	depth	NOUN
bracis-33555	101	18	description	description	NOUN
bracis-33555	101	19	of	of	ADP
bracis-33555	101	20	the	the	DET
bracis-33555	101	21	conformal	conformal	NOUN
bracis-33555	101	22	prediction	prediction	NOUN
bracis-33555	101	23	metrics	metric	NOUN
bracis-33555	101	24	used	use	VERB
bracis-33555	101	25	.	.	PUNCT
bracis-33555	102	1	table	table	NOUN
bracis-33555	102	2	1	1	NUM
bracis-33555	102	3	.	.	PUNCT
bracis-33555	103	1	details	detail	NOUN
bracis-33555	103	2	of	of	ADP
bracis-33555	103	3	the	the	DET
bracis-33555	103	4	used	use	VERB
bracis-33555	103	5	datasets	dataset	NOUN
bracis-33555	103	6	.	.	PUNCT
bracis-33555	104	1	adapted	adapt	VERB
bracis-33555	104	2	from	from	ADP
bracis-33555	104	3	[	[	X
bracis-33555	104	4	20	20	NUM
bracis-33555	104	5	]	]	PUNCT
bracis-33555	104	6	.	.	PUNCT
bracis-33555	105	1	mc	mc	PROPN
bracis-33555	105	2	=	=	PUNCT
bracis-33555	105	3	multi	multi	ADJ
bracis-33555	105	4	-	-	NOUN
bracis-33555	105	5	class	class	ADJ
bracis-33555	105	6	,	,	PUNCT
bracis-33555	105	7	bc	bc	PROPN
bracis-33555	105	8	=	=	PROPN
bracis-33555	105	9	binary	binary	PROPN
bracis-33555	105	10	classification	classification	NOUN
bracis-33555	105	11	,	,	PUNCT
bracis-33555	105	12	or	or	CCONJ
bracis-33555	105	13	=	=	SYM
bracis-33555	105	14	ordinal	ordinal	ADJ
bracis-33555	105	15	regression	regression	NOUN
bracis-33555	105	16	,	,	PUNCT
bracis-33555	105	17	ct	ct	PROPN
bracis-33555	105	18	=	=	PUNCT
bracis-33555	105	19	computed	compute	VERB
bracis-33555	105	20	tomography	tomography	NOUN
bracis-33555	105	21	and	and	CCONJ
bracis-33555	105	22	oct	oct	NOUN
bracis-33555	105	23	=	=	PROPN
bracis-33555	105	24	optical	optical	ADJ
bracis-33555	105	25	coherence	coherence	NOUN
bracis-33555	105	26	tomography.full	tomography.full	X
bracis-33555	105	27	size	size	NOUN
bracis-33555	105	28	table	table	NOUN
bracis-33555	105	29	4.1	4.1	NUM
bracis-33555	105	30	model	model	NOUN
bracis-33555	105	31	used	use	VERB
bracis-33555	105	32	on	on	ADP
bracis-33555	105	33	 	 	SPACE
bracis-33555	105	34	training	training	NOUN
bracis-33555	105	35	process	process	NOUN
bracis-33555	105	36	the	the	DET
bracis-33555	105	37	authors	author	NOUN
bracis-33555	105	38	of	of	ADP
bracis-33555	105	39	[	[	X
bracis-33555	105	40	20	20	NUM
bracis-33555	105	41	]	]	PUNCT
bracis-33555	105	42	used	use	VERB
bracis-33555	105	43	the	the	DET
bracis-33555	105	44	resnet	resnet	ADJ
bracis-33555	105	45	architecture	architecture	NOUN
bracis-33555	105	46	[	[	X
bracis-33555	105	47	18	18	NUM
bracis-33555	105	48	]	]	PUNCT
bracis-33555	105	49	for	for	ADP
bracis-33555	105	50	their	their	PRON
bracis-33555	105	51	benchmark	benchmark	NOUN
bracis-33555	105	52	.	.	PUNCT
bracis-33555	106	1	for	for	ADP
bracis-33555	106	2	this	this	DET
bracis-33555	106	3	reason	reason	NOUN
bracis-33555	106	4	,	,	PUNCT
bracis-33555	106	5	the	the	DET
bracis-33555	106	6	resnet50	resnet50	NOUN
bracis-33555	106	7	architecture	architecture	NOUN
bracis-33555	106	8	was	be	AUX
bracis-33555	106	9	employed	employ	VERB
bracis-33555	106	10	in	in	ADP
bracis-33555	106	11	this	this	DET
bracis-33555	106	12	study	study	NOUN
bracis-33555	106	13	without	without	ADP
bracis-33555	106	14	pre	pre	ADJ
bracis-33555	106	15	-	-	ADJ
bracis-33555	106	16	trained	train	VERB
bracis-33555	106	17	weights	weight	NOUN
bracis-33555	106	18	,	,	PUNCT
bracis-33555	106	19	with	with	ADP
bracis-33555	106	20	modifications	modification	NOUN
bracis-33555	106	21	only	only	ADV
bracis-33555	106	22	to	to	ADP
bracis-33555	106	23	the	the	DET
bracis-33555	106	24	input	input	NOUN
bracis-33555	106	25	data	data	NOUN
bracis-33555	106	26	format	format	NOUN
bracis-33555	106	27	and	and	CCONJ
bracis-33555	106	28	the	the	DET
bracis-33555	106	29	number	number	NOUN
bracis-33555	106	30	of	of	ADP
bracis-33555	106	31	neurons	neuron	NOUN
bracis-33555	106	32	in	in	ADP
bracis-33555	106	33	the	the	DET
bracis-33555	106	34	last	last	ADJ
bracis-33555	106	35	layer	layer	NOUN
bracis-33555	106	36	to	to	PART
bracis-33555	106	37	suit	suit	VERB
bracis-33555	106	38	each	each	DET
bracis-33555	106	39	data	datum	NOUN
bracis-33555	106	40	subset	subset	VERB
bracis-33555	106	41	.	.	PUNCT
bracis-33555	107	1	the	the	DET
bracis-33555	107	2	resnet50	resnet50	NOUN
bracis-33555	107	3	architecture	architecture	NOUN
bracis-33555	107	4	consists	consist	VERB
bracis-33555	107	5	of	of	ADP
bracis-33555	107	6	49	49	NUM
bracis-33555	107	7	convolutional	convolutional	ADJ
bracis-33555	107	8	/	/	SYM
bracis-33555	107	9	pooling	pool	VERB
bracis-33555	107	10	layers	layer	NOUN
bracis-33555	107	11	,	,	PUNCT
bracis-33555	107	12	with	with	SCONJ
bracis-33555	107	13	the	the	DET
bracis-33555	107	14	final	final	ADJ
bracis-33555	107	15	layer	layer	NOUN
bracis-33555	107	16	being	be	AUX
bracis-33555	107	17	fully	fully	ADV
bracis-33555	107	18	connected	connect	VERB
bracis-33555	107	19	for	for	ADP
bracis-33555	107	20	classification	classification	NOUN
bracis-33555	107	21	.	.	PUNCT
bracis-33555	108	1	for	for	ADP
bracis-33555	108	2	comparison	comparison	NOUN
bracis-33555	108	3	purposes	purpose	NOUN
bracis-33555	108	4	,	,	PUNCT
bracis-33555	108	5	the	the	DET
bracis-33555	108	6	same	same	ADJ
bracis-33555	108	7	model	model	NOUN
bracis-33555	108	8	used	use	VERB
bracis-33555	108	9	in	in	ADP
bracis-33555	108	10	federated	federated	ADJ
bracis-33555	108	11	training	training	NOUN
bracis-33555	108	12	was	be	AUX
bracis-33555	108	13	also	also	ADV
bracis-33555	108	14	evaluated	evaluate	VERB
bracis-33555	108	15	in	in	ADP
bracis-33555	108	16	a	a	DET
bracis-33555	108	17	centralized	centralized	ADJ
bracis-33555	108	18	context	context	NOUN
bracis-33555	108	19	.	.	PUNCT
bracis-33555	109	1	the	the	DET
bracis-33555	109	2	model	model	NOUN
bracis-33555	109	3	was	be	AUX
bracis-33555	109	4	trained	train	VERB
bracis-33555	109	5	for	for	ADP
bracis-33555	109	6	a	a	DET
bracis-33555	109	7	proportional	proportional	ADJ
bracis-33555	109	8	number	number	NOUN
bracis-33555	109	9	of	of	ADP
bracis-33555	109	10	epochs	epoch	NOUN
bracis-33555	109	11	and	and	CCONJ
bracis-33555	109	12	evaluated	evaluate	VERB
bracis-33555	109	13	on	on	ADP
bracis-33555	109	14	the	the	DET
bracis-33555	109	15	same	same	ADJ
bracis-33555	109	16	test	test	NOUN
bracis-33555	109	17	data	datum	NOUN
bracis-33555	109	18	.	.	PUNCT
bracis-33555	110	1	in	in	ADP
bracis-33555	110	2	both	both	DET
bracis-33555	110	3	cases	case	NOUN
bracis-33555	110	4	,	,	PUNCT
bracis-33555	110	5	the	the	DET
bracis-33555	110	6	validation	validation	NOUN
bracis-33555	110	7	data	datum	NOUN
bracis-33555	110	8	were	be	AUX
bracis-33555	110	9	used	use	VERB
bracis-33555	110	10	to	to	PART
bracis-33555	110	11	identify	identify	VERB
bracis-33555	110	12	the	the	DET
bracis-33555	110	13	best	good	ADJ
bracis-33555	110	14	model	model	NOUN
bracis-33555	110	15	during	during	ADP
bracis-33555	110	16	training	training	NOUN
bracis-33555	110	17	.	.	PUNCT
bracis-33555	111	1	the	the	DET
bracis-33555	111	2	model	model	NOUN
bracis-33555	111	3	with	with	ADP
bracis-33555	111	4	the	the	DET
bracis-33555	111	5	lowest	low	ADJ
bracis-33555	111	6	loss	loss	NOUN
bracis-33555	111	7	and	and	CCONJ
bracis-33555	111	8	highest	high	ADJ
bracis-33555	111	9	accuracy	accuracy	NOUN
bracis-33555	111	10	rate	rate	NOUN
bracis-33555	111	11	during	during	ADP
bracis-33555	111	12	the	the	DET
bracis-33555	111	13	global	global	ADJ
bracis-33555	111	14	epochs	epoch	NOUN
bracis-33555	111	15	was	be	AUX
bracis-33555	111	16	used	use	VERB
bracis-33555	111	17	to	to	PART
bracis-33555	111	18	calculate	calculate	VERB
bracis-33555	111	19	the	the	DET
bracis-33555	111	20	metrics	metric	NOUN
bracis-33555	111	21	and	and	CCONJ
bracis-33555	111	22	report	report	VERB
bracis-33555	111	23	the	the	DET
bracis-33555	111	24	results	result	NOUN
bracis-33555	111	25	.	.	PUNCT
bracis-33555	112	1	4.2	4.2	NUM
bracis-33555	112	2	federated	federate	VERB
bracis-33555	112	3	learning	learn	VERB
bracis-33555	112	4	federated	federated	ADJ
bracis-33555	112	5	learning	learning	NOUN
bracis-33555	112	6	(	(	PUNCT
bracis-33555	112	7	fl	fl	NOUN
bracis-33555	112	8	)	)	PUNCT
bracis-33555	113	1	[	[	X
bracis-33555	113	2	21	21	NUM
bracis-33555	113	3	]	]	PUNCT
bracis-33555	113	4	is	be	AUX
bracis-33555	113	5	a	a	DET
bracis-33555	113	6	technique	technique	NOUN
bracis-33555	113	7	for	for	ADP
bracis-33555	113	8	training	train	VERB
bracis-33555	113	9	deep	deep	ADJ
bracis-33555	113	10	learning	learning	NOUN
bracis-33555	113	11	models	model	NOUN
bracis-33555	113	12	that	that	PRON
bracis-33555	113	13	operates	operate	VERB
bracis-33555	113	14	in	in	ADP
bracis-33555	113	15	a	a	DET
bracis-33555	113	16	distributed	distribute	VERB
bracis-33555	113	17	environment	environment	NOUN
bracis-33555	113	18	,	,	PUNCT
bracis-33555	113	19	allowing	allow	VERB
bracis-33555	113	20	for	for	ADP
bracis-33555	113	21	the	the	DET
bracis-33555	113	22	collaborative	collaborative	ADJ
bracis-33555	113	23	learning	learning	NOUN
bracis-33555	113	24	of	of	ADP
bracis-33555	113	25	a	a	DET
bracis-33555	113	26	global	global	ADJ
bracis-33555	113	27	model	model	NOUN
bracis-33555	113	28	while	while	SCONJ
bracis-33555	113	29	the	the	DET
bracis-33555	113	30	data	datum	NOUN
bracis-33555	113	31	remains	remain	VERB
bracis-33555	113	32	locally	locally	ADV
bracis-33555	113	33	on	on	ADP
bracis-33555	113	34	the	the	DET
bracis-33555	113	35	users	user	NOUN
bracis-33555	113	36	’	’	PART
bracis-33555	113	37	devices	device	NOUN
bracis-33555	113	38	.	.	PUNCT
bracis-33555	114	1	in	in	ADP
bracis-33555	114	2	contrast	contrast	NOUN
bracis-33555	114	3	to	to	ADP
bracis-33555	114	4	centralized	centralized	ADJ
bracis-33555	114	5	approaches	approach	NOUN
bracis-33555	114	6	,	,	PUNCT
bracis-33555	114	7	where	where	SCONJ
bracis-33555	114	8	all	all	DET
bracis-33555	114	9	data	datum	NOUN
bracis-33555	114	10	is	be	AUX
bracis-33555	114	11	available	available	ADJ
bracis-33555	114	12	in	in	ADP
bracis-33555	114	13	a	a	DET
bracis-33555	114	14	single	single	ADJ
bracis-33555	114	15	location	location	NOUN
bracis-33555	114	16	for	for	ADP
bracis-33555	114	17	model	model	NOUN
bracis-33555	114	18	training	training	NOUN
bracis-33555	114	19	,	,	PUNCT
bracis-33555	114	20	fl	fl	PROPN
bracis-33555	114	21	allows	allow	VERB
bracis-33555	114	22	diverse	diverse	ADJ
bracis-33555	114	23	devices	device	NOUN
bracis-33555	114	24	and	and	CCONJ
bracis-33555	114	25	servers	server	NOUN
bracis-33555	114	26	to	to	PART
bracis-33555	114	27	perform	perform	VERB
bracis-33555	114	28	training	training	NOUN
bracis-33555	114	29	in	in	ADP
bracis-33555	114	30	parallel	parallel	NOUN
bracis-33555	114	31	without	without	ADP
bracis-33555	114	32	data	data	NOUN
bracis-33555	114	33	centralization	centralization	NOUN
bracis-33555	114	34	,	,	PUNCT
bracis-33555	114	35	avoiding	avoid	VERB
bracis-33555	114	36	data	datum	NOUN
bracis-33555	114	37	exchange	exchange	NOUN
bracis-33555	114	38	[	[	X
bracis-33555	114	39	7	7	NUM
bracis-33555	114	40	]	]	PUNCT
bracis-33555	114	41	.	.	PUNCT
bracis-33555	115	1	figure	figure	NOUN
bracis-33555	115	2	 	 	SPACE
bracis-33555	115	3	2	2	NUM
bracis-33555	115	4	shows	show	VERB
bracis-33555	115	5	the	the	DET
bracis-33555	115	6	workflow	workflow	NOUN
bracis-33555	115	7	of	of	ADP
bracis-33555	115	8	the	the	DET
bracis-33555	115	9	fl	fl	NOUN
bracis-33555	115	10	technique	technique	NOUN
bracis-33555	115	11	used	use	VERB
bracis-33555	115	12	in	in	ADP
bracis-33555	115	13	this	this	DET
bracis-33555	115	14	work	work	NOUN
bracis-33555	115	15	.	.	PUNCT
bracis-33555	116	1	fig	fig	NOUN
bracis-33555	116	2	.	.	PUNCT
bracis-33555	117	1	2	2	X
bracis-33555	117	2	.	.	X
bracis-33555	117	3	a	a	DET
bracis-33555	117	4	client	client	NOUN
bracis-33555	117	5	,	,	PUNCT
bracis-33555	117	6	with	with	ADP
bracis-33555	117	7	his	his	PRON
bracis-33555	117	8	respective	respective	ADJ
bracis-33555	117	9	portion	portion	NOUN
bracis-33555	117	10	of	of	ADP
bracis-33555	117	11	data	datum	NOUN
bracis-33555	117	12	d	d	PROPN
bracis-33555	117	13	(	(	PUNCT
bracis-33555	117	14	\(d^c\	\(d^c\	NOUN
bracis-33555	117	15	)	)	PUNCT
bracis-33555	117	16	all	all	DET
bracis-33555	117	17	clients	client	NOUN
bracis-33555	117	18	have	have	VERB
bracis-33555	117	19	the	the	DET
bracis-33555	117	20	entire	entire	ADJ
bracis-33555	117	21	training	training	NOUN
bracis-33555	117	22	dataset	dataset	NOUN
bracis-33555	117	23	,	,	PUNCT
bracis-33555	117	24	\(d^f_i\	\(d^f_i\	NOUN
bracis-33555	117	25	)	)	PUNCT
bracis-33555	117	26	each	each	DET
bracis-33555	117	27	client	client	NOUN
bracis-33555	117	28	has	have	VERB
bracis-33555	117	29	a	a	DET
bracis-33555	117	30	portion	portion	NOUN
bracis-33555	117	31	of	of	ADP
bracis-33555	117	32	the	the	DET
bracis-33555	117	33	entire	entire	ADJ
bracis-33555	117	34	training	training	NOUN
bracis-33555	117	35	dataset	dataset	NOUN
bracis-33555	117	36	)	)	PUNCT
bracis-33555	117	37	,	,	PUNCT
bracis-33555	117	38	trains	train	VERB
bracis-33555	117	39	a	a	DET
bracis-33555	117	40	local	local	ADJ
bracis-33555	117	41	model	model	NOUN
bracis-33555	117	42	\(m^{l	\(m^{l	NOUN
bracis-33555	117	43	}	}	PUNCT
bracis-33555	117	44	_	_	PRON
bracis-33555	117	45	{	{	PUNCT
bracis-33555	117	46	i}\	i}\	NUM
bracis-33555	117	47	)	)	PUNCT
bracis-33555	117	48	.	.	PUNCT
bracis-33555	118	1	those	those	DET
bracis-33555	118	2	local	local	ADJ
bracis-33555	118	3	models	model	NOUN
bracis-33555	118	4	are	be	AUX
bracis-33555	118	5	aggregated	aggregate	VERB
bracis-33555	118	6	generating	generate	VERB
bracis-33555	118	7	a	a	DET
bracis-33555	118	8	new	new	ADJ
bracis-33555	118	9	global	global	ADJ
bracis-33555	118	10	model	model	NOUN
bracis-33555	118	11	\(m^{g}_{i}\	\(m^{g}_{i}\	PROPN
bracis-33555	118	12	)	)	PUNCT
bracis-33555	118	13	,	,	PUNCT
bracis-33555	118	14	which	which	PRON
bracis-33555	118	15	is	be	AUX
bracis-33555	118	16	then	then	ADV
bracis-33555	118	17	distributed	distribute	VERB
bracis-33555	118	18	across	across	ADP
bracis-33555	118	19	all	all	DET
bracis-33555	118	20	clients	client	NOUN
bracis-33555	118	21	for	for	ADP
bracis-33555	118	22	a	a	DET
bracis-33555	118	23	new	new	ADJ
bracis-33555	118	24	training	training	NOUN
bracis-33555	118	25	round	round	NOUN
bracis-33555	118	26	.	.	PUNCT
bracis-33555	119	1	this	this	DET
bracis-33555	119	2	process	process	NOUN
bracis-33555	119	3	is	be	AUX
bracis-33555	119	4	repeated	repeat	VERB
bracis-33555	119	5	for	for	ADP
bracis-33555	119	6	a	a	DET
bracis-33555	119	7	number	number	NOUN
bracis-33555	119	8	of	of	ADP
bracis-33555	119	9	global	global	ADJ
bracis-33555	119	10	epochs	epoch	NOUN
bracis-33555	119	11	,	,	PUNCT
bracis-33555	119	12	and	and	CCONJ
bracis-33555	119	13	after	after	ADP
bracis-33555	119	14	that	that	PRON
bracis-33555	119	15	the	the	DET
bracis-33555	119	16	final	final	ADJ
bracis-33555	119	17	global	global	ADJ
bracis-33555	119	18	model	model	NOUN
bracis-33555	119	19	is	be	AUX
bracis-33555	119	20	evaluated	evaluate	VERB
bracis-33555	119	21	.	.	PUNCT
bracis-33555	120	1	full	full	ADJ
bracis-33555	120	2	size	size	NOUN
bracis-33555	120	3	image	image	NOUN
bracis-33555	120	4	for	for	ADP
bracis-33555	120	5	the	the	DET
bracis-33555	120	6	federated	federated	ADJ
bracis-33555	120	7	model	model	NOUN
bracis-33555	120	8	experimentation	experimentation	NOUN
bracis-33555	120	9	,	,	PUNCT
bracis-33555	120	10	the	the	DET
bracis-33555	120	11	data	datum	NOUN
bracis-33555	120	12	was	be	AUX
bracis-33555	120	13	divided	divide	VERB
bracis-33555	120	14	in	in	ADP
bracis-33555	120	15	two	two	NUM
bracis-33555	120	16	ways	way	NOUN
bracis-33555	120	17	.	.	PUNCT
bracis-33555	121	1	in	in	ADP
bracis-33555	121	2	the	the	DET
bracis-33555	121	3	first	first	ADJ
bracis-33555	121	4	format	format	NOUN
bracis-33555	121	5	,	,	PUNCT
bracis-33555	121	6	each	each	DET
bracis-33555	121	7	client	client	NOUN
bracis-33555	121	8	has	have	VERB
bracis-33555	121	9	access	access	NOUN
bracis-33555	121	10	to	to	ADP
bracis-33555	121	11	all	all	DET
bracis-33555	121	12	entries	entry	NOUN
bracis-33555	121	13	in	in	ADP
bracis-33555	121	14	the	the	DET
bracis-33555	121	15	dataset	dataset	NOUN
bracis-33555	121	16	.	.	PUNCT
bracis-33555	122	1	this	this	DET
bracis-33555	122	2	strategy	strategy	NOUN
bracis-33555	122	3	is	be	AUX
bracis-33555	122	4	referred	refer	VERB
bracis-33555	122	5	to	to	ADP
bracis-33555	122	6	in	in	ADP
bracis-33555	122	7	the	the	DET
bracis-33555	122	8	experiments	experiment	NOUN
bracis-33555	122	9	as	as	ADP
bracis-33555	122	10	“	"	PUNCT
bracis-33555	122	11	complete	complete	ADJ
bracis-33555	122	12	dataset	dataset	NOUN
bracis-33555	122	13	”	"	PUNCT
bracis-33555	122	14	.	.	PUNCT
bracis-33555	123	1	although	although	SCONJ
bracis-33555	123	2	this	this	DET
bracis-33555	123	3	format	format	NOUN
bracis-33555	123	4	is	be	AUX
bracis-33555	123	5	not	not	PART
bracis-33555	123	6	realistic	realistic	ADJ
bracis-33555	123	7	,	,	PUNCT
bracis-33555	123	8	it	it	PRON
bracis-33555	123	9	serves	serve	VERB
bracis-33555	123	10	as	as	ADP
bracis-33555	123	11	an	an	DET
bracis-33555	123	12	upper	upper	ADJ
bracis-33555	123	13	bound	bind	VERB
bracis-33555	123	14	on	on	ADP
bracis-33555	123	15	accuracy	accuracy	NOUN
bracis-33555	123	16	performance	performance	NOUN
bracis-33555	123	17	.	.	PUNCT
bracis-33555	124	1	in	in	ADP
bracis-33555	124	2	the	the	DET
bracis-33555	124	3	second	second	ADJ
bracis-33555	124	4	format	format	NOUN
bracis-33555	124	5	,	,	PUNCT
bracis-33555	124	6	referred	refer	VERB
bracis-33555	124	7	to	to	ADP
bracis-33555	124	8	as	as	ADP
bracis-33555	124	9	“	"	PUNCT
bracis-33555	124	10	fragmented	fragmented	ADJ
bracis-33555	124	11	dataset	dataset	NOUN
bracis-33555	124	12	”	"	PUNCT
bracis-33555	124	13	in	in	ADP
bracis-33555	124	14	the	the	DET
bracis-33555	124	15	experiments	experiment	NOUN
bracis-33555	124	16	and	and	CCONJ
bracis-33555	124	17	closer	close	ADJ
bracis-33555	124	18	to	to	ADP
bracis-33555	124	19	a	a	DET
bracis-33555	124	20	real	real	ADJ
bracis-33555	124	21	-	-	PUNCT
bracis-33555	124	22	world	world	NOUN
bracis-33555	124	23	scenario	scenario	NOUN
bracis-33555	124	24	,	,	PUNCT
bracis-33555	124	25	each	each	DET
bracis-33555	124	26	client	client	NOUN
bracis-33555	124	27	has	have	AUX
bracis-33555	124	28	\(\frac{1}{q_c}\	\(\frac{1}{q_c}\	VERB
bracis-33555	124	29	)	)	PUNCT
bracis-33555	124	30	percent	percent	NOUN
bracis-33555	124	31	of	of	ADP
bracis-33555	124	32	the	the	DET
bracis-33555	124	33	dataset	dataset	NOUN
bracis-33555	124	34	,	,	PUNCT
bracis-33555	124	35	where	where	SCONJ
bracis-33555	124	36	\(q_c\	\(q_c\	X
bracis-33555	124	37	)	)	PUNCT
bracis-33555	124	38	is	be	AUX
bracis-33555	124	39	the	the	DET
bracis-33555	124	40	total	total	ADJ
bracis-33555	124	41	number	number	NOUN
bracis-33555	124	42	of	of	ADP
bracis-33555	124	43	clients	client	NOUN
bracis-33555	124	44	in	in	ADP
bracis-33555	124	45	a	a	DET
bracis-33555	124	46	given	give	VERB
bracis-33555	124	47	execution	execution	NOUN
bracis-33555	124	48	.	.	PUNCT
bracis-33555	125	1	this	this	DET
bracis-33555	125	2	second	second	ADJ
bracis-33555	125	3	strategy	strategy	NOUN
bracis-33555	125	4	allows	allow	VERB
bracis-33555	125	5	the	the	DET
bracis-33555	125	6	repetition	repetition	NOUN
bracis-33555	125	7	of	of	ADP
bracis-33555	125	8	the	the	DET
bracis-33555	125	9	same	same	ADJ
bracis-33555	125	10	training	training	NOUN
bracis-33555	125	11	/	/	SYM
bracis-33555	125	12	validation	validation	NOUN
bracis-33555	125	13	instance	instance	NOUN
bracis-33555	125	14	among	among	ADP
bracis-33555	125	15	clients	client	NOUN
bracis-33555	125	16	.	.	PUNCT
bracis-33555	126	1	however	however	ADV
bracis-33555	126	2	,	,	PUNCT
bracis-33555	126	3	despite	despite	SCONJ
bracis-33555	126	4	possible	possible	ADJ
bracis-33555	126	5	repetitions	repetition	NOUN
bracis-33555	126	6	,	,	PUNCT
bracis-33555	126	7	there	there	PRON
bracis-33555	126	8	is	be	VERB
bracis-33555	126	9	considerable	considerable	ADJ
bracis-33555	126	10	data	datum	NOUN
bracis-33555	126	11	diversity	diversity	NOUN
bracis-33555	126	12	among	among	ADP
bracis-33555	126	13	clients	client	NOUN
bracis-33555	126	14	.	.	PUNCT
bracis-33555	127	1	they	they	PRON
bracis-33555	127	2	can	can	AUX
bracis-33555	127	3	be	be	AUX
bracis-33555	127	4	described	describe	VERB
bracis-33555	127	5	as	as	ADP
bracis-33555	127	6	:	:	PUNCT
bracis-33555	127	7	complete	complete	ADJ
bracis-33555	127	8	dataset	dataset	NOUN
bracis-33555	127	9	:	:	PUNCT
bracis-33555	127	10	let	let	VERB
bracis-33555	127	11	d	d	PRON
bracis-33555	127	12	be	be	AUX
bracis-33555	127	13	the	the	DET
bracis-33555	127	14	dataset	dataset	NOUN
bracis-33555	127	15	,	,	PUNCT
bracis-33555	127	16	and	and	CCONJ
bracis-33555	127	17	\(m_g\	\(m_g\	NOUN
bracis-33555	127	18	)	)	PUNCT
bracis-33555	127	19	be	be	VERB
bracis-33555	127	20	the	the	DET
bracis-33555	127	21	global	global	ADJ
bracis-33555	127	22	model	model	NOUN
bracis-33555	127	23	.	.	PUNCT
bracis-33555	128	1	in	in	ADP
bracis-33555	128	2	the	the	DET
bracis-33555	128	3	complete	complete	ADJ
bracis-33555	128	4	dataset	dataset	NOUN
bracis-33555	128	5	format	format	NOUN
bracis-33555	128	6	,	,	PUNCT
bracis-33555	128	7	each	each	DET
bracis-33555	128	8	client	client	NOUN
bracis-33555	128	9	\(c_i\	\(c_i\	PROPN
bracis-33555	128	10	)	)	PUNCT
bracis-33555	128	11	with	with	ADP
bracis-33555	128	12	data	datum	NOUN
bracis-33555	128	13	\(d_i\	\(d_i\	NOUN
bracis-33555	128	14	)	)	PUNCT
bracis-33555	128	15	has	have	VERB
bracis-33555	128	16	access	access	NOUN
bracis-33555	128	17	to	to	ADP
bracis-33555	128	18	the	the	DET
bracis-33555	128	19	entire	entire	ADJ
bracis-33555	128	20	dataset	dataset	NOUN
bracis-33555	128	21	d	d	NOUN
bracis-33555	128	22	,	,	PUNCT
bracis-33555	128	23	that	that	PRON
bracis-33555	128	24	is	be	AUX
bracis-33555	128	25	$	$	SYM
bracis-33555	128	26	$	$	SYM
bracis-33555	128	27	\begin{aligned	\begin{aligne	VERB
bracis-33555	128	28	}	}	PUNCT
bracis-33555	129	1	d_i	d_i	PUNCT
bracis-33555	129	2	=	=	SYM
bracis-33555	129	3	d	d	X
bracis-33555	129	4	,	,	PUNCT
bracis-33555	129	5	\quad	\quad	PROPN
bracis-33555	129	6	\forall	\forall	INTJ
bracis-33555	129	7	i	i	PROPN
bracis-33555	129	8	\in	\in	PROPN
bracis-33555	129	9	\{1	\{1	PROPN
bracis-33555	129	10	,	,	PUNCT
bracis-33555	129	11	2	2	NUM
bracis-33555	129	12	,	,	PUNCT
bracis-33555	129	13	\ldots	\ldots	INTJ
bracis-33555	129	14	,	,	PUNCT
bracis-33555	129	15	q_c\	q_c\	VERB
bracis-33555	129	16	}	}	PUNCT
bracis-33555	129	17	.	.	PUNCT
bracis-33555	130	1	\end{aligned}$$	\end{aligned}$$	X
bracis-33555	130	2	(	(	PUNCT
bracis-33555	130	3	1	1	X
bracis-33555	130	4	)	)	PUNCT
bracis-33555	130	5	fragmented	fragmented	ADJ
bracis-33555	130	6	dataset	dataset	NOUN
bracis-33555	130	7	:	:	PUNCT
bracis-33555	130	8	in	in	ADP
bracis-33555	130	9	the	the	DET
bracis-33555	130	10	fragmented	fragmented	ADJ
bracis-33555	130	11	dataset	dataset	NOUN
bracis-33555	130	12	format	format	NOUN
bracis-33555	130	13	,	,	PUNCT
bracis-33555	130	14	each	each	DET
bracis-33555	130	15	client	client	NOUN
bracis-33555	130	16	\(c_i\	\(c_i\	NOUN
bracis-33555	130	17	)	)	PUNCT
bracis-33555	130	18	has	have	VERB
bracis-33555	130	19	access	access	NOUN
bracis-33555	130	20	to	to	ADP
bracis-33555	130	21	a	a	DET
bracis-33555	130	22	\(\frac{1}{q_c}\	\(\frac{1}{q_c}\	ADJ
bracis-33555	130	23	)	)	PUNCT
bracis-33555	130	24	fraction	fraction	NOUN
bracis-33555	130	25	of	of	ADP
bracis-33555	130	26	the	the	DET
bracis-33555	130	27	dataset	dataset	NOUN
bracis-33555	130	28	\(d_i\	\(d_i\	NOUN
bracis-33555	130	29	)	)	PUNCT
bracis-33555	130	30	,	,	PUNCT
bracis-33555	130	31	that	that	PRON
bracis-33555	130	32	is	be	AUX
bracis-33555	130	33	$	$	SYM
bracis-33555	130	34	$	$	SYM
bracis-33555	130	35	\begin{aligned	\begin{aligne	VERB
bracis-33555	130	36	}	}	PUNCT
bracis-33555	130	37	d_i	d_i	PUNCT
bracis-33555	130	38	=	=	SYM
bracis-33555	130	39	\frac{d}{q_c	\frac{d}{q_c	NOUN
bracis-33555	130	40	}	}	PUNCT
bracis-33555	130	41	,	,	PUNCT
bracis-33555	131	1	\quad	\quad	PROPN
bracis-33555	131	2	\forall	\forall	INTJ
bracis-33555	131	3	i	i	PROPN
bracis-33555	131	4	\in	\in	PROPN
bracis-33555	131	5	\{1	\{1	PROPN
bracis-33555	131	6	,	,	PUNCT
bracis-33555	131	7	2	2	NUM
bracis-33555	131	8	,	,	PUNCT
bracis-33555	131	9	\ldots	\ldots	INTJ
bracis-33555	131	10	,	,	PUNCT
bracis-33555	131	11	q_c\	q_c\	VERB
bracis-33555	131	12	}	}	PUNCT
bracis-33555	131	13	\end{aligned}$$	\end{aligned}$$	X
bracis-33555	131	14	(	(	PUNCT
bracis-33555	131	15	2	2	X
bracis-33555	131	16	)	)	PUNCT
bracis-33555	131	17	there	there	PRON
bracis-33555	131	18	are	be	VERB
bracis-33555	131	19	various	various	ADJ
bracis-33555	131	20	strategies	strategy	NOUN
bracis-33555	131	21	for	for	ADP
bracis-33555	131	22	manipulating	manipulate	VERB
bracis-33555	131	23	and	and	CCONJ
bracis-33555	131	24	calculating	calculate	VERB
bracis-33555	131	25	the	the	DET
bracis-33555	131	26	loss	loss	NOUN
bracis-33555	131	27	value	value	NOUN
bracis-33555	131	28	during	during	ADP
bracis-33555	131	29	federated	federated	ADJ
bracis-33555	131	30	training	training	NOUN
bracis-33555	131	31	.	.	PUNCT
bracis-33555	132	1	among	among	ADP
bracis-33555	132	2	the	the	DET
bracis-33555	132	3	existing	exist	VERB
bracis-33555	132	4	ones	one	NOUN
bracis-33555	132	5	,	,	PUNCT
bracis-33555	132	6	federated	federated	ADJ
bracis-33555	132	7	averaging	averaging	NOUN
bracis-33555	132	8	(	(	PUNCT
bracis-33555	132	9	fedavg	fedavg	NOUN
bracis-33555	132	10	)	)	PUNCT
bracis-33555	132	11	was	be	AUX
bracis-33555	132	12	chosen	choose	VERB
bracis-33555	132	13	due	due	ADP
bracis-33555	132	14	to	to	ADP
bracis-33555	132	15	the	the	DET
bracis-33555	132	16	good	good	ADJ
bracis-33555	132	17	results	result	NOUN
bracis-33555	132	18	presented	present	VERB
bracis-33555	132	19	by	by	ADP
bracis-33555	132	20	[	[	X
bracis-33555	132	21	14	14	NUM
bracis-33555	132	22	,	,	PUNCT
bracis-33555	132	23	17	17	NUM
bracis-33555	132	24	]	]	PUNCT
bracis-33555	132	25	.	.	PUNCT
bracis-33555	133	1	in	in	ADP
bracis-33555	133	2	this	this	DET
bracis-33555	133	3	context	context	NOUN
bracis-33555	133	4	,	,	PUNCT
bracis-33555	133	5	the	the	DET
bracis-33555	133	6	loss	loss	NOUN
bracis-33555	133	7	function	function	NOUN
bracis-33555	133	8	value	value	NOUN
bracis-33555	133	9	of	of	ADP
bracis-33555	133	10	a	a	DET
bracis-33555	133	11	global	global	ADJ
bracis-33555	133	12	epoch	epoch	NOUN
bracis-33555	133	13	is	be	AUX
bracis-33555	133	14	calculated	calculate	VERB
bracis-33555	133	15	using	use	VERB
bracis-33555	133	16	the	the	DET
bracis-33555	133	17	average	average	ADJ
bracis-33555	133	18	error	error	NOUN
bracis-33555	133	19	found	find	VERB
bracis-33555	133	20	on	on	ADP
bracis-33555	133	21	each	each	DET
bracis-33555	133	22	client	client	NOUN
bracis-33555	133	23	.	.	PUNCT
bracis-33555	134	1	this	this	DET
bracis-33555	134	2	value	value	NOUN
bracis-33555	134	3	is	be	AUX
bracis-33555	134	4	used	use	VERB
bracis-33555	134	5	to	to	PART
bracis-33555	134	6	update	update	VERB
bracis-33555	134	7	the	the	DET
bracis-33555	134	8	global	global	ADJ
bracis-33555	134	9	model	model	NOUN
bracis-33555	134	10	weights	weights	PROPN
bracis-33555	134	11	,	,	PUNCT
bracis-33555	134	12	which	which	PRON
bracis-33555	134	13	are	be	AUX
bracis-33555	134	14	then	then	ADV
bracis-33555	134	15	redistributed	redistribute	VERB
bracis-33555	134	16	to	to	ADP
bracis-33555	134	17	all	all	DET
bracis-33555	134	18	clients	client	NOUN
bracis-33555	134	19	.	.	PUNCT
bracis-33555	135	1	it	it	PRON
bracis-33555	135	2	can	can	AUX
bracis-33555	135	3	be	be	AUX
bracis-33555	135	4	defined	define	VERB
bracis-33555	135	5	as	as	ADP
bracis-33555	135	6	:	:	PUNCT
bracis-33555	135	7	federated	federated	ADJ
bracis-33555	135	8	averaging	averaging	NOUN
bracis-33555	135	9	:	:	PUNCT
bracis-33555	135	10	each	each	DET
bracis-33555	135	11	client	client	NOUN
bracis-33555	135	12	\(c_i\	\(c_i\	PROPN
bracis-33555	135	13	)	)	PUNCT
bracis-33555	135	14	trains	train	VERB
bracis-33555	135	15	a	a	DET
bracis-33555	135	16	local	local	ADJ
bracis-33555	135	17	model	model	NOUN
bracis-33555	135	18	\(m_{l_i}\	\(m_{l_i}\	PUNCT
bracis-33555	135	19	)	)	PUNCT
bracis-33555	135	20	on	on	ADP
bracis-33555	135	21	its	its	PRON
bracis-33555	135	22	local	local	ADJ
bracis-33555	135	23	dataset	dataset	NOUN
bracis-33555	135	24	\(d_i\	\(d_i\	NOUN
bracis-33555	135	25	)	)	PUNCT
bracis-33555	135	26	and	and	CCONJ
bracis-33555	135	27	computes	compute	VERB
bracis-33555	135	28	the	the	DET
bracis-33555	135	29	local	local	ADJ
bracis-33555	135	30	loss	loss	NOUN
bracis-33555	135	31	\(l_{l_i}\	\(l_{l_i}\	NOUN
bracis-33555	135	32	)	)	PUNCT
bracis-33555	135	33	.	.	PUNCT
bracis-33555	136	1	the	the	DET
bracis-33555	136	2	local	local	ADJ
bracis-33555	136	3	models	model	NOUN
bracis-33555	136	4	and	and	CCONJ
bracis-33555	136	5	losses	loss	NOUN
bracis-33555	136	6	are	be	AUX
bracis-33555	136	7	then	then	ADV
bracis-33555	136	8	sent	send	VERB
bracis-33555	136	9	to	to	ADP
bracis-33555	136	10	the	the	DET
bracis-33555	136	11	server	server	NOUN
bracis-33555	136	12	to	to	PART
bracis-33555	136	13	update	update	VERB
bracis-33555	136	14	the	the	DET
bracis-33555	136	15	global	global	ADJ
bracis-33555	136	16	model	model	NOUN
bracis-33555	136	17	\(m_g\	\(m_g\	PROPN
bracis-33555	136	18	)	)	PUNCT
bracis-33555	136	19	.	.	PUNCT
bracis-33555	137	1	the	the	DET
bracis-33555	137	2	global	global	ADJ
bracis-33555	137	3	loss	loss	NOUN
bracis-33555	137	4	(	(	PUNCT
bracis-33555	137	5	\(l_g\	\(l_g\	NOUN
bracis-33555	137	6	)	)	PUNCT
bracis-33555	137	7	)	)	PUNCT
bracis-33555	137	8	is	be	AUX
bracis-33555	137	9	defined	define	VERB
bracis-33555	137	10	as	as	ADP
bracis-33555	137	11	:	:	PUNCT
bracis-33555	137	12	$	$	SYM
bracis-33555	137	13	$	$	SYM
bracis-33555	137	14	\begin{aligned	\begin{aligne	VERB
bracis-33555	137	15	}	}	PUNCT
bracis-33555	137	16	l_g	l_g	PUNCT
bracis-33555	138	1	=	=	PUNCT
bracis-33555	138	2	\frac{1}{q_c	\frac{1}{q_c	NOUN
bracis-33555	138	3	}	}	PUNCT
bracis-33555	138	4	\sum	\sum	NOUN
bracis-33555	138	5	_	_	PUNCT
bracis-33555	138	6	{	{	PUNCT
bracis-33555	138	7	i=1}^{q_c	i=1}^{q_c	NOUN
bracis-33555	138	8	}	}	PUNCT
bracis-33555	138	9	l_{l_i	l_{l_i	NOUN
bracis-33555	138	10	}	}	PUNCT
bracis-33555	138	11	.	.	PUNCT
bracis-33555	139	1	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-33555	139	2	(	(	PUNCT
bracis-33555	139	3	3	3	X
bracis-33555	139	4	)	)	PUNCT
bracis-33555	139	5	updating	update	VERB
bracis-33555	139	6	the	the	DET
bracis-33555	139	7	global	global	ADJ
bracis-33555	139	8	model	model	NOUN
bracis-33555	139	9	weights	weight	NOUN
bracis-33555	139	10	:	:	PUNCT
bracis-33555	139	11	the	the	DET
bracis-33555	139	12	global	global	ADJ
bracis-33555	139	13	model	model	NOUN
bracis-33555	139	14	weights	weight	NOUN
bracis-33555	139	15	are	be	AUX
bracis-33555	139	16	updated	update	VERB
bracis-33555	139	17	using	use	VERB
bracis-33555	139	18	the	the	DET
bracis-33555	139	19	average	average	NOUN
bracis-33555	139	20	of	of	ADP
bracis-33555	139	21	the	the	DET
bracis-33555	139	22	local	local	ADJ
bracis-33555	139	23	models	model	NOUN
bracis-33555	139	24	’	'	PUNCT
bracis-33555	139	25	parameters	parameter	NOUN
bracis-33555	139	26	,	,	PUNCT
bracis-33555	139	27	described	describe	VERB
bracis-33555	139	28	as	as	ADP
bracis-33555	139	29	:	:	PUNCT
bracis-33555	139	30	$	$	SYM
bracis-33555	139	31	$	$	SYM
bracis-33555	139	32	\begin{aligned	\begin{aligne	VERB
bracis-33555	139	33	}	}	PUNCT
bracis-33555	139	34	m_g	m_g	PUNCT
bracis-33555	139	35	=	=	VERB
bracis-33555	139	36	\frac{1}{q_c	\frac{1}{q_c	NOUN
bracis-33555	139	37	}	}	PUNCT
bracis-33555	139	38	\sum	\sum	NOUN
bracis-33555	139	39	_	_	PUNCT
bracis-33555	139	40	{	{	PUNCT
bracis-33555	139	41	i=1}^{q_c	i=1}^{q_c	NOUN
bracis-33555	139	42	}	}	PUNCT
bracis-33555	139	43	m_{l_i	m_{l_i	NOUN
bracis-33555	139	44	}	}	PUNCT
bracis-33555	139	45	.	.	PUNCT
bracis-33555	140	1	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-33555	140	2	(	(	PUNCT
bracis-33555	140	3	4	4	X
bracis-33555	140	4	)	)	PUNCT
bracis-33555	140	5	it	it	PRON
bracis-33555	140	6	is	be	AUX
bracis-33555	140	7	worth	worth	ADJ
bracis-33555	140	8	pointing	point	VERB
bracis-33555	140	9	out	out	ADP
bracis-33555	140	10	that	that	SCONJ
bracis-33555	140	11	the	the	DET
bracis-33555	140	12	updated	update	VERB
bracis-33555	140	13	global	global	ADJ
bracis-33555	140	14	model	model	NOUN
bracis-33555	140	15	\(m_g\	\(m_g\	PROPN
bracis-33555	140	16	)	)	PUNCT
bracis-33555	140	17	is	be	AUX
bracis-33555	140	18	then	then	ADV
bracis-33555	140	19	redistributed	redistribute	VERB
bracis-33555	140	20	to	to	ADP
bracis-33555	140	21	all	all	DET
bracis-33555	140	22	clients	client	NOUN
bracis-33555	140	23	for	for	ADP
bracis-33555	140	24	the	the	DET
bracis-33555	140	25	next	next	ADJ
bracis-33555	140	26	round	round	NOUN
bracis-33555	140	27	of	of	ADP
bracis-33555	140	28	training	training	NOUN
bracis-33555	140	29	.	.	PUNCT
bracis-33555	141	1	the	the	DET
bracis-33555	141	2	entire	entire	ADJ
bracis-33555	141	3	process	process	NOUN
bracis-33555	141	4	can	can	AUX
bracis-33555	141	5	be	be	AUX
bracis-33555	141	6	seen	see	VERB
bracis-33555	141	7	in	in	ADP
bracis-33555	141	8	algorithm	algorithm	NOUN
bracis-33555	141	9	 	 	SPACE
bracis-33555	141	10	1	1	NUM
bracis-33555	141	11	.	.	PUNCT
bracis-33555	142	1	besides	besides	ADV
bracis-33555	142	2	,	,	PUNCT
bracis-33555	142	3	in	in	ADP
bracis-33555	142	4	both	both	CCONJ
bracis-33555	142	5	federated	federated	ADJ
bracis-33555	142	6	and	and	CCONJ
bracis-33555	142	7	local	local	ADJ
bracis-33555	142	8	training	training	NOUN
bracis-33555	142	9	,	,	PUNCT
bracis-33555	142	10	the	the	DET
bracis-33555	142	11	test	test	NOUN
bracis-33555	142	12	data	datum	NOUN
bracis-33555	142	13	is	be	AUX
bracis-33555	142	14	used	use	VERB
bracis-33555	142	15	only	only	ADV
bracis-33555	142	16	for	for	ADP
bracis-33555	142	17	metric	metric	ADJ
bracis-33555	142	18	calculation	calculation	NOUN
bracis-33555	142	19	and	and	CCONJ
bracis-33555	142	20	not	not	PART
bracis-33555	142	21	for	for	ADP
bracis-33555	142	22	training	training	NOUN
bracis-33555	142	23	.	.	PUNCT
bracis-33555	143	1	algorithm	algorithm	NOUN
bracis-33555	143	2	1	1	NUM
bracis-33555	143	3	proposed	propose	VERB
bracis-33555	143	4	federated	federated	ADJ
bracis-33555	143	5	model	model	NOUN
bracis-33555	143	6	experimentation	experimentation	NOUN
bracis-33555	143	7	full	full	ADJ
bracis-33555	143	8	size	size	NOUN
bracis-33555	143	9	image	image	NOUN
bracis-33555	143	10	4.3	4.3	NUM
bracis-33555	143	11	measuring	measure	VERB
bracis-33555	143	12	uncertainty	uncertainty	NOUN
bracis-33555	143	13	with	with	ADP
bracis-33555	143	14	 	 	SPACE
bracis-33555	143	15	conformal	conformal	ADJ
bracis-33555	143	16	prediction	prediction	NOUN
bracis-33555	143	17	for	for	ADP
bracis-33555	143	18	the	the	DET
bracis-33555	143	19	conformal	conformal	ADJ
bracis-33555	143	20	prediction	prediction	NOUN
bracis-33555	143	21	 	 	SPACE
bracis-33555	144	1	[	[	X
bracis-33555	144	2	2	2	NUM
bracis-33555	144	3	]	]	PUNCT
bracis-33555	144	4	analysis	analysis	NOUN
bracis-33555	144	5	,	,	PUNCT
bracis-33555	144	6	two	two	NUM
bracis-33555	144	7	metrics	metric	NOUN
bracis-33555	144	8	were	be	AUX
bracis-33555	144	9	used	use	VERB
bracis-33555	144	10	:	:	PUNCT
bracis-33555	144	11	interval	interval	NOUN
bracis-33555	144	12	width	width	NOUN
bracis-33555	144	13	(	(	PUNCT
bracis-33555	144	14	|i|	|i|	PROPN
bracis-33555	144	15	)	)	PUNCT
bracis-33555	144	16	and	and	CCONJ
bracis-33555	144	17	coverage	coverage	NOUN
bracis-33555	144	18	rate	rate	NOUN
bracis-33555	144	19	(	(	PUNCT
bracis-33555	144	20	cr	cr	NOUN
bracis-33555	144	21	)	)	PUNCT
bracis-33555	144	22	.	.	PUNCT
bracis-33555	145	1	the	the	DET
bracis-33555	145	2	interval	interval	NOUN
bracis-33555	145	3	width	width	NOUN
bracis-33555	145	4	can	can	AUX
bracis-33555	145	5	be	be	AUX
bracis-33555	145	6	mathematically	mathematically	ADV
bracis-33555	145	7	defined	define	VERB
bracis-33555	145	8	as	as	ADP
bracis-33555	145	9	:	:	PUNCT
bracis-33555	145	10	$	$	SYM
bracis-33555	145	11	$	$	SYM
bracis-33555	145	12	\begin{aligned	\begin{aligne	VERB
bracis-33555	145	13	}	}	PUNCT
bracis-33555	145	14	|i|	|i|	ADP
bracis-33555	145	15	=	=	SYM
bracis-33555	145	16	2*q_{\alpha	2*q_{\alpha	PROPN
bracis-33555	145	17	}	}	PUNCT
bracis-33555	145	18	(	(	PUNCT
bracis-33555	145	19	|\hat{y}_i	|\hat{y}_i	ADV
bracis-33555	145	20	y_{i}|	y_{i}|	NUM
bracis-33555	145	21	)	)	PUNCT
bracis-33555	145	22	,	,	PUNCT
bracis-33555	145	23	\end{aligned}$$	\end{aligned}$$	X
bracis-33555	145	24	(	(	PUNCT
bracis-33555	145	25	5	5	NUM
bracis-33555	145	26	)	)	PUNCT
bracis-33555	145	27	where	where	SCONJ
bracis-33555	145	28	\(q{\alpha	\(q{\alpha	PROPN
bracis-33555	145	29	}	}	PUNCT
bracis-33555	145	30	\	\	NOUN
bracis-33555	145	31	)	)	PUNCT
bracis-33555	145	32	is	be	AUX
bracis-33555	145	33	the	the	DET
bracis-33555	145	34	\(\alpha	\(\alpha	ADJ
bracis-33555	145	35	\	\	NOUN
bracis-33555	145	36	)	)	PUNCT
bracis-33555	145	37	quantile	quantile	NOUN
bracis-33555	145	38	of	of	ADP
bracis-33555	145	39	the	the	DET
bracis-33555	145	40	residual	residual	ADJ
bracis-33555	145	41	distribution	distribution	NOUN
bracis-33555	145	42	\(r	\(r	NOUN
bracis-33555	145	43	=	=	SYM
bracis-33555	145	44	|\hat{y}_i	|\hat{y}_i	ADJ
bracis-33555	145	45	y_i|\	y_i|\	NUM
bracis-33555	145	46	)	)	PUNCT
bracis-33555	145	47	(	(	PUNCT
bracis-33555	145	48	\(\hat{y}_i\	\(\hat{y}_i\	X
bracis-33555	145	49	)	)	PUNCT
bracis-33555	145	50	being	be	AUX
bracis-33555	145	51	the	the	DET
bracis-33555	145	52	prediction	prediction	NOUN
bracis-33555	145	53	and	and	CCONJ
bracis-33555	145	54	\(y_i\	\(y_i\	NOUN
bracis-33555	145	55	)	)	PUNCT
bracis-33555	145	56	the	the	DET
bracis-33555	145	57	true	true	ADJ
bracis-33555	145	58	label	label	NOUN
bracis-33555	145	59	)	)	PUNCT
bracis-33555	145	60	,	,	PUNCT
bracis-33555	145	61	indicating	indicate	VERB
bracis-33555	145	62	how	how	SCONJ
bracis-33555	145	63	far	far	ADJ
bracis-33555	145	64	predictions	prediction	NOUN
bracis-33555	145	65	are	be	AUX
bracis-33555	145	66	from	from	ADP
bracis-33555	145	67	true	true	ADJ
bracis-33555	145	68	labels	label	NOUN
bracis-33555	145	69	.	.	PUNCT
bracis-33555	146	1	the	the	PRON
bracis-33555	146	2	smaller	small	ADJ
bracis-33555	146	3	the	the	DET
bracis-33555	146	4	|i|	|i|	PROPN
bracis-33555	146	5	,	,	PUNCT
bracis-33555	146	6	the	the	DET
bracis-33555	146	7	less	less	ADJ
bracis-33555	146	8	uncertainty	uncertainty	NOUN
bracis-33555	146	9	there	there	PRON
bracis-33555	146	10	is	be	VERB
bracis-33555	146	11	in	in	ADP
bracis-33555	146	12	the	the	DET
bracis-33555	146	13	predictions	prediction	NOUN
bracis-33555	146	14	[	[	X
bracis-33555	146	15	5	5	NUM
bracis-33555	146	16	,	,	PUNCT
bracis-33555	146	17	16	16	NUM
bracis-33555	146	18	]	]	PUNCT
bracis-33555	146	19	.	.	PUNCT
bracis-33555	147	1	the	the	DET
bracis-33555	147	2	coverage	coverage	NOUN
bracis-33555	147	3	rate	rate	NOUN
bracis-33555	147	4	can	can	AUX
bracis-33555	147	5	be	be	AUX
bracis-33555	147	6	mathematically	mathematically	ADV
bracis-33555	147	7	defined	define	VERB
bracis-33555	147	8	as	as	ADP
bracis-33555	147	9	:	:	PUNCT
bracis-33555	147	10	$	$	SYM
bracis-33555	147	11	$	$	SYM
bracis-33555	147	12	\begin{aligned	\begin{aligne	VERB
bracis-33555	147	13	}	}	PUNCT
bracis-33555	147	14	cr	cr	NOUN
bracis-33555	147	15	=	=	SYM
bracis-33555	147	16	\frac{1}{n	\frac{1}{n	PROPN
bracis-33555	147	17	}	}	PUNCT
bracis-33555	147	18	\sum	\sum	NOUN
bracis-33555	148	1	_	_	PUNCT
bracis-33555	148	2	{	{	PUNCT
bracis-33555	148	3	i}^{n	i}^{n	ADJ
bracis-33555	148	4	}	}	PUNCT
bracis-33555	148	5	f(y_{i	f(y_{i	VERB
bracis-33555	148	6	}	}	PUNCT
bracis-33555	148	7	\in	\in	ADJ
bracis-33555	148	8	i(x_{i	i(x_{i	NOUN
bracis-33555	148	9	}	}	PUNCT
bracis-33555	148	10	)	)	PUNCT
bracis-33555	148	11	)	)	PUNCT
bracis-33555	148	12	,	,	PUNCT
bracis-33555	148	13	\end{aligned}$$	\end{aligned}$$	X
bracis-33555	148	14	(	(	PUNCT
bracis-33555	148	15	6	6	NUM
bracis-33555	148	16	)	)	PUNCT
bracis-33555	148	17	where	where	SCONJ
bracis-33555	148	18	n	n	PRON
bracis-33555	148	19	is	be	AUX
bracis-33555	148	20	the	the	DET
bracis-33555	148	21	number	number	NOUN
bracis-33555	148	22	of	of	ADP
bracis-33555	148	23	instances	instance	NOUN
bracis-33555	148	24	,	,	PUNCT
bracis-33555	148	25	\(i(x_i)\	\(i(x_i)\	NOUN
bracis-33555	148	26	)	)	PUNCT
bracis-33555	148	27	is	be	AUX
bracis-33555	148	28	the	the	DET
bracis-33555	148	29	prediction	prediction	NOUN
bracis-33555	148	30	interval	interval	NOUN
bracis-33555	148	31	for	for	ADP
bracis-33555	148	32	instance	instance	NOUN
bracis-33555	148	33	\(x_i\	\(x_i\	NOUN
bracis-33555	148	34	)	)	PUNCT
bracis-33555	148	35	,	,	PUNCT
bracis-33555	148	36	and	and	CCONJ
bracis-33555	148	37	f	f	PROPN
bracis-33555	148	38	is	be	AUX
bracis-33555	148	39	a	a	DET
bracis-33555	148	40	function	function	NOUN
bracis-33555	148	41	that	that	PRON
bracis-33555	148	42	returns	return	VERB
bracis-33555	148	43	1	1	NUM
bracis-33555	148	44	if	if	SCONJ
bracis-33555	148	45	the	the	DET
bracis-33555	148	46	condition	condition	NOUN
bracis-33555	148	47	is	be	AUX
bracis-33555	148	48	true	true	ADJ
bracis-33555	148	49	and	and	CCONJ
bracis-33555	148	50	0	0	NUM
bracis-33555	148	51	otherwise	otherwise	ADV
bracis-33555	148	52	.	.	PUNCT
bracis-33555	149	1	the	the	PRON
bracis-33555	149	2	higher	high	ADJ
bracis-33555	149	3	the	the	DET
bracis-33555	149	4	coverage	coverage	NOUN
bracis-33555	149	5	rate	rate	NOUN
bracis-33555	149	6	,	,	PUNCT
bracis-33555	149	7	the	the	DET
bracis-33555	149	8	more	more	ADV
bracis-33555	149	9	reliable	reliable	ADJ
bracis-33555	149	10	is	be	AUX
bracis-33555	149	11	the	the	DET
bracis-33555	149	12	predicted	predict	VERB
bracis-33555	149	13	interval	interval	NOUN
bracis-33555	149	14	in	in	ADP
bracis-33555	149	15	containing	contain	VERB
bracis-33555	149	16	the	the	DET
bracis-33555	149	17	true	true	ADJ
bracis-33555	149	18	values	value	NOUN
bracis-33555	149	19	[	[	X
bracis-33555	149	20	8	8	NUM
bracis-33555	149	21	]	]	PUNCT
bracis-33555	149	22	.	.	PUNCT
bracis-33555	150	1	4.4	4.4	NUM
bracis-33555	150	2	conformal	conformal	ADJ
bracis-33555	150	3	prediction	prediction	NOUN
bracis-33555	150	4	based	base	VERB
bracis-33555	150	5	on	on	ADP
bracis-33555	150	6	 	 	SPACE
bracis-33555	150	7	strategy	strategy	NOUN
bracis-33555	150	8	for	for	ADP
bracis-33555	150	9	 	 	SPACE
bracis-33555	150	10	dropping	drop	VERB
bracis-33555	150	11	clients	client	NOUN
bracis-33555	150	12	during	during	ADP
bracis-33555	150	13	the	the	DET
bracis-33555	150	14	federated	federated	ADJ
bracis-33555	150	15	training	training	NOUN
bracis-33555	150	16	process	process	NOUN
bracis-33555	150	17	,	,	PUNCT
bracis-33555	150	18	clients	client	NOUN
bracis-33555	150	19	can	can	AUX
bracis-33555	150	20	encounter	encounter	VERB
bracis-33555	150	21	issues	issue	NOUN
bracis-33555	150	22	and	and	CCONJ
bracis-33555	150	23	return	return	VERB
bracis-33555	150	24	incorrect	incorrect	ADJ
bracis-33555	150	25	parameters	parameter	NOUN
bracis-33555	150	26	for	for	ADP
bracis-33555	150	27	global	global	ADJ
bracis-33555	150	28	model	model	NOUN
bracis-33555	150	29	merging	merge	VERB
bracis-33555	150	30	during	during	ADP
bracis-33555	150	31	the	the	DET
bracis-33555	150	32	global	global	ADJ
bracis-33555	150	33	epoch	epoch	NOUN
bracis-33555	150	34	.	.	PUNCT
bracis-33555	151	1	this	this	DET
bracis-33555	151	2	issue	issue	NOUN
bracis-33555	151	3	can	can	AUX
bracis-33555	151	4	be	be	AUX
bracis-33555	151	5	the	the	DET
bracis-33555	151	6	result	result	NOUN
bracis-33555	151	7	of	of	ADP
bracis-33555	151	8	various	various	ADJ
bracis-33555	151	9	factors	factor	NOUN
bracis-33555	151	10	,	,	PUNCT
bracis-33555	151	11	such	such	ADJ
bracis-33555	151	12	as	as	ADP
bracis-33555	151	13	network	network	NOUN
bracis-33555	151	14	problems	problem	NOUN
bracis-33555	151	15	,	,	PUNCT
bracis-33555	151	16	corrupted	corrupted	ADJ
bracis-33555	151	17	data	datum	NOUN
bracis-33555	151	18	,	,	PUNCT
bracis-33555	151	19	an	an	DET
bracis-33555	151	20	so	so	ADV
bracis-33555	151	21	on	on	ADV
bracis-33555	151	22	.	.	PUNCT
bracis-33555	152	1	to	to	PART
bracis-33555	152	2	address	address	VERB
bracis-33555	152	3	this	this	DET
bracis-33555	152	4	issue	issue	NOUN
bracis-33555	152	5	,	,	PUNCT
bracis-33555	152	6	we	we	PRON
bracis-33555	152	7	propose	propose	VERB
bracis-33555	152	8	simulating	simulate	VERB
bracis-33555	152	9	a	a	DET
bracis-33555	152	10	corrupted	corrupted	ADJ
bracis-33555	152	11	client	client	NOUN
bracis-33555	152	12	by	by	ADP
bracis-33555	152	13	replacing	replace	VERB
bracis-33555	152	14	its	its	PRON
bracis-33555	152	15	data	datum	NOUN
bracis-33555	152	16	with	with	ADP
bracis-33555	152	17	a	a	DET
bracis-33555	152	18	random	random	ADJ
bracis-33555	152	19	array	array	NOUN
bracis-33555	152	20	of	of	ADP
bracis-33555	152	21	the	the	DET
bracis-33555	152	22	same	same	ADJ
bracis-33555	152	23	dimensions	dimension	NOUN
bracis-33555	152	24	.	.	PUNCT
bracis-33555	153	1	to	to	PART
bracis-33555	153	2	mitigate	mitigate	VERB
bracis-33555	153	3	the	the	DET
bracis-33555	153	4	negative	negative	ADJ
bracis-33555	153	5	impact	impact	NOUN
bracis-33555	153	6	of	of	ADP
bracis-33555	153	7	a	a	DET
bracis-33555	153	8	corrupted	corrupted	ADJ
bracis-33555	153	9	client	client	NOUN
bracis-33555	153	10	,	,	PUNCT
bracis-33555	153	11	we	we	PRON
bracis-33555	153	12	introduce	introduce	VERB
bracis-33555	153	13	a	a	DET
bracis-33555	153	14	client	client	NOUN
bracis-33555	153	15	-	-	PUNCT
bracis-33555	153	16	dropping	drop	VERB
bracis-33555	153	17	strategy	strategy	NOUN
bracis-33555	153	18	based	base	VERB
bracis-33555	153	19	on	on	ADP
bracis-33555	153	20	the	the	DET
bracis-33555	153	21	interval	interval	NOUN
bracis-33555	153	22	width	width	NOUN
bracis-33555	153	23	metric	metric	ADJ
bracis-33555	153	24	.	.	PUNCT
bracis-33555	154	1	a	a	DET
bracis-33555	154	2	client	client	NOUN
bracis-33555	154	3	is	be	AUX
bracis-33555	154	4	excluded	exclude	VERB
bracis-33555	154	5	from	from	ADP
bracis-33555	154	6	a	a	DET
bracis-33555	154	7	given	give	VERB
bracis-33555	154	8	aggregation	aggregation	NOUN
bracis-33555	154	9	round	round	NOUN
bracis-33555	154	10	if	if	SCONJ
bracis-33555	154	11	its	its	PRON
bracis-33555	154	12	interval	interval	NOUN
bracis-33555	154	13	width	width	NOUN
bracis-33555	154	14	is	be	AUX
bracis-33555	154	15	greater	great	ADJ
bracis-33555	154	16	than	than	ADP
bracis-33555	154	17	a	a	DET
bracis-33555	154	18	specified	specified	ADJ
bracis-33555	154	19	threshold	threshold	NOUN
bracis-33555	154	20	t	t	PROPN
bracis-33555	154	21	,	,	PUNCT
bracis-33555	154	22	that	that	ADV
bracis-33555	154	23	is	is	ADV
bracis-33555	154	24	,	,	PUNCT
bracis-33555	154	25	\(|i_{i}|	\(|i_{i}|	ADP
bracis-33555	154	26	>	>	X
bracis-33555	154	27	t\	t\	PROPN
bracis-33555	154	28	)	)	PUNCT
bracis-33555	154	29	,	,	PUNCT
bracis-33555	154	30	where	where	SCONJ
bracis-33555	154	31	\(|i_{i}|\	\(|i_{i}|\	NOUN
bracis-33555	154	32	)	)	PUNCT
bracis-33555	154	33	is	be	AUX
bracis-33555	154	34	the	the	DET
bracis-33555	154	35	interval	interval	NOUN
bracis-33555	154	36	width	width	NOUN
bracis-33555	154	37	of	of	ADP
bracis-33555	154	38	the	the	DET
bracis-33555	154	39	i	i	PROPN
bracis-33555	154	40	-	-	PUNCT
bracis-33555	154	41	th	th	VERB
bracis-33555	154	42	client	client	NOUN
bracis-33555	154	43	calculated	calculate	VERB
bracis-33555	154	44	in	in	ADP
bracis-33555	154	45	eq	eq	PROPN
bracis-33555	154	46	.	.	PUNCT
bracis-33555	154	47	 	 	SPACE
bracis-33555	154	48	(	(	PUNCT
bracis-33555	154	49	5	5	NUM
bracis-33555	154	50	)	)	PUNCT
bracis-33555	154	51	.	.	PUNCT
bracis-33555	155	1	this	this	DET
bracis-33555	155	2	threshold	threshold	NOUN
bracis-33555	155	3	,	,	PUNCT
bracis-33555	155	4	which	which	PRON
bracis-33555	155	5	varies	vary	VERB
bracis-33555	155	6	over	over	ADP
bracis-33555	155	7	the	the	DET
bracis-33555	155	8	aggregation	aggregation	NOUN
bracis-33555	155	9	rounds	round	NOUN
bracis-33555	155	10	,	,	PUNCT
bracis-33555	155	11	is	be	AUX
bracis-33555	155	12	calculated	calculate	VERB
bracis-33555	155	13	 	 	SPACE
bracis-33555	155	14	as	as	ADP
bracis-33555	155	15	$	$	SYM
bracis-33555	155	16	$	$	SYM
bracis-33555	155	17	\begin{aligned	\begin{aligne	VERB
bracis-33555	155	18	}	}	PUNCT
bracis-33555	155	19	t	t	NOUN
bracis-33555	155	20	=	=	PUNCT
bracis-33555	155	21	\frac{\sum	\frac{\sum	VERB
bracis-33555	155	22	_	_	PRON
bracis-33555	155	23	{	{	PUNCT
bracis-33555	155	24	i=1}^{n	i=1}^{n	ADJ
bracis-33555	155	25	}	}	PUNCT
bracis-33555	155	26	|i_{i}|}{q_c	|i_{i}|}{q_c	NOUN
bracis-33555	155	27	}	}	PUNCT
bracis-33555	155	28	+	+	CCONJ
bracis-33555	155	29	0.05	0.05	NUM
bracis-33555	155	30	\times	\time	NOUN
bracis-33555	155	31	\frac{\sum	\frac{\sum	VERB
bracis-33555	155	32	_	_	PRON
bracis-33555	155	33	{	{	PUNCT
bracis-33555	155	34	i=1}^{n	i=1}^{n	ADJ
bracis-33555	155	35	}	}	PUNCT
bracis-33555	155	36	|i_{i}|}{q_c	|i_{i}|}{q_c	PROPN
bracis-33555	155	37	}	}	PUNCT
bracis-33555	155	38	,	,	PUNCT
bracis-33555	155	39	\end{aligned}$$	\end{aligned}$$	X
bracis-33555	155	40	(	(	PUNCT
bracis-33555	155	41	7	7	NUM
bracis-33555	155	42	)	)	PUNCT
bracis-33555	155	43	where	where	SCONJ
bracis-33555	155	44	\(q_c\	\(q_c\	X
bracis-33555	155	45	)	)	PUNCT
bracis-33555	155	46	is	be	AUX
bracis-33555	155	47	the	the	DET
bracis-33555	155	48	number	number	NOUN
bracis-33555	155	49	of	of	ADP
bracis-33555	155	50	clients	client	NOUN
bracis-33555	155	51	.	.	PUNCT
bracis-33555	156	1	in	in	ADP
bracis-33555	156	2	practical	practical	ADJ
bracis-33555	156	3	terms	term	NOUN
bracis-33555	156	4	,	,	PUNCT
bracis-33555	156	5	clients	client	NOUN
bracis-33555	156	6	with	with	ADP
bracis-33555	156	7	interval	interval	NOUN
bracis-33555	156	8	widths	width	NOUN
bracis-33555	156	9	5	5	NUM
bracis-33555	156	10	%	%	NOUN
bracis-33555	156	11	greater	great	ADJ
bracis-33555	156	12	than	than	ADP
bracis-33555	156	13	the	the	DET
bracis-33555	156	14	average	average	NOUN
bracis-33555	156	15	are	be	AUX
bracis-33555	156	16	discarded	discard	VERB
bracis-33555	156	17	and	and	CCONJ
bracis-33555	156	18	not	not	PART
bracis-33555	156	19	used	use	VERB
bracis-33555	156	20	in	in	ADP
bracis-33555	156	21	computing	compute	VERB
bracis-33555	156	22	the	the	DET
bracis-33555	156	23	new	new	ADJ
bracis-33555	156	24	global	global	ADJ
bracis-33555	156	25	model	model	NOUN
bracis-33555	156	26	weights	weights	PROPN
bracis-33555	156	27	.	.	PUNCT
bracis-33555	157	1	the	the	DET
bracis-33555	157	2	5	5	NUM
bracis-33555	157	3	%	%	NOUN
bracis-33555	157	4	threshold	threshold	NOUN
bracis-33555	157	5	was	be	AUX
bracis-33555	157	6	determined	determine	VERB
bracis-33555	157	7	in	in	ADP
bracis-33555	157	8	preliminary	preliminary	ADJ
bracis-33555	157	9	runs	run	NOUN
bracis-33555	157	10	.	.	PUNCT
bracis-33555	158	1	this	this	DET
bracis-33555	158	2	strategy	strategy	NOUN
bracis-33555	158	3	aims	aim	VERB
bracis-33555	158	4	to	to	PART
bracis-33555	158	5	enhance	enhance	VERB
bracis-33555	158	6	the	the	DET
bracis-33555	158	7	robustness	robustness	NOUN
bracis-33555	158	8	of	of	ADP
bracis-33555	158	9	federated	federated	ADJ
bracis-33555	158	10	learning	learning	NOUN
bracis-33555	158	11	by	by	ADP
bracis-33555	158	12	effectively	effectively	ADV
bracis-33555	158	13	identifying	identify	VERB
bracis-33555	158	14	and	and	CCONJ
bracis-33555	158	15	excluding	exclude	VERB
bracis-33555	158	16	corrupted	corrupted	ADJ
bracis-33555	158	17	clients	client	NOUN
bracis-33555	158	18	.	.	PUNCT
bracis-33555	159	1	it	it	PRON
bracis-33555	159	2	is	be	AUX
bracis-33555	159	3	worth	worth	ADJ
bracis-33555	159	4	to	to	PART
bracis-33555	159	5	highlight	highlight	VERB
bracis-33555	159	6	that	that	SCONJ
bracis-33555	159	7	this	this	DET
bracis-33555	159	8	strategy	strategy	NOUN
bracis-33555	159	9	also	also	ADV
bracis-33555	159	10	can	can	AUX
bracis-33555	159	11	remove	remove	VERB
bracis-33555	159	12	no	no	PRON
bracis-33555	159	13	-	-	PUNCT
bracis-33555	159	14	corrupted	corrupt	VERB
bracis-33555	159	15	clients	client	NOUN
bracis-33555	159	16	and	and	CCONJ
bracis-33555	159	17	a	a	DET
bracis-33555	159	18	client	client	NOUN
bracis-33555	159	19	is	be	AUX
bracis-33555	159	20	removed	remove	VERB
bracis-33555	159	21	during	during	ADP
bracis-33555	159	22	a	a	DET
bracis-33555	159	23	global	global	ADJ
bracis-33555	159	24	epoch	epoch	NOUN
bracis-33555	159	25	,	,	PUNCT
bracis-33555	159	26	although	although	SCONJ
bracis-33555	159	27	,	,	PUNCT
bracis-33555	159	28	it	it	PRON
bracis-33555	159	29	can	can	AUX
bracis-33555	159	30	be	be	AUX
bracis-33555	159	31	used	use	VERB
bracis-33555	159	32	in	in	ADP
bracis-33555	159	33	a	a	DET
bracis-33555	159	34	next	next	ADJ
bracis-33555	159	35	global	global	ADJ
bracis-33555	159	36	epoch	epoch	NOUN
bracis-33555	159	37	,	,	PUNCT
bracis-33555	159	38	since	since	SCONJ
bracis-33555	159	39	it	it	PRON
bracis-33555	159	40	can	can	AUX
bracis-33555	159	41	be	be	AUX
bracis-33555	159	42	fixed	fix	VERB
bracis-33555	159	43	during	during	ADP
bracis-33555	159	44	the	the	DET
bracis-33555	159	45	training	training	NOUN
bracis-33555	159	46	.	.	PUNCT
bracis-33555	160	1	to	to	ADP
bracis-33555	160	2	the	the	DET
bracis-33555	160	3	best	good	ADJ
bracis-33555	160	4	of	of	ADP
bracis-33555	160	5	the	the	DET
bracis-33555	160	6	authors	author	NOUN
bracis-33555	160	7	’	’	PART
bracis-33555	160	8	knowledge	knowledge	NOUN
bracis-33555	160	9	,	,	PUNCT
bracis-33555	160	10	no	no	DET
bracis-33555	160	11	other	other	ADJ
bracis-33555	160	12	work	work	NOUN
bracis-33555	160	13	that	that	PRON
bracis-33555	160	14	proposes	propose	VERB
bracis-33555	160	15	a	a	DET
bracis-33555	160	16	client	client	NOUN
bracis-33555	160	17	drop	drop	NOUN
bracis-33555	160	18	strategy	strategy	NOUN
bracis-33555	160	19	in	in	ADP
bracis-33555	160	20	the	the	DET
bracis-33555	160	21	same	same	ADJ
bracis-33555	160	22	way	way	NOUN
bracis-33555	160	23	as	as	SCONJ
bracis-33555	160	24	described	describe	VERB
bracis-33555	160	25	was	be	AUX
bracis-33555	160	26	found	find	VERB
bracis-33555	160	27	,	,	PUNCT
bracis-33555	160	28	that	that	ADV
bracis-33555	160	29	is	is	ADV
bracis-33555	160	30	,	,	PUNCT
bracis-33555	160	31	no	no	DET
bracis-33555	160	32	other	other	ADJ
bracis-33555	160	33	work	work	NOUN
bracis-33555	160	34	used	use	VERB
bracis-33555	160	35	the	the	DET
bracis-33555	160	36	interval	interval	NOUN
bracis-33555	160	37	width	width	NOUN
bracis-33555	160	38	metric	metric	ADJ
bracis-33555	160	39	to	to	PART
bracis-33555	160	40	drop	drop	VERB
bracis-33555	160	41	clients	client	NOUN
bracis-33555	160	42	in	in	ADP
bracis-33555	160	43	fl	fl	NUM
bracis-33555	160	44	context	context	NOUN
bracis-33555	160	45	.	.	PUNCT
bracis-33555	161	1	the	the	DET
bracis-33555	161	2	metrics	metric	NOUN
bracis-33555	161	3	used	use	VERB
bracis-33555	161	4	,	,	PUNCT
bracis-33555	161	5	on	on	ADP
bracis-33555	161	6	the	the	DET
bracis-33555	161	7	other	other	ADJ
bracis-33555	161	8	hand	hand	NOUN
bracis-33555	161	9	,	,	PUNCT
bracis-33555	161	10	are	be	AUX
bracis-33555	161	11	derived	derive	VERB
bracis-33555	161	12	from	from	ADP
bracis-33555	161	13	adaptations	adaptation	NOUN
bracis-33555	161	14	of	of	ADP
bracis-33555	161	15	existing	exist	VERB
bracis-33555	161	16	works	work	NOUN
bracis-33555	161	17	(	(	PUNCT
bracis-33555	161	18	sect	sect	NOUN
bracis-33555	161	19	.	.	PUNCT
bracis-33555	161	20	 	 	SPACE
bracis-33555	161	21	4.3	4.3	NUM
bracis-33555	161	22	)	)	PUNCT
bracis-33555	161	23	.	.	PUNCT
bracis-33555	162	1	4.5	4.5	NUM
bracis-33555	162	2	evaluation	evaluation	NOUN
bracis-33555	162	3	metrics	metric	NOUN
bracis-33555	162	4	besides	besides	SCONJ
bracis-33555	162	5	the	the	DET
bracis-33555	162	6	conformal	conformal	ADJ
bracis-33555	162	7	prediction	prediction	NOUN
bracis-33555	162	8	metrics	metric	NOUN
bracis-33555	162	9	,	,	PUNCT
bracis-33555	162	10	accuracy	accuracy	NOUN
bracis-33555	162	11	(	(	PUNCT
bracis-33555	162	12	acc	acc	PROPN
bracis-33555	162	13	)	)	PUNCT
bracis-33555	162	14	is	be	AUX
bracis-33555	162	15	used	use	VERB
bracis-33555	162	16	for	for	ADP
bracis-33555	162	17	evaluating	evaluate	VERB
bracis-33555	162	18	the	the	DET
bracis-33555	162	19	trained	train	VERB
bracis-33555	162	20	models	model	NOUN
bracis-33555	162	21	.	.	PUNCT
bracis-33555	163	1	accuracy	accuracy	NOUN
bracis-33555	163	2	can	can	AUX
bracis-33555	163	3	be	be	AUX
bracis-33555	163	4	defined	define	VERB
bracis-33555	163	5	as	as	ADP
bracis-33555	163	6	the	the	DET
bracis-33555	163	7	number	number	NOUN
bracis-33555	163	8	of	of	ADP
bracis-33555	163	9	correct	correct	ADJ
bracis-33555	163	10	classifications	classification	NOUN
bracis-33555	163	11	(	(	PUNCT
bracis-33555	163	12	where	where	SCONJ
bracis-33555	163	13	the	the	DET
bracis-33555	163	14	predicted	predict	VERB
bracis-33555	163	15	class	class	NOUN
bracis-33555	163	16	matches	match	VERB
bracis-33555	163	17	the	the	DET
bracis-33555	163	18	expected	expect	VERB
bracis-33555	163	19	class	class	NOUN
bracis-33555	163	20	)	)	PUNCT
bracis-33555	163	21	divided	divide	VERB
bracis-33555	163	22	by	by	ADP
bracis-33555	163	23	the	the	DET
bracis-33555	163	24	total	total	ADJ
bracis-33555	163	25	number	number	NOUN
bracis-33555	163	26	of	of	ADP
bracis-33555	163	27	classifications	classification	NOUN
bracis-33555	163	28	made	make	VERB
bracis-33555	163	29	.	.	PUNCT
bracis-33555	164	1	accuracy	accuracy	NOUN
bracis-33555	164	2	ranges	range	VERB
bracis-33555	164	3	from	from	ADP
bracis-33555	164	4	0	0	NUM
bracis-33555	164	5	to	to	ADP
bracis-33555	164	6	1	1	NUM
bracis-33555	164	7	(	(	PUNCT
bracis-33555	164	8	or	or	CCONJ
bracis-33555	164	9	from	from	ADP
bracis-33555	164	10	0	0	NUM
bracis-33555	164	11	%	%	NOUN
bracis-33555	164	12	to	to	PART
bracis-33555	164	13	100	100	NUM
bracis-33555	164	14	%	%	NOUN
bracis-33555	164	15	)	)	PUNCT
bracis-33555	164	16	,	,	PUNCT
bracis-33555	164	17	where	where	SCONJ
bracis-33555	164	18	a	a	DET
bracis-33555	164	19	value	value	NOUN
bracis-33555	164	20	closer	close	ADV
bracis-33555	164	21	to	to	ADP
bracis-33555	164	22	one	one	NUM
bracis-33555	164	23	indicates	indicate	VERB
bracis-33555	164	24	a	a	DET
bracis-33555	164	25	higher	high	ADJ
bracis-33555	164	26	accuracy	accuracy	NOUN
bracis-33555	164	27	rate	rate	NOUN
bracis-33555	164	28	and	and	CCONJ
bracis-33555	164	29	better	well	ADJ
bracis-33555	164	30	model	model	NOUN
bracis-33555	164	31	predictions	prediction	NOUN
bracis-33555	164	32	.	.	PUNCT
bracis-33555	165	1	5	5	NUM
bracis-33555	165	2	experiments	experiment	NOUN
bracis-33555	165	3	and	and	CCONJ
bracis-33555	165	4	 	 	SPACE
bracis-33555	165	5	results	result	NOUN
bracis-33555	165	6	in	in	ADP
bracis-33555	165	7	this	this	DET
bracis-33555	165	8	section	section	NOUN
bracis-33555	165	9	,	,	PUNCT
bracis-33555	165	10	we	we	PRON
bracis-33555	165	11	outline	outline	VERB
bracis-33555	165	12	the	the	DET
bracis-33555	165	13	experimental	experimental	ADJ
bracis-33555	165	14	setup	setup	NOUN
bracis-33555	165	15	,	,	PUNCT
bracis-33555	165	16	as	as	ADV
bracis-33555	165	17	well	well	ADV
bracis-33555	165	18	as	as	ADP
bracis-33555	165	19	the	the	DET
bracis-33555	165	20	results	result	NOUN
bracis-33555	165	21	and	and	CCONJ
bracis-33555	165	22	their	their	PRON
bracis-33555	165	23	respective	respective	ADJ
bracis-33555	165	24	implications	implication	NOUN
bracis-33555	165	25	.	.	PUNCT
bracis-33555	166	1	5.1	5.1	NUM
bracis-33555	166	2	experiments	experiment	NOUN
bracis-33555	166	3	setup	setup	VERB
bracis-33555	166	4	for	for	ADP
bracis-33555	166	5	the	the	DET
bracis-33555	166	6	experiments	experiment	NOUN
bracis-33555	166	7	described	describe	VERB
bracis-33555	166	8	below	below	ADV
bracis-33555	166	9	,	,	PUNCT
bracis-33555	166	10	the	the	DET
bracis-33555	166	11	model	model	NOUN
bracis-33555	166	12	was	be	AUX
bracis-33555	166	13	trained	train	VERB
bracis-33555	166	14	for	for	ADP
bracis-33555	166	15	10	10	NUM
bracis-33555	166	16	local	local	ADJ
bracis-33555	166	17	epochs	epoch	NOUN
bracis-33555	166	18	and	and	CCONJ
bracis-33555	166	19	10	10	NUM
bracis-33555	166	20	global	global	ADJ
bracis-33555	166	21	epochs	epoch	NOUN
bracis-33555	166	22	(	(	PUNCT
bracis-33555	166	23	rounds	round	NOUN
bracis-33555	166	24	)	)	PUNCT
bracis-33555	166	25	,	,	PUNCT
bracis-33555	166	26	with	with	ADP
bracis-33555	166	27	data	datum	NOUN
bracis-33555	166	28	divided	divide	VERB
bracis-33555	166	29	into	into	ADP
bracis-33555	166	30	batches	batch	NOUN
bracis-33555	166	31	of	of	ADP
bracis-33555	166	32	128	128	NUM
bracis-33555	166	33	images	image	NOUN
bracis-33555	166	34	each	each	PRON
bracis-33555	166	35	.	.	PUNCT
bracis-33555	167	1	the	the	DET
bracis-33555	167	2	adam	adam	PROPN
bracis-33555	167	3	optimizer	optimizer	NOUN
bracis-33555	167	4	was	be	AUX
bracis-33555	167	5	used	use	VERB
bracis-33555	167	6	with	with	ADP
bracis-33555	167	7	a	a	DET
bracis-33555	167	8	learning	learn	VERB
bracis-33555	167	9	rate	rate	NOUN
bracis-33555	167	10	of	of	ADP
bracis-33555	167	11	\(10^{-3}\	\(10^{-3}\	NOUN
bracis-33555	167	12	)	)	PUNCT
bracis-33555	167	13	to	to	PART
bracis-33555	167	14	adjust	adjust	VERB
bracis-33555	167	15	the	the	DET
bracis-33555	167	16	model	model	NOUN
bracis-33555	167	17	parameters	parameter	NOUN
bracis-33555	167	18	,	,	PUNCT
bracis-33555	167	19	and	and	CCONJ
bracis-33555	167	20	the	the	DET
bracis-33555	167	21	adopted	adopt	VERB
bracis-33555	167	22	loss	loss	NOUN
bracis-33555	167	23	function	function	NOUN
bracis-33555	167	24	was	be	AUX
bracis-33555	167	25	the	the	DET
bracis-33555	167	26	cross	cross	ADJ
bracis-33555	167	27	-	-	ADJ
bracis-33555	167	28	entropy	entropy	ADJ
bracis-33555	167	29	loss	loss	NOUN
bracis-33555	167	30	.	.	PUNCT
bracis-33555	168	1	a	a	DET
bracis-33555	168	2	10	10	NUM
bracis-33555	168	3	%	%	NOUN
bracis-33555	168	4	learning	learning	NOUN
bracis-33555	168	5	rate	rate	NOUN
bracis-33555	168	6	decay	decay	NOUN
bracis-33555	168	7	was	be	AUX
bracis-33555	168	8	applied	apply	VERB
bracis-33555	168	9	at	at	ADP
bracis-33555	168	10	the	the	DET
bracis-33555	168	11	50th	50th	ADJ
bracis-33555	168	12	and	and	CCONJ
bracis-33555	168	13	75th	75th	ADJ
bracis-33555	168	14	total	total	ADJ
bracis-33555	168	15	epoch	epoch	NOUN
bracis-33555	168	16	(	(	PUNCT
bracis-33555	168	17	i.e.	i.e.	X
bracis-33555	168	18	,	,	PUNCT
bracis-33555	168	19	at	at	ADP
bracis-33555	168	20	the	the	DET
bracis-33555	168	21	first	first	ADJ
bracis-33555	168	22	local	local	ADJ
bracis-33555	168	23	epoch	epoch	NOUN
bracis-33555	168	24	in	in	ADP
bracis-33555	168	25	the	the	DET
bracis-33555	168	26	fifth	fifth	ADJ
bracis-33555	168	27	round	round	NOUN
bracis-33555	168	28	and	and	CCONJ
bracis-33555	168	29	the	the	DET
bracis-33555	168	30	fifth	fifth	ADJ
bracis-33555	168	31	local	local	ADJ
bracis-33555	168	32	epoch	epoch	NOUN
bracis-33555	168	33	in	in	ADP
bracis-33555	168	34	the	the	DET
bracis-33555	168	35	seventh	seventh	ADJ
bracis-33555	168	36	round	round	NOUN
bracis-33555	168	37	)	)	PUNCT
bracis-33555	168	38	.	.	PUNCT
bracis-33555	169	1	it	it	PRON
bracis-33555	169	2	is	be	AUX
bracis-33555	169	3	worth	worth	ADJ
bracis-33555	169	4	noting	note	VERB
bracis-33555	169	5	that	that	SCONJ
bracis-33555	169	6	the	the	DET
bracis-33555	169	7	choice	choice	NOUN
bracis-33555	169	8	of	of	ADP
bracis-33555	169	9	these	these	DET
bracis-33555	169	10	hyperparameters	hyperparameter	NOUN
bracis-33555	169	11	follows	follow	VERB
bracis-33555	169	12	[	[	X
bracis-33555	169	13	20	20	NUM
bracis-33555	169	14	]	]	PUNCT
bracis-33555	169	15	,	,	PUNCT
bracis-33555	169	16	aiming	aim	VERB
bracis-33555	169	17	to	to	PART
bracis-33555	169	18	keep	keep	VERB
bracis-33555	169	19	all	all	DET
bracis-33555	169	20	variables	variable	NOUN
bracis-33555	169	21	constant	constant	ADJ
bracis-33555	169	22	except	except	SCONJ
bracis-33555	169	23	for	for	ADP
bracis-33555	169	24	the	the	DET
bracis-33555	169	25	“	"	PUNCT
bracis-33555	169	26	federated	federated	ADJ
bracis-33555	169	27	versus	versus	ADP
bracis-33555	169	28	centralized	centralized	ADJ
bracis-33555	169	29	”	"	PUNCT
bracis-33555	169	30	comparison	comparison	NOUN
bracis-33555	169	31	.	.	PUNCT
bracis-33555	170	1	additionally	additionally	ADV
bracis-33555	170	2	,	,	PUNCT
bracis-33555	170	3	for	for	SCONJ
bracis-33555	170	4	each	each	DET
bracis-33555	170	5	data	datum	NOUN
bracis-33555	170	6	subset	subset	VERB
bracis-33555	170	7	and	and	CCONJ
bracis-33555	170	8	each	each	DET
bracis-33555	170	9	form	form	NOUN
bracis-33555	170	10	of	of	ADP
bracis-33555	170	11	data	data	NOUN
bracis-33555	170	12	partitioning	partitioning	NOUN
bracis-33555	170	13	,	,	PUNCT
bracis-33555	170	14	the	the	DET
bracis-33555	170	15	number	number	NOUN
bracis-33555	170	16	of	of	ADP
bracis-33555	170	17	clients	client	NOUN
bracis-33555	170	18	involved	involve	VERB
bracis-33555	170	19	in	in	ADP
bracis-33555	170	20	the	the	DET
bracis-33555	170	21	training	training	NOUN
bracis-33555	170	22	process	process	NOUN
bracis-33555	170	23	was	be	AUX
bracis-33555	170	24	varied	varied	ADJ
bracis-33555	170	25	,	,	PUNCT
bracis-33555	170	26	with	with	ADP
bracis-33555	170	27	tests	test	NOUN
bracis-33555	170	28	conducted	conduct	VERB
bracis-33555	170	29	with	with	ADP
bracis-33555	170	30	three	three	NUM
bracis-33555	170	31	,	,	PUNCT
bracis-33555	170	32	four	four	NUM
bracis-33555	170	33	,	,	PUNCT
bracis-33555	170	34	five	five	NUM
bracis-33555	170	35	,	,	PUNCT
bracis-33555	170	36	and	and	CCONJ
bracis-33555	170	37	six	six	NUM
bracis-33555	170	38	clients	client	NOUN
bracis-33555	170	39	.	.	PUNCT
bracis-33555	171	1	the	the	DET
bracis-33555	171	2	experiments	experiment	NOUN
bracis-33555	171	3	were	be	AUX
bracis-33555	171	4	conducted	conduct	VERB
bracis-33555	171	5	on	on	ADP
bracis-33555	171	6	three	three	NUM
bracis-33555	171	7	different	different	ADJ
bracis-33555	171	8	systems	system	NOUN
bracis-33555	171	9	,	,	PUNCT
bracis-33555	171	10	within	within	ADP
bracis-33555	171	11	the	the	DET
bracis-33555	171	12	same	same	ADJ
bracis-33555	171	13	local	local	ADJ
bracis-33555	171	14	network	network	NOUN
bracis-33555	171	15	,	,	PUNCT
bracis-33555	171	16	with	with	ADP
bracis-33555	171	17	the	the	DET
bracis-33555	171	18	following	follow	VERB
bracis-33555	171	19	configurations	configuration	NOUN
bracis-33555	171	20	:	:	PUNCT
bracis-33555	171	21	system	system	NOUN
bracis-33555	171	22	1	1	NUM
bracis-33555	171	23	:	:	PUNCT
bracis-33555	171	24	intel	intel	PROPN
bracis-33555	171	25	i7	i7	NOUN
bracis-33555	171	26	-	-	PUNCT
bracis-33555	171	27	5820k	5820k	NUM
bracis-33555	171	28	3.3	3.3	NUM
bracis-33555	171	29	 	 	SPACE
bracis-33555	171	30	ghz	ghz	NOUN
bracis-33555	171	31	;	;	PUNCT
bracis-33555	171	32	gpu	gpu	NOUN
bracis-33555	171	33	titanxp	titanxp	NOUN
bracis-33555	171	34	12	12	NUM
bracis-33555	171	35	 	 	SPACE
bracis-33555	171	36	gb	gb	NOUN
bracis-33555	171	37	;	;	PUNCT
bracis-33555	171	38	ram	ram	NOUN
bracis-33555	171	39	ddr4	ddr4	NOUN
bracis-33555	171	40	12	12	NUM
bracis-33555	171	41	 	 	SPACE
bracis-33555	171	42	gb	gb	NOUN
bracis-33555	171	43	;	;	PUNCT
bracis-33555	171	44	system	system	NOUN
bracis-33555	171	45	2	2	NUM
bracis-33555	171	46	:	:	PUNCT
bracis-33555	171	47	intel	intel	PROPN
bracis-33555	171	48	i9	i9	NOUN
bracis-33555	171	49	-	-	PUNCT
bracis-33555	171	50	10900	10900	NUM
bracis-33555	171	51	2.80	2.80	NUM
bracis-33555	171	52	 	 	SPACE
bracis-33555	171	53	ghz	ghz	NOUN
bracis-33555	171	54	;	;	PUNCT
bracis-33555	171	55	gpu	gpu	PROPN
bracis-33555	171	56	rtx	rtx	PROPN
bracis-33555	171	57	3090	3090	NUM
bracis-33555	171	58	24	24	NUM
bracis-33555	171	59	 	 	SPACE
bracis-33555	171	60	gb	gb	NOUN
bracis-33555	171	61	;	;	PUNCT
bracis-33555	171	62	ram	ram	NOUN
bracis-33555	171	63	ddr4	ddr4	NOUN
bracis-33555	171	64	128	128	NUM
bracis-33555	171	65	 	 	SPACE
bracis-33555	171	66	gb	gb	NOUN
bracis-33555	171	67	;	;	PUNCT
bracis-33555	171	68	and	and	CCONJ
bracis-33555	171	69	system	system	NOUN
bracis-33555	171	70	3	3	NUM
bracis-33555	171	71	:	:	PUNCT
bracis-33555	171	72	amd	amd	PROPN
bracis-33555	171	73	ryzen	ryzen	ADJ
bracis-33555	171	74	threadripper	threadripper	NOUN
bracis-33555	171	75	3960x	3960x	NUM
bracis-33555	171	76	3.70	3.70	NUM
bracis-33555	171	77	 	 	SPACE
bracis-33555	171	78	ghz	ghz	NOUN
bracis-33555	171	79	;	;	PUNCT
bracis-33555	171	80	gpu	gpu	PROPN
bracis-33555	171	81	rtx	rtx	PROPN
bracis-33555	171	82	3090	3090	NUM
bracis-33555	171	83	24	24	NUM
bracis-33555	171	84	 	 	SPACE
bracis-33555	171	85	gb	gb	NOUN
bracis-33555	171	86	.	.	PUNCT
bracis-33555	172	1	the	the	DET
bracis-33555	172	2	distribution	distribution	NOUN
bracis-33555	172	3	of	of	ADP
bracis-33555	172	4	systems	system	NOUN
bracis-33555	172	5	and	and	CCONJ
bracis-33555	172	6	clients	client	NOUN
bracis-33555	172	7	was	be	AUX
bracis-33555	172	8	defined	define	VERB
bracis-33555	172	9	as	as	SCONJ
bracis-33555	172	10	follows	follow	VERB
bracis-33555	172	11	:	:	PUNCT
bracis-33555	172	12	(	(	PUNCT
bracis-33555	172	13	i	i	NOUN
bracis-33555	172	14	)	)	PUNCT
bracis-33555	172	15	for	for	ADP
bracis-33555	172	16	the	the	DET
bracis-33555	172	17	scenario	scenario	NOUN
bracis-33555	172	18	with	with	ADP
bracis-33555	172	19	three	three	NUM
bracis-33555	172	20	clients	client	NOUN
bracis-33555	172	21	,	,	PUNCT
bracis-33555	172	22	one	one	NUM
bracis-33555	172	23	client	client	NOUN
bracis-33555	172	24	was	be	AUX
bracis-33555	172	25	assigned	assign	VERB
bracis-33555	172	26	to	to	ADP
bracis-33555	172	27	each	each	DET
bracis-33555	172	28	system	system	NOUN
bracis-33555	172	29	;	;	PUNCT
bracis-33555	172	30	(	(	PUNCT
bracis-33555	172	31	ii	ii	NOUN
bracis-33555	172	32	)	)	PUNCT
bracis-33555	172	33	for	for	ADP
bracis-33555	172	34	four	four	NUM
bracis-33555	172	35	clients	client	NOUN
bracis-33555	172	36	,	,	PUNCT
bracis-33555	172	37	two	two	NUM
bracis-33555	172	38	clients	client	NOUN
bracis-33555	172	39	were	be	AUX
bracis-33555	172	40	on	on	ADP
bracis-33555	172	41	system	system	NOUN
bracis-33555	172	42	2	2	NUM
bracis-33555	172	43	and	and	CCONJ
bracis-33555	172	44	one	one	NUM
bracis-33555	172	45	on	on	ADP
bracis-33555	172	46	the	the	DET
bracis-33555	172	47	others	other	NOUN
bracis-33555	172	48	;	;	PUNCT
bracis-33555	172	49	(	(	PUNCT
bracis-33555	172	50	iii	iii	NOUN
bracis-33555	172	51	)	)	PUNCT
bracis-33555	172	52	for	for	ADP
bracis-33555	172	53	five	five	NUM
bracis-33555	172	54	clients	client	NOUN
bracis-33555	172	55	,	,	PUNCT
bracis-33555	172	56	two	two	NUM
bracis-33555	172	57	clients	client	NOUN
bracis-33555	172	58	were	be	AUX
bracis-33555	172	59	on	on	ADP
bracis-33555	172	60	systems	system	NOUN
bracis-33555	172	61	2	2	NUM
bracis-33555	172	62	and	and	CCONJ
bracis-33555	172	63	3	3	NUM
bracis-33555	172	64	,	,	PUNCT
bracis-33555	172	65	and	and	CCONJ
bracis-33555	172	66	only	only	ADV
bracis-33555	172	67	one	one	NUM
bracis-33555	172	68	on	on	ADP
bracis-33555	172	69	system	system	NOUN
bracis-33555	172	70	1	1	NUM
bracis-33555	172	71	;	;	PUNCT
bracis-33555	172	72	and	and	CCONJ
bracis-33555	172	73	(	(	PUNCT
bracis-33555	172	74	iv	iv	X
bracis-33555	172	75	)	)	PUNCT
bracis-33555	172	76	for	for	ADP
bracis-33555	172	77	six	six	NUM
bracis-33555	172	78	clients	client	NOUN
bracis-33555	172	79	,	,	PUNCT
bracis-33555	172	80	two	two	NUM
bracis-33555	172	81	clients	client	NOUN
bracis-33555	172	82	were	be	AUX
bracis-33555	172	83	on	on	ADP
bracis-33555	172	84	each	each	DET
bracis-33555	172	85	system	system	NOUN
bracis-33555	172	86	.	.	PUNCT
bracis-33555	173	1	the	the	DET
bracis-33555	173	2	server	server	NOUN
bracis-33555	173	3	responsible	responsible	ADJ
bracis-33555	173	4	for	for	ADP
bracis-33555	173	5	managing	manage	VERB
bracis-33555	173	6	federated	federated	ADJ
bracis-33555	173	7	learning	learning	NOUN
bracis-33555	173	8	process	process	NOUN
bracis-33555	173	9	and	and	CCONJ
bracis-33555	173	10	aggregation	aggregation	NOUN
bracis-33555	173	11	was	be	AUX
bracis-33555	173	12	always	always	ADV
bracis-33555	173	13	on	on	ADP
bracis-33555	173	14	system	system	NOUN
bracis-33555	173	15	3	3	NUM
bracis-33555	173	16	.	.	PUNCT
bracis-33555	174	1	the	the	DET
bracis-33555	174	2	tensorflow	tensorflow	NOUN
bracis-33555	174	3	framework	framework	NOUN
bracis-33555	174	4	was	be	AUX
bracis-33555	174	5	used	use	VERB
bracis-33555	174	6	to	to	PART
bracis-33555	174	7	manipulate	manipulate	VERB
bracis-33555	174	8	the	the	DET
bracis-33555	174	9	model	model	NOUN
bracis-33555	174	10	,	,	PUNCT
bracis-33555	174	11	the	the	DET
bracis-33555	174	12	scikit	scikit	NOUN
bracis-33555	174	13	-	-	PUNCT
bracis-33555	174	14	learn	learn	VERB
bracis-33555	174	15	library	library	NOUN
bracis-33555	174	16	for	for	ADP
bracis-33555	174	17	calculating	calculate	VERB
bracis-33555	174	18	metrics	metric	NOUN
bracis-33555	174	19	,	,	PUNCT
bracis-33555	174	20	and	and	CCONJ
bracis-33555	174	21	the	the	DET
bracis-33555	174	22	flower	flower	NOUN
bracis-33555	174	23	framework	framework	NOUN
bracis-33555	174	24	to	to	PART
bracis-33555	174	25	perform	perform	VERB
bracis-33555	174	26	federated	federated	ADJ
bracis-33555	174	27	learning	learning	NOUN
bracis-33555	174	28	.	.	PUNCT
bracis-33555	175	1	in	in	ADP
bracis-33555	175	2	addition	addition	NOUN
bracis-33555	175	3	to	to	ADP
bracis-33555	175	4	the	the	DET
bracis-33555	175	5	above	above	ADJ
bracis-33555	175	6	experiments	experiment	NOUN
bracis-33555	175	7	,	,	PUNCT
bracis-33555	175	8	cp	cp	ADJ
bracis-33555	175	9	-	-	PUNCT
bracis-33555	175	10	related	relate	VERB
bracis-33555	175	11	experiments	experiment	NOUN
bracis-33555	175	12	were	be	AUX
bracis-33555	175	13	also	also	ADV
bracis-33555	175	14	conducted	conduct	VERB
bracis-33555	175	15	in	in	ADP
bracis-33555	175	16	this	this	DET
bracis-33555	175	17	study	study	NOUN
bracis-33555	175	18	.	.	PUNCT
bracis-33555	176	1	the	the	DET
bracis-33555	176	2	model	model	NOUN
bracis-33555	176	3	described	describe	VERB
bracis-33555	176	4	in	in	ADP
bracis-33555	176	5	sect	sect	NOUN
bracis-33555	176	6	.	.	PUNCT
bracis-33555	176	7	 	 	SPACE
bracis-33555	177	1	4.1	4.1	NUM
bracis-33555	177	2	was	be	AUX
bracis-33555	177	3	trained	train	VERB
bracis-33555	177	4	in	in	ADP
bracis-33555	177	5	the	the	DET
bracis-33555	177	6	fl	fl	PROPN
bracis-33555	177	7	paradigm	paradigm	NOUN
bracis-33555	177	8	with	with	ADP
bracis-33555	177	9	three	three	NUM
bracis-33555	177	10	clients	client	NOUN
bracis-33555	177	11	(	(	PUNCT
bracis-33555	177	12	one	one	NUM
bracis-33555	177	13	client	client	NOUN
bracis-33555	177	14	per	per	ADP
bracis-33555	177	15	system	system	NOUN
bracis-33555	177	16	)	)	PUNCT
bracis-33555	177	17	in	in	ADP
bracis-33555	177	18	both	both	CCONJ
bracis-33555	177	19	fragmented	fragmented	ADJ
bracis-33555	177	20	and	and	CCONJ
bracis-33555	177	21	complete	complete	ADJ
bracis-33555	177	22	dataset	dataset	NOUN
bracis-33555	177	23	cases	case	NOUN
bracis-33555	177	24	,	,	PUNCT
bracis-33555	177	25	using	use	VERB
bracis-33555	177	26	the	the	DET
bracis-33555	177	27	same	same	ADJ
bracis-33555	177	28	configuration	configuration	NOUN
bracis-33555	177	29	as	as	ADP
bracis-33555	177	30	the	the	DET
bracis-33555	177	31	previous	previous	ADJ
bracis-33555	177	32	experiments	experiment	NOUN
bracis-33555	177	33	.	.	PUNCT
bracis-33555	178	1	for	for	ADP
bracis-33555	178	2	the	the	DET
bracis-33555	178	3	cp	cp	ADJ
bracis-33555	178	4	-	-	PUNCT
bracis-33555	178	5	related	relate	VERB
bracis-33555	178	6	configuration	configuration	NOUN
bracis-33555	178	7	,	,	PUNCT
bracis-33555	178	8	the	the	DET
bracis-33555	178	9	residual	residual	ADJ
bracis-33555	178	10	threshold	threshold	NOUN
bracis-33555	178	11	was	be	AUX
bracis-33555	178	12	set	set	VERB
bracis-33555	178	13	to	to	ADP
bracis-33555	178	14	0.3	0.3	NUM
bracis-33555	178	15	,	,	PUNCT
bracis-33555	178	16	and	and	CCONJ
bracis-33555	178	17	the	the	DET
bracis-33555	178	18	conformal	conformal	ADJ
bracis-33555	178	19	quantile	quantile	NOUN
bracis-33555	178	20	was	be	AUX
bracis-33555	178	21	set	set	VERB
bracis-33555	178	22	to	to	ADP
bracis-33555	178	23	0.95	0.95	NUM
bracis-33555	178	24	.	.	PUNCT
bracis-33555	179	1	these	these	DET
bracis-33555	179	2	experiments	experiment	NOUN
bracis-33555	179	3	were	be	AUX
bracis-33555	179	4	conducted	conduct	VERB
bracis-33555	179	5	in	in	ADP
bracis-33555	179	6	the	the	DET
bracis-33555	179	7	following	follow	VERB
bracis-33555	179	8	scenarios	scenario	NOUN
bracis-33555	179	9	:	:	PUNCT
bracis-33555	179	10	s1	s1	NOUN
bracis-33555	179	11	no	no	DET
bracis-33555	179	12	data	datum	NOUN
bracis-33555	179	13	abnormalities	abnormality	NOUN
bracis-33555	179	14	;	;	PUNCT
bracis-33555	179	15	s2	s2	VERB
bracis-33555	179	16	one	one	NUM
bracis-33555	179	17	client	client	NOUN
bracis-33555	179	18	with	with	ADP
bracis-33555	179	19	100	100	NUM
bracis-33555	179	20	%	%	NOUN
bracis-33555	179	21	corrupted	corrupted	ADJ
bracis-33555	179	22	data	datum	NOUN
bracis-33555	179	23	;	;	PUNCT
bracis-33555	179	24	s3	s3	PROPN
bracis-33555	179	25	no	no	DET
bracis-33555	179	26	data	datum	NOUN
bracis-33555	179	27	abnormalities	abnormality	NOUN
bracis-33555	179	28	along	along	ADP
bracis-33555	179	29	with	with	ADP
bracis-33555	179	30	the	the	DET
bracis-33555	179	31	client	client	NOUN
bracis-33555	179	32	-	-	PUNCT
bracis-33555	179	33	dropping	drop	VERB
bracis-33555	179	34	strategy	strategy	NOUN
bracis-33555	179	35	;	;	PUNCT
bracis-33555	179	36	s4	s4	VERB
bracis-33555	179	37	one	one	NUM
bracis-33555	179	38	client	client	NOUN
bracis-33555	179	39	with	with	ADP
bracis-33555	179	40	100	100	NUM
bracis-33555	179	41	%	%	NOUN
bracis-33555	179	42	corrupted	corrupted	ADJ
bracis-33555	179	43	data	datum	NOUN
bracis-33555	179	44	along	along	ADP
bracis-33555	179	45	with	with	ADP
bracis-33555	179	46	the	the	DET
bracis-33555	179	47	client	client	NOUN
bracis-33555	179	48	-	-	PUNCT
bracis-33555	179	49	dropping	dropping	NOUN
bracis-33555	179	50	strategy	strategy	NOUN
bracis-33555	179	51	.	.	PUNCT
bracis-33555	180	1	5.2	5.2	NUM
bracis-33555	180	2	experiment	experiment	NOUN
bracis-33555	180	3	results	result	VERB
bracis-33555	180	4	the	the	DET
bracis-33555	180	5	accuracy	accuracy	NOUN
bracis-33555	180	6	results	result	NOUN
bracis-33555	180	7	achieved	achieve	VERB
bracis-33555	180	8	in	in	ADP
bracis-33555	180	9	the	the	DET
bracis-33555	180	10	evaluations	evaluation	NOUN
bracis-33555	180	11	conducted	conduct	VERB
bracis-33555	180	12	in	in	ADP
bracis-33555	180	13	each	each	DET
bracis-33555	180	14	scenario	scenario	NOUN
bracis-33555	180	15	,	,	PUNCT
bracis-33555	180	16	using	use	VERB
bracis-33555	180	17	the	the	DET
bracis-33555	180	18	resnet50	resnet50	NOUN
bracis-33555	180	19	model	model	NOUN
bracis-33555	180	20	,	,	PUNCT
bracis-33555	180	21	are	be	AUX
bracis-33555	180	22	presented	present	VERB
bracis-33555	180	23	in	in	ADP
bracis-33555	180	24	table	table	NOUN
bracis-33555	180	25	 	 	SPACE
bracis-33555	180	26	2	2	NUM
bracis-33555	180	27	.	.	PUNCT
bracis-33555	181	1	these	these	DET
bracis-33555	181	2	results	result	NOUN
bracis-33555	181	3	underscore	underscore	VERB
bracis-33555	181	4	the	the	DET
bracis-33555	181	5	effectiveness	effectiveness	NOUN
bracis-33555	181	6	and	and	CCONJ
bracis-33555	181	7	reliability	reliability	NOUN
bracis-33555	181	8	of	of	ADP
bracis-33555	181	9	the	the	DET
bracis-33555	181	10	trained	train	VERB
bracis-33555	181	11	model	model	NOUN
bracis-33555	181	12	,	,	PUNCT
bracis-33555	181	13	as	as	SCONJ
bracis-33555	181	14	demonstrated	demonstrate	VERB
bracis-33555	181	15	by	by	ADP
bracis-33555	181	16	the	the	DET
bracis-33555	181	17	presented	present	VERB
bracis-33555	181	18	data	data	PROPN
bracis-33555	181	19	.	.	PUNCT
bracis-33555	182	1	table	table	NOUN
bracis-33555	182	2	2	2	NUM
bracis-33555	182	3	.	.	PUNCT
bracis-33555	182	4	accuracy	accuracy	NOUN
bracis-33555	182	5	obtained	obtain	VERB
bracis-33555	182	6	by	by	ADP
bracis-33555	182	7	the	the	DET
bracis-33555	182	8	federated	federated	ADJ
bracis-33555	182	9	approach	approach	NOUN
bracis-33555	182	10	,	,	PUNCT
bracis-33555	182	11	local	local	ADJ
bracis-33555	182	12	approach	approach	NOUN
bracis-33555	182	13	,	,	PUNCT
bracis-33555	182	14	and	and	CCONJ
bracis-33555	182	15	the	the	DET
bracis-33555	182	16	reference	reference	NOUN
bracis-33555	182	17	results	result	VERB
bracis-33555	182	18	(	(	PUNCT
bracis-33555	182	19	ref	ref	NOUN
bracis-33555	182	20	)	)	PUNCT
bracis-33555	182	21	obtained	obtain	VERB
bracis-33555	182	22	in	in	ADP
bracis-33555	182	23	the	the	DET
bracis-33555	182	24	work	work	NOUN
bracis-33555	183	1	[	[	X
bracis-33555	183	2	20	20	NUM
bracis-33555	183	3	]	]	PUNCT
bracis-33555	183	4	.	.	PUNCT
bracis-33555	184	1	cli	cli	NOUN
bracis-33555	184	2	=	=	NOUN
bracis-33555	184	3	number	number	NOUN
bracis-33555	184	4	of	of	ADP
bracis-33555	184	5	clients.full	clients.full	NUM
bracis-33555	184	6	size	size	NOUN
bracis-33555	184	7	table	table	NOUN
bracis-33555	184	8	regarding	regard	VERB
bracis-33555	184	9	table	table	NOUN
bracis-33555	184	10	 	 	SPACE
bracis-33555	184	11	2	2	NUM
bracis-33555	184	12	,	,	PUNCT
bracis-33555	184	13	it	it	PRON
bracis-33555	184	14	can	can	AUX
bracis-33555	184	15	be	be	AUX
bracis-33555	184	16	stated	state	VERB
bracis-33555	184	17	that	that	SCONJ
bracis-33555	184	18	clients	client	NOUN
bracis-33555	184	19	who	who	PRON
bracis-33555	184	20	trained	train	VERB
bracis-33555	184	21	with	with	ADP
bracis-33555	184	22	the	the	DET
bracis-33555	184	23	complete	complete	ADJ
bracis-33555	184	24	dataset	dataset	NOUN
bracis-33555	184	25	generally	generally	ADV
bracis-33555	184	26	achieved	achieve	VERB
bracis-33555	184	27	better	well	ADJ
bracis-33555	184	28	results	result	NOUN
bracis-33555	184	29	than	than	ADP
bracis-33555	184	30	those	those	PRON
bracis-33555	184	31	who	who	PRON
bracis-33555	184	32	trained	train	VERB
bracis-33555	184	33	with	with	ADP
bracis-33555	184	34	the	the	DET
bracis-33555	184	35	subdivided	subdivide	VERB
bracis-33555	184	36	dataset	dataset	NOUN
bracis-33555	184	37	.	.	PUNCT
bracis-33555	185	1	despite	despite	SCONJ
bracis-33555	185	2	the	the	DET
bracis-33555	185	3	difference	difference	NOUN
bracis-33555	185	4	between	between	ADP
bracis-33555	185	5	the	the	DET
bracis-33555	185	6	strategy	strategy	NOUN
bracis-33555	185	7	using	use	VERB
bracis-33555	185	8	the	the	DET
bracis-33555	185	9	entire	entire	ADJ
bracis-33555	185	10	dataset	dataset	NOUN
bracis-33555	185	11	and	and	CCONJ
bracis-33555	185	12	the	the	DET
bracis-33555	185	13	one	one	NOUN
bracis-33555	185	14	using	use	VERB
bracis-33555	185	15	only	only	ADV
bracis-33555	185	16	a	a	DET
bracis-33555	185	17	portion	portion	NOUN
bracis-33555	185	18	of	of	ADP
bracis-33555	185	19	the	the	DET
bracis-33555	185	20	dataset	dataset	NOUN
bracis-33555	185	21	,	,	PUNCT
bracis-33555	185	22	it	it	PRON
bracis-33555	185	23	is	be	AUX
bracis-33555	185	24	noticeable	noticeable	ADJ
bracis-33555	185	25	that	that	SCONJ
bracis-33555	185	26	this	this	DET
bracis-33555	185	27	difference	difference	NOUN
bracis-33555	185	28	is	be	AUX
bracis-33555	185	29	relatively	relatively	ADV
bracis-33555	185	30	small	small	ADJ
bracis-33555	185	31	,	,	PUNCT
bracis-33555	185	32	typically	typically	ADV
bracis-33555	185	33	around	around	ADV
bracis-33555	185	34	0.05	0.05	NUM
bracis-33555	185	35	or	or	CCONJ
bracis-33555	185	36	5	5	NUM
bracis-33555	185	37	%	%	NOUN
bracis-33555	185	38	in	in	ADP
bracis-33555	185	39	terms	term	NOUN
bracis-33555	185	40	of	of	ADP
bracis-33555	185	41	accuracy	accuracy	NOUN
bracis-33555	185	42	.	.	PUNCT
bracis-33555	186	1	when	when	SCONJ
bracis-33555	186	2	comparing	compare	VERB
bracis-33555	186	3	the	the	DET
bracis-33555	186	4	results	result	NOUN
bracis-33555	186	5	of	of	ADP
bracis-33555	186	6	federated	federated	ADJ
bracis-33555	186	7	learning	learning	NOUN
bracis-33555	186	8	(	(	PUNCT
bracis-33555	186	9	fl	fl	NOUN
bracis-33555	186	10	)	)	PUNCT
bracis-33555	186	11	with	with	ADP
bracis-33555	186	12	those	those	PRON
bracis-33555	186	13	of	of	ADP
bracis-33555	186	14	local	local	ADJ
bracis-33555	186	15	(	(	PUNCT
bracis-33555	186	16	centralized	centralized	ADJ
bracis-33555	186	17	)	)	PUNCT
bracis-33555	186	18	training	training	NOUN
bracis-33555	186	19	,	,	PUNCT
bracis-33555	186	20	it	it	PRON
bracis-33555	186	21	is	be	AUX
bracis-33555	186	22	evident	evident	ADJ
bracis-33555	186	23	that	that	SCONJ
bracis-33555	186	24	the	the	DET
bracis-33555	186	25	federated	federated	ADJ
bracis-33555	186	26	model	model	NOUN
bracis-33555	186	27	achieves	achieve	VERB
bracis-33555	186	28	comparable	comparable	ADJ
bracis-33555	186	29	and	and	CCONJ
bracis-33555	186	30	,	,	PUNCT
bracis-33555	186	31	in	in	ADP
bracis-33555	186	32	some	some	DET
bracis-33555	186	33	cases	case	NOUN
bracis-33555	186	34	,	,	PUNCT
bracis-33555	186	35	even	even	ADV
bracis-33555	186	36	superior	superior	ADJ
bracis-33555	186	37	results	result	NOUN
bracis-33555	186	38	.	.	PUNCT
bracis-33555	187	1	this	this	DET
bracis-33555	187	2	phenomenon	phenomenon	NOUN
bracis-33555	187	3	is	be	AUX
bracis-33555	187	4	particularly	particularly	ADV
bracis-33555	187	5	notable	notable	ADJ
bracis-33555	187	6	with	with	ADP
bracis-33555	187	7	fragmented	fragmented	ADJ
bracis-33555	187	8	datasets	dataset	NOUN
bracis-33555	187	9	,	,	PUNCT
bracis-33555	187	10	where	where	SCONJ
bracis-33555	187	11	the	the	DET
bracis-33555	187	12	federated	federated	ADJ
bracis-33555	187	13	model	model	NOUN
bracis-33555	187	14	trains	train	NOUN
bracis-33555	187	15	with	with	ADP
bracis-33555	187	16	different	different	ADJ
bracis-33555	187	17	subsets	subset	NOUN
bracis-33555	187	18	of	of	ADP
bracis-33555	187	19	data	datum	NOUN
bracis-33555	187	20	on	on	ADP
bracis-33555	187	21	each	each	DET
bracis-33555	187	22	client	client	NOUN
bracis-33555	187	23	.	.	PUNCT
bracis-33555	188	1	this	this	DET
bracis-33555	188	2	exposure	exposure	NOUN
bracis-33555	188	3	to	to	PART
bracis-33555	188	4	diverse	diverse	VERB
bracis-33555	188	5	scenarios	scenario	NOUN
bracis-33555	188	6	during	during	ADP
bracis-33555	188	7	training	training	NOUN
bracis-33555	188	8	enhances	enhance	NOUN
bracis-33555	188	9	the	the	DET
bracis-33555	188	10	model	model	NOUN
bracis-33555	188	11	’s	’s	PART
bracis-33555	188	12	ability	ability	NOUN
bracis-33555	188	13	to	to	PART
bracis-33555	188	14	generalize	generalize	VERB
bracis-33555	188	15	,	,	PUNCT
bracis-33555	188	16	contributing	contribute	VERB
bracis-33555	188	17	to	to	ADP
bracis-33555	188	18	its	its	PRON
bracis-33555	188	19	superior	superior	ADJ
bracis-33555	188	20	performance	performance	NOUN
bracis-33555	188	21	.	.	PUNCT
bracis-33555	189	1	in	in	ADP
bracis-33555	189	2	the	the	DET
bracis-33555	189	3	context	context	NOUN
bracis-33555	189	4	of	of	ADP
bracis-33555	189	5	complete	complete	ADJ
bracis-33555	189	6	datasets	dataset	NOUN
bracis-33555	189	7	,	,	PUNCT
bracis-33555	189	8	although	although	SCONJ
bracis-33555	189	9	the	the	DET
bracis-33555	189	10	same	same	ADJ
bracis-33555	189	11	data	datum	NOUN
bracis-33555	189	12	are	be	AUX
bracis-33555	189	13	used	use	VERB
bracis-33555	189	14	in	in	ADP
bracis-33555	189	15	all	all	DET
bracis-33555	189	16	clients	client	NOUN
bracis-33555	189	17	,	,	PUNCT
bracis-33555	189	18	the	the	DET
bracis-33555	189	19	randomness	randomness	NOUN
bracis-33555	189	20	during	during	ADP
bracis-33555	189	21	training	training	NOUN
bracis-33555	189	22	also	also	ADV
bracis-33555	189	23	contributes	contribute	VERB
bracis-33555	189	24	to	to	ADP
bracis-33555	189	25	data	datum	NOUN
bracis-33555	189	26	diversification	diversification	NOUN
bracis-33555	189	27	.	.	PUNCT
bracis-33555	190	1	this	this	DET
bracis-33555	190	2	federated	federated	ADJ
bracis-33555	190	3	training	training	NOUN
bracis-33555	190	4	approach	approach	NOUN
bracis-33555	190	5	results	result	NOUN
bracis-33555	190	6	in	in	ADP
bracis-33555	190	7	more	more	ADV
bracis-33555	190	8	robust	robust	ADJ
bracis-33555	190	9	and	and	CCONJ
bracis-33555	190	10	adaptable	adaptable	ADJ
bracis-33555	190	11	models	model	NOUN
bracis-33555	190	12	to	to	ADP
bracis-33555	190	13	different	different	ADJ
bracis-33555	190	14	scenarios	scenario	NOUN
bracis-33555	190	15	,	,	PUNCT
bracis-33555	190	16	demonstrating	demonstrate	VERB
bracis-33555	190	17	the	the	DET
bracis-33555	190	18	effectiveness	effectiveness	NOUN
bracis-33555	190	19	and	and	CCONJ
bracis-33555	190	20	advantages	advantage	NOUN
bracis-33555	190	21	of	of	ADP
bracis-33555	190	22	this	this	DET
bracis-33555	190	23	strategy	strategy	NOUN
bracis-33555	190	24	compared	compare	VERB
bracis-33555	190	25	to	to	ADP
bracis-33555	190	26	centralized	centralized	ADJ
bracis-33555	190	27	training	training	NOUN
bracis-33555	190	28	.	.	PUNCT
bracis-33555	191	1	still	still	ADV
bracis-33555	191	2	on	on	ADP
bracis-33555	191	3	complete	complete	ADJ
bracis-33555	191	4	datasets	dataset	NOUN
bracis-33555	191	5	,	,	PUNCT
bracis-33555	191	6	it	it	PRON
bracis-33555	191	7	is	be	AUX
bracis-33555	191	8	notable	notable	ADJ
bracis-33555	191	9	that	that	SCONJ
bracis-33555	191	10	the	the	DET
bracis-33555	191	11	variation	variation	NOUN
bracis-33555	191	12	in	in	ADP
bracis-33555	191	13	the	the	DET
bracis-33555	191	14	number	number	NOUN
bracis-33555	191	15	of	of	ADP
bracis-33555	191	16	clients	client	NOUN
bracis-33555	191	17	had	have	VERB
bracis-33555	191	18	little	little	ADJ
bracis-33555	191	19	impact	impact	NOUN
bracis-33555	191	20	on	on	ADP
bracis-33555	191	21	the	the	DET
bracis-33555	191	22	obtained	obtain	VERB
bracis-33555	191	23	results	result	NOUN
bracis-33555	191	24	,	,	PUNCT
bracis-33555	191	25	especially	especially	ADV
bracis-33555	191	26	concerning	concern	VERB
bracis-33555	191	27	the	the	DET
bracis-33555	191	28	accuracy	accuracy	NOUN
bracis-33555	191	29	metric	metric	NOUN
bracis-33555	191	30	(	(	PUNCT
bracis-33555	191	31	see	see	VERB
bracis-33555	191	32	table	table	NOUN
bracis-33555	191	33	 	 	SPACE
bracis-33555	191	34	2	2	NUM
bracis-33555	191	35	)	)	PUNCT
bracis-33555	191	36	.	.	PUNCT
bracis-33555	192	1	this	this	DET
bracis-33555	192	2	phenomenon	phenomenon	NOUN
bracis-33555	192	3	suggests	suggest	VERB
bracis-33555	192	4	that	that	SCONJ
bracis-33555	192	5	,	,	PUNCT
bracis-33555	192	6	for	for	ADP
bracis-33555	192	7	this	this	DET
bracis-33555	192	8	specific	specific	ADJ
bracis-33555	192	9	problem	problem	NOUN
bracis-33555	192	10	,	,	PUNCT
bracis-33555	192	11	the	the	DET
bracis-33555	192	12	number	number	NOUN
bracis-33555	192	13	of	of	ADP
bracis-33555	192	14	models	model	NOUN
bracis-33555	192	15	in	in	ADP
bracis-33555	192	16	the	the	DET
bracis-33555	192	17	aggregation	aggregation	NOUN
bracis-33555	192	18	had	have	VERB
bracis-33555	192	19	a	a	DET
bracis-33555	192	20	less	less	ADV
bracis-33555	192	21	significant	significant	ADJ
bracis-33555	192	22	influence	influence	NOUN
bracis-33555	192	23	on	on	ADP
bracis-33555	192	24	the	the	DET
bracis-33555	192	25	results	result	NOUN
bracis-33555	192	26	than	than	ADP
bracis-33555	192	27	the	the	DET
bracis-33555	192	28	amount	amount	NOUN
bracis-33555	192	29	of	of	ADP
bracis-33555	192	30	information	information	NOUN
bracis-33555	192	31	available	available	ADJ
bracis-33555	192	32	to	to	ADP
bracis-33555	192	33	each	each	DET
bracis-33555	192	34	individual	individual	ADJ
bracis-33555	192	35	model	model	NOUN
bracis-33555	192	36	.	.	PUNCT
bracis-33555	193	1	this	this	DET
bracis-33555	193	2	observation	observation	NOUN
bracis-33555	193	3	highlights	highlight	VERB
bracis-33555	193	4	the	the	DET
bracis-33555	193	5	importance	importance	NOUN
bracis-33555	193	6	of	of	ADP
bracis-33555	193	7	the	the	DET
bracis-33555	193	8	quality	quality	NOUN
bracis-33555	193	9	and	and	CCONJ
bracis-33555	193	10	diversity	diversity	NOUN
bracis-33555	193	11	of	of	ADP
bracis-33555	193	12	training	training	NOUN
bracis-33555	193	13	data	datum	NOUN
bracis-33555	193	14	over	over	ADP
bracis-33555	193	15	the	the	DET
bracis-33555	193	16	number	number	NOUN
bracis-33555	193	17	of	of	ADP
bracis-33555	193	18	models	model	NOUN
bracis-33555	193	19	used	use	VERB
bracis-33555	193	20	in	in	ADP
bracis-33555	193	21	the	the	DET
bracis-33555	193	22	context	context	NOUN
bracis-33555	193	23	of	of	ADP
bracis-33555	193	24	federated	federated	ADJ
bracis-33555	193	25	learning	learning	NOUN
bracis-33555	193	26	.	.	PUNCT
bracis-33555	194	1	when	when	SCONJ
bracis-33555	194	2	comparing	compare	VERB
bracis-33555	194	3	the	the	DET
bracis-33555	194	4	accuracy	accuracy	NOUN
bracis-33555	194	5	obtained	obtain	VERB
bracis-33555	194	6	in	in	ADP
bracis-33555	194	7	the	the	DET
bracis-33555	194	8	federated	federated	ADJ
bracis-33555	194	9	context	context	NOUN
bracis-33555	194	10	with	with	ADP
bracis-33555	194	11	the	the	DET
bracis-33555	194	12	results	result	NOUN
bracis-33555	194	13	presented	present	VERB
bracis-33555	194	14	by	by	ADP
bracis-33555	194	15	[	[	X
bracis-33555	194	16	20	20	NUM
bracis-33555	194	17	]	]	PUNCT
bracis-33555	194	18	,	,	PUNCT
bracis-33555	194	19	it	it	PRON
bracis-33555	194	20	is	be	AUX
bracis-33555	194	21	evident	evident	ADJ
bracis-33555	194	22	that	that	SCONJ
bracis-33555	194	23	the	the	DET
bracis-33555	194	24	former	former	ADJ
bracis-33555	194	25	stands	stand	VERB
bracis-33555	194	26	out	out	ADP
bracis-33555	194	27	in	in	ADP
bracis-33555	194	28	five	five	NUM
bracis-33555	194	29	cases	case	NOUN
bracis-33555	194	30	compared	compare	VERB
bracis-33555	194	31	to	to	ADP
bracis-33555	194	32	the	the	DET
bracis-33555	194	33	latter	latter	NOUN
bracis-33555	194	34	and	and	CCONJ
bracis-33555	194	35	shows	show	VERB
bracis-33555	194	36	comparable	comparable	ADJ
bracis-33555	194	37	results	result	NOUN
bracis-33555	194	38	in	in	ADP
bracis-33555	194	39	the	the	DET
bracis-33555	194	40	others	other	NOUN
bracis-33555	194	41	.	.	PUNCT
bracis-33555	195	1	this	this	PRON
bracis-33555	195	2	confirms	confirm	VERB
bracis-33555	195	3	the	the	DET
bracis-33555	195	4	effectiveness	effectiveness	NOUN
bracis-33555	195	5	and	and	CCONJ
bracis-33555	195	6	feasibility	feasibility	NOUN
bracis-33555	195	7	of	of	ADP
bracis-33555	195	8	this	this	DET
bracis-33555	195	9	strategy	strategy	NOUN
bracis-33555	195	10	.	.	PUNCT
bracis-33555	196	1	5.3	5.3	NUM
bracis-33555	196	2	conformal	conformal	ADJ
bracis-33555	196	3	prediction	prediction	NOUN
bracis-33555	196	4	and	and	CCONJ
bracis-33555	196	5	 	 	SPACE
bracis-33555	196	6	client	client	NOUN
bracis-33555	196	7	-	-	PUNCT
bracis-33555	196	8	dropping	drop	VERB
bracis-33555	196	9	analysis	analysis	NOUN
bracis-33555	196	10	in	in	ADP
bracis-33555	196	11	this	this	DET
bracis-33555	196	12	section	section	NOUN
bracis-33555	196	13	,	,	PUNCT
bracis-33555	196	14	we	we	PRON
bracis-33555	196	15	present	present	VERB
bracis-33555	196	16	the	the	DET
bracis-33555	196	17	results	result	NOUN
bracis-33555	196	18	of	of	ADP
bracis-33555	196	19	the	the	DET
bracis-33555	196	20	conformal	conformal	ADJ
bracis-33555	196	21	prediction	prediction	NOUN
bracis-33555	196	22	experiments	experiment	NOUN
bracis-33555	196	23	across	across	ADP
bracis-33555	196	24	four	four	NUM
bracis-33555	196	25	scenarios	scenario	NOUN
bracis-33555	196	26	(	(	PUNCT
bracis-33555	196	27	s1	s1	NOUN
bracis-33555	196	28	,	,	PUNCT
bracis-33555	196	29	s2	s2	PROPN
bracis-33555	196	30	,	,	PUNCT
bracis-33555	196	31	s3	s3	PROPN
bracis-33555	196	32	,	,	PUNCT
bracis-33555	196	33	and	and	CCONJ
bracis-33555	196	34	s4	s4	PROPN
bracis-33555	196	35	)	)	PUNCT
bracis-33555	196	36	as	as	SCONJ
bracis-33555	196	37	described	describe	VERB
bracis-33555	196	38	in	in	ADP
bracis-33555	196	39	the	the	DET
bracis-33555	196	40	experimental	experimental	ADJ
bracis-33555	196	41	setup	setup	NOUN
bracis-33555	196	42	.	.	PUNCT
bracis-33555	197	1	this	this	DET
bracis-33555	197	2	section	section	NOUN
bracis-33555	197	3	addresses	address	VERB
bracis-33555	197	4	the	the	DET
bracis-33555	197	5	rq1	rq1	NOUN
bracis-33555	197	6	and	and	CCONJ
bracis-33555	197	7	the	the	DET
bracis-33555	197	8	rq2	rq2	NOUN
bracis-33555	197	9	research	research	NOUN
bracis-33555	197	10	questions	question	NOUN
bracis-33555	197	11	defined	define	VERB
bracis-33555	197	12	in	in	ADP
bracis-33555	197	13	the	the	DET
bracis-33555	197	14	introduction	introduction	NOUN
bracis-33555	197	15	.	.	PUNCT
bracis-33555	198	1	the	the	DET
bracis-33555	198	2	experiments	experiment	NOUN
bracis-33555	198	3	were	be	AUX
bracis-33555	198	4	conducted	conduct	VERB
bracis-33555	198	5	using	use	VERB
bracis-33555	198	6	only	only	ADV
bracis-33555	198	7	three	three	NUM
bracis-33555	198	8	clients	client	NOUN
bracis-33555	198	9	,	,	PUNCT
bracis-33555	198	10	as	as	SCONJ
bracis-33555	198	11	no	no	DET
bracis-33555	198	12	significant	significant	ADJ
bracis-33555	198	13	differences	difference	NOUN
bracis-33555	198	14	were	be	AUX
bracis-33555	198	15	observed	observe	VERB
bracis-33555	198	16	in	in	ADP
bracis-33555	198	17	table	table	NOUN
bracis-33555	198	18	 	 	SPACE
bracis-33555	198	19	2	2	NUM
bracis-33555	198	20	when	when	SCONJ
bracis-33555	198	21	more	more	ADJ
bracis-33555	198	22	clients	client	NOUN
bracis-33555	198	23	were	be	AUX
bracis-33555	198	24	used	use	VERB
bracis-33555	198	25	,	,	PUNCT
bracis-33555	198	26	with	with	ADP
bracis-33555	198	27	each	each	DET
bracis-33555	198	28	client	client	NOUN
bracis-33555	198	29	utilizing	utilize	VERB
bracis-33555	198	30	the	the	DET
bracis-33555	198	31	entire	entire	ADJ
bracis-33555	198	32	training	training	NOUN
bracis-33555	198	33	dataset	dataset	NOUN
bracis-33555	198	34	.	.	PUNCT
bracis-33555	199	1	table	table	NOUN
bracis-33555	199	2	 	 	SPACE
bracis-33555	199	3	3	3	NUM
bracis-33555	199	4	shows	show	VERB
bracis-33555	199	5	a	a	DET
bracis-33555	199	6	considerable	considerable	ADJ
bracis-33555	199	7	reduction	reduction	NOUN
bracis-33555	199	8	in	in	ADP
bracis-33555	199	9	accuracy	accuracy	NOUN
bracis-33555	199	10	when	when	SCONJ
bracis-33555	199	11	a	a	DET
bracis-33555	199	12	corrupted	corrupted	ADJ
bracis-33555	199	13	client	client	NOUN
bracis-33555	199	14	is	be	AUX
bracis-33555	199	15	included	include	VERB
bracis-33555	199	16	in	in	ADP
bracis-33555	199	17	the	the	DET
bracis-33555	199	18	experiment	experiment	NOUN
bracis-33555	199	19	(	(	PUNCT
bracis-33555	199	20	s2	s2	PROPN
bracis-33555	199	21	)	)	PUNCT
bracis-33555	199	22	,	,	PUNCT
bracis-33555	199	23	compared	compare	VERB
bracis-33555	199	24	to	to	ADP
bracis-33555	199	25	experiments	experiment	NOUN
bracis-33555	199	26	without	without	ADP
bracis-33555	199	27	a	a	DET
bracis-33555	199	28	corrupted	corrupted	ADJ
bracis-33555	199	29	client	client	NOUN
bracis-33555	199	30	(	(	PUNCT
bracis-33555	199	31	s1	s1	NOUN
bracis-33555	199	32	)	)	PUNCT
bracis-33555	199	33	and	and	CCONJ
bracis-33555	199	34	those	those	PRON
bracis-33555	199	35	where	where	SCONJ
bracis-33555	199	36	the	the	DET
bracis-33555	199	37	corrupted	corrupted	ADJ
bracis-33555	199	38	client	client	NOUN
bracis-33555	199	39	removal	removal	NOUN
bracis-33555	199	40	strategy	strategy	NOUN
bracis-33555	199	41	is	be	AUX
bracis-33555	199	42	adopted	adopt	VERB
bracis-33555	199	43	(	(	PUNCT
bracis-33555	199	44	s3	s3	PROPN
bracis-33555	199	45	and	and	CCONJ
bracis-33555	199	46	s4	s4	PROPN
bracis-33555	199	47	)	)	PUNCT
bracis-33555	199	48	for	for	ADP
bracis-33555	199	49	both	both	CCONJ
bracis-33555	199	50	dataset	dataset	ADJ
bracis-33555	199	51	types	type	NOUN
bracis-33555	199	52	(	(	PUNCT
bracis-33555	199	53	complete	complete	ADJ
bracis-33555	199	54	and	and	CCONJ
bracis-33555	199	55	fragmented	fragmented	ADJ
bracis-33555	199	56	)	)	PUNCT
bracis-33555	199	57	.	.	PUNCT
bracis-33555	200	1	for	for	ADP
bracis-33555	200	2	instance	instance	NOUN
bracis-33555	200	3	,	,	PUNCT
bracis-33555	200	4	in	in	ADP
bracis-33555	200	5	the	the	DET
bracis-33555	200	6	path	path	NOUN
bracis-33555	200	7	and	and	CCONJ
bracis-33555	200	8	oct	oct	PROPN
bracis-33555	200	9	subsets	subset	NOUN
bracis-33555	200	10	,	,	PUNCT
bracis-33555	200	11	the	the	DET
bracis-33555	200	12	accuracy	accuracy	NOUN
bracis-33555	200	13	dropped	drop	VERB
bracis-33555	200	14	by	by	ADP
bracis-33555	200	15	approximately	approximately	ADV
bracis-33555	200	16	47	47	NUM
bracis-33555	200	17	%	%	NOUN
bracis-33555	200	18	and	and	CCONJ
bracis-33555	200	19	24	24	NUM
bracis-33555	200	20	%	%	NOUN
bracis-33555	200	21	,	,	PUNCT
bracis-33555	200	22	respectively	respectively	ADV
bracis-33555	200	23	.	.	PUNCT
bracis-33555	201	1	conversely	conversely	ADV
bracis-33555	201	2	,	,	PUNCT
bracis-33555	201	3	in	in	ADP
bracis-33555	201	4	the	the	DET
bracis-33555	201	5	derma	derma	NOUN
bracis-33555	201	6	subset	subset	NOUN
bracis-33555	201	7	,	,	PUNCT
bracis-33555	201	8	the	the	DET
bracis-33555	201	9	drop	drop	NOUN
bracis-33555	201	10	was	be	AUX
bracis-33555	201	11	approximately	approximately	ADV
bracis-33555	201	12	3	3	NUM
bracis-33555	201	13	%	%	NOUN
bracis-33555	201	14	.	.	PUNCT
bracis-33555	202	1	table	table	NOUN
bracis-33555	202	2	3	3	NUM
bracis-33555	202	3	.	.	PUNCT
bracis-33555	202	4	results	result	NOUN
bracis-33555	202	5	of	of	ADP
bracis-33555	202	6	conformal	conformal	ADJ
bracis-33555	202	7	prediction	prediction	NOUN
bracis-33555	202	8	(	(	PUNCT
bracis-33555	202	9	cp	cp	NOUN
bracis-33555	202	10	)	)	PUNCT
bracis-33555	202	11	experiments	experiment	NOUN
bracis-33555	202	12	for	for	ADP
bracis-33555	202	13	all	all	DET
bracis-33555	202	14	three	three	NUM
bracis-33555	202	15	clients	client	NOUN
bracis-33555	202	16	,	,	PUNCT
bracis-33555	202	17	considering	consider	VERB
bracis-33555	202	18	the	the	DET
bracis-33555	202	19	four	four	NUM
bracis-33555	202	20	scenarios	scenario	NOUN
bracis-33555	202	21	:	:	PUNCT
bracis-33555	202	22	s1	s1	NOUN
bracis-33555	202	23	:	:	PUNCT
bracis-33555	202	24	none	none	NOUN
bracis-33555	202	25	corrupted	corrupted	ADJ
bracis-33555	202	26	clients	client	NOUN
bracis-33555	202	27	;	;	PUNCT
bracis-33555	202	28	s2	s2	NOUN
bracis-33555	202	29	:	:	PUNCT
bracis-33555	202	30	one	one	NUM
bracis-33555	202	31	corrupted	corrupted	ADJ
bracis-33555	202	32	client	client	NOUN
bracis-33555	202	33	;	;	PUNCT
bracis-33555	202	34	s3	s3	PROPN
bracis-33555	202	35	:	:	PUNCT
bracis-33555	202	36	none	none	NOUN
bracis-33555	202	37	corrupted	corrupt	VERB
bracis-33555	202	38	clients	client	NOUN
bracis-33555	202	39	and	and	CCONJ
bracis-33555	202	40	applying	apply	VERB
bracis-33555	202	41	the	the	DET
bracis-33555	202	42	client	client	NOUN
bracis-33555	202	43	-	-	PUNCT
bracis-33555	202	44	dropping	drop	VERB
bracis-33555	202	45	strategy	strategy	NOUN
bracis-33555	202	46	;	;	PUNCT
bracis-33555	202	47	and	and	CCONJ
bracis-33555	202	48	s4	s4	PROPN
bracis-33555	202	49	:	:	PUNCT
bracis-33555	202	50	one	one	NUM
bracis-33555	202	51	corrupted	corrupted	ADJ
bracis-33555	202	52	client	client	NOUN
bracis-33555	202	53	and	and	CCONJ
bracis-33555	202	54	applying	apply	VERB
bracis-33555	202	55	the	the	DET
bracis-33555	202	56	client	client	NOUN
bracis-33555	202	57	-	-	PUNCT
bracis-33555	202	58	dropping	dropping	NOUN
bracis-33555	202	59	strategy	strategy	NOUN
bracis-33555	202	60	.	.	PUNCT
bracis-33555	203	1	the	the	DET
bracis-33555	203	2	best	good	ADJ
bracis-33555	203	3	results	result	NOUN
bracis-33555	203	4	in	in	ADP
bracis-33555	203	5	each	each	DET
bracis-33555	203	6	scenario	scenario	NOUN
bracis-33555	203	7	are	be	AUX
bracis-33555	203	8	highlighted	highlight	VERB
bracis-33555	203	9	in	in	ADP
bracis-33555	203	10	bold.full	bold.full	NUM
bracis-33555	203	11	size	size	NOUN
bracis-33555	203	12	table	table	NOUN
bracis-33555	203	13	it	it	PRON
bracis-33555	203	14	is	be	AUX
bracis-33555	203	15	important	important	ADJ
bracis-33555	203	16	to	to	PART
bracis-33555	203	17	note	note	VERB
bracis-33555	203	18	from	from	ADP
bracis-33555	203	19	table	table	NOUN
bracis-33555	203	20	 	 	SPACE
bracis-33555	203	21	3	3	NUM
bracis-33555	203	22	that	that	SCONJ
bracis-33555	203	23	in	in	ADP
bracis-33555	203	24	both	both	CCONJ
bracis-33555	203	25	complete	complete	ADJ
bracis-33555	203	26	and	and	CCONJ
bracis-33555	203	27	fragmented	fragmented	ADJ
bracis-33555	203	28	data	data	NOUN
bracis-33555	203	29	scenarios	scenario	NOUN
bracis-33555	203	30	,	,	PUNCT
bracis-33555	203	31	the	the	DET
bracis-33555	203	32	client	client	NOUN
bracis-33555	203	33	-	-	PUNCT
bracis-33555	203	34	dropping	drop	VERB
bracis-33555	203	35	strategy	strategy	NOUN
bracis-33555	203	36	does	do	AUX
bracis-33555	203	37	not	not	PART
bracis-33555	203	38	impact	impact	VERB
bracis-33555	203	39	training	training	NOUN
bracis-33555	203	40	when	when	SCONJ
bracis-33555	203	41	no	no	DET
bracis-33555	203	42	corrupted	corrupted	ADJ
bracis-33555	203	43	client	client	NOUN
bracis-33555	203	44	is	be	AUX
bracis-33555	203	45	present	present	ADJ
bracis-33555	203	46	(	(	PUNCT
bracis-33555	203	47	s3	s3	PROPN
bracis-33555	203	48	)	)	PUNCT
bracis-33555	203	49	.	.	PUNCT
bracis-33555	204	1	however	however	ADV
bracis-33555	204	2	,	,	PUNCT
bracis-33555	204	3	it	it	PRON
bracis-33555	204	4	offers	offer	VERB
bracis-33555	204	5	significant	significant	ADJ
bracis-33555	204	6	benefits	benefit	NOUN
bracis-33555	204	7	when	when	SCONJ
bracis-33555	204	8	a	a	DET
bracis-33555	204	9	corrupted	corrupted	ADJ
bracis-33555	204	10	client	client	NOUN
bracis-33555	204	11	is	be	AUX
bracis-33555	204	12	included	include	VERB
bracis-33555	204	13	(	(	PUNCT
bracis-33555	204	14	s4	s4	PROPN
bracis-33555	204	15	)	)	PUNCT
bracis-33555	204	16	.	.	PUNCT
bracis-33555	205	1	with	with	ADP
bracis-33555	205	2	the	the	DET
bracis-33555	205	3	client	client	NOUN
bracis-33555	205	4	-	-	PUNCT
bracis-33555	205	5	dropping	drop	VERB
bracis-33555	205	6	strategy	strategy	NOUN
bracis-33555	205	7	,	,	PUNCT
bracis-33555	205	8	the	the	DET
bracis-33555	205	9	accuracy	accuracy	NOUN
bracis-33555	205	10	achieved	achieve	VERB
bracis-33555	205	11	was	be	AUX
bracis-33555	205	12	close	close	ADJ
bracis-33555	205	13	to	to	ADP
bracis-33555	205	14	the	the	DET
bracis-33555	205	15	ideal	ideal	NOUN
bracis-33555	205	16	(	(	PUNCT
bracis-33555	205	17	s1	s1	NOUN
bracis-33555	205	18	)	)	PUNCT
bracis-33555	205	19	and	and	CCONJ
bracis-33555	205	20	,	,	PUNCT
bracis-33555	205	21	in	in	ADP
bracis-33555	205	22	some	some	DET
bracis-33555	205	23	cases	case	NOUN
bracis-33555	205	24	,	,	PUNCT
bracis-33555	205	25	even	even	ADV
bracis-33555	205	26	higher	high	ADJ
bracis-33555	205	27	.	.	PUNCT
bracis-33555	206	1	this	this	PRON
bracis-33555	206	2	can	can	AUX
bracis-33555	206	3	be	be	AUX
bracis-33555	206	4	attributed	attribute	VERB
bracis-33555	206	5	to	to	ADP
bracis-33555	206	6	the	the	DET
bracis-33555	206	7	global	global	ADJ
bracis-33555	206	8	model	model	NOUN
bracis-33555	206	9	being	be	AUX
bracis-33555	206	10	merged	merge	VERB
bracis-33555	206	11	with	with	ADP
bracis-33555	206	12	local	local	ADJ
bracis-33555	206	13	models	model	NOUN
bracis-33555	206	14	that	that	PRON
bracis-33555	206	15	have	have	VERB
bracis-33555	206	16	less	less	ADJ
bracis-33555	206	17	uncertainty	uncertainty	NOUN
bracis-33555	206	18	,	,	PUNCT
bracis-33555	206	19	resulting	result	VERB
bracis-33555	206	20	in	in	ADP
bracis-33555	206	21	a	a	DET
bracis-33555	206	22	more	more	ADV
bracis-33555	206	23	accurate	accurate	ADJ
bracis-33555	206	24	and	and	CCONJ
bracis-33555	206	25	reliable	reliable	ADJ
bracis-33555	206	26	model	model	NOUN
bracis-33555	206	27	.	.	PUNCT
bracis-33555	207	1	even	even	ADV
bracis-33555	207	2	in	in	ADP
bracis-33555	207	3	scenarios	scenario	NOUN
bracis-33555	207	4	where	where	SCONJ
bracis-33555	207	5	the	the	DET
bracis-33555	207	6	drop	drop	NOUN
bracis-33555	207	7	in	in	ADP
bracis-33555	207	8	accuracy	accuracy	NOUN
bracis-33555	207	9	was	be	AUX
bracis-33555	207	10	mild	mild	ADJ
bracis-33555	207	11	,	,	PUNCT
bracis-33555	207	12	prediction	prediction	NOUN
bracis-33555	207	13	uncertainty	uncertainty	NOUN
bracis-33555	207	14	generally	generally	ADV
bracis-33555	207	15	increased	increase	VERB
bracis-33555	207	16	.	.	PUNCT
bracis-33555	208	1	notable	notable	ADJ
bracis-33555	208	2	examples	example	NOUN
bracis-33555	208	3	include	include	VERB
bracis-33555	208	4	the	the	DET
bracis-33555	208	5	derma	derma	NOUN
bracis-33555	208	6	and	and	CCONJ
bracis-33555	208	7	organa	organa	PROPN
bracis-33555	208	8	datasets	dataset	NOUN
bracis-33555	208	9	,	,	PUNCT
bracis-33555	208	10	where	where	SCONJ
bracis-33555	208	11	slight	slight	ADJ
bracis-33555	208	12	drops	drop	VERB
bracis-33555	208	13	in	in	ADP
bracis-33555	208	14	accuracy	accuracy	NOUN
bracis-33555	208	15	(	(	PUNCT
bracis-33555	208	16	3	3	NUM
bracis-33555	208	17	%	%	NOUN
bracis-33555	208	18	and	and	CCONJ
bracis-33555	208	19	2	2	NUM
bracis-33555	208	20	%	%	NOUN
bracis-33555	208	21	,	,	PUNCT
bracis-33555	208	22	respectively	respectively	ADV
bracis-33555	208	23	)	)	PUNCT
bracis-33555	208	24	compared	compare	VERB
bracis-33555	208	25	to	to	ADP
bracis-33555	208	26	scenario	scenario	NOUN
bracis-33555	208	27	s1	s1	PROPN
bracis-33555	208	28	were	be	AUX
bracis-33555	208	29	accompanied	accompany	VERB
bracis-33555	208	30	by	by	ADP
bracis-33555	208	31	significant	significant	ADJ
bracis-33555	208	32	increases	increase	NOUN
bracis-33555	208	33	in	in	ADP
bracis-33555	208	34	prediction	prediction	NOUN
bracis-33555	208	35	uncertainty	uncertainty	NOUN
bracis-33555	208	36	.	.	PUNCT
bracis-33555	209	1	specifically	specifically	ADV
bracis-33555	209	2	,	,	PUNCT
bracis-33555	209	3	there	there	PRON
bracis-33555	209	4	were	be	VERB
bracis-33555	209	5	increases	increase	NOUN
bracis-33555	209	6	of	of	ADP
bracis-33555	209	7	0.39	0.39	NUM
bracis-33555	209	8	and	and	CCONJ
bracis-33555	209	9	0.56	0.56	NUM
bracis-33555	209	10	in	in	ADP
bracis-33555	209	11	interval	interval	NOUN
bracis-33555	209	12	width	width	NOUN
bracis-33555	209	13	and	and	CCONJ
bracis-33555	209	14	decreases	decrease	NOUN
bracis-33555	209	15	of	of	ADP
bracis-33555	209	16	0.28	0.28	NUM
bracis-33555	209	17	and	and	CCONJ
bracis-33555	209	18	0.18	0.18	NUM
bracis-33555	209	19	in	in	ADP
bracis-33555	209	20	coverage	coverage	NOUN
bracis-33555	209	21	rate	rate	NOUN
bracis-33555	209	22	for	for	ADP
bracis-33555	209	23	each	each	DET
bracis-33555	209	24	respective	respective	ADJ
bracis-33555	209	25	dataset	dataset	NOUN
bracis-33555	209	26	.	.	PUNCT
bracis-33555	210	1	additionally	additionally	ADV
bracis-33555	210	2	,	,	PUNCT
bracis-33555	210	3	results	result	NOUN
bracis-33555	210	4	from	from	ADP
bracis-33555	210	5	s3	s3	PROPN
bracis-33555	210	6	and	and	CCONJ
bracis-33555	210	7	s4	s4	PROPN
bracis-33555	210	8	are	be	AUX
bracis-33555	210	9	very	very	ADV
bracis-33555	210	10	close	close	ADJ
bracis-33555	210	11	to	to	ADP
bracis-33555	210	12	(	(	PUNCT
bracis-33555	210	13	and	and	CCONJ
bracis-33555	210	14	sometimes	sometimes	ADV
bracis-33555	210	15	slightly	slightly	ADV
bracis-33555	210	16	better	well	ADJ
bracis-33555	210	17	than	than	ADP
bracis-33555	210	18	)	)	PUNCT
bracis-33555	210	19	those	those	PRON
bracis-33555	210	20	from	from	ADP
bracis-33555	210	21	s1	s1	PROPN
bracis-33555	210	22	.	.	PUNCT
bracis-33555	211	1	5.4	5.4	NUM
bracis-33555	211	2	discussion	discussion	NOUN
bracis-33555	211	3	as	as	SCONJ
bracis-33555	211	4	can	can	AUX
bracis-33555	211	5	be	be	AUX
bracis-33555	211	6	observed	observe	VERB
bracis-33555	211	7	in	in	ADP
bracis-33555	211	8	fig	fig	NOUN
bracis-33555	211	9	.	.	PUNCT
bracis-33555	211	10	 	 	SPACE
bracis-33555	212	1	3	3	NUM
bracis-33555	212	2	,	,	PUNCT
bracis-33555	212	3	all	all	DET
bracis-33555	212	4	models	model	NOUN
bracis-33555	212	5	trained	train	VERB
bracis-33555	212	6	with	with	ADP
bracis-33555	212	7	fragments	fragment	NOUN
bracis-33555	212	8	of	of	ADP
bracis-33555	212	9	the	the	DET
bracis-33555	212	10	original	original	ADJ
bracis-33555	212	11	dataset	dataset	NOUN
bracis-33555	212	12	tend	tend	VERB
bracis-33555	212	13	to	to	PART
bracis-33555	212	14	have	have	VERB
bracis-33555	212	15	lower	low	ADJ
bracis-33555	212	16	accuracy	accuracy	NOUN
bracis-33555	212	17	performance	performance	NOUN
bracis-33555	212	18	compared	compare	VERB
bracis-33555	212	19	to	to	ADP
bracis-33555	212	20	models	model	NOUN
bracis-33555	212	21	trained	train	VERB
bracis-33555	212	22	with	with	ADP
bracis-33555	212	23	the	the	DET
bracis-33555	212	24	entire	entire	ADJ
bracis-33555	212	25	dataset	dataset	NOUN
bracis-33555	212	26	.	.	PUNCT
bracis-33555	213	1	it	it	PRON
bracis-33555	213	2	is	be	AUX
bracis-33555	213	3	also	also	ADV
bracis-33555	213	4	noticeable	noticeable	ADJ
bracis-33555	213	5	that	that	SCONJ
bracis-33555	213	6	the	the	DET
bracis-33555	213	7	models	model	NOUN
bracis-33555	213	8	trained	train	VERB
bracis-33555	213	9	with	with	ADP
bracis-33555	213	10	six	six	NUM
bracis-33555	213	11	clients	client	NOUN
bracis-33555	213	12	had	have	VERB
bracis-33555	213	13	results	result	NOUN
bracis-33555	213	14	closest	close	ADJ
bracis-33555	213	15	to	to	ADP
bracis-33555	213	16	the	the	DET
bracis-33555	213	17	reference	reference	NOUN
bracis-33555	213	18	benchmark	benchmark	NOUN
bracis-33555	213	19	values	value	NOUN
bracis-33555	213	20	conducted	conduct	VERB
bracis-33555	213	21	in	in	ADP
bracis-33555	213	22	[	[	X
bracis-33555	213	23	20	20	NUM
bracis-33555	213	24	]	]	PUNCT
bracis-33555	213	25	.	.	PUNCT
bracis-33555	214	1	figure	figure	NOUN
bracis-33555	214	2	 	 	SPACE
bracis-33555	214	3	4	4	NUM
bracis-33555	214	4	graphically	graphically	ADV
bracis-33555	214	5	presents	present	VERB
bracis-33555	214	6	the	the	DET
bracis-33555	214	7	accuracy	accuracy	NOUN
bracis-33555	214	8	results	result	NOUN
bracis-33555	214	9	obtained	obtain	VERB
bracis-33555	214	10	by	by	ADP
bracis-33555	214	11	the	the	DET
bracis-33555	214	12	models	model	NOUN
bracis-33555	214	13	trained	train	VERB
bracis-33555	214	14	on	on	ADP
bracis-33555	214	15	fragmented	fragmented	ADJ
bracis-33555	214	16	datasets	dataset	NOUN
bracis-33555	214	17	.	.	PUNCT
bracis-33555	215	1	as	as	SCONJ
bracis-33555	215	2	can	can	AUX
bracis-33555	215	3	be	be	AUX
bracis-33555	215	4	observed	observe	VERB
bracis-33555	215	5	,	,	PUNCT
bracis-33555	215	6	in	in	ADP
bracis-33555	215	7	all	all	DET
bracis-33555	215	8	federated	federated	ADJ
bracis-33555	215	9	models	model	NOUN
bracis-33555	215	10	,	,	PUNCT
bracis-33555	215	11	the	the	DET
bracis-33555	215	12	results	result	NOUN
bracis-33555	215	13	were	be	AUX
bracis-33555	215	14	close	close	ADJ
bracis-33555	215	15	to	to	ADP
bracis-33555	215	16	the	the	DET
bracis-33555	215	17	reference	reference	NOUN
bracis-33555	215	18	benchmark	benchmark	NOUN
bracis-33555	215	19	values	value	NOUN
bracis-33555	215	20	conducted	conduct	VERB
bracis-33555	215	21	in	in	ADP
bracis-33555	215	22	[	[	X
bracis-33555	215	23	20	20	NUM
bracis-33555	215	24	]	]	PUNCT
bracis-33555	215	25	.	.	PUNCT
bracis-33555	216	1	the	the	DET
bracis-33555	216	2	federated	federated	ADJ
bracis-33555	216	3	strategy	strategy	NOUN
bracis-33555	216	4	using	use	VERB
bracis-33555	216	5	six	six	NUM
bracis-33555	216	6	clients	client	NOUN
bracis-33555	216	7	showed	show	VERB
bracis-33555	216	8	the	the	DET
bracis-33555	216	9	best	good	ADJ
bracis-33555	216	10	results	result	NOUN
bracis-33555	216	11	across	across	ADP
bracis-33555	216	12	all	all	DET
bracis-33555	216	13	datasets	dataset	NOUN
bracis-33555	216	14	.	.	PUNCT
bracis-33555	217	1	more	more	ADJ
bracis-33555	217	2	clients	client	NOUN
bracis-33555	217	3	were	be	AUX
bracis-33555	217	4	not	not	PART
bracis-33555	217	5	tested	test	VERB
bracis-33555	217	6	due	due	ADP
bracis-33555	217	7	to	to	ADP
bracis-33555	217	8	the	the	DET
bracis-33555	217	9	lack	lack	NOUN
bracis-33555	217	10	of	of	ADP
bracis-33555	217	11	infrastructure	infrastructure	NOUN
bracis-33555	217	12	to	to	PART
bracis-33555	217	13	run	run	VERB
bracis-33555	217	14	the	the	DET
bracis-33555	217	15	experiments	experiment	NOUN
bracis-33555	217	16	.	.	PUNCT
bracis-33555	218	1	fig	fig	NOUN
bracis-33555	218	2	.	.	PUNCT
bracis-33555	219	1	3	3	X
bracis-33555	219	2	.	.	X
bracis-33555	219	3	accuracy	accuracy	NOUN
bracis-33555	219	4	graph	graph	NOUN
bracis-33555	219	5	of	of	ADP
bracis-33555	219	6	all	all	DET
bracis-33555	219	7	models	model	NOUN
bracis-33555	219	8	trained	train	VERB
bracis-33555	219	9	with	with	ADP
bracis-33555	219	10	fragmented	fragmented	ADJ
bracis-33555	219	11	and	and	CCONJ
bracis-33555	219	12	complete	complete	ADJ
bracis-33555	219	13	datasets	dataset	NOUN
bracis-33555	219	14	.	.	PUNCT
bracis-33555	220	1	full	full	ADJ
bracis-33555	220	2	size	size	NOUN
bracis-33555	220	3	image	image	NOUN
bracis-33555	220	4	changing	change	VERB
bracis-33555	220	5	focus	focus	NOUN
bracis-33555	220	6	to	to	ADP
bracis-33555	220	7	the	the	DET
bracis-33555	220	8	cp	cp	PROPN
bracis-33555	220	9	analysis	analysis	NOUN
bracis-33555	220	10	,	,	PUNCT
bracis-33555	220	11	it	it	PRON
bracis-33555	220	12	is	be	AUX
bracis-33555	220	13	possible	possible	ADJ
bracis-33555	220	14	to	to	PART
bracis-33555	220	15	see	see	VERB
bracis-33555	220	16	that	that	DET
bracis-33555	220	17	prediction	prediction	NOUN
bracis-33555	220	18	uncertainty	uncertainty	NOUN
bracis-33555	220	19	metrics	metric	NOUN
bracis-33555	220	20	(	(	PUNCT
bracis-33555	220	21	i.e.	i.e.	X
bracis-33555	220	22	interval	interval	NOUN
bracis-33555	220	23	width	width	NOUN
bracis-33555	220	24	and	and	CCONJ
bracis-33555	220	25	coverage	coverage	NOUN
bracis-33555	220	26	rate	rate	NOUN
bracis-33555	220	27	)	)	PUNCT
bracis-33555	220	28	can	can	AUX
bracis-33555	220	29	be	be	AUX
bracis-33555	220	30	very	very	ADV
bracis-33555	220	31	useful	useful	ADJ
bracis-33555	220	32	to	to	PART
bracis-33555	220	33	detected	detect	VERB
bracis-33555	220	34	and	and	CCONJ
bracis-33555	220	35	possibly	possibly	ADV
bracis-33555	220	36	discard	discard	VERB
bracis-33555	220	37	corrupted	corrupted	ADJ
bracis-33555	220	38	clients	client	NOUN
bracis-33555	220	39	and	and	CCONJ
bracis-33555	220	40	their	their	PRON
bracis-33555	220	41	bad	bad	ADJ
bracis-33555	220	42	contribution	contribution	NOUN
bracis-33555	220	43	to	to	ADP
bracis-33555	220	44	the	the	DET
bracis-33555	220	45	learning	learning	NOUN
bracis-33555	220	46	process	process	NOUN
bracis-33555	220	47	.	.	PUNCT
bracis-33555	221	1	specially	specially	ADV
bracis-33555	221	2	on	on	ADP
bracis-33555	221	3	cases	case	NOUN
bracis-33555	221	4	where	where	SCONJ
bracis-33555	221	5	accuracy	accuracy	NOUN
bracis-33555	221	6	drops	drop	NOUN
bracis-33555	221	7	are	be	AUX
bracis-33555	221	8	mild	mild	ADJ
bracis-33555	221	9	,	,	PUNCT
bracis-33555	221	10	where	where	SCONJ
bracis-33555	221	11	the	the	DET
bracis-33555	221	12	high	high	ADJ
bracis-33555	221	13	uncertainty	uncertainty	NOUN
bracis-33555	221	14	on	on	ADP
bracis-33555	221	15	corrupted	corrupted	ADJ
bracis-33555	221	16	client	client	NOUN
bracis-33555	221	17	predictions	prediction	NOUN
bracis-33555	221	18	would	would	AUX
bracis-33555	221	19	probably	probably	ADV
bracis-33555	221	20	be	be	AUX
bracis-33555	221	21	masked	mask	VERB
bracis-33555	221	22	,	,	PUNCT
bracis-33555	221	23	those	those	DET
bracis-33555	221	24	metrics	metric	NOUN
bracis-33555	221	25	can	can	AUX
bracis-33555	221	26	provide	provide	VERB
bracis-33555	221	27	good	good	ADJ
bracis-33555	221	28	intel	intel	NOUN
bracis-33555	221	29	whether	whether	SCONJ
bracis-33555	221	30	a	a	DET
bracis-33555	221	31	client	client	NOUN
bracis-33555	221	32	is	be	AUX
bracis-33555	221	33	corrupted	corrupt	VERB
bracis-33555	221	34	or	or	CCONJ
bracis-33555	221	35	not	not	PART
bracis-33555	221	36	.	.	PUNCT
bracis-33555	222	1	in	in	ADP
bracis-33555	222	2	conclusion	conclusion	NOUN
bracis-33555	222	3	,	,	PUNCT
bracis-33555	222	4	it	it	PRON
bracis-33555	222	5	is	be	AUX
bracis-33555	222	6	possible	possible	ADJ
bracis-33555	222	7	to	to	AUX
bracis-33555	222	8	state	state	VERB
bracis-33555	222	9	that	that	SCONJ
bracis-33555	222	10	the	the	DET
bracis-33555	222	11	federated	federated	ADJ
bracis-33555	222	12	approach	approach	NOUN
bracis-33555	222	13	succeeded	succeed	VERB
bracis-33555	222	14	in	in	ADP
bracis-33555	222	15	avoiding	avoid	VERB
bracis-33555	222	16	data	datum	NOUN
bracis-33555	222	17	sharing	sharing	NOUN
bracis-33555	222	18	while	while	SCONJ
bracis-33555	222	19	building	build	VERB
bracis-33555	222	20	competitive	competitive	ADJ
bracis-33555	222	21	models	model	NOUN
bracis-33555	222	22	,	,	PUNCT
bracis-33555	222	23	in	in	ADP
bracis-33555	222	24	terms	term	NOUN
bracis-33555	222	25	of	of	ADP
bracis-33555	222	26	accuracy	accuracy	NOUN
bracis-33555	222	27	,	,	PUNCT
bracis-33555	222	28	when	when	SCONJ
bracis-33555	222	29	compared	compare	VERB
bracis-33555	222	30	to	to	ADP
bracis-33555	222	31	the	the	DET
bracis-33555	222	32	centralized	centralized	ADJ
bracis-33555	222	33	model	model	NOUN
bracis-33555	222	34	extensively	extensively	ADV
bracis-33555	222	35	tested	test	VERB
bracis-33555	222	36	with	with	ADP
bracis-33555	222	37	medmnist	medmnist	NOUN
bracis-33555	222	38	in	in	ADP
bracis-33555	222	39	[	[	X
bracis-33555	222	40	20	20	NUM
bracis-33555	222	41	]	]	PUNCT
bracis-33555	222	42	.	.	PUNCT
bracis-33555	223	1	in	in	ADP
bracis-33555	223	2	certain	certain	ADJ
bracis-33555	223	3	cases	case	NOUN
bracis-33555	223	4	,	,	PUNCT
bracis-33555	223	5	especially	especially	ADV
bracis-33555	223	6	in	in	ADP
bracis-33555	223	7	the	the	DET
bracis-33555	223	8	tests	test	NOUN
bracis-33555	223	9	conducted	conduct	VERB
bracis-33555	223	10	on	on	ADP
bracis-33555	223	11	the	the	DET
bracis-33555	223	12	blood	blood	NOUN
bracis-33555	223	13	,	,	PUNCT
bracis-33555	223	14	breast	breast	NOUN
bracis-33555	223	15	,	,	PUNCT
bracis-33555	223	16	derma	derma	NOUN
bracis-33555	223	17	,	,	PUNCT
bracis-33555	223	18	oct	oct	NOUN
bracis-33555	223	19	,	,	PUNCT
bracis-33555	223	20	and	and	CCONJ
bracis-33555	223	21	pneumonia	pneumonia	NOUN
bracis-33555	223	22	datasets	dataset	NOUN
bracis-33555	223	23	,	,	PUNCT
bracis-33555	223	24	the	the	DET
bracis-33555	223	25	federated	federated	ADJ
bracis-33555	223	26	approach	approach	NOUN
bracis-33555	223	27	outperformed	outperform	VERB
bracis-33555	223	28	the	the	DET
bracis-33555	223	29	reference	reference	NOUN
bracis-33555	223	30	model	model	NOUN
bracis-33555	223	31	,	,	PUNCT
bracis-33555	223	32	reinforcing	reinforce	VERB
bracis-33555	223	33	the	the	DET
bracis-33555	223	34	potential	potential	ADJ
bracis-33555	223	35	efficiency	efficiency	NOUN
bracis-33555	223	36	of	of	ADP
bracis-33555	223	37	the	the	DET
bracis-33555	223	38	federated	federated	ADJ
bracis-33555	223	39	strategy	strategy	NOUN
bracis-33555	223	40	.	.	PUNCT
bracis-33555	224	1	fig	fig	NOUN
bracis-33555	224	2	.	.	PUNCT
bracis-33555	225	1	4	4	NUM
bracis-33555	225	2	.	.	X
bracis-33555	225	3	accuracy	accuracy	NOUN
bracis-33555	225	4	graph	graph	NOUN
bracis-33555	225	5	of	of	ADP
bracis-33555	225	6	the	the	DET
bracis-33555	225	7	models	model	NOUN
bracis-33555	225	8	trained	train	VERB
bracis-33555	225	9	with	with	ADP
bracis-33555	225	10	fragmented	fragmented	ADJ
bracis-33555	225	11	datasets	dataset	NOUN
bracis-33555	225	12	.	.	PUNCT
bracis-33555	226	1	full	full	ADJ
bracis-33555	226	2	size	size	NOUN
bracis-33555	226	3	image	image	NOUN
bracis-33555	226	4	6	6	NUM
bracis-33555	226	5	conclusion	conclusion	NOUN
bracis-33555	226	6	this	this	DET
bracis-33555	226	7	study	study	NOUN
bracis-33555	226	8	proposes	propose	VERB
bracis-33555	226	9	a	a	DET
bracis-33555	226	10	client	client	NOUN
bracis-33555	226	11	-	-	PUNCT
bracis-33555	226	12	dropping	drop	VERB
bracis-33555	226	13	strategy	strategy	NOUN
bracis-33555	226	14	using	use	VERB
bracis-33555	226	15	conformal	conformal	ADJ
bracis-33555	226	16	prediction	prediction	NOUN
bracis-33555	226	17	in	in	ADP
bracis-33555	226	18	the	the	DET
bracis-33555	226	19	federated	federated	ADJ
bracis-33555	226	20	learning	learn	VERB
bracis-33555	226	21	context	context	NOUN
bracis-33555	226	22	.	.	PUNCT
bracis-33555	227	1	the	the	DET
bracis-33555	227	2	proposed	propose	VERB
bracis-33555	227	3	approach	approach	NOUN
bracis-33555	227	4	preserves	preserve	VERB
bracis-33555	227	5	the	the	DET
bracis-33555	227	6	positive	positive	ADJ
bracis-33555	227	7	characteristics	characteristic	NOUN
bracis-33555	227	8	of	of	ADP
bracis-33555	227	9	federated	federated	ADJ
bracis-33555	227	10	learning	learning	NOUN
bracis-33555	227	11	,	,	PUNCT
bracis-33555	227	12	such	such	ADJ
bracis-33555	227	13	as	as	ADP
bracis-33555	227	14	data	datum	NOUN
bracis-33555	227	15	security	security	NOUN
bracis-33555	227	16	,	,	PUNCT
bracis-33555	227	17	while	while	SCONJ
bracis-33555	227	18	maintaining	maintain	VERB
bracis-33555	227	19	predictive	predictive	ADJ
bracis-33555	227	20	power	power	NOUN
bracis-33555	227	21	and	and	CCONJ
bracis-33555	227	22	generalization	generalization	NOUN
bracis-33555	227	23	capability	capability	NOUN
bracis-33555	227	24	in	in	ADP
bracis-33555	227	25	scenarios	scenario	NOUN
bracis-33555	227	26	with	with	ADP
bracis-33555	227	27	and	and	CCONJ
bracis-33555	227	28	without	without	ADP
bracis-33555	227	29	clients	client	NOUN
bracis-33555	227	30	with	with	ADP
bracis-33555	227	31	corrupted	corrupted	ADJ
bracis-33555	227	32	data	datum	NOUN
bracis-33555	227	33	,	,	PUNCT
bracis-33555	227	34	specifically	specifically	ADV
bracis-33555	227	35	in	in	ADP
bracis-33555	227	36	the	the	DET
bracis-33555	227	37	context	context	NOUN
bracis-33555	227	38	of	of	ADP
bracis-33555	227	39	the	the	DET
bracis-33555	227	40	2d	2d	NOUN
bracis-33555	227	41	-	-	PUNCT
bracis-33555	227	42	classification	classification	NOUN
bracis-33555	227	43	subsets	subset	NOUN
bracis-33555	227	44	from	from	ADP
bracis-33555	227	45	the	the	DET
bracis-33555	227	46	medmnist	medmnist	NOUN
bracis-33555	227	47	dataset	dataset	NOUN
bracis-33555	227	48	.	.	PUNCT
bracis-33555	228	1	additionally	additionally	ADV
bracis-33555	228	2	,	,	PUNCT
bracis-33555	228	3	it	it	PRON
bracis-33555	228	4	fosters	foster	VERB
bracis-33555	228	5	a	a	DET
bracis-33555	228	6	learning	learn	VERB
bracis-33555	228	7	environment	environment	NOUN
bracis-33555	228	8	less	less	ADV
bracis-33555	228	9	likely	likely	ADJ
bracis-33555	228	10	to	to	PART
bracis-33555	228	11	incorporate	incorporate	VERB
bracis-33555	228	12	noise	noise	NOUN
bracis-33555	228	13	into	into	ADP
bracis-33555	228	14	the	the	DET
bracis-33555	228	15	learned	learn	VERB
bracis-33555	228	16	data	datum	NOUN
bracis-33555	228	17	representation	representation	NOUN
bracis-33555	228	18	.	.	PUNCT
bracis-33555	229	1	overall	overall	ADV
bracis-33555	229	2	,	,	PUNCT
bracis-33555	229	3	the	the	DET
bracis-33555	229	4	proposed	propose	VERB
bracis-33555	229	5	strategy	strategy	NOUN
bracis-33555	229	6	demonstrated	demonstrate	VERB
bracis-33555	229	7	effectiveness	effectiveness	NOUN
bracis-33555	229	8	by	by	ADP
bracis-33555	229	9	producing	produce	VERB
bracis-33555	229	10	results	result	NOUN
bracis-33555	229	11	comparable	comparable	ADJ
bracis-33555	229	12	to	to	ADP
bracis-33555	229	13	or	or	CCONJ
bracis-33555	229	14	even	even	ADV
bracis-33555	229	15	superior	superior	ADJ
bracis-33555	229	16	to	to	ADP
bracis-33555	229	17	local	local	ADJ
bracis-33555	229	18	(	(	PUNCT
bracis-33555	229	19	centralized	centralized	ADJ
bracis-33555	229	20	)	)	PUNCT
bracis-33555	229	21	training	training	NOUN
bracis-33555	229	22	and	and	CCONJ
bracis-33555	229	23	normal	normal	ADJ
bracis-33555	229	24	federated	federated	ADJ
bracis-33555	229	25	learning	learn	VERB
bracis-33555	229	26	scenarios	scenario	NOUN
bracis-33555	229	27	without	without	ADP
bracis-33555	229	28	corrupted	corrupted	ADJ
bracis-33555	229	29	clients	client	NOUN
bracis-33555	229	30	,	,	PUNCT
bracis-33555	229	31	with	with	ADP
bracis-33555	229	32	less	less	ADJ
bracis-33555	229	33	than	than	ADP
bracis-33555	229	34	a	a	DET
bracis-33555	229	35	2	2	NUM
bracis-33555	229	36	%	%	NOUN
bracis-33555	229	37	difference	difference	NOUN
bracis-33555	229	38	in	in	ADP
bracis-33555	229	39	accuracy	accuracy	NOUN
bracis-33555	229	40	on	on	ADP
bracis-33555	229	41	average	average	ADJ
bracis-33555	229	42	.	.	PUNCT
bracis-33555	230	1	when	when	SCONJ
bracis-33555	230	2	the	the	DET
bracis-33555	230	3	proposed	propose	VERB
bracis-33555	230	4	approach	approach	NOUN
bracis-33555	230	5	was	be	AUX
bracis-33555	230	6	not	not	PART
bracis-33555	230	7	used	use	VERB
bracis-33555	230	8	in	in	ADP
bracis-33555	230	9	scenarios	scenario	NOUN
bracis-33555	230	10	involving	involve	VERB
bracis-33555	230	11	a	a	DET
bracis-33555	230	12	client	client	NOUN
bracis-33555	230	13	contributing	contribute	VERB
bracis-33555	230	14	corrupted	corrupted	ADJ
bracis-33555	230	15	data	datum	NOUN
bracis-33555	230	16	,	,	PUNCT
bracis-33555	230	17	we	we	PRON
bracis-33555	230	18	observed	observe	VERB
bracis-33555	230	19	an	an	DET
bracis-33555	230	20	average	average	ADJ
bracis-33555	230	21	accuracy	accuracy	NOUN
bracis-33555	230	22	reduction	reduction	NOUN
bracis-33555	230	23	of	of	ADP
bracis-33555	230	24	nearly	nearly	ADV
bracis-33555	230	25	10	10	NUM
bracis-33555	230	26	%	%	NOUN
bracis-33555	230	27	.	.	PUNCT
bracis-33555	231	1	these	these	DET
bracis-33555	231	2	results	result	NOUN
bracis-33555	231	3	confirm	confirm	VERB
bracis-33555	231	4	the	the	DET
bracis-33555	231	5	strategy	strategy	NOUN
bracis-33555	231	6	’s	’s	PART
bracis-33555	231	7	validity	validity	NOUN
bracis-33555	231	8	and	and	CCONJ
bracis-33555	231	9	address	address	VERB
bracis-33555	231	10	the	the	DET
bracis-33555	231	11	initial	initial	ADJ
bracis-33555	231	12	research	research	NOUN
bracis-33555	231	13	questions	question	NOUN
bracis-33555	231	14	.	.	PUNCT
bracis-33555	232	1	additionally	additionally	ADV
bracis-33555	232	2	,	,	PUNCT
bracis-33555	232	3	the	the	DET
bracis-33555	232	4	consistency	consistency	NOUN
bracis-33555	232	5	in	in	ADP
bracis-33555	232	6	performance	performance	NOUN
bracis-33555	232	7	across	across	ADP
bracis-33555	232	8	varying	vary	VERB
bracis-33555	232	9	client	client	NOUN
bracis-33555	232	10	numbers	number	NOUN
bracis-33555	232	11	in	in	ADP
bracis-33555	232	12	fragmented	fragmented	ADJ
bracis-33555	232	13	dataset	dataset	NOUN
bracis-33555	232	14	scenarios	scenario	NOUN
bracis-33555	232	15	indicates	indicate	VERB
bracis-33555	232	16	that	that	SCONJ
bracis-33555	232	17	data	datum	NOUN
bracis-33555	232	18	can	can	AUX
bracis-33555	232	19	be	be	AUX
bracis-33555	232	20	effectively	effectively	ADV
bracis-33555	232	21	distributed	distribute	VERB
bracis-33555	232	22	across	across	ADP
bracis-33555	232	23	multiple	multiple	ADJ
bracis-33555	232	24	sites	site	NOUN
bracis-33555	232	25	without	without	ADP
bracis-33555	232	26	compromising	compromise	VERB
bracis-33555	232	27	computational	computational	ADJ
bracis-33555	232	28	efficiency	efficiency	NOUN
bracis-33555	232	29	.	.	PUNCT
bracis-33555	233	1	future	future	ADJ
bracis-33555	233	2	research	research	NOUN
bracis-33555	233	3	could	could	AUX
bracis-33555	233	4	focus	focus	VERB
bracis-33555	233	5	on	on	ADP
bracis-33555	233	6	expanding	expand	VERB
bracis-33555	233	7	federated	federated	ADJ
bracis-33555	233	8	learning	learning	NOUN
bracis-33555	233	9	strategies	strategy	NOUN
bracis-33555	233	10	,	,	PUNCT
bracis-33555	233	11	assessing	assess	VERB
bracis-33555	233	12	the	the	DET
bracis-33555	233	13	impact	impact	NOUN
bracis-33555	233	14	of	of	ADP
bracis-33555	233	15	a	a	DET
bracis-33555	233	16	higher	high	ADJ
bracis-33555	233	17	proportion	proportion	NOUN
bracis-33555	233	18	of	of	ADP
bracis-33555	233	19	corrupted	corrupted	ADJ
bracis-33555	233	20	clients	client	NOUN
bracis-33555	233	21	,	,	PUNCT
bracis-33555	233	22	and	and	CCONJ
bracis-33555	233	23	exploring	explore	VERB
bracis-33555	233	24	the	the	DET
bracis-33555	233	25	challenges	challenge	NOUN
bracis-33555	233	26	of	of	ADP
bracis-33555	233	27	non	non	ADJ
bracis-33555	233	28	-	-	ADJ
bracis-33555	233	29	iid	iid	ADJ
bracis-33555	233	30	data	datum	NOUN
bracis-33555	233	31	splits	split	VERB
bracis-33555	233	32	.	.	PUNCT
bracis-33555	234	1	notes	note	NOUN
bracis-33555	234	2	1.code	1.code	NUM
bracis-33555	234	3	available	available	ADJ
bracis-33555	234	4	at	at	ADP
bracis-33555	234	5	https://www.dropbox.com/scl/fi/607e0jiy80zbxs7ug96i4/bracis_code_drop_strat.zip?rlkey=p2jq5n1li473itnjcx1tgst5f&st=o2yuoo8l&dl=0	https://www.dropbox.com/scl/fi/607e0jiy80zbxs7ug96i4/bracis_code_drop_strat.zip?rlkey=p2jq5n1li473itnjcx1tgst5f&st=o2yuoo8l&dl=0	PROPN
bracis-33555	234	6	.	.	PUNCT
bracis-33555	235	1	references	reference	NOUN
bracis-33555	235	2	abad	abad	PROPN
bracis-33555	235	3	,	,	PUNCT
bracis-33555	235	4	g.	g.	PROPN
bracis-33555	235	5	,	,	PUNCT
bracis-33555	235	6	picek	picek	PROPN
bracis-33555	235	7	,	,	PUNCT
bracis-33555	235	8	s.	s.	PROPN
bracis-33555	235	9	,	,	PUNCT
bracis-33555	235	10	ramírez	ramírez	NOUN
bracis-33555	235	11	-	-	PUNCT
bracis-33555	235	12	durán	durán	NOUN
bracis-33555	235	13	,	,	PUNCT
bracis-33555	235	14	v.j	v.j	PROPN
bracis-33555	235	15	.	.	PROPN
bracis-33555	235	16	,	,	PUNCT
bracis-33555	235	17	urbieta	urbieta	NOUN
bracis-33555	235	18	,	,	PUNCT
bracis-33555	235	19	a.	a.	NOUN
bracis-33555	235	20	:	:	PUNCT
bracis-33555	235	21	on	on	ADP
bracis-33555	235	22	the	the	DET
bracis-33555	235	23	security	security	NOUN
bracis-33555	235	24	&	&	CCONJ
bracis-33555	235	25	privacy	privacy	NOUN
bracis-33555	235	26	in	in	ADP
bracis-33555	235	27	federated	federated	ADJ
bracis-33555	235	28	learning	learning	NOUN
bracis-33555	235	29	.	.	PUNCT
bracis-33555	236	1	arxiv	arxiv	PROPN
bracis-33555	236	2	preprint	preprint	VERB
bracis-33555	236	3	arxiv:2112.05423	arxiv:2112.05423	ADJ
bracis-33555	236	4	(	(	PUNCT
bracis-33555	236	5	2021	2021	NUM
bracis-33555	236	6	)	)	PUNCT
bracis-33555	236	7	angelopoulos	angelopoulo	NOUN
bracis-33555	236	8	,	,	PUNCT
bracis-33555	236	9	a.n	a.n	PROPN
bracis-33555	236	10	.	.	PROPN
bracis-33555	236	11	,	,	PUNCT
bracis-33555	236	12	bates	bates	PROPN
bracis-33555	236	13	,	,	PUNCT
bracis-33555	236	14	s.	s.	PROPN
bracis-33555	236	15	:	:	PUNCT
bracis-33555	236	16	a	a	DET
bracis-33555	236	17	gentle	gentle	ADJ
bracis-33555	236	18	introduction	introduction	NOUN
bracis-33555	236	19	to	to	ADP
bracis-33555	236	20	conformal	conformal	ADJ
bracis-33555	236	21	prediction	prediction	NOUN
bracis-33555	236	22	and	and	CCONJ
bracis-33555	236	23	distribution	distribution	NOUN
bracis-33555	236	24	-	-	PUNCT
bracis-33555	236	25	free	free	ADJ
bracis-33555	236	26	uncertainty	uncertainty	NOUN
bracis-33555	236	27	quantification	quantification	NOUN
bracis-33555	236	28	.	.	PUNCT
bracis-33555	237	1	arxiv	arxiv	PROPN
bracis-33555	237	2	preprint	preprint	VERB
bracis-33555	237	3	arxiv:2107.07511	arxiv:2107.07511	NOUN
bracis-33555	237	4	(	(	PUNCT
bracis-33555	237	5	2021	2021	NUM
bracis-33555	237	6	)	)	PUNCT
bracis-33555	237	7	congresso	congresso	NOUN
bracis-33555	237	8	nacional	nacional	NOUN
bracis-33555	237	9	:	:	PUNCT
bracis-33555	237	10	lei	lei	PROPN
bracis-33555	237	11	complementar	complementar	PROPN
bracis-33555	237	12	n\(^{\underline{\text{o}}}\	n\(^{\underline{\text{o}}}\	PROPN
bracis-33555	237	13	)	)	PUNCT
bracis-33555	237	14	105	105	NUM
bracis-33555	237	15	,	,	PUNCT
bracis-33555	237	16	de	de	PROPN
bracis-33555	237	17	10	10	NUM
bracis-33555	237	18	de	de	PROPN
bracis-33555	237	19	janeiro	janeiro	PROPN
bracis-33555	237	20	de	de	X
bracis-33555	237	21	2001	2001	NUM
bracis-33555	237	22	(	(	PUNCT
bracis-33555	237	23	2001	2001	NUM
bracis-33555	237	24	)	)	PUNCT
bracis-33555	237	25	.	.	PUNCT
bracis-33555	238	1	https://www.planalto.gov.br/ccivil_03/leis/lcp/lcp105.htm	https://www.planalto.gov.br/ccivil_03/leis/lcp/lcp105.htm	NOUN
bracis-33555	238	2	congresso	congresso	NOUN
bracis-33555	238	3	nacional	nacional	NOUN
bracis-33555	238	4	:	:	PUNCT
bracis-33555	238	5	lei	lei	PROPN
bracis-33555	238	6	n\(^{\underline{\text	n\(^{\underline{\text	PROPN
bracis-33555	238	7	{	{	PUNCT
bracis-33555	238	8	o	o	NOUN
bracis-33555	238	9	}	}	PUNCT
bracis-33555	238	10	}	}	PUNCT
bracis-33555	238	11	}	}	PUNCT
bracis-33555	238	12	\	\	NOUN
bracis-33555	238	13	)	)	PUNCT
bracis-33555	238	14	13.709	13.709	NUM
bracis-33555	238	15	,	,	PUNCT
bracis-33555	238	16	de	de	PROPN
bracis-33555	238	17	14	14	NUM
bracis-33555	238	18	de	de	X
bracis-33555	238	19	agosto	agosto	PROPN
bracis-33555	238	20	de	de	PROPN
bracis-33555	238	21	2018	2018	NUM
bracis-33555	238	22	(	(	PUNCT
bracis-33555	238	23	2018	2018	NUM
bracis-33555	238	24	)	)	PUNCT
bracis-33555	238	25	.	.	PUNCT
bracis-33555	239	1	https://www.planalto.gov.br/ccivil_03/_ato2015-2018/2018/lei/l13709.htm	https://www.planalto.gov.br/ccivil_03/_ato2015-2018/2018/lei/l13709.htm	PROPN
bracis-33555	240	1	dunn	dunn	PROPN
bracis-33555	240	2	,	,	PUNCT
bracis-33555	240	3	p.k	p.k	PROPN
bracis-33555	240	4	.	.	PROPN
bracis-33555	240	5	,	,	PUNCT
bracis-33555	240	6	smyth	smyth	PROPN
bracis-33555	240	7	,	,	PUNCT
bracis-33555	240	8	g.k	g.k	PROPN
bracis-33555	240	9	.	.	PROPN
bracis-33555	240	10	:	:	PUNCT
bracis-33555	240	11	randomized	randomize	VERB
bracis-33555	240	12	quantile	quantile	ADJ
bracis-33555	240	13	residuals	residual	NOUN
bracis-33555	240	14	.	.	PUNCT
bracis-33555	241	1	j.	j.	PROPN
bracis-33555	241	2	comput	comput	PROPN
bracis-33555	241	3	.	.	PUNCT
bracis-33555	242	1	graph	graph	NOUN
bracis-33555	242	2	.	.	PUNCT
bracis-33555	242	3	stat	stat	PROPN
bracis-33555	242	4	.	.	PUNCT
bracis-33555	243	1	5(3	5(3	NUM
bracis-33555	243	2	)	)	PUNCT
bracis-33555	243	3	,	,	PUNCT
bracis-33555	243	4	236–244	236–244	NUM
bracis-33555	243	5	(	(	PUNCT
bracis-33555	243	6	1996	1996	NUM
bracis-33555	243	7	)	)	PUNCT
bracis-33555	243	8	article	article	NOUN
bracis-33555	243	9	  	  	SPACE
bracis-33555	243	10	math	math	NOUN
bracis-33555	243	11	  	  	SPACE
bracis-33555	243	12	google	google	PROPN
bracis-33555	243	13	scholar	scholar	NOUN
bracis-33555	243	14	  	  	SPACE
bracis-33555	243	15	he	he	PRON
bracis-33555	243	16	,	,	PUNCT
bracis-33555	243	17	c.	c.	PROPN
bracis-33555	243	18	,	,	PUNCT
bracis-33555	243	19	et	et	PROPN
bracis-33555	243	20	 	 	SPACE
bracis-33555	243	21	al	al	PROPN
bracis-33555	243	22	.	.	PROPN
bracis-33555	243	23	:	:	PUNCT
bracis-33555	244	1	fedgraphnn	fedgraphnn	ADJ
bracis-33555	244	2	:	:	PUNCT
bracis-33555	244	3	a	a	DET
bracis-33555	244	4	federated	federated	ADJ
bracis-33555	244	5	learning	learning	NOUN
bracis-33555	244	6	system	system	NOUN
bracis-33555	244	7	and	and	CCONJ
bracis-33555	244	8	benchmark	benchmark	NOUN
bracis-33555	244	9	for	for	ADP
bracis-33555	244	10	graph	graph	NOUN
bracis-33555	244	11	neural	neural	ADJ
bracis-33555	244	12	networks	network	NOUN
bracis-33555	244	13	.	.	PUNCT
bracis-33555	245	1	arxiv	arxiv	PROPN
bracis-33555	245	2	preprint	preprint	NOUN
bracis-33555	245	3	arxiv:2104.07145	arxiv:2104.07145	NOUN
bracis-33555	245	4	(	(	PUNCT
bracis-33555	245	5	2021	2021	NUM
bracis-33555	245	6	)	)	PUNCT
bracis-33555	245	7	kairouz	kairouz	NOUN
bracis-33555	245	8	,	,	PUNCT
bracis-33555	245	9	p.	p.	PROPN
bracis-33555	245	10	,	,	PUNCT
bracis-33555	245	11	et	et	PROPN
bracis-33555	245	12	 	 	SPACE
bracis-33555	245	13	al	al	PROPN
bracis-33555	245	14	.	.	PROPN
bracis-33555	245	15	:	:	PUNCT
bracis-33555	245	16	advances	advance	NOUN
bracis-33555	245	17	and	and	CCONJ
bracis-33555	245	18	open	open	ADJ
bracis-33555	245	19	problems	problem	NOUN
bracis-33555	245	20	in	in	ADP
bracis-33555	245	21	federated	federated	ADJ
bracis-33555	245	22	learning	learning	NOUN
bracis-33555	245	23	.	.	PUNCT
bracis-33555	245	24	found	find	VERB
bracis-33555	245	25	.	.	PUNCT
bracis-33555	246	1	trends	trend	NOUN
bracis-33555	246	2	®	®	NOUN
bracis-33555	246	3	mach	mach	NOUN
bracis-33555	246	4	.	.	PUNCT
bracis-33555	247	1	learn	learn	VERB
bracis-33555	247	2	.	.	PUNCT
bracis-33555	248	1	14(1–2	14(1–2	NOUN
bracis-33555	248	2	)	)	PUNCT
bracis-33555	248	3	,	,	PUNCT
bracis-33555	248	4	1–210	1–210	NUM
bracis-33555	248	5	(	(	PUNCT
bracis-33555	248	6	2021	2021	NUM
bracis-33555	248	7	)	)	PUNCT
bracis-33555	248	8	google	google	PROPN
bracis-33555	248	9	scholar	scholar	NOUN
bracis-33555	248	10	  	  	SPACE
bracis-33555	248	11	karimi	karimi	PROPN
bracis-33555	248	12	,	,	PUNCT
bracis-33555	248	13	h.	h.	PROPN
bracis-33555	248	14	,	,	PUNCT
bracis-33555	248	15	samavi	samavi	VERB
bracis-33555	248	16	,	,	PUNCT
bracis-33555	248	17	r.	r.	PROPN
bracis-33555	248	18	:	:	PUNCT
bracis-33555	248	19	quantifying	quantify	VERB
bracis-33555	248	20	deep	deep	ADJ
bracis-33555	248	21	learning	learning	NOUN
bracis-33555	248	22	model	model	NOUN
bracis-33555	248	23	uncertainty	uncertainty	NOUN
bracis-33555	248	24	in	in	ADP
bracis-33555	248	25	conformal	conformal	ADJ
bracis-33555	248	26	prediction	prediction	NOUN
bracis-33555	248	27	.	.	PUNCT
bracis-33555	249	1	in	in	ADP
bracis-33555	249	2	:	:	PUNCT
bracis-33555	249	3	proceedings	proceeding	NOUN
bracis-33555	249	4	of	of	ADP
bracis-33555	249	5	the	the	DET
bracis-33555	249	6	aaai	aaai	PROPN
bracis-33555	249	7	symposium	symposium	NOUN
bracis-33555	249	8	series	series	PROPN
bracis-33555	249	9	,	,	PUNCT
bracis-33555	249	10	vol	vol	NOUN
bracis-33555	249	11	.	.	PUNCT
bracis-33555	249	12	 	 	SPACE
bracis-33555	249	13	1	1	NUM
bracis-33555	249	14	,	,	PUNCT
bracis-33555	249	15	pp	pp	ADJ
bracis-33555	249	16	.	.	PUNCT
bracis-33555	250	1	142–148	142–148	NUM
bracis-33555	250	2	(	(	PUNCT
bracis-33555	250	3	2023	2023	NUM
bracis-33555	250	4	)	)	PUNCT
bracis-33555	250	5	google	google	PROPN
bracis-33555	250	6	scholar	scholar	NOUN
bracis-33555	250	7	  	  	SPACE
bracis-33555	250	8	lee	lee	PROPN
bracis-33555	250	9	,	,	PUNCT
bracis-33555	250	10	g.h	g.h	PROPN
bracis-33555	250	11	.	.	PROPN
bracis-33555	250	12	,	,	PUNCT
bracis-33555	250	13	shin	shin	PROPN
bracis-33555	250	14	,	,	PUNCT
bracis-33555	250	15	s.y	s.y	PROPN
bracis-33555	250	16	.	.	PROPN
bracis-33555	250	17	:	:	PUNCT
bracis-33555	250	18	federated	federate	VERB
bracis-33555	250	19	learning	learning	NOUN
bracis-33555	250	20	on	on	ADP
bracis-33555	250	21	clinical	clinical	ADJ
bracis-33555	250	22	benchmark	benchmark	NOUN
bracis-33555	250	23	data	datum	NOUN
bracis-33555	250	24	:	:	PUNCT
bracis-33555	250	25	performance	performance	NOUN
bracis-33555	250	26	assessment	assessment	NOUN
bracis-33555	250	27	.	.	PUNCT
bracis-33555	251	1	j.	j.	PROPN
bracis-33555	251	2	med	med	PROPN
bracis-33555	251	3	.	.	PUNCT
bracis-33555	251	4	internet	internet	NOUN
bracis-33555	251	5	res	re	NOUN
bracis-33555	251	6	.	.	PUNCT
bracis-33555	252	1	22(10	22(10	NUM
bracis-33555	252	2	)	)	PUNCT
bracis-33555	253	1	,	,	PUNCT
bracis-33555	253	2	e20891	e20891	NOUN
bracis-33555	253	3	(	(	PUNCT
bracis-33555	253	4	2020	2020	NUM
bracis-33555	253	5	)	)	PUNCT
bracis-33555	253	6	.	.	PUNCT
bracis-33555	254	1	https://doi.org/10.2196/20891	https://doi.org/10.2196/20891	NOUN
bracis-33555	254	2	,	,	PUNCT
bracis-33555	254	3	http://www.jmir.org/2020/10/e20891/	http://www.jmir.org/2020/10/e20891/	PROPN
bracis-33555	254	4	li	li	PROPN
bracis-33555	254	5	,	,	PUNCT
bracis-33555	254	6	s.	s.	PROPN
bracis-33555	254	7	,	,	PUNCT
bracis-33555	254	8	ngai	ngai	PROPN
bracis-33555	254	9	,	,	PUNCT
bracis-33555	254	10	e.	e.	PROPN
bracis-33555	254	11	,	,	PUNCT
bracis-33555	254	12	ye	ye	PROPN
bracis-33555	254	13	,	,	PUNCT
bracis-33555	254	14	f.	f.	PROPN
bracis-33555	254	15	,	,	PUNCT
bracis-33555	254	16	voigt	voigt	PROPN
bracis-33555	254	17	,	,	PUNCT
bracis-33555	254	18	t.	t.	PROPN
bracis-33555	254	19	:	:	PUNCT
bracis-33555	254	20	auto	auto	NOUN
bracis-33555	254	21	-	-	PUNCT
bracis-33555	254	22	weighted	weight	VERB
bracis-33555	254	23	robust	robust	ADJ
bracis-33555	254	24	federated	federated	ADJ
bracis-33555	254	25	learning	learning	NOUN
bracis-33555	254	26	with	with	ADP
bracis-33555	254	27	corrupted	corrupted	ADJ
bracis-33555	254	28	data	datum	NOUN
bracis-33555	254	29	sources	source	NOUN
bracis-33555	254	30	.	.	PUNCT
bracis-33555	255	1	acm	acm	PROPN
bracis-33555	255	2	trans	trans	PROPN
bracis-33555	255	3	.	.	PUNCT
bracis-33555	256	1	intell	intell	PROPN
bracis-33555	256	2	.	.	PUNCT
bracis-33555	257	1	syst	syst	PROPN
bracis-33555	257	2	.	.	PUNCT
bracis-33555	258	1	technol	technol	PROPN
bracis-33555	258	2	.	.	PUNCT
bracis-33555	259	1	(	(	PUNCT
bracis-33555	259	2	tist	tist	VERB
bracis-33555	259	3	)	)	PUNCT
bracis-33555	259	4	13(5	13(5	NUM
bracis-33555	259	5	)	)	PUNCT
bracis-33555	259	6	,	,	PUNCT
bracis-33555	259	7	1–20	1–20	PROPN
bracis-33555	259	8	(	(	PUNCT
bracis-33555	259	9	2022	2022	NUM
bracis-33555	259	10	)	)	PUNCT
bracis-33555	259	11	math	math	NOUN
bracis-33555	259	12	  	  	SPACE
bracis-33555	259	13	google	google	PROPN
bracis-33555	259	14	scholar	scholar	NOUN
bracis-33555	259	15	  	  	SPACE
bracis-33555	259	16	lu	lu	PROPN
bracis-33555	259	17	,	,	PUNCT
bracis-33555	259	18	c.	c.	NOUN
bracis-33555	259	19	,	,	PUNCT
bracis-33555	259	20	kalpathy	kalpathy	ADJ
bracis-33555	259	21	-	-	PUNCT
bracis-33555	259	22	cramer	cramer	PROPN
bracis-33555	259	23	,	,	PUNCT
bracis-33555	259	24	j.	j.	PROPN
bracis-33555	259	25	:	:	PUNCT
bracis-33555	259	26	distribution	distribution	NOUN
bracis-33555	259	27	-	-	PUNCT
bracis-33555	259	28	free	free	ADJ
bracis-33555	259	29	federated	federated	ADJ
bracis-33555	259	30	learning	learning	NOUN
bracis-33555	259	31	with	with	ADP
bracis-33555	259	32	conformal	conformal	ADJ
bracis-33555	259	33	predictions	prediction	NOUN
bracis-33555	259	34	.	.	PUNCT
bracis-33555	260	1	arxiv	arxiv	PROPN
bracis-33555	260	2	preprint	preprint	NOUN
bracis-33555	260	3	arxiv:2110.07661	arxiv:2110.07661	ADV
bracis-33555	260	4	(	(	PUNCT
bracis-33555	260	5	2021	2021	NUM
bracis-33555	260	6	)	)	PUNCT
bracis-33555	260	7	lyu	lyu	NOUN
bracis-33555	260	8	,	,	PUNCT
bracis-33555	260	9	l.	l.	PROPN
bracis-33555	260	10	,	,	PUNCT
bracis-33555	260	11	yu	yu	PROPN
bracis-33555	260	12	,	,	PUNCT
bracis-33555	260	13	h.	h.	PROPN
bracis-33555	260	14	,	,	PUNCT
bracis-33555	260	15	yang	yang	PROPN
bracis-33555	260	16	,	,	PUNCT
bracis-33555	260	17	q.	q.	PROPN
bracis-33555	260	18	:	:	PUNCT
bracis-33555	260	19	threats	threat	NOUN
bracis-33555	260	20	to	to	ADP
bracis-33555	260	21	federated	federated	ADJ
bracis-33555	260	22	learning	learning	NOUN
bracis-33555	260	23	:	:	PUNCT
bracis-33555	260	24	a	a	DET
bracis-33555	260	25	survey	survey	NOUN
bracis-33555	260	26	.	.	PUNCT
bracis-33555	261	1	arxiv	arxiv	PROPN
bracis-33555	261	2	preprint	preprint	VERB
bracis-33555	261	3	arxiv:2003.02133	arxiv:2003.02133	NOUN
bracis-33555	261	4	(	(	PUNCT
bracis-33555	261	5	2020	2020	NUM
bracis-33555	261	6	)	)	PUNCT
bracis-33555	261	7	nguyen	nguyen	NOUN
bracis-33555	261	8	,	,	PUNCT
bracis-33555	261	9	h.t	h.t	PROPN
bracis-33555	261	10	.	.	PROPN
bracis-33555	261	11	,	,	PUNCT
bracis-33555	261	12	sehwag	sehwag	PROPN
bracis-33555	261	13	,	,	PUNCT
bracis-33555	261	14	v.	v.	PROPN
bracis-33555	261	15	,	,	PUNCT
bracis-33555	261	16	hosseinalipour	hosseinalipour	NOUN
bracis-33555	261	17	,	,	PUNCT
bracis-33555	261	18	s.	s.	PROPN
bracis-33555	261	19	,	,	PUNCT
bracis-33555	261	20	brinton	brinton	PROPN
bracis-33555	261	21	,	,	PUNCT
bracis-33555	261	22	c.g	c.g	PROPN
bracis-33555	261	23	.	.	PROPN
bracis-33555	261	24	,	,	PUNCT
bracis-33555	261	25	chiang	chiang	PROPN
bracis-33555	261	26	,	,	PUNCT
bracis-33555	261	27	m.	m.	NOUN
bracis-33555	261	28	,	,	PUNCT
bracis-33555	261	29	poor	poor	ADJ
bracis-33555	261	30	,	,	PUNCT
bracis-33555	261	31	h.v	h.v	PROPN
bracis-33555	261	32	.	.	PROPN
bracis-33555	261	33	:	:	PUNCT
bracis-33555	261	34	fast	fast	ADJ
bracis-33555	261	35	-	-	PUNCT
bracis-33555	261	36	convergent	convergent	NOUN
bracis-33555	261	37	federated	federated	ADJ
bracis-33555	261	38	learning	learning	NOUN
bracis-33555	261	39	.	.	PUNCT
bracis-33555	262	1	ieee	ieee	PROPN
bracis-33555	262	2	j.	j.	PROPN
bracis-33555	262	3	sel	sel	PROPN
bracis-33555	262	4	.	.	PUNCT
bracis-33555	263	1	areas	area	NOUN
bracis-33555	263	2	commun	commun	PROPN
bracis-33555	263	3	.	.	PUNCT
bracis-33555	264	1	39(1	39(1	NUM
bracis-33555	264	2	)	)	PUNCT
bracis-33555	264	3	,	,	PUNCT
bracis-33555	265	1	201–218	201–218	NUM
bracis-33555	265	2	(	(	PUNCT
bracis-33555	265	3	2020	2020	NUM
bracis-33555	265	4	)	)	PUNCT
bracis-33555	265	5	article	article	NOUN
bracis-33555	265	6	  	  	SPACE
bracis-33555	265	7	google	google	PROPN
bracis-33555	265	8	scholar	scholar	NOUN
bracis-33555	265	9	  	  	SPACE
bracis-33555	265	10	nilsson	nilsson	PROPN
bracis-33555	265	11	,	,	PUNCT
bracis-33555	265	12	a.	a.	PROPN
bracis-33555	265	13	,	,	PUNCT
bracis-33555	265	14	smith	smith	PROPN
bracis-33555	265	15	,	,	PUNCT
bracis-33555	265	16	s.	s.	PROPN
bracis-33555	265	17	,	,	PUNCT
bracis-33555	265	18	ulm	ulm	PROPN
bracis-33555	265	19	,	,	PUNCT
bracis-33555	265	20	g.	g.	PROPN
bracis-33555	265	21	,	,	PUNCT
bracis-33555	265	22	gustavsson	gustavsson	PROPN
bracis-33555	265	23	,	,	PUNCT
bracis-33555	265	24	e.	e.	PROPN
bracis-33555	265	25	,	,	PUNCT
bracis-33555	265	26	jirstrand	jirstrand	PROPN
bracis-33555	265	27	,	,	PUNCT
bracis-33555	265	28	m.	m.	NOUN
bracis-33555	265	29	:	:	PUNCT
bracis-33555	265	30	a	a	DET
bracis-33555	265	31	performance	performance	NOUN
bracis-33555	265	32	evaluation	evaluation	NOUN
bracis-33555	265	33	of	of	ADP
bracis-33555	265	34	federated	federated	ADJ
bracis-33555	265	35	learning	learning	NOUN
bracis-33555	265	36	algorithms	algorithm	NOUN
bracis-33555	265	37	.	.	PUNCT
bracis-33555	266	1	in	in	ADP
bracis-33555	266	2	:	:	PUNCT
bracis-33555	266	3	proceedings	proceeding	NOUN
bracis-33555	266	4	of	of	ADP
bracis-33555	266	5	the	the	DET
bracis-33555	266	6	second	second	ADJ
bracis-33555	266	7	workshop	workshop	NOUN
bracis-33555	266	8	on	on	ADP
bracis-33555	266	9	distributed	distribute	VERB
bracis-33555	266	10	infrastructures	infrastructure	NOUN
bracis-33555	266	11	for	for	ADP
bracis-33555	266	12	deep	deep	ADJ
bracis-33555	266	13	learning	learning	NOUN
bracis-33555	266	14	,	,	PUNCT
bracis-33555	266	15	pp	pp	ADV
bracis-33555	266	16	.	.	PUNCT
bracis-33555	266	17	 	 	SPACE
bracis-33555	267	1	1–8	1–8	NUM
bracis-33555	267	2	(	(	PUNCT
bracis-33555	267	3	2018	2018	NUM
bracis-33555	267	4	)	)	PUNCT
bracis-33555	267	5	google	google	NOUN
bracis-33555	267	6	scholar	scholar	NOUN
bracis-33555	267	7	  	  	SPACE
bracis-33555	267	8	park	park	NOUN
bracis-33555	267	9	,	,	PUNCT
bracis-33555	267	10	s.	s.	PROPN
bracis-33555	267	11	,	,	PUNCT
bracis-33555	267	12	et	et	PROPN
bracis-33555	267	13	al	al	PROPN
bracis-33555	267	14	.	.	PROPN
bracis-33555	267	15	:	:	PUNCT
bracis-33555	268	1	feddefender	feddefender	NOUN
bracis-33555	268	2	:	:	PUNCT
bracis-33555	268	3	client	client	NOUN
bracis-33555	268	4	-	-	PUNCT
bracis-33555	268	5	side	side	NOUN
bracis-33555	268	6	attack	attack	NOUN
bracis-33555	268	7	-	-	PUNCT
bracis-33555	268	8	tolerant	tolerant	ADJ
bracis-33555	268	9	federated	federated	ADJ
bracis-33555	268	10	learning	learning	NOUN
bracis-33555	268	11	.	.	PUNCT
bracis-33555	269	1	in	in	ADP
bracis-33555	269	2	:	:	PUNCT
bracis-33555	269	3	proceedings	proceeding	NOUN
bracis-33555	269	4	of	of	ADP
bracis-33555	269	5	the	the	DET
bracis-33555	269	6	29th	29th	ADJ
bracis-33555	269	7	acm	acm	NOUN
bracis-33555	269	8	sigkdd	sigkdd	NOUN
bracis-33555	269	9	conference	conference	NOUN
bracis-33555	269	10	on	on	ADP
bracis-33555	269	11	knowledge	knowledge	NOUN
bracis-33555	269	12	discovery	discovery	PROPN
bracis-33555	269	13	and	and	CCONJ
bracis-33555	269	14	data	datum	NOUN
bracis-33555	269	15	mining	mining	NOUN
bracis-33555	269	16	,	,	PUNCT
bracis-33555	269	17	pp	pp	ADJ
bracis-33555	269	18	.	.	PUNCT
bracis-33555	270	1	1850–1861	1850–1861	NUM
bracis-33555	270	2	(	(	PUNCT
bracis-33555	270	3	2023	2023	NUM
bracis-33555	270	4	)	)	PUNCT
bracis-33555	270	5	google	google	NOUN
bracis-33555	270	6	scholar	scholar	NOUN
bracis-33555	270	7	  	  	SPACE
bracis-33555	270	8	shafer	shafer	NOUN
bracis-33555	270	9	,	,	PUNCT
bracis-33555	270	10	g.	g.	PROPN
bracis-33555	270	11	,	,	PUNCT
bracis-33555	270	12	vovk	vovk	ADJ
bracis-33555	270	13	,	,	PUNCT
bracis-33555	270	14	v.	v.	ADV
bracis-33555	270	15	:	:	PUNCT
bracis-33555	270	16	a	a	DET
bracis-33555	270	17	tutorial	tutorial	NOUN
bracis-33555	270	18	on	on	ADP
bracis-33555	270	19	conformal	conformal	ADJ
bracis-33555	270	20	prediction	prediction	NOUN
bracis-33555	270	21	.	.	PUNCT
bracis-33555	271	1	j.	j.	PROPN
bracis-33555	271	2	mach	mach	PROPN
bracis-33555	271	3	.	.	PUNCT
bracis-33555	272	1	learn	learn	VERB
bracis-33555	272	2	.	.	PUNCT
bracis-33555	273	1	res	re	NOUN
bracis-33555	273	2	.	.	PROPN
bracis-33555	274	1	9(3	9(3	NUM
bracis-33555	274	2	)	)	PUNCT
bracis-33555	274	3	(	(	PUNCT
bracis-33555	274	4	2008	2008	NUM
bracis-33555	274	5	)	)	PUNCT
bracis-33555	274	6	google	google	PROPN
bracis-33555	274	7	scholar	scholar	NOUN
bracis-33555	274	8	  	  	SPACE
bracis-33555	274	9	sun	sun	NOUN
bracis-33555	274	10	,	,	PUNCT
bracis-33555	274	11	t.	t.	PROPN
bracis-33555	274	12	,	,	PUNCT
bracis-33555	274	13	li	li	PROPN
bracis-33555	274	14	,	,	PUNCT
bracis-33555	274	15	d.	d.	PROPN
bracis-33555	274	16	,	,	PUNCT
bracis-33555	274	17	wang	wang	PROPN
bracis-33555	274	18	,	,	PUNCT
bracis-33555	274	19	b.	b.	PROPN
bracis-33555	274	20	:	:	PUNCT
bracis-33555	274	21	decentralized	decentralize	VERB
bracis-33555	274	22	federated	federated	ADJ
bracis-33555	274	23	averaging	averaging	NOUN
bracis-33555	274	24	.	.	PUNCT
bracis-33555	275	1	ieee	ieee	PROPN
bracis-33555	275	2	trans	trans	PROPN
bracis-33555	275	3	.	.	PUNCT
bracis-33555	275	4	pattern	pattern	PROPN
bracis-33555	275	5	anal	anal	PROPN
bracis-33555	275	6	.	.	PUNCT
bracis-33555	276	1	mach	mach	PROPN
bracis-33555	276	2	.	.	PUNCT
bracis-33555	277	1	intell	intell	PROPN
bracis-33555	277	2	.	.	PUNCT
bracis-33555	278	1	45(4	45(4	NUM
bracis-33555	278	2	)	)	PUNCT
bracis-33555	279	1	,	,	PUNCT
bracis-33555	279	2	4289–4301	4289–4301	NUM
bracis-33555	279	3	(	(	PUNCT
bracis-33555	279	4	2022	2022	NUM
bracis-33555	279	5	)	)	PUNCT
bracis-33555	279	6	article	article	NOUN
bracis-33555	279	7	  	  	SPACE
bracis-33555	279	8	math	math	NOUN
bracis-33555	279	9	  	  	SPACE
bracis-33555	279	10	google	google	PROPN
bracis-33555	279	11	scholar	scholar	NOUN
bracis-33555	279	12	  	  	SPACE
bracis-33555	279	13	targ	targ	PROPN
bracis-33555	279	14	,	,	PUNCT
bracis-33555	279	15	s.	s.	PROPN
bracis-33555	279	16	,	,	PUNCT
bracis-33555	279	17	almeida	almeida	PROPN
bracis-33555	279	18	,	,	PUNCT
bracis-33555	279	19	d.	d.	PROPN
bracis-33555	279	20	,	,	PUNCT
bracis-33555	279	21	lyman	lyman	PROPN
bracis-33555	279	22	,	,	PUNCT
bracis-33555	279	23	k.	k.	PROPN
bracis-33555	279	24	:	:	PUNCT
bracis-33555	279	25	resnet	resnet	NOUN
bracis-33555	279	26	in	in	ADP
bracis-33555	279	27	resnet	resnet	NOUN
bracis-33555	279	28	:	:	PUNCT
bracis-33555	279	29	generalizing	generalize	VERB
bracis-33555	279	30	residual	residual	ADJ
bracis-33555	279	31	architectures	architecture	NOUN
bracis-33555	279	32	.	.	PUNCT
bracis-33555	280	1	arxiv	arxiv	PROPN
bracis-33555	280	2	preprint	preprint	VERB
bracis-33555	280	3	arxiv:1603.08029	arxiv:1603.08029	PROPN
bracis-33555	280	4	(	(	PUNCT
bracis-33555	280	5	2016	2016	NUM
bracis-33555	280	6	)	)	PUNCT
bracis-33555	280	7	yanase	yanase	NOUN
bracis-33555	280	8	,	,	PUNCT
bracis-33555	280	9	j.	j.	PROPN
bracis-33555	280	10	,	,	PUNCT
bracis-33555	280	11	triantaphyllou	triantaphyllou	PROPN
bracis-33555	280	12	,	,	PUNCT
bracis-33555	280	13	e.	e.	PROPN
bracis-33555	280	14	:	:	PUNCT
bracis-33555	280	15	a	a	DET
bracis-33555	280	16	systematic	systematic	ADJ
bracis-33555	280	17	survey	survey	NOUN
bracis-33555	280	18	of	of	ADP
bracis-33555	280	19	computer	computer	NOUN
bracis-33555	280	20	-	-	PUNCT
bracis-33555	280	21	aided	aid	VERB
bracis-33555	280	22	diagnosis	diagnosis	NOUN
bracis-33555	280	23	in	in	ADP
bracis-33555	280	24	medicine	medicine	NOUN
bracis-33555	280	25	:	:	PUNCT
bracis-33555	280	26	past	past	NOUN
bracis-33555	280	27	and	and	CCONJ
bracis-33555	280	28	present	present	ADJ
bracis-33555	280	29	developments	development	NOUN
bracis-33555	280	30	.	.	PUNCT
bracis-33555	281	1	expert	expert	NOUN
bracis-33555	281	2	syst	syst	PROPN
bracis-33555	281	3	.	.	PUNCT
bracis-33555	282	1	appl	appl	PROPN
bracis-33555	282	2	.	.	PROPN
bracis-33555	283	1	138	138	NUM
bracis-33555	283	2	,	,	PUNCT
bracis-33555	283	3	112821	112821	NUM
bracis-33555	283	4	(	(	PUNCT
bracis-33555	283	5	2019	2019	NUM
bracis-33555	283	6	)	)	PUNCT
bracis-33555	283	7	article	article	NOUN
bracis-33555	283	8	  	  	SPACE
bracis-33555	283	9	math	math	NOUN
bracis-33555	283	10	  	  	SPACE
bracis-33555	283	11	google	google	PROPN
bracis-33555	283	12	scholar	scholar	NOUN
bracis-33555	283	13	  	  	SPACE
bracis-33555	283	14	yang	yang	PROPN
bracis-33555	283	15	,	,	PUNCT
bracis-33555	283	16	j.	j.	PROPN
bracis-33555	283	17	,	,	PUNCT
bracis-33555	283	18	et	et	PROPN
bracis-33555	283	19	al	al	PROPN
bracis-33555	283	20	.	.	PUNCT
bracis-33555	283	21	:	:	PUNCT
bracis-33555	284	1	medmnist	medmnist	VERB
bracis-33555	284	2	v2	v2	PROPN
bracis-33555	284	3	-	-	PUNCT
bracis-33555	284	4	a	a	DET
bracis-33555	284	5	large	large	ADJ
bracis-33555	284	6	-	-	PUNCT
bracis-33555	284	7	scale	scale	NOUN
bracis-33555	284	8	lightweight	lightweight	ADJ
bracis-33555	284	9	benchmark	benchmark	NOUN
bracis-33555	284	10	for	for	ADP
bracis-33555	284	11	2d	2d	NOUN
bracis-33555	284	12	and	and	CCONJ
bracis-33555	284	13	3d	3d	NUM
bracis-33555	284	14	biomedical	biomedical	ADJ
bracis-33555	284	15	image	image	NOUN
bracis-33555	284	16	classification	classification	NOUN
bracis-33555	284	17	.	.	PUNCT
bracis-33555	285	1	sci	sci	PROPN
bracis-33555	285	2	.	.	PROPN
bracis-33555	285	3	data	data	PROPN
bracis-33555	285	4	10(1	10(1	NUM
bracis-33555	285	5	)	)	PUNCT
bracis-33555	285	6	,	,	PUNCT
bracis-33555	285	7	41	41	NUM
bracis-33555	285	8	(	(	PUNCT
bracis-33555	285	9	2023	2023	NUM
bracis-33555	285	10	)	)	PUNCT
bracis-33555	285	11	article	article	NOUN
bracis-33555	285	12	  	  	SPACE
bracis-33555	285	13	math	math	NOUN
bracis-33555	285	14	  	  	SPACE
bracis-33555	285	15	google	google	PROPN
bracis-33555	285	16	scholar	scholar	NOUN
bracis-33555	285	17	  	  	SPACE
bracis-33555	285	18	zhao	zhao	PROPN
bracis-33555	285	19	,	,	PUNCT
bracis-33555	285	20	y.	y.	PROPN
bracis-33555	285	21	,	,	PUNCT
bracis-33555	285	22	li	li	PROPN
bracis-33555	285	23	,	,	PUNCT
bracis-33555	285	24	m.	m.	NOUN
bracis-33555	285	25	,	,	PUNCT
bracis-33555	285	26	lai	lai	PROPN
bracis-33555	285	27	,	,	PUNCT
bracis-33555	285	28	l.	l.	PROPN
bracis-33555	285	29	,	,	PUNCT
bracis-33555	285	30	suda	suda	PROPN
bracis-33555	285	31	,	,	PUNCT
bracis-33555	285	32	n.	n.	NOUN
bracis-33555	285	33	,	,	PUNCT
bracis-33555	285	34	civin	civin	PROPN
bracis-33555	285	35	,	,	PUNCT
bracis-33555	285	36	d.	d.	PROPN
bracis-33555	285	37	,	,	PUNCT
bracis-33555	285	38	chandra	chandra	PROPN
bracis-33555	285	39	,	,	PUNCT
bracis-33555	285	40	v.	v.	CCONJ
bracis-33555	285	41	:	:	PUNCT
bracis-33555	285	42	federated	federated	ADJ
bracis-33555	285	43	learning	learning	NOUN
bracis-33555	285	44	with	with	ADP
bracis-33555	285	45	non	non	ADJ
bracis-33555	285	46	-	-	ADJ
bracis-33555	285	47	iid	iid	ADJ
bracis-33555	285	48	data	datum	NOUN
bracis-33555	285	49	.	.	PUNCT
bracis-33555	286	1	arxiv	arxiv	PROPN
bracis-33555	286	2	preprint	preprint	PROPN
bracis-33555	286	3	arxiv:1806.00582	arxiv:1806.00582	PROPN
bracis-33555	286	4	(	(	PUNCT
bracis-33555	286	5	2018	2018	NUM
bracis-33555	286	6	)	)	PUNCT
bracis-33555	286	7	download	download	NOUN
bracis-33555	286	8	references	reference	NOUN
bracis-33555	286	9	acknowledgements	acknowledgement	NOUN
bracis-33555	286	10	this	this	DET
bracis-33555	286	11	work	work	NOUN
bracis-33555	286	12	was	be	AUX
bracis-33555	286	13	carried	carry	VERB
bracis-33555	286	14	out	out	ADP
bracis-33555	286	15	with	with	ADP
bracis-33555	286	16	the	the	DET
bracis-33555	286	17	support	support	NOUN
bracis-33555	286	18	of	of	ADP
bracis-33555	286	19	the	the	DET
bracis-33555	286	20	coordination	coordination	NOUN
bracis-33555	286	21	for	for	ADP
bracis-33555	286	22	the	the	DET
bracis-33555	286	23	improvement	improvement	NOUN
bracis-33555	286	24	of	of	ADP
bracis-33555	286	25	higher	high	ADJ
bracis-33555	286	26	education	education	NOUN
bracis-33555	286	27	personnel	personnel	NOUN
bracis-33555	286	28	brazil	brazil	PROPN
bracis-33555	286	29	(	(	PUNCT
bracis-33555	286	30	capes	cape	NOUN
bracis-33555	286	31	)	)	PUNCT
bracis-33555	286	32	financial	financial	ADJ
bracis-33555	286	33	code	code	NOUN
bracis-33555	286	34	001	001	NUM
bracis-33555	286	35	,	,	PUNCT
bracis-33555	286	36	the	the	DET
bracis-33555	286	37	minas	minas	PROPN
bracis-33555	286	38	gerais	gerais	PROPN
bracis-33555	286	39	state	state	PROPN
bracis-33555	286	40	research	research	PROPN
bracis-33555	286	41	support	support	NOUN
bracis-33555	286	42	foundation	foundation	NOUN
bracis-33555	286	43	(	(	PUNCT
bracis-33555	286	44	fapemig	fapemig	PROPN
bracis-33555	286	45	)	)	PUNCT
bracis-33555	286	46	,	,	PUNCT
bracis-33555	286	47	the	the	DET
bracis-33555	286	48	national	national	PROPN
bracis-33555	286	49	council	council	PROPN
bracis-33555	286	50	for	for	ADP
bracis-33555	286	51	scientific	scientific	ADJ
bracis-33555	286	52	and	and	CCONJ
bracis-33555	286	53	technological	technological	ADJ
bracis-33555	286	54	development	development	NOUN
bracis-33555	286	55	(	(	PUNCT
bracis-33555	286	56	cnpq	cnpq	NOUN
bracis-33555	286	57	)	)	PUNCT
bracis-33555	286	58	,	,	PUNCT
bracis-33555	286	59	and	and	CCONJ
bracis-33555	286	60	the	the	DET
bracis-33555	286	61	federal	federal	ADJ
bracis-33555	286	62	university	university	PROPN
bracis-33555	286	63	of	of	ADP
bracis-33555	286	64	ouro	ouro	PROPN
bracis-33555	286	65	preto	preto	PROPN
bracis-33555	286	66	(	(	PUNCT
bracis-33555	286	67	ufop	ufop	NOUN
bracis-33555	286	68	/	/	SYM
bracis-33555	286	69	proppi	proppi	PROPN
bracis-33555	286	70	)	)	PUNCT
bracis-33555	286	71	.	.	PUNCT
bracis-33555	287	1	author	author	NOUN
bracis-33555	287	2	information	information	NOUN
bracis-33555	287	3	authors	author	NOUN
bracis-33555	287	4	and	and	CCONJ
bracis-33555	287	5	affiliations	affiliation	NOUN
bracis-33555	287	6	departamento	departamento	PROPN
bracis-33555	287	7	de	de	PROPN
bracis-33555	287	8	computação	computação	PROPN
bracis-33555	287	9	,	,	PUNCT
bracis-33555	287	10	universidade	universidade	PROPN
bracis-33555	287	11	federal	federal	PROPN
bracis-33555	287	12	de	de	PROPN
bracis-33555	287	13	ouro	ouro	PROPN
bracis-33555	287	14	preto	preto	PROPN
bracis-33555	287	15	(	(	PUNCT
bracis-33555	287	16	ufop	ufop	NOUN
bracis-33555	287	17	)	)	PUNCT
bracis-33555	287	18	,	,	PUNCT
bracis-33555	287	19	ouro	ouro	PROPN
bracis-33555	287	20	preto	preto	PROPN
bracis-33555	287	21	,	,	PUNCT
bracis-33555	287	22	mg	mg	PROPN
bracis-33555	287	23	,	,	PUNCT
bracis-33555	287	24	brazil	brazil	PROPN
bracis-33555	287	25	arthur	arthur	PROPN
bracis-33555	287	26	negrão	negrão	PROPN
bracis-33555	287	27	,	,	PUNCT
bracis-33555	287	28	 	 	SPACE
bracis-33555	287	29	guilherme	guilherme	PROPN
bracis-33555	287	30	silva	silva	PROPN
bracis-33555	287	31	,	,	PUNCT
bracis-33555	287	32	 	 	SPACE
bracis-33555	287	33	rodrigo	rodrigo	PROPN
bracis-33555	287	34	pedrosa	pedrosa	PROPN
bracis-33555	287	35	,	,	PUNCT
bracis-33555	287	36	 	 	SPACE
bracis-33555	287	37	eduardo	eduardo	PROPN
bracis-33555	287	38	luz	luz	PROPN
bracis-33555	287	39	 	 	SPACE
bracis-33555	287	40	&	&	CCONJ
bracis-33555	287	41	 	 	SPACE
bracis-33555	287	42	pedro	pedro	PROPN
bracis-33555	287	43	silva	silva	PROPN
bracis-33555	287	44	authors	authors	PROPN
bracis-33555	287	45	arthur	arthur	PROPN
bracis-33555	287	46	negrãoview	negrãoview	PROPN
bracis-33555	287	47	author	author	NOUN
bracis-33555	287	48	publications	publication	NOUN
bracis-33555	287	49	search	search	NOUN
bracis-33555	287	50	author	author	NOUN
bracis-33555	287	51	on	on	ADP
bracis-33555	287	52	:	:	PUNCT
bracis-33555	287	53	pubmed	pubmed	PROPN
bracis-33555	287	54	 	 	SPACE
bracis-33555	287	55	google	google	PROPN
bracis-33555	287	56	scholar	scholar	NOUN
bracis-33555	287	57	guilherme	guilherme	PROPN
bracis-33555	287	58	silvaview	silvaview	PROPN
bracis-33555	287	59	author	author	NOUN
bracis-33555	287	60	publications	publication	NOUN
bracis-33555	287	61	search	search	NOUN
bracis-33555	287	62	author	author	NOUN
bracis-33555	287	63	on	on	ADP
bracis-33555	287	64	:	:	PUNCT
bracis-33555	287	65	pubmed	pubmed	PROPN
bracis-33555	287	66	 	 	SPACE
bracis-33555	287	67	google	google	PROPN
bracis-33555	287	68	scholar	scholar	PROPN
bracis-33555	287	69	rodrigo	rodrigo	PROPN
bracis-33555	287	70	pedrosaview	pedrosaview	PROPN
bracis-33555	287	71	author	author	NOUN
bracis-33555	287	72	publications	publication	NOUN
bracis-33555	287	73	search	search	NOUN
bracis-33555	287	74	author	author	NOUN
bracis-33555	287	75	on	on	ADP
bracis-33555	287	76	:	:	PUNCT
bracis-33555	287	77	pubmed	pubmed	PROPN
bracis-33555	287	78	 	 	SPACE
bracis-33555	287	79	google	google	PROPN
bracis-33555	287	80	scholar	scholar	PROPN
bracis-33555	287	81	eduardo	eduardo	PROPN
bracis-33555	287	82	luzview	luzview	PROPN
bracis-33555	287	83	author	author	NOUN
bracis-33555	287	84	publications	publication	NOUN
bracis-33555	287	85	search	search	NOUN
bracis-33555	287	86	author	author	NOUN
bracis-33555	287	87	on	on	ADP
bracis-33555	287	88	:	:	PUNCT
bracis-33555	287	89	pubmed	pubmed	PROPN
bracis-33555	287	90	 	 	SPACE
bracis-33555	287	91	google	google	PROPN
bracis-33555	287	92	scholar	scholar	PROPN
bracis-33555	287	93	pedro	pedro	PROPN
bracis-33555	287	94	silvaview	silvaview	PROPN
bracis-33555	287	95	author	author	NOUN
bracis-33555	287	96	publications	publication	NOUN
bracis-33555	287	97	search	search	NOUN
bracis-33555	287	98	author	author	NOUN
bracis-33555	287	99	on	on	ADP
bracis-33555	287	100	:	:	PUNCT
bracis-33555	287	101	pubmed	pubmed	PROPN
bracis-33555	287	102	 	 	SPACE
bracis-33555	287	103	google	google	PROPN
bracis-33555	287	104	scholar	scholar	NOUN
bracis-33555	287	105	corresponding	correspond	VERB
bracis-33555	287	106	author	author	NOUN
bracis-33555	287	107	correspondence	correspondence	NOUN
bracis-33555	287	108	to	to	ADP
bracis-33555	287	109	arthur	arthur	PROPN
bracis-33555	287	110	negrão	negrão	PROPN
bracis-33555	287	111	.	.	PUNCT
bracis-33555	288	1	editor	editor	NOUN
bracis-33555	288	2	information	information	NOUN
bracis-33555	288	3	editors	editor	NOUN
bracis-33555	288	4	and	and	CCONJ
bracis-33555	288	5	affiliations	affiliation	NOUN
bracis-33555	288	6	universidade	universidade	VERB
bracis-33555	288	7	federal	federal	PROPN
bracis-33555	288	8	fluminense	fluminense	PROPN
bracis-33555	288	9	,	,	PUNCT
bracis-33555	288	10	niterói	niterói	PROPN
bracis-33555	288	11	,	,	PUNCT
bracis-33555	288	12	brazil	brazil	PROPN
bracis-33555	288	13	aline	aline	PROPN
bracis-33555	288	14	paes	paes	PROPN
bracis-33555	288	15	instituto	instituto	PROPN
bracis-33555	288	16	tecnológico	tecnológico	PROPN
bracis-33555	288	17	de	de	PROPN
bracis-33555	288	18	aeronáutica	aeronáutica	PROPN
bracis-33555	288	19	,	,	PUNCT
bracis-33555	288	20	são	são	PROPN
bracis-33555	288	21	josé	josé	PROPN
bracis-33555	288	22	dos	dos	PROPN
bracis-33555	288	23	campos	campos	PROPN
bracis-33555	288	24	,	,	PUNCT
bracis-33555	288	25	brazil	brazil	PROPN
bracis-33555	288	26	filipe	filipe	PROPN
bracis-33555	288	27	a.	a.	PROPN
bracis-33555	288	28	n.	n.	PROPN
bracis-33555	288	29	verri	verri	PROPN
bracis-33555	288	30	rights	right	NOUN
bracis-33555	288	31	and	and	CCONJ
bracis-33555	288	32	permissions	permission	NOUN
bracis-33555	288	33	reprints	reprint	NOUN
bracis-33555	288	34	and	and	CCONJ
bracis-33555	288	35	permissions	permission	VERB
bracis-33555	288	36	copyright	copyright	NOUN
bracis-33555	288	37	information	information	NOUN
bracis-33555	288	38	©	©	ADP
bracis-33555	288	39	2025	2025	NUM
bracis-33555	288	40	the	the	DET
bracis-33555	288	41	author(s	author(s	NOUN
bracis-33555	288	42	)	)	PUNCT
bracis-33555	288	43	,	,	PUNCT
bracis-33555	288	44	under	under	ADP
bracis-33555	288	45	exclusive	exclusive	ADJ
bracis-33555	288	46	license	license	NOUN
bracis-33555	288	47	to	to	ADP
bracis-33555	288	48	springer	springer	NOUN
bracis-33555	288	49	nature	nature	PROPN
bracis-33555	288	50	switzerland	switzerland	PROPN
bracis-33555	288	51	ag	ag	PROPN
bracis-33555	288	52	about	about	ADP
bracis-33555	288	53	this	this	DET
bracis-33555	288	54	paper	paper	NOUN
bracis-33555	288	55	cite	cite	VERB
bracis-33555	288	56	this	this	DET
bracis-33555	288	57	paper	paper	NOUN
bracis-33555	288	58	negrão	negrão	NOUN
bracis-33555	288	59	,	,	PUNCT
bracis-33555	288	60	a.	a.	NOUN
bracis-33555	288	61	,	,	PUNCT
bracis-33555	288	62	silva	silva	PROPN
bracis-33555	288	63	,	,	PUNCT
bracis-33555	288	64	g.	g.	PROPN
bracis-33555	288	65	,	,	PUNCT
bracis-33555	288	66	pedrosa	pedrosa	PROPN
bracis-33555	288	67	,	,	PUNCT
bracis-33555	288	68	r.	r.	PROPN
bracis-33555	288	69	,	,	PUNCT
bracis-33555	288	70	luz	luz	PROPN
bracis-33555	288	71	,	,	PUNCT
bracis-33555	288	72	e.	e.	PROPN
bracis-33555	288	73	,	,	PUNCT
bracis-33555	288	74	silva	silva	PROPN
bracis-33555	288	75	,	,	PUNCT
bracis-33555	288	76	p.	p.	NOUN
bracis-33555	288	77	(	(	PUNCT
bracis-33555	288	78	2025	2025	NUM
bracis-33555	288	79	)	)	PUNCT
bracis-33555	288	80	.	.	PUNCT
bracis-33555	289	1	adaptive	adaptive	PROPN
bracis-33555	289	2	client	client	NOUN
bracis-33555	289	3	-	-	PUNCT
bracis-33555	289	4	dropping	dropping	NOUN
bracis-33555	289	5	in	in	ADP
bracis-33555	289	6	 	 	SPACE
bracis-33555	289	7	federated	federated	ADJ
bracis-33555	289	8	learning	learning	NOUN
bracis-33555	289	9	:	:	PUNCT
bracis-33555	289	10	preserving	preserve	VERB
bracis-33555	289	11	data	datum	NOUN
bracis-33555	289	12	integrity	integrity	NOUN
bracis-33555	289	13	in	in	ADP
bracis-33555	289	14	 	 	SPACE
bracis-33555	289	15	medical	medical	ADJ
bracis-33555	289	16	domains	domain	NOUN
bracis-33555	289	17	.	.	PUNCT
bracis-33555	290	1	in	in	ADP
bracis-33555	290	2	:	:	PUNCT
bracis-33555	290	3	paes	paes	PROPN
bracis-33555	290	4	,	,	PUNCT
bracis-33555	290	5	a.	a.	PROPN
bracis-33555	290	6	,	,	PUNCT
bracis-33555	290	7	verri	verri	NOUN
bracis-33555	290	8	,	,	PUNCT
bracis-33555	290	9	f.a.n	f.a.n	ADJ
bracis-33555	290	10	.	.	PUNCT
bracis-33555	290	11	(	(	PUNCT
bracis-33555	290	12	eds	ed	NOUN
bracis-33555	290	13	)	)	PUNCT
bracis-33555	290	14	intelligent	intelligent	ADJ
bracis-33555	290	15	systems	system	NOUN
bracis-33555	290	16	.	.	PUNCT
bracis-33555	291	1	bracis	bracis	PROPN
bracis-33555	291	2	2024	2024	NUM
bracis-33555	291	3	.	.	PUNCT
bracis-33555	292	1	lecture	lecture	NOUN
bracis-33555	292	2	notes	note	NOUN
bracis-33555	292	3	in	in	ADP
bracis-33555	292	4	computer	computer	NOUN
bracis-33555	292	5	science	science	NOUN
bracis-33555	292	6	(	(	PUNCT
bracis-33555	292	7	)	)	PUNCT
bracis-33555	292	8	,	,	PUNCT
bracis-33555	292	9	vol	vol	NOUN
bracis-33555	292	10	15412	15412	NUM
bracis-33555	292	11	.	.	PUNCT
bracis-33555	293	1	springer	springer	NOUN
bracis-33555	293	2	,	,	PUNCT
bracis-33555	293	3	cham	cham	PROPN
bracis-33555	293	4	.	.	PUNCT
bracis-33555	294	1	https://doi.org/10.1007/978-3-031-79029-4_8	https://doi.org/10.1007/978-3-031-79029-4_8	DET
bracis-33555	294	2	download	download	PROPN
bracis-33555	294	3	citation	citation	NOUN
bracis-33555	294	4	.ris	.ris	PUNCT
bracis-33555	294	5	.enw	.enw	PROPN
bracis-33555	294	6	.bib	.bib	PUNCT
bracis-33555	295	1	doi	doi	PROPN
bracis-33555	295	2	:	:	PUNCT
bracis-33555	295	3	https://doi.org/10.1007/978-3-031-79029-4_8	https://doi.org/10.1007/978-3-031-79029-4_8	NUM
bracis-33555	295	4	published	publish	VERB
bracis-33555	295	5	:	:	PUNCT
bracis-33555	295	6	30	30	NUM
bracis-33555	295	7	january	january	PROPN
bracis-33555	295	8	2025	2025	NUM
bracis-33555	295	9	publisher	publisher	NOUN
bracis-33555	295	10	name	name	NOUN
bracis-33555	295	11	:	:	PUNCT
bracis-33555	295	12	springer	springer	NOUN
bracis-33555	295	13	,	,	PUNCT
bracis-33555	295	14	cham	cham	PROPN
bracis-33555	295	15	print	print	PROPN
bracis-33555	295	16	isbn	isbn	PROPN
bracis-33555	295	17	:	:	PUNCT
bracis-33555	295	18	978	978	NUM
bracis-33555	295	19	-	-	SYM
bracis-33555	295	20	3	3	NUM
bracis-33555	295	21	-	-	PUNCT
bracis-33555	295	22	031	031	NUM
bracis-33555	295	23	-	-	PUNCT
bracis-33555	295	24	79028	79028	NUM
bracis-33555	295	25	-	-	SYM
bracis-33555	295	26	7	7	NUM
bracis-33555	295	27	online	online	ADJ
bracis-33555	295	28	isbn	isbn	NOUN
bracis-33555	295	29	:	:	PUNCT
bracis-33555	295	30	978	978	NUM
bracis-33555	295	31	-	-	SYM
bracis-33555	295	32	3	3	NUM
bracis-33555	295	33	-	-	PUNCT
bracis-33555	295	34	031	031	NUM
bracis-33555	295	35	-	-	PUNCT
bracis-33555	295	36	79029	79029	NUM
bracis-33555	295	37	-	-	SYM
bracis-33555	295	38	4	4	NUM
bracis-33555	295	39	ebook	ebook	NOUN
bracis-33555	295	40	packages	package	NOUN
bracis-33555	295	41	:	:	PUNCT
bracis-33555	295	42	computer	computer	NOUN
bracis-33555	295	43	sciencecomputer	sciencecomputer	NOUN
bracis-33555	295	44	science	science	NOUN
bracis-33555	295	45	(	(	PUNCT
bracis-33555	295	46	r0	r0	NOUN
bracis-33555	295	47	)	)	PUNCT
bracis-33555	295	48	share	share	VERB
bracis-33555	295	49	this	this	DET
bracis-33555	295	50	paper	paper	NOUN
bracis-33555	295	51	anyone	anyone	PRON
bracis-33555	295	52	you	you	PRON
bracis-33555	295	53	share	share	VERB
bracis-33555	295	54	the	the	DET
bracis-33555	295	55	following	follow	VERB
bracis-33555	295	56	link	link	NOUN
bracis-33555	295	57	with	with	ADP
bracis-33555	295	58	will	will	AUX
bracis-33555	295	59	be	be	AUX
bracis-33555	295	60	able	able	ADJ
bracis-33555	295	61	to	to	PART
bracis-33555	295	62	read	read	VERB
bracis-33555	295	63	this	this	DET
bracis-33555	295	64	content	content	NOUN
bracis-33555	295	65	:	:	PUNCT
bracis-33555	295	66	get	get	VERB
bracis-33555	295	67	shareable	shareable	ADJ
bracis-33555	295	68	linksorry	linksorry	NOUN
bracis-33555	295	69	,	,	PUNCT
bracis-33555	295	70	a	a	DET
bracis-33555	295	71	shareable	shareable	ADJ
bracis-33555	295	72	link	link	NOUN
bracis-33555	295	73	is	be	AUX
bracis-33555	295	74	not	not	PART
bracis-33555	295	75	currently	currently	ADV
bracis-33555	295	76	available	available	ADJ
bracis-33555	295	77	for	for	ADP
bracis-33555	295	78	this	this	DET
bracis-33555	295	79	article	article	NOUN
bracis-33555	295	80	.	.	PUNCT
bracis-33555	296	1	copy	copy	VERB
bracis-33555	296	2	shareable	shareable	ADJ
bracis-33555	296	3	link	link	NOUN
bracis-33555	296	4	to	to	PART
bracis-33555	296	5	clipboard	clipboard	NOUN
bracis-33555	296	6	provided	provide	VERB
bracis-33555	296	7	by	by	ADP
bracis-33555	296	8	the	the	DET
bracis-33555	296	9	springer	springer	NOUN
bracis-33555	296	10	nature	nature	PROPN
bracis-33555	296	11	sharedit	sharedit	PROPN
bracis-33555	296	12	content	content	NOUN
bracis-33555	296	13	-	-	PUNCT
bracis-33555	296	14	sharing	share	VERB
bracis-33555	296	15	initiative	initiative	NOUN
bracis-33555	296	16	keywords	keyword	NOUN
bracis-33555	296	17	federated	federate	VERB
bracis-33555	296	18	learning	learn	VERB
bracis-33555	296	19	medmnist	medmnist	PROPN
bracis-33555	296	20	conformal	conformal	PROPN
bracis-33555	296	21	prediction	prediction	NOUN
bracis-33555	296	22	cnn	cnn	PROPN
bracis-33555	296	23	publish	publish	VERB
bracis-33555	296	24	with	with	ADP
bracis-33555	296	25	us	us	PROPN
bracis-33555	296	26	policies	policy	NOUN
bracis-33555	296	27	and	and	CCONJ
bracis-33555	296	28	ethics	ethic	NOUN
bracis-33555	296	29	profiles	profile	NOUN
bracis-33555	296	30	eduardo	eduardo	PROPN
bracis-33555	296	31	luz	luz	PROPN
bracis-33555	296	32	view	view	PROPN
bracis-33555	296	33	author	author	NOUN
bracis-33555	296	34	profile	profile	NOUN
bracis-33555	296	35	search	search	NOUN
bracis-33555	296	36	search	search	NOUN
bracis-33555	296	37	by	by	ADP
bracis-33555	296	38	keyword	keyword	NOUN
bracis-33555	296	39	or	or	CCONJ
bracis-33555	296	40	author	author	NOUN
bracis-33555	296	41	search	search	NOUN
bracis-33555	296	42	navigation	navigation	NOUN
bracis-33555	296	43	find	find	VERB
bracis-33555	296	44	a	a	DET
bracis-33555	296	45	journal	journal	NOUN
bracis-33555	296	46	publish	publish	VERB
bracis-33555	296	47	with	with	ADP
bracis-33555	296	48	us	we	PRON
bracis-33555	296	49	track	track	VERB
bracis-33555	296	50	your	your	PRON
bracis-33555	296	51	research	research	NOUN
bracis-33555	296	52	discover	discover	VERB
bracis-33555	296	53	content	content	NOUN
bracis-33555	296	54	journals	journal	NOUN
bracis-33555	296	55	a	a	DET
bracis-33555	296	56	-	-	PUNCT
bracis-33555	296	57	z	z	NOUN
bracis-33555	296	58	books	book	NOUN
bracis-33555	296	59	a	a	DET
bracis-33555	296	60	-	-	PUNCT
bracis-33555	296	61	z	z	NOUN
bracis-33555	296	62	publish	publish	NOUN
bracis-33555	296	63	with	with	ADP
bracis-33555	296	64	us	us	PROPN
bracis-33555	296	65	journal	journal	PROPN
bracis-33555	296	66	finder	finder	PROPN
bracis-33555	296	67	publish	publish	VERB
bracis-33555	296	68	your	your	PRON
bracis-33555	296	69	research	research	NOUN
bracis-33555	296	70	language	language	NOUN
bracis-33555	296	71	editing	edit	VERB
bracis-33555	296	72	open	open	ADJ
bracis-33555	296	73	access	access	NOUN
bracis-33555	296	74	publishing	publishing	NOUN
bracis-33555	296	75	products	product	NOUN
bracis-33555	296	76	and	and	CCONJ
bracis-33555	296	77	services	service	NOUN
bracis-33555	296	78	our	our	PRON
bracis-33555	296	79	products	product	NOUN
bracis-33555	296	80	librarians	librarian	VERB
bracis-33555	296	81	societies	society	NOUN
bracis-33555	296	82	partners	partner	NOUN
bracis-33555	296	83	and	and	CCONJ
bracis-33555	296	84	advertisers	advertiser	NOUN
bracis-33555	296	85	our	our	PRON
bracis-33555	296	86	brands	brand	NOUN
bracis-33555	296	87	springer	springer	NOUN
bracis-33555	296	88	nature	nature	PROPN
bracis-33555	296	89	portfolio	portfolio	PROPN
bracis-33555	296	90	bmc	bmc	PROPN
bracis-33555	296	91	palgrave	palgrave	PROPN
bracis-33555	296	92	macmillan	macmillan	PROPN
bracis-33555	296	93	apress	apress	PROPN
bracis-33555	296	94	discover	discover	VERB
bracis-33555	296	95	your	your	PRON
bracis-33555	296	96	privacy	privacy	NOUN
bracis-33555	296	97	choices	choice	NOUN
bracis-33555	296	98	/	/	SYM
bracis-33555	296	99	manage	manage	NOUN
bracis-33555	296	100	cookies	cookie	NOUN
bracis-33555	296	101	your	your	PRON
bracis-33555	296	102	us	us	PROPN
bracis-33555	297	1	state	state	NOUN
bracis-33555	297	2	privacy	privacy	NOUN
bracis-33555	297	3	rights	right	NOUN
bracis-33555	297	4	accessibility	accessibility	NOUN
bracis-33555	297	5	statement	statement	NOUN
bracis-33555	297	6	terms	term	NOUN
bracis-33555	297	7	and	and	CCONJ
bracis-33555	297	8	conditions	condition	NOUN
bracis-33555	297	9	privacy	privacy	NOUN
bracis-33555	297	10	policy	policy	NOUN
bracis-33555	297	11	help	help	NOUN
bracis-33555	297	12	and	and	CCONJ
bracis-33555	297	13	support	support	VERB
bracis-33555	297	14	legal	legal	ADJ
bracis-33555	297	15	notice	notice	NOUN
bracis-33555	297	16	cancel	cancel	VERB
bracis-33555	297	17	contracts	contract	NOUN
bracis-33555	297	18	here	here	ADV
bracis-33555	297	19	129.74.145.123	129.74.145.123	NUM
bracis-33555	297	20	hesburgh	hesburgh	PROPN
bracis-33555	297	21	library	library	PROPN
bracis-33555	297	22	er	er	INTJ
bracis-33555	297	23	unit	unit	NOUN
bracis-33555	297	24	(	(	PUNCT
bracis-33555	297	25	3005732405	3005732405	NUM
bracis-33555	297	26	)	)	PUNCT
bracis-33555	297	27	northeast	northeast	ADJ
bracis-33555	297	28	research	research	NOUN
bracis-33555	297	29	libraries	library	NOUN
bracis-33555	297	30	(	(	PUNCT
bracis-33555	297	31	nerl	nerl	PROPN
bracis-33555	297	32	)	)	PUNCT
bracis-33555	297	33	(	(	PUNCT
bracis-33555	297	34	8200828607	8200828607	NUM
bracis-33555	297	35	)	)	PUNCT
bracis-33555	297	36	nerl	nerl	VERB
bracis-33555	297	37	ta	ta	X
bracis-33555	297	38	account	account	NOUN
bracis-33555	297	39	(	(	PUNCT
bracis-33555	297	40	3006206169	3006206169	NUM
bracis-33555	297	41	)	)	PUNCT
bracis-33555	297	42	university	university	NOUN
bracis-33555	297	43	of	of	ADP
bracis-33555	297	44	notre	notre	PROPN
bracis-33555	297	45	dame	dame	PROPN
bracis-33555	297	46	hesburgh	hesburgh	PROPN
bracis-33555	297	47	library	library	NOUN
bracis-33555	297	48	(	(	PUNCT
bracis-33555	297	49	3000184373	3000184373	NUM
bracis-33555	297	50	)	)	PUNCT
bracis-33555	298	1	©	©	ADP
bracis-33555	298	2	2025	2025	NUM
bracis-33555	298	3	springer	springer	NOUN
bracis-33555	298	4	nature	nature	NOUN