id	sid	tid	token	lemma	pos
fcis-29982	1	1	frontiers	frontier	NOUN
fcis-29982	1	2	in	in	ADP
fcis-29982	1	3	computing	computing	NOUN
fcis-29982	1	4	and	and	CCONJ
fcis-29982	1	5	intelligent	intelligent	ADJ
fcis-29982	1	6	systems	system	NOUN
fcis-29982	1	7	issn	issn	VERB
fcis-29982	1	8	:	:	PUNCT
fcis-29982	1	9	2832	2832	NUM
fcis-29982	1	10	-	-	SYM
fcis-29982	1	11	6024	6024	NUM
fcis-29982	1	12	|	|	NOUN
fcis-29982	1	13	vol	vol	NOUN
fcis-29982	1	14	.	.	PROPN
fcis-29982	2	1	11	11	NUM
fcis-29982	2	2	,	,	PUNCT
fcis-29982	2	3	no	no	INTJ
fcis-29982	2	4	.	.	NOUN
fcis-29982	2	5	3	3	NUM
fcis-29982	2	6	,	,	PUNCT
fcis-29982	2	7	2025	2025	NUM
fcis-29982	2	8	1	1	NUM
fcis-29982	2	9	design	design	NOUN
fcis-29982	2	10	and	and	CCONJ
fcis-29982	2	11	implementation	implementation	NOUN
fcis-29982	2	12	of	of	ADP
fcis-29982	2	13	an	an	DET
fcis-29982	2	14	einstein	einstein	ADJ
fcis-29982	2	15	chess	chess	NOUN
fcis-29982	2	16	intelligent	intelligent	ADJ
fcis-29982	2	17	gaming	gaming	NOUN
fcis-29982	2	18	system	system	NOUN
fcis-29982	2	19	based	base	VERB
fcis-29982	2	20	on	on	ADP
fcis-29982	2	21	policy‐value	policy‐value	NOUN
fcis-29982	2	22	network	network	NOUN
fcis-29982	2	23	gengyun	gengyun	NOUN
fcis-29982	2	24	he	he	PRON
fcis-29982	2	25	a	a	X
fcis-29982	2	26	,	,	PUNCT
fcis-29982	2	27	gang	gang	PROPN
fcis-29982	2	28	wang	wang	PROPN
fcis-29982	2	29	b	b	PROPN
fcis-29982	2	30	school	school	NOUN
fcis-29982	2	31	of	of	ADP
fcis-29982	2	32	computer	computer	NOUN
fcis-29982	2	33	science	science	NOUN
fcis-29982	2	34	and	and	CCONJ
fcis-29982	2	35	software	software	NOUN
fcis-29982	2	36	engineering	engineering	NOUN
fcis-29982	2	37	,	,	PUNCT
fcis-29982	2	38	university	university	NOUN
fcis-29982	2	39	of	of	ADP
fcis-29982	2	40	science	science	NOUN
fcis-29982	2	41	and	and	CCONJ
fcis-29982	2	42	technology	technology	NOUN
fcis-29982	2	43	liaoning	liaoning	NOUN
fcis-29982	2	44	,	,	PUNCT
fcis-29982	2	45	anshan	anshan	ADP
fcis-29982	2	46	liaoning	liaoning	PROPN
fcis-29982	2	47	114051	114051	NUM
fcis-29982	2	48	,	,	PUNCT
fcis-29982	2	49	china	china	PROPN
fcis-29982	2	50	a	a	DET
fcis-29982	2	51	hgynumber@126.com	hgynumber@126.com	PROPN
fcis-29982	2	52	,	,	PUNCT
fcis-29982	2	53	b	b	PROPN
fcis-29982	2	54	purgwg@163.com	purgwg@163.com	PROPN
fcis-29982	2	55	abstract	abstract	NOUN
fcis-29982	2	56	:	:	PUNCT
fcis-29982	2	57	einstein	einstein	PROPN
fcis-29982	2	58	chess	chess	NOUN
fcis-29982	2	59	is	be	AUX
fcis-29982	2	60	a	a	DET
fcis-29982	2	61	board	board	NOUN
fcis-29982	2	62	game	game	NOUN
fcis-29982	2	63	characterized	characterize	VERB
fcis-29982	2	64	by	by	ADP
fcis-29982	2	65	randomness	randomness	NOUN
fcis-29982	2	66	and	and	CCONJ
fcis-29982	2	67	special	special	ADJ
fcis-29982	2	68	movement	movement	NOUN
fcis-29982	2	69	rules	rule	NOUN
fcis-29982	2	70	,	,	PUNCT
fcis-29982	2	71	presenting	present	VERB
fcis-29982	2	72	new	new	ADJ
fcis-29982	2	73	challenges	challenge	NOUN
fcis-29982	2	74	for	for	ADP
fcis-29982	2	75	artificial	artificial	ADJ
fcis-29982	2	76	intelligence	intelligence	NOUN
fcis-29982	2	77	systems	system	NOUN
fcis-29982	2	78	due	due	ADP
fcis-29982	2	79	to	to	ADP
fcis-29982	2	80	its	its	PRON
fcis-29982	2	81	complex	complex	ADJ
fcis-29982	2	82	game	game	NOUN
fcis-29982	2	83	mechanics	mechanic	NOUN
fcis-29982	2	84	.	.	PUNCT
fcis-29982	3	1	this	this	DET
fcis-29982	3	2	paper	paper	NOUN
fcis-29982	3	3	proposes	propose	VERB
fcis-29982	3	4	an	an	DET
fcis-29982	3	5	intelligent	intelligent	ADJ
fcis-29982	3	6	game	game	NOUN
fcis-29982	3	7	system	system	NOUN
fcis-29982	3	8	for	for	ADP
fcis-29982	3	9	einstein	einstein	NOUN
fcis-29982	3	10	chess	chess	NOUN
fcis-29982	3	11	based	base	VERB
fcis-29982	3	12	on	on	ADP
fcis-29982	3	13	a	a	DET
fcis-29982	3	14	policy	policy	NOUN
fcis-29982	3	15	-	-	PUNCT
fcis-29982	3	16	value	value	NOUN
fcis-29982	3	17	network	network	NOUN
fcis-29982	3	18	,	,	PUNCT
fcis-29982	3	19	effectively	effectively	ADV
fcis-29982	3	20	addressing	address	VERB
fcis-29982	3	21	randomness	randomness	NOUN
fcis-29982	3	22	and	and	CCONJ
fcis-29982	3	23	special	special	ADJ
fcis-29982	3	24	rules	rule	NOUN
fcis-29982	3	25	through	through	ADP
fcis-29982	3	26	an	an	DET
fcis-29982	3	27	improved	improved	ADJ
fcis-29982	3	28	alphazero	alphazero	NOUN
fcis-29982	3	29	framework	framework	NOUN
fcis-29982	3	30	.	.	PUNCT
fcis-29982	4	1	the	the	DET
fcis-29982	4	2	main	main	ADJ
fcis-29982	4	3	innovations	innovation	NOUN
fcis-29982	4	4	of	of	ADP
fcis-29982	4	5	the	the	DET
fcis-29982	4	6	system	system	NOUN
fcis-29982	4	7	include	include	VERB
fcis-29982	4	8	:	:	PUNCT
fcis-29982	4	9	(	(	PUNCT
fcis-29982	4	10	1	1	X
fcis-29982	4	11	)	)	PUNCT
fcis-29982	4	12	the	the	DET
fcis-29982	4	13	design	design	NOUN
fcis-29982	4	14	of	of	ADP
fcis-29982	4	15	a	a	DET
fcis-29982	4	16	16	16	NUM
fcis-29982	4	17	-	-	PUNCT
fcis-29982	4	18	channel	channel	NOUN
fcis-29982	4	19	state	state	NOUN
fcis-29982	4	20	representation	representation	NOUN
fcis-29982	4	21	method	method	NOUN
fcis-29982	4	22	that	that	PRON
fcis-29982	4	23	effectively	effectively	ADV
fcis-29982	4	24	encodes	encode	VERB
fcis-29982	4	25	the	the	DET
fcis-29982	4	26	board	board	NOUN
fcis-29982	4	27	state	state	NOUN
fcis-29982	4	28	and	and	CCONJ
fcis-29982	4	29	move	move	VERB
fcis-29982	4	30	history	history	NOUN
fcis-29982	4	31	;	;	PUNCT
fcis-29982	4	32	(	(	PUNCT
fcis-29982	4	33	2	2	X
fcis-29982	4	34	)	)	PUNCT
fcis-29982	4	35	the	the	DET
fcis-29982	4	36	construction	construction	NOUN
fcis-29982	4	37	of	of	ADP
fcis-29982	4	38	a	a	DET
fcis-29982	4	39	deep	deep	ADJ
fcis-29982	4	40	convolutional	convolutional	ADJ
fcis-29982	4	41	network	network	NOUN
fcis-29982	4	42	based	base	VERB
fcis-29982	4	43	on	on	ADP
fcis-29982	4	44	the	the	DET
fcis-29982	4	45	pytorch	pytorch	NOUN
fcis-29982	4	46	framework	framework	NOUN
fcis-29982	4	47	,	,	PUNCT
fcis-29982	4	48	utilizing	utilize	VERB
fcis-29982	4	49	shared	share	VERB
fcis-29982	4	50	feature	feature	NOUN
fcis-29982	4	51	extraction	extraction	NOUN
fcis-29982	4	52	layers	layer	NOUN
fcis-29982	4	53	and	and	CCONJ
fcis-29982	4	54	a	a	DET
fcis-29982	4	55	dual	dual	ADJ
fcis-29982	4	56	-	-	PUNCT
fcis-29982	4	57	head	head	NOUN
fcis-29982	4	58	output	output	NOUN
fcis-29982	4	59	structure	structure	NOUN
fcis-29982	4	60	;	;	PUNCT
fcis-29982	4	61	(	(	PUNCT
fcis-29982	4	62	3	3	X
fcis-29982	4	63	)	)	PUNCT
fcis-29982	4	64	the	the	DET
fcis-29982	4	65	optimization	optimization	NOUN
fcis-29982	4	66	of	of	ADP
fcis-29982	4	67	randomness	randomness	NOUN
fcis-29982	4	68	response	response	NOUN
fcis-29982	4	69	strategies	strategy	NOUN
fcis-29982	4	70	through	through	ADP
fcis-29982	4	71	an	an	DET
fcis-29982	4	72	improved	improved	ADJ
fcis-29982	4	73	monte	monte	PROPN
fcis-29982	4	74	carlo	carlo	NOUN
fcis-29982	4	75	tree	tree	NOUN
fcis-29982	4	76	search	search	NOUN
fcis-29982	4	77	algorithm	algorithm	NOUN
fcis-29982	4	78	.	.	PUNCT
fcis-29982	5	1	experimental	experimental	ADJ
fcis-29982	5	2	results	result	NOUN
fcis-29982	5	3	indicate	indicate	VERB
fcis-29982	5	4	that	that	SCONJ
fcis-29982	5	5	the	the	DET
fcis-29982	5	6	policy	policy	NOUN
fcis-29982	5	7	-	-	PUNCT
fcis-29982	5	8	value	value	NOUN
fcis-29982	5	9	network	network	NOUN
fcis-29982	5	10	-	-	PUNCT
fcis-29982	5	11	based	base	VERB
fcis-29982	5	12	intelligent	intelligent	ADJ
fcis-29982	5	13	game	game	NOUN
fcis-29982	5	14	system	system	NOUN
fcis-29982	5	15	for	for	ADP
fcis-29982	5	16	einstein	einstein	NOUN
fcis-29982	5	17	chess	chess	NOUN
fcis-29982	5	18	achieved	achieve	VERB
fcis-29982	5	19	a	a	DET
fcis-29982	5	20	significant	significant	ADJ
fcis-29982	5	21	advantage	advantage	NOUN
fcis-29982	5	22	compared	compare	VERB
fcis-29982	5	23	to	to	ADP
fcis-29982	5	24	the	the	DET
fcis-29982	5	25	champion	champion	NOUN
fcis-29982	5	26	program	program	NOUN
fcis-29982	5	27	of	of	ADP
fcis-29982	5	28	the	the	DET
fcis-29982	5	29	2024	2024	NUM
fcis-29982	5	30	liaoning	liaoning	PROPN
fcis-29982	5	31	province	province	PROPN
fcis-29982	5	32	computer	computer	NOUN
fcis-29982	5	33	game	game	NOUN
fcis-29982	5	34	competition	competition	NOUN
fcis-29982	5	35	,	,	PUNCT
fcis-29982	5	36	attaining	attain	VERB
fcis-29982	5	37	a	a	DET
fcis-29982	5	38	win	win	NOUN
fcis-29982	5	39	rate	rate	NOUN
fcis-29982	5	40	of	of	ADP
fcis-29982	5	41	82.4	82.4	NUM
fcis-29982	5	42	%	%	NOUN
fcis-29982	5	43	over	over	ADP
fcis-29982	5	44	500	500	NUM
fcis-29982	5	45	games	game	NOUN
fcis-29982	5	46	.	.	PUNCT
fcis-29982	6	1	through	through	ADP
fcis-29982	6	2	self	self	NOUN
fcis-29982	6	3	-	-	PUNCT
fcis-29982	6	4	play	play	NOUN
fcis-29982	6	5	training	training	NOUN
fcis-29982	6	6	,	,	PUNCT
fcis-29982	6	7	the	the	DET
fcis-29982	6	8	system	system	NOUN
fcis-29982	6	9	demonstrated	demonstrate	VERB
fcis-29982	6	10	good	good	ADJ
fcis-29982	6	11	learning	learning	NOUN
fcis-29982	6	12	capabilities	capability	NOUN
fcis-29982	6	13	and	and	CCONJ
fcis-29982	6	14	effective	effective	ADJ
fcis-29982	6	15	strategy	strategy	NOUN
fcis-29982	6	16	improvement	improvement	NOUN
fcis-29982	6	17	.	.	PUNCT
fcis-29982	7	1	this	this	DET
fcis-29982	7	2	research	research	NOUN
fcis-29982	7	3	provides	provide	VERB
fcis-29982	7	4	a	a	DET
fcis-29982	7	5	new	new	ADJ
fcis-29982	7	6	solution	solution	NOUN
fcis-29982	7	7	for	for	ADP
fcis-29982	7	8	handling	handle	VERB
fcis-29982	7	9	board	board	NOUN
fcis-29982	7	10	games	game	NOUN
fcis-29982	7	11	with	with	ADP
fcis-29982	7	12	randomness	randomness	NOUN
fcis-29982	7	13	and	and	CCONJ
fcis-29982	7	14	offers	offer	VERB
fcis-29982	7	15	a	a	DET
fcis-29982	7	16	reference	reference	NOUN
fcis-29982	7	17	framework	framework	NOUN
fcis-29982	7	18	for	for	ADP
fcis-29982	7	19	the	the	DET
fcis-29982	7	20	development	development	NOUN
fcis-29982	7	21	of	of	ADP
fcis-29982	7	22	similar	similar	ADJ
fcis-29982	7	23	game	game	NOUN
fcis-29982	7	24	systems	system	NOUN
fcis-29982	7	25	.	.	PUNCT
fcis-29982	8	1	keywords	keyword	NOUN
fcis-29982	8	2	:	:	PUNCT
fcis-29982	8	3	einstein	einstein	PROPN
fcis-29982	8	4	chess	chess	NOUN
fcis-29982	8	5	;	;	PUNCT
fcis-29982	8	6	policy	policy	NOUN
fcis-29982	8	7	-	-	PUNCT
fcis-29982	8	8	value	value	NOUN
fcis-29982	8	9	network	network	NOUN
fcis-29982	8	10	;	;	PUNCT
fcis-29982	8	11	monte	monte	PROPN
fcis-29982	8	12	carlo	carlo	PROPN
fcis-29982	8	13	tree	tree	NOUN
fcis-29982	8	14	search	search	NOUN
fcis-29982	8	15	;	;	PUNCT
fcis-29982	8	16	deep	deep	ADJ
fcis-29982	8	17	reinforcement	reinforcement	NOUN
fcis-29982	8	18	learning	learning	NOUN
fcis-29982	8	19	;	;	PUNCT
fcis-29982	8	20	pytorch	pytorch	NOUN
fcis-29982	8	21	.	.	PUNCT
fcis-29982	9	1	1	1	X
fcis-29982	9	2	.	.	X
fcis-29982	9	3	introduction	introduction	NOUN
fcis-29982	9	4	stochastic	stochastic	NOUN
fcis-29982	9	5	games	game	NOUN
fcis-29982	9	6	represent	represent	VERB
fcis-29982	9	7	a	a	DET
fcis-29982	9	8	critical	critical	ADJ
fcis-29982	9	9	research	research	NOUN
fcis-29982	9	10	domain	domain	NOUN
fcis-29982	9	11	in	in	ADP
fcis-29982	9	12	artificial	artificial	ADJ
fcis-29982	9	13	intelligence	intelligence	NOUN
fcis-29982	9	14	.	.	PUNCT
fcis-29982	10	1	despite	despite	SCONJ
fcis-29982	10	2	significant	significant	ADJ
fcis-29982	10	3	breakthroughs	breakthrough	NOUN
fcis-29982	10	4	in	in	ADP
fcis-29982	10	5	deterministic	deterministic	ADJ
fcis-29982	10	6	games	game	NOUN
fcis-29982	10	7	such	such	ADJ
fcis-29982	10	8	as	as	ADP
fcis-29982	10	9	chess	chess	NOUN
fcis-29982	10	10	and	and	CCONJ
fcis-29982	10	11	go	go	VERB
fcis-29982	10	12	,	,	PUNCT
fcis-29982	10	13	the	the	DET
fcis-29982	10	14	field	field	NOUN
fcis-29982	10	15	continues	continue	VERB
fcis-29982	10	16	to	to	PART
fcis-29982	10	17	face	face	VERB
fcis-29982	10	18	substantial	substantial	ADJ
fcis-29982	10	19	challenges	challenge	NOUN
fcis-29982	10	20	in	in	ADP
fcis-29982	10	21	stochastic	stochastic	ADJ
fcis-29982	10	22	gaming	gaming	NOUN
fcis-29982	10	23	environments	environment	NOUN
fcis-29982	10	24	.	.	PUNCT
fcis-29982	11	1	this	this	DET
fcis-29982	11	2	paper	paper	NOUN
fcis-29982	11	3	presents	present	VERB
fcis-29982	11	4	a	a	DET
fcis-29982	11	5	novel	novel	ADJ
fcis-29982	11	6	hybrid	hybrid	NOUN
fcis-29982	11	7	approach	approach	NOUN
fcis-29982	11	8	that	that	PRON
fcis-29982	11	9	integrates	integrate	VERB
fcis-29982	11	10	deep	deep	ADJ
fcis-29982	11	11	learning	learning	NOUN
fcis-29982	11	12	with	with	ADP
fcis-29982	11	13	enhanced	enhanced	ADJ
fcis-29982	11	14	monte	monte	PROPN
fcis-29982	11	15	carlo	carlo	PROPN
fcis-29982	11	16	tree	tree	NOUN
fcis-29982	11	17	search	search	NOUN
fcis-29982	11	18	(	(	PUNCT
fcis-29982	11	19	mcts	mct	NOUN
fcis-29982	11	20	)	)	PUNCT
fcis-29982	11	21	to	to	PART
fcis-29982	11	22	address	address	VERB
fcis-29982	11	23	decision	decision	NOUN
fcis-29982	11	24	-	-	PUNCT
fcis-29982	11	25	making	make	VERB
fcis-29982	11	26	challenges	challenge	NOUN
fcis-29982	11	27	in	in	ADP
fcis-29982	11	28	stochastic	stochastic	ADJ
fcis-29982	11	29	games	game	NOUN
fcis-29982	11	30	,	,	PUNCT
fcis-29982	11	31	using	use	VERB
fcis-29982	11	32	einstein	einstein	NOUN
fcis-29982	11	33	chess[1	chess[1	NOUN
fcis-29982	11	34	]	]	PUNCT
fcis-29982	11	35	as	as	ADP
fcis-29982	11	36	our	our	PRON
fcis-29982	11	37	research	research	NOUN
fcis-29982	11	38	platform	platform	NOUN
fcis-29982	11	39	.	.	PUNCT
fcis-29982	12	1	1.1	1.1	NUM
fcis-29982	12	2	.	.	PUNCT
fcis-29982	12	3	research	research	NOUN
fcis-29982	12	4	background	background	NOUN
fcis-29982	12	5	and	and	CCONJ
fcis-29982	12	6	significance	significance	NOUN
fcis-29982	12	7	1.1.1	1.1.1	NUM
fcis-29982	12	8	.	.	PUNCT
fcis-29982	13	1	evolution	evolution	NOUN
fcis-29982	13	2	of	of	ADP
fcis-29982	13	3	ai	ai	NOUN
fcis-29982	13	4	in	in	ADP
fcis-29982	13	5	game	game	NOUN
fcis-29982	13	6	playing	play	VERB
fcis-29982	13	7	the	the	DET
fcis-29982	13	8	development	development	NOUN
fcis-29982	13	9	of	of	ADP
fcis-29982	13	10	artificial	artificial	ADJ
fcis-29982	13	11	intelligence	intelligence	NOUN
fcis-29982	13	12	in	in	ADP
fcis-29982	13	13	board	board	NOUN
fcis-29982	13	14	games	game	NOUN
fcis-29982	13	15	has	have	AUX
fcis-29982	13	16	evolved	evolve	VERB
fcis-29982	13	17	through	through	ADP
fcis-29982	13	18	three	three	NUM
fcis-29982	13	19	distinct	distinct	ADJ
fcis-29982	13	20	phases	phase	NOUN
fcis-29982	13	21	.	.	PUNCT
fcis-29982	14	1	the	the	DET
fcis-29982	14	2	initial	initial	ADJ
fcis-29982	14	3	heuristic	heuristic	ADJ
fcis-29982	14	4	search	search	NOUN
fcis-29982	14	5	phase	phase	NOUN
fcis-29982	14	6	(	(	PUNCT
fcis-29982	14	7	1970s-1980s	1970s-1980s	NUM
fcis-29982	14	8	)	)	PUNCT
fcis-29982	14	9	focused	focus	VERB
fcis-29982	14	10	on	on	ADP
fcis-29982	14	11	fundamental	fundamental	ADJ
fcis-29982	14	12	search	search	NOUN
fcis-29982	14	13	algorithms	algorithm	NOUN
fcis-29982	14	14	.	.	PUNCT
fcis-29982	15	1	this	this	PRON
fcis-29982	15	2	was	be	AUX
fcis-29982	15	3	followed	follow	VERB
fcis-29982	15	4	by	by	ADP
fcis-29982	15	5	the	the	DET
fcis-29982	15	6	traditional	traditional	ADJ
fcis-29982	15	7	algorithms	algorithms	NOUN
fcis-29982	15	8	phase	phase	NOUN
fcis-29982	15	9	(	(	PUNCT
fcis-29982	15	10	1990s	1990s	NUM
fcis-29982	15	11	)	)	PUNCT
fcis-29982	15	12	,	,	PUNCT
fcis-29982	15	13	during	during	ADP
fcis-29982	15	14	which	which	PRON
fcis-29982	15	15	more	more	ADV
fcis-29982	15	16	sophisticated	sophisticated	ADJ
fcis-29982	15	17	approaches	approach	NOUN
fcis-29982	15	18	emerged	emerge	VERB
fcis-29982	15	19	.	.	PUNCT
fcis-29982	16	1	the	the	DET
fcis-29982	16	2	current	current	ADJ
fcis-29982	16	3	deep	deep	ADJ
fcis-29982	16	4	learning	learning	NOUN
fcis-29982	16	5	phase	phase	NOUN
fcis-29982	16	6	(	(	PUNCT
fcis-29982	16	7	early	early	ADJ
fcis-29982	16	8	21st	21st	ADJ
fcis-29982	16	9	century	century	NOUN
fcis-29982	16	10	to	to	PART
fcis-29982	16	11	present	present	ADJ
fcis-29982	16	12	)	)	PUNCT
fcis-29982	16	13	represents	represent	VERB
fcis-29982	16	14	the	the	DET
fcis-29982	16	15	latest	late	ADJ
fcis-29982	16	16	advancement	advancement	NOUN
fcis-29982	16	17	in	in	ADP
fcis-29982	16	18	the	the	DET
fcis-29982	16	19	field	field	NOUN
fcis-29982	16	20	.	.	PUNCT
fcis-29982	17	1	a	a	DET
fcis-29982	17	2	significant	significant	ADJ
fcis-29982	17	3	milestone	milestone	NOUN
fcis-29982	17	4	was	be	AUX
fcis-29982	17	5	achieved	achieve	VERB
fcis-29982	17	6	in	in	ADP
fcis-29982	17	7	1997	1997	NUM
fcis-29982	17	8	when	when	SCONJ
fcis-29982	17	9	ibm	ibm	PROPN
fcis-29982	17	10	's	's	PART
fcis-29982	17	11	deep	deep	ADJ
fcis-29982	17	12	blue	blue	ADJ
fcis-29982	17	13	system	system	NOUN
fcis-29982	17	14	defeated	defeat	VERB
fcis-29982	17	15	world	world	NOUN
fcis-29982	17	16	chess	chess	NOUN
fcis-29982	17	17	champion	champion	NOUN
fcis-29982	17	18	garry	garry	PROPN
fcis-29982	17	19	kasparov[2	kasparov[2	PROPN
fcis-29982	17	20	]	]	PUNCT
fcis-29982	17	21	,	,	PUNCT
fcis-29982	17	22	marking	mark	VERB
fcis-29982	17	23	a	a	DET
fcis-29982	17	24	breakthrough	breakthrough	NOUN
fcis-29982	17	25	in	in	ADP
fcis-29982	17	26	deterministic	deterministic	ADJ
fcis-29982	17	27	complete	complete	ADJ
fcis-29982	17	28	-	-	PUNCT
fcis-29982	17	29	information	information	NOUN
fcis-29982	17	30	game	game	NOUN
fcis-29982	17	31	solving	solving	NOUN
fcis-29982	17	32	.	.	PUNCT
fcis-29982	18	1	further	further	ADJ
fcis-29982	18	2	progress	progress	NOUN
fcis-29982	18	3	was	be	AUX
fcis-29982	18	4	demonstrated	demonstrate	VERB
fcis-29982	18	5	in	in	ADP
fcis-29982	18	6	2016	2016	NUM
fcis-29982	18	7	when	when	SCONJ
fcis-29982	18	8	alphago[3	alphago[3	AUX
fcis-29982	18	9	]	]	PUNCT
fcis-29982	18	10	defeated	defeat	VERB
fcis-29982	18	11	go	go	VERB
fcis-29982	18	12	world	world	NOUN
fcis-29982	18	13	champion	champion	PROPN
fcis-29982	18	14	lee	lee	PROPN
fcis-29982	18	15	sedol	sedol	NOUN
fcis-29982	18	16	,	,	PUNCT
fcis-29982	18	17	expanding	expand	VERB
fcis-29982	18	18	ai	ai	PROPN
fcis-29982	18	19	's	's	PART
fcis-29982	18	20	capabilities	capability	NOUN
fcis-29982	18	21	in	in	ADP
fcis-29982	18	22	highdimensional	highdimensional	ADJ
fcis-29982	18	23	decision	decision	NOUN
fcis-29982	18	24	spaces	space	NOUN
fcis-29982	18	25	.	.	PUNCT
fcis-29982	19	1	subsequently	subsequently	ADV
fcis-29982	19	2	,	,	PUNCT
fcis-29982	19	3	in	in	ADP
fcis-29982	19	4	2017	2017	NUM
fcis-29982	19	5	,	,	PUNCT
fcis-29982	19	6	alphazero[4	alphazero[4	PROPN
fcis-29982	19	7	]	]	PUNCT
fcis-29982	19	8	achieved	achieve	VERB
fcis-29982	19	9	superhuman	superhuman	ADJ
fcis-29982	19	10	performance	performance	NOUN
fcis-29982	19	11	through	through	ADP
fcis-29982	19	12	pure	pure	ADJ
fcis-29982	19	13	self	self	NOUN
fcis-29982	19	14	-	-	PUNCT
fcis-29982	19	15	learning	learning	NOUN
fcis-29982	19	16	,	,	PUNCT
fcis-29982	19	17	showcasing	showcase	VERB
fcis-29982	19	18	the	the	DET
fcis-29982	19	19	potential	potential	NOUN
fcis-29982	19	20	of	of	ADP
fcis-29982	19	21	deep	deep	ADJ
fcis-29982	19	22	reinforcement	reinforcement	NOUN
fcis-29982	19	23	learning	learning	NOUN
fcis-29982	19	24	in	in	ADP
fcis-29982	19	25	complex	complex	ADJ
fcis-29982	19	26	strategy	strategy	NOUN
fcis-29982	19	27	optimization	optimization	NOUN
fcis-29982	19	28	.	.	PUNCT
fcis-29982	20	1	however	however	ADV
fcis-29982	20	2	,	,	PUNCT
fcis-29982	20	3	significant	significant	ADJ
fcis-29982	20	4	performance	performance	NOUN
fcis-29982	20	5	bottlenecks	bottleneck	NOUN
fcis-29982	20	6	persist	persist	VERB
fcis-29982	20	7	in	in	ADP
fcis-29982	20	8	stochastic	stochastic	ADJ
fcis-29982	20	9	incomplete	incomplete	ADJ
fcis-29982	20	10	-	-	PUNCT
fcis-29982	20	11	information	information	NOUN
fcis-29982	20	12	games	game	NOUN
fcis-29982	20	13	.	.	PUNCT
fcis-29982	21	1	1.1.2	1.1.2	NUM
fcis-29982	21	2	.	.	PUNCT
fcis-29982	22	1	characteristics	characteristic	NOUN
fcis-29982	22	2	and	and	CCONJ
fcis-29982	22	3	research	research	NOUN
fcis-29982	22	4	value	value	NOUN
fcis-29982	22	5	of	of	ADP
fcis-29982	22	6	einstein	einstein	PROPN
fcis-29982	22	7	chess	chess	PROPN
fcis-29982	22	8	einstein	einstein	PROPN
fcis-29982	22	9	chess	chess	PROPN
fcis-29982	22	10	,	,	PUNCT
fcis-29982	22	11	as	as	ADP
fcis-29982	22	12	a	a	DET
fcis-29982	22	13	representative	representative	ADJ
fcis-29982	22	14	stochastic	stochastic	ADJ
fcis-29982	22	15	strategic	strategic	ADJ
fcis-29982	22	16	game	game	NOUN
fcis-29982	22	17	,	,	PUNCT
fcis-29982	22	18	exhibits	exhibit	VERB
fcis-29982	22	19	several	several	ADJ
fcis-29982	22	20	fundamental	fundamental	ADJ
fcis-29982	22	21	characteristics	characteristic	NOUN
fcis-29982	22	22	.	.	PUNCT
fcis-29982	23	1	the	the	DET
fcis-29982	23	2	game	game	NOUN
fcis-29982	23	3	incorporates	incorporate	VERB
fcis-29982	23	4	inherent	inherent	ADJ
fcis-29982	23	5	randomness	randomness	NOUN
fcis-29982	23	6	through	through	ADP
fcis-29982	23	7	its	its	PRON
fcis-29982	23	8	dice	dice	NOUN
fcis-29982	23	9	-	-	PUNCT
fcis-29982	23	10	rolling	rolling	ADJ
fcis-29982	23	11	mechanism	mechanism	NOUN
fcis-29982	23	12	,	,	PUNCT
fcis-29982	23	13	which	which	PRON
fcis-29982	23	14	determines	determine	VERB
fcis-29982	23	15	available	available	ADJ
fcis-29982	23	16	piece	piece	NOUN
fcis-29982	23	17	movements	movement	NOUN
fcis-29982	23	18	and	and	CCONJ
fcis-29982	23	19	introduces	introduce	VERB
fcis-29982	23	20	uncertainty	uncertainty	NOUN
fcis-29982	23	21	into	into	ADP
fcis-29982	23	22	the	the	DET
fcis-29982	23	23	decision	decision	NOUN
fcis-29982	23	24	-	-	PUNCT
fcis-29982	23	25	making	make	VERB
fcis-29982	23	26	process	process	NOUN
fcis-29982	23	27	.	.	PUNCT
fcis-29982	24	1	additionally	additionally	ADV
fcis-29982	24	2	,	,	PUNCT
fcis-29982	24	3	it	it	PRON
fcis-29982	24	4	implements	implement	VERB
fcis-29982	24	5	strict	strict	ADJ
fcis-29982	24	6	directional	directional	ADJ
fcis-29982	24	7	constraints	constraint	NOUN
fcis-29982	24	8	:	:	PUNCT
fcis-29982	24	9	pieces	piece	NOUN
fcis-29982	24	10	must	must	AUX
fcis-29982	24	11	follow	follow	VERB
fcis-29982	24	12	specific	specific	ADJ
fcis-29982	24	13	movement	movement	NOUN
fcis-29982	24	14	patterns	pattern	NOUN
fcis-29982	24	15	,	,	PUNCT
fcis-29982	24	16	with	with	ADP
fcis-29982	24	17	red	red	ADJ
fcis-29982	24	18	pieces	piece	NOUN
fcis-29982	24	19	restricted	restrict	VERB
fcis-29982	24	20	to	to	ADP
fcis-29982	24	21	rightward	rightward	NOUN
fcis-29982	24	22	,	,	PUNCT
fcis-29982	24	23	downward	downward	ADJ
fcis-29982	24	24	,	,	PUNCT
fcis-29982	24	25	or	or	CCONJ
fcis-29982	24	26	diagonal	diagonal	ADJ
fcis-29982	24	27	movements	movement	NOUN
fcis-29982	24	28	,	,	PUNCT
fcis-29982	24	29	while	while	SCONJ
fcis-29982	24	30	blue	blue	ADJ
fcis-29982	24	31	pieces	piece	NOUN
fcis-29982	24	32	are	be	AUX
fcis-29982	24	33	limited	limit	VERB
fcis-29982	24	34	to	to	ADP
fcis-29982	24	35	leftward	leftward	NOUN
fcis-29982	24	36	,	,	PUNCT
fcis-29982	24	37	upward	upward	ADV
fcis-29982	24	38	,	,	PUNCT
fcis-29982	24	39	or	or	CCONJ
fcis-29982	24	40	diagonal	diagonal	ADJ
fcis-29982	24	41	movements	movement	NOUN
fcis-29982	24	42	.	.	PUNCT
fcis-29982	25	1	furthermore	furthermore	ADV
fcis-29982	25	2	,	,	PUNCT
fcis-29982	25	3	the	the	DET
fcis-29982	25	4	game	game	NOUN
fcis-29982	25	5	features	feature	VERB
fcis-29982	25	6	dual	dual	ADJ
fcis-29982	25	7	victory	victory	NOUN
fcis-29982	25	8	conditions	condition	NOUN
fcis-29982	25	9	,	,	PUNCT
fcis-29982	25	10	allowing	allow	VERB
fcis-29982	25	11	success	success	NOUN
fcis-29982	25	12	through	through	ADP
fcis-29982	25	13	either	either	CCONJ
fcis-29982	25	14	reaching	reach	VERB
fcis-29982	25	15	target	target	NOUN
fcis-29982	25	16	positions	position	NOUN
fcis-29982	25	17	or	or	CCONJ
fcis-29982	25	18	capturing	capture	VERB
fcis-29982	25	19	all	all	DET
fcis-29982	25	20	opponent	opponent	NOUN
fcis-29982	25	21	pieces	piece	NOUN
fcis-29982	25	22	,	,	PUNCT
fcis-29982	25	23	necessitating	necessitate	VERB
fcis-29982	25	24	sophisticated	sophisticated	ADJ
fcis-29982	25	25	multi	multi	ADJ
fcis-29982	25	26	-	-	ADJ
fcis-29982	25	27	objective	objective	ADJ
fcis-29982	25	28	optimization	optimization	NOUN
fcis-29982	25	29	in	in	ADP
fcis-29982	25	30	the	the	DET
fcis-29982	25	31	decision	decision	NOUN
fcis-29982	25	32	system	system	NOUN
fcis-29982	25	33	.	.	PUNCT
fcis-29982	26	1	these	these	DET
fcis-29982	26	2	distinctive	distinctive	ADJ
fcis-29982	26	3	features	feature	NOUN
fcis-29982	26	4	establish	establish	VERB
fcis-29982	26	5	einstein	einstein	ADJ
fcis-29982	26	6	chess	chess	NOUN
fcis-29982	26	7	as	as	ADP
fcis-29982	26	8	an	an	DET
fcis-29982	26	9	ideal	ideal	ADJ
fcis-29982	26	10	research	research	NOUN
fcis-29982	26	11	platform	platform	NOUN
fcis-29982	26	12	for	for	ADP
fcis-29982	26	13	investigating	investigate	VERB
fcis-29982	26	14	stochastic	stochastic	ADJ
fcis-29982	26	15	game	game	NOUN
fcis-29982	26	16	problems	problem	NOUN
fcis-29982	26	17	.	.	PUNCT
fcis-29982	27	1	from	from	ADP
fcis-29982	27	2	a	a	DET
fcis-29982	27	3	theoretical	theoretical	ADJ
fcis-29982	27	4	perspective	perspective	NOUN
fcis-29982	27	5	,	,	PUNCT
fcis-29982	27	6	it	it	PRON
fcis-29982	27	7	provides	provide	VERB
fcis-29982	27	8	opportunities	opportunity	NOUN
fcis-29982	27	9	to	to	PART
fcis-29982	27	10	extend	extend	VERB
fcis-29982	27	11	and	and	CCONJ
fcis-29982	27	12	optimize	optimize	VERB
fcis-29982	27	13	the	the	DET
fcis-29982	27	14	alphazero	alphazero	NOUN
fcis-29982	27	15	framework	framework	NOUN
fcis-29982	27	16	within	within	ADP
fcis-29982	27	17	stochastic	stochastic	ADJ
fcis-29982	27	18	environments	environment	NOUN
fcis-29982	27	19	.	.	PUNCT
fcis-29982	28	1	in	in	ADP
fcis-29982	28	2	terms	term	NOUN
fcis-29982	28	3	of	of	ADP
fcis-29982	28	4	technical	technical	ADJ
fcis-29982	28	5	advancement	advancement	NOUN
fcis-29982	28	6	,	,	PUNCT
fcis-29982	28	7	it	it	PRON
fcis-29982	28	8	drives	drive	VERB
fcis-29982	28	9	innovation	innovation	NOUN
fcis-29982	28	10	in	in	ADP
fcis-29982	28	11	decisionmaking	decisionmake	VERB
fcis-29982	28	12	algorithms	algorithm	NOUN
fcis-29982	28	13	under	under	ADP
fcis-29982	28	14	uncertainty	uncertainty	NOUN
fcis-29982	28	15	.	.	PUNCT
fcis-29982	29	1	moreover	moreover	ADV
fcis-29982	29	2	,	,	PUNCT
fcis-29982	29	3	the	the	DET
fcis-29982	29	4	research	research	NOUN
fcis-29982	29	5	findings	finding	NOUN
fcis-29982	29	6	offer	offer	VERB
fcis-29982	29	7	valuable	valuable	ADJ
fcis-29982	29	8	methodological	methodological	ADJ
fcis-29982	29	9	references	reference	NOUN
fcis-29982	29	10	for	for	ADP
fcis-29982	29	11	similar	similar	ADJ
fcis-29982	29	12	stochastic	stochastic	ADJ
fcis-29982	29	13	decision	decision	NOUN
fcis-29982	29	14	problems	problem	NOUN
fcis-29982	29	15	in	in	ADP
fcis-29982	29	16	broader	broad	ADJ
fcis-29982	29	17	applications	application	NOUN
fcis-29982	29	18	.	.	PUNCT
fcis-29982	30	1	1.2	1.2	NUM
fcis-29982	30	2	.	.	PUNCT
fcis-29982	30	3	current	current	ADJ
fcis-29982	30	4	research	research	NOUN
fcis-29982	30	5	status	status	NOUN
fcis-29982	30	6	and	and	CCONJ
fcis-29982	30	7	challenges	challenge	VERB
fcis-29982	30	8	1.2.1	1.2.1	NUM
fcis-29982	30	9	.	.	PUNCT
fcis-29982	31	1	analysis	analysis	NOUN
fcis-29982	31	2	of	of	ADP
fcis-29982	31	3	traditional	traditional	ADJ
fcis-29982	31	4	game	game	NOUN
fcis-29982	31	5	algorithms	algorithm	NOUN
fcis-29982	31	6	existing	exist	VERB
fcis-29982	31	7	traditional	traditional	ADJ
fcis-29982	31	8	game	game	NOUN
fcis-29982	31	9	algorithms[5	algorithms[5	PROPN
fcis-29982	31	10	]	]	PUNCT
fcis-29982	31	11	,	,	PUNCT
fcis-29982	31	12	including	include	VERB
fcis-29982	31	13	minimax	minimax	NOUN
fcis-29982	31	14	,	,	PUNCT
fcis-29982	31	15	alpha	alpha	NOUN
fcis-29982	31	16	-	-	PUNCT
fcis-29982	31	17	beta	beta	NOUN
fcis-29982	31	18	pruning	pruning	NOUN
fcis-29982	31	19	,	,	PUNCT
fcis-29982	31	20	and	and	CCONJ
fcis-29982	31	21	monte	monte	PROPN
fcis-29982	31	22	carlo	carlo	PROPN
fcis-29982	31	23	tree	tree	NOUN
fcis-29982	31	24	search	search	NOUN
fcis-29982	31	25	(	(	PUNCT
fcis-29982	31	26	mcts	mct	NOUN
fcis-29982	31	27	)	)	PUNCT
fcis-29982	31	28	,	,	PUNCT
fcis-29982	31	29	face	face	VERB
fcis-29982	31	30	significant	significant	ADJ
fcis-29982	31	31	challenges	challenge	NOUN
fcis-29982	31	32	in	in	ADP
fcis-29982	31	33	handling	handle	VERB
fcis-29982	31	34	stochastic	stochastic	ADJ
fcis-29982	31	35	games	game	NOUN
fcis-29982	31	36	.	.	PUNCT
fcis-29982	32	1	first	first	ADJ
fcis-29982	32	2	,	,	PUNCT
fcis-29982	32	3	random	random	ADJ
fcis-29982	32	4	factors	factor	NOUN
fcis-29982	32	5	lead	lead	VERB
fcis-29982	32	6	to	to	ADP
fcis-29982	32	7	exponential	exponential	ADJ
fcis-29982	32	8	growth	growth	NOUN
fcis-29982	32	9	in	in	ADP
fcis-29982	32	10	the	the	DET
fcis-29982	32	11	decision	decision	NOUN
fcis-29982	32	12	tree	tree	NOUN
fcis-29982	32	13	,	,	PUNCT
fcis-29982	32	14	creating	create	VERB
fcis-29982	32	15	computational	computational	ADJ
fcis-29982	32	16	complexity	complexity	NOUN
fcis-29982	32	17	issues	issue	NOUN
fcis-29982	32	18	.	.	PUNCT
fcis-29982	33	1	second	second	ADJ
fcis-29982	33	2	,	,	PUNCT
fcis-29982	33	3	the	the	DET
fcis-29982	33	4	stochastic	stochastic	ADJ
fcis-29982	33	5	nature	nature	NOUN
fcis-29982	33	6	of	of	ADP
fcis-29982	33	7	the	the	DET
fcis-29982	33	8	game	game	NOUN
fcis-29982	33	9	complicates	complicate	VERB
fcis-29982	33	10	the	the	DET
fcis-29982	33	11	2	2	NUM
fcis-29982	33	12	development	development	NOUN
fcis-29982	33	13	of	of	ADP
fcis-29982	33	14	accurate	accurate	ADJ
fcis-29982	33	15	and	and	CCONJ
fcis-29982	33	16	generalizable	generalizable	ADJ
fcis-29982	33	17	evaluation	evaluation	NOUN
fcis-29982	33	18	functions	function	NOUN
fcis-29982	33	19	.	.	PUNCT
fcis-29982	34	1	third	third	ADJ
fcis-29982	34	2	,	,	PUNCT
fcis-29982	34	3	uncertainty	uncertainty	NOUN
fcis-29982	34	4	factors	factor	VERB
fcis-29982	34	5	significantly	significantly	ADV
fcis-29982	34	6	impact	impact	VERB
fcis-29982	34	7	the	the	DET
fcis-29982	34	8	effectiveness	effectiveness	NOUN
fcis-29982	34	9	of	of	ADP
fcis-29982	34	10	long	long	ADJ
fcis-29982	34	11	-	-	PUNCT
fcis-29982	34	12	term	term	NOUN
fcis-29982	34	13	strategic	strategic	ADJ
fcis-29982	34	14	planning	planning	NOUN
fcis-29982	34	15	and	and	CCONJ
fcis-29982	34	16	temporal	temporal	ADJ
fcis-29982	34	17	correlation	correlation	NOUN
fcis-29982	34	18	analysis	analysis	NOUN
fcis-29982	34	19	.	.	PUNCT
fcis-29982	35	1	1.2.2	1.2.2	X
fcis-29982	35	2	.	.	PUNCT
fcis-29982	35	3	deep	deep	ADJ
fcis-29982	35	4	learning	learning	NOUN
fcis-29982	35	5	applications	application	NOUN
fcis-29982	35	6	deep	deep	ADJ
fcis-29982	35	7	learning	learning	NOUN
fcis-29982	35	8	technology	technology	NOUN
fcis-29982	35	9	has	have	AUX
fcis-29982	35	10	introduced	introduce	VERB
fcis-29982	35	11	promising	promising	ADJ
fcis-29982	35	12	opportunities	opportunity	NOUN
fcis-29982	35	13	for	for	ADP
fcis-29982	35	14	game	game	NOUN
fcis-29982	35	15	ai	ai	PROPN
fcis-29982	35	16	systems	system	NOUN
fcis-29982	35	17	.	.	PUNCT
fcis-29982	36	1	the	the	DET
fcis-29982	36	2	integration	integration	NOUN
fcis-29982	36	3	of	of	ADP
fcis-29982	36	4	policy	policy	NOUN
fcis-29982	36	5	networks	network	NOUN
fcis-29982	36	6	and	and	CCONJ
fcis-29982	36	7	value	value	NOUN
fcis-29982	36	8	networks	network	NOUN
fcis-29982	36	9	,	,	PUNCT
fcis-29982	36	10	combined	combine	VERB
fcis-29982	36	11	with	with	ADP
fcis-29982	36	12	reinforcement	reinforcement	NOUN
fcis-29982	36	13	learning	learning	NOUN
fcis-29982	36	14	methods	method	NOUN
fcis-29982	36	15	,	,	PUNCT
fcis-29982	36	16	enables	enable	VERB
fcis-29982	36	17	autonomous	autonomous	ADJ
fcis-29982	36	18	strategy	strategy	NOUN
fcis-29982	36	19	learning	learning	NOUN
fcis-29982	36	20	and	and	CCONJ
fcis-29982	36	21	optimization	optimization	NOUN
fcis-29982	36	22	.	.	PUNCT
fcis-29982	37	1	while	while	SCONJ
fcis-29982	37	2	alphazero	alphazero	NOUN
fcis-29982	37	3	's	's	PART
fcis-29982	37	4	success	success	NOUN
fcis-29982	37	5	has	have	AUX
fcis-29982	37	6	validated	validate	VERB
fcis-29982	37	7	the	the	DET
fcis-29982	37	8	feasibility	feasibility	NOUN
fcis-29982	37	9	of	of	ADP
fcis-29982	37	10	combining	combine	VERB
fcis-29982	37	11	deep	deep	ADJ
fcis-29982	37	12	learning	learning	NOUN
fcis-29982	37	13	with	with	ADP
fcis-29982	37	14	mcts	mct	NOUN
fcis-29982	37	15	,	,	PUNCT
fcis-29982	37	16	its	its	PRON
fcis-29982	37	17	framework	framework	NOUN
fcis-29982	37	18	requires	require	VERB
fcis-29982	37	19	substantial	substantial	ADJ
fcis-29982	37	20	modifications	modification	NOUN
fcis-29982	37	21	to	to	PART
fcis-29982	37	22	effectively	effectively	ADV
fcis-29982	37	23	handle	handle	VERB
fcis-29982	37	24	stochastic	stochastic	ADJ
fcis-29982	37	25	game	game	NOUN
fcis-29982	37	26	environments	environment	NOUN
fcis-29982	37	27	.	.	PUNCT
fcis-29982	38	1	1.3	1.3	NUM
fcis-29982	38	2	.	.	PUNCT
fcis-29982	39	1	main	main	ADJ
fcis-29982	39	2	contributions	contribution	NOUN
fcis-29982	39	3	this	this	DET
fcis-29982	39	4	research	research	NOUN
fcis-29982	39	5	presents	present	VERB
fcis-29982	39	6	several	several	ADJ
fcis-29982	39	7	innovative	innovative	ADJ
fcis-29982	39	8	contributions	contribution	NOUN
fcis-29982	39	9	to	to	PART
fcis-29982	39	10	address	address	VERB
fcis-29982	39	11	the	the	DET
fcis-29982	39	12	unique	unique	ADJ
fcis-29982	39	13	challenges	challenge	NOUN
fcis-29982	39	14	of	of	ADP
fcis-29982	39	15	einstein	einstein	ADJ
fcis-29982	39	16	chess	chess	NOUN
fcis-29982	39	17	and	and	CCONJ
fcis-29982	39	18	the	the	DET
fcis-29982	39	19	limitations	limitation	NOUN
fcis-29982	39	20	of	of	ADP
fcis-29982	39	21	existing	exist	VERB
fcis-29982	39	22	methods	method	NOUN
fcis-29982	39	23	.	.	PUNCT
fcis-29982	40	1	first	first	ADV
fcis-29982	40	2	,	,	PUNCT
fcis-29982	40	3	we	we	PRON
fcis-29982	40	4	introduce	introduce	VERB
fcis-29982	40	5	a	a	DET
fcis-29982	40	6	probability	probability	NOUN
fcis-29982	40	7	-	-	PUNCT
fcis-29982	40	8	aware	aware	ADJ
fcis-29982	40	9	mcts	mct	NOUN
fcis-29982	40	10	algorithm	algorithm	NOUN
fcis-29982	40	11	specifically	specifically	ADV
fcis-29982	40	12	designed	design	VERB
fcis-29982	40	13	to	to	PART
fcis-29982	40	14	enhance	enhance	VERB
fcis-29982	40	15	search	search	NOUN
fcis-29982	40	16	efficiency	efficiency	NOUN
fcis-29982	40	17	in	in	ADP
fcis-29982	40	18	stochastic	stochastic	ADJ
fcis-29982	40	19	environments	environment	NOUN
fcis-29982	40	20	.	.	PUNCT
fcis-29982	41	1	second	second	ADJ
fcis-29982	41	2	,	,	PUNCT
fcis-29982	41	3	we	we	PRON
fcis-29982	41	4	develop	develop	VERB
fcis-29982	41	5	a	a	DET
fcis-29982	41	6	16	16	NUM
fcis-29982	41	7	-	-	PUNCT
fcis-29982	41	8	channel	channel	NOUN
fcis-29982	41	9	state	state	NOUN
fcis-29982	41	10	representation	representation	NOUN
fcis-29982	41	11	multi	multi	ADJ
fcis-29982	41	12	-	-	ADJ
fcis-29982	41	13	task	task	ADJ
fcis-29982	41	14	policy	policy	NOUN
fcis-29982	41	15	-	-	PUNCT
fcis-29982	41	16	value	value	NOUN
fcis-29982	41	17	network	network	NOUN
fcis-29982	41	18	to	to	PART
fcis-29982	41	19	optimize	optimize	VERB
fcis-29982	41	20	feature	feature	NOUN
fcis-29982	41	21	extraction	extraction	NOUN
fcis-29982	41	22	capabilities	capability	NOUN
fcis-29982	41	23	.	.	PUNCT
fcis-29982	42	1	third	third	ADJ
fcis-29982	42	2	,	,	PUNCT
fcis-29982	42	3	we	we	PRON
fcis-29982	42	4	implement	implement	VERB
fcis-29982	42	5	an	an	DET
fcis-29982	42	6	advanced	advanced	ADJ
fcis-29982	42	7	data	data	NOUN
fcis-29982	42	8	augmentation	augmentation	NOUN
fcis-29982	42	9	mechanism	mechanism	NOUN
fcis-29982	42	10	to	to	PART
fcis-29982	42	11	enable	enable	VERB
fcis-29982	42	12	dynamic	dynamic	ADJ
fcis-29982	42	13	training	training	NOUN
fcis-29982	42	14	optimization	optimization	NOUN
fcis-29982	42	15	.	.	PUNCT
fcis-29982	43	1	finally	finally	ADV
fcis-29982	43	2	,	,	PUNCT
fcis-29982	43	3	we	we	PRON
fcis-29982	43	4	establish	establish	VERB
fcis-29982	43	5	a	a	DET
fcis-29982	43	6	comprehensive	comprehensive	ADJ
fcis-29982	43	7	expected	expect	VERB
fcis-29982	43	8	return	return	NOUN
fcis-29982	43	9	-	-	PUNCT
fcis-29982	43	10	based	base	VERB
fcis-29982	43	11	performance	performance	NOUN
fcis-29982	43	12	evaluation	evaluation	NOUN
fcis-29982	43	13	system	system	NOUN
fcis-29982	43	14	to	to	PART
fcis-29982	43	15	ensure	ensure	VERB
fcis-29982	43	16	experimental	experimental	ADJ
fcis-29982	43	17	reliability	reliability	NOUN
fcis-29982	43	18	.	.	PUNCT
fcis-29982	44	1	these	these	DET
fcis-29982	44	2	contributions	contribution	NOUN
fcis-29982	44	3	not	not	PART
fcis-29982	44	4	only	only	ADV
fcis-29982	44	5	advance	advance	VERB
fcis-29982	44	6	the	the	DET
fcis-29982	44	7	state	state	NOUN
fcis-29982	44	8	-	-	PUNCT
fcis-29982	44	9	of	of	ADP
fcis-29982	44	10	-	-	PUNCT
fcis-29982	44	11	the	the	DET
fcis-29982	44	12	-	-	PUNCT
fcis-29982	44	13	art	art	NOUN
fcis-29982	44	14	in	in	ADP
fcis-29982	44	15	einstein	einstein	PROPN
fcis-29982	44	16	chess	chess	PROPN
fcis-29982	44	17	ai	ai	PROPN
fcis-29982	44	18	system	system	NOUN
fcis-29982	44	19	design	design	NOUN
fcis-29982	44	20	but	but	CCONJ
fcis-29982	44	21	also	also	ADV
fcis-29982	44	22	provide	provide	VERB
fcis-29982	44	23	valuable	valuable	ADJ
fcis-29982	44	24	theoretical	theoretical	ADJ
fcis-29982	44	25	and	and	CCONJ
fcis-29982	44	26	practical	practical	ADJ
fcis-29982	44	27	insights	insight	NOUN
fcis-29982	44	28	for	for	ADP
fcis-29982	44	29	the	the	DET
fcis-29982	44	30	broader	broad	ADJ
fcis-29982	44	31	field	field	NOUN
fcis-29982	44	32	of	of	ADP
fcis-29982	44	33	stochastic	stochastic	ADJ
fcis-29982	44	34	game	game	NOUN
fcis-29982	44	35	research	research	NOUN
fcis-29982	44	36	.	.	PUNCT
fcis-29982	45	1	2	2	X
fcis-29982	45	2	.	.	X
fcis-29982	45	3	theoretical	theoretical	ADJ
fcis-29982	45	4	foundation	foundation	NOUN
fcis-29982	45	5	2.1	2.1	NUM
fcis-29982	45	6	.	.	PUNCT
fcis-29982	46	1	rules	rule	NOUN
fcis-29982	46	2	of	of	ADP
fcis-29982	46	3	einstein	einstein	PROPN
fcis-29982	46	4	chess	chess	PROPN
fcis-29982	46	5	einstein	einstein	PROPN
fcis-29982	46	6	chess	chess	PROPN
fcis-29982	46	7	(	(	PUNCT
fcis-29982	46	8	as	as	SCONJ
fcis-29982	46	9	illustrated	illustrate	VERB
fcis-29982	46	10	in	in	ADP
fcis-29982	46	11	figure	figure	NOUN
fcis-29982	46	12	1	1	NUM
fcis-29982	46	13	)	)	PUNCT
fcis-29982	46	14	represents	represent	VERB
fcis-29982	46	15	a	a	DET
fcis-29982	46	16	twoplayer	twoplayer	NOUN
fcis-29982	46	17	strategic	strategic	ADJ
fcis-29982	46	18	board	board	NOUN
fcis-29982	46	19	game	game	NOUN
fcis-29982	46	20	conducted	conduct	VERB
fcis-29982	46	21	on	on	ADP
fcis-29982	46	22	a	a	DET
fcis-29982	46	23	5×5	5×5	NUM
fcis-29982	46	24	grid	grid	NOUN
fcis-29982	46	25	.	.	PUNCT
fcis-29982	47	1	the	the	DET
fcis-29982	47	2	fundamental	fundamental	ADJ
fcis-29982	47	3	rules	rule	NOUN
fcis-29982	47	4	of	of	ADP
fcis-29982	47	5	the	the	DET
fcis-29982	47	6	game	game	NOUN
fcis-29982	47	7	are	be	AUX
fcis-29982	47	8	structured	structure	VERB
fcis-29982	47	9	through	through	ADP
fcis-29982	47	10	several	several	ADJ
fcis-29982	47	11	key	key	ADJ
fcis-29982	47	12	components	component	NOUN
fcis-29982	47	13	.	.	PUNCT
fcis-29982	48	1	the	the	DET
fcis-29982	48	2	game	game	NOUN
fcis-29982	48	3	begins	begin	VERB
fcis-29982	48	4	with	with	ADP
fcis-29982	48	5	each	each	DET
fcis-29982	48	6	player	player	NOUN
fcis-29982	48	7	controlling	control	VERB
fcis-29982	48	8	six	six	NUM
fcis-29982	48	9	pieces	piece	NOUN
fcis-29982	48	10	,	,	PUNCT
fcis-29982	48	11	numbered	number	VERB
fcis-29982	48	12	sequentially	sequentially	ADV
fcis-29982	48	13	from	from	ADP
fcis-29982	48	14	1	1	NUM
fcis-29982	48	15	to	to	ADP
fcis-29982	48	16	6	6	NUM
fcis-29982	48	17	.	.	PUNCT
fcis-29982	49	1	the	the	DET
fcis-29982	49	2	red	red	ADJ
fcis-29982	49	3	player	player	NOUN
fcis-29982	49	4	's	's	PART
fcis-29982	49	5	pieces	piece	NOUN
fcis-29982	49	6	are	be	AUX
fcis-29982	49	7	positioned	position	VERB
fcis-29982	49	8	in	in	ADP
fcis-29982	49	9	the	the	DET
fcis-29982	49	10	upper	upper	ADV
fcis-29982	49	11	-	-	PUNCT
fcis-29982	49	12	left	left	ADJ
fcis-29982	49	13	quadrant	quadrant	NOUN
fcis-29982	49	14	of	of	ADP
fcis-29982	49	15	the	the	DET
fcis-29982	49	16	board	board	NOUN
fcis-29982	49	17	,	,	PUNCT
fcis-29982	49	18	while	while	SCONJ
fcis-29982	49	19	the	the	DET
fcis-29982	49	20	blue	blue	ADJ
fcis-29982	49	21	player	player	NOUN
fcis-29982	49	22	's	's	PART
fcis-29982	49	23	pieces	piece	NOUN
fcis-29982	49	24	occupy	occupy	VERB
fcis-29982	49	25	the	the	DET
fcis-29982	49	26	lower	low	ADJ
fcis-29982	49	27	-	-	PUNCT
fcis-29982	49	28	right	right	NOUN
fcis-29982	49	29	quadrant	quadrant	NOUN
fcis-29982	49	30	.	.	PUNCT
fcis-29982	50	1	players	player	NOUN
fcis-29982	50	2	enjoy	enjoy	VERB
fcis-29982	50	3	complete	complete	ADJ
fcis-29982	50	4	freedom	freedom	NOUN
fcis-29982	50	5	in	in	ADP
fcis-29982	50	6	arranging	arrange	VERB
fcis-29982	50	7	their	their	PRON
fcis-29982	50	8	pieces	piece	NOUN
fcis-29982	50	9	'	'	PART
fcis-29982	50	10	initial	initial	ADJ
fcis-29982	50	11	configurations	configuration	NOUN
fcis-29982	50	12	within	within	ADP
fcis-29982	50	13	their	their	PRON
fcis-29982	50	14	respective	respective	ADJ
fcis-29982	50	15	starting	starting	NOUN
fcis-29982	50	16	zones	zone	NOUN
fcis-29982	50	17	.	.	PUNCT
fcis-29982	51	1	gameplay	gameplay	NOUN
fcis-29982	51	2	proceeds	proceed	VERB
fcis-29982	51	3	through	through	ADP
fcis-29982	51	4	alternating	alternate	VERB
fcis-29982	51	5	turns	turn	NOUN
fcis-29982	51	6	,	,	PUNCT
fcis-29982	51	7	with	with	ADP
fcis-29982	51	8	each	each	DET
fcis-29982	51	9	turn	turn	NOUN
fcis-29982	51	10	commencing	commence	VERB
fcis-29982	51	11	with	with	ADP
fcis-29982	51	12	a	a	DET
fcis-29982	51	13	die	die	NOUN
fcis-29982	51	14	roll	roll	NOUN
fcis-29982	51	15	that	that	PRON
fcis-29982	51	16	determines	determine	VERB
fcis-29982	51	17	which	which	DET
fcis-29982	51	18	piece	piece	NOUN
fcis-29982	51	19	may	may	AUX
fcis-29982	51	20	be	be	AUX
fcis-29982	51	21	moved	move	VERB
fcis-29982	51	22	.	.	PUNCT
fcis-29982	52	1	the	the	DET
fcis-29982	52	2	movement	movement	NOUN
fcis-29982	52	3	mechanics	mechanic	NOUN
fcis-29982	52	4	implement	implement	VERB
fcis-29982	52	5	asymmetric	asymmetric	ADJ
fcis-29982	52	6	directional	directional	ADJ
fcis-29982	52	7	constraints	constraint	NOUN
fcis-29982	52	8	,	,	PUNCT
fcis-29982	52	9	wherein	wherein	SCONJ
fcis-29982	52	10	red	red	ADJ
fcis-29982	52	11	pieces	piece	NOUN
fcis-29982	52	12	are	be	AUX
fcis-29982	52	13	restricted	restrict	VERB
fcis-29982	52	14	to	to	ADP
fcis-29982	52	15	rightward	rightward	NOUN
fcis-29982	52	16	,	,	PUNCT
fcis-29982	52	17	downward	downward	ADJ
fcis-29982	52	18	,	,	PUNCT
fcis-29982	52	19	or	or	CCONJ
fcis-29982	52	20	diagonal	diagonal	ADJ
fcis-29982	52	21	down	down	ADJ
fcis-29982	52	22	-	-	PUNCT
fcis-29982	52	23	right	right	NOUN
fcis-29982	52	24	movements	movement	NOUN
fcis-29982	52	25	,	,	PUNCT
fcis-29982	52	26	while	while	SCONJ
fcis-29982	52	27	blue	blue	ADJ
fcis-29982	52	28	pieces	piece	NOUN
fcis-29982	52	29	are	be	AUX
fcis-29982	52	30	confined	confine	VERB
fcis-29982	52	31	to	to	ADP
fcis-29982	52	32	leftward	leftward	NOUN
fcis-29982	52	33	,	,	PUNCT
fcis-29982	52	34	upward	upward	ADV
fcis-29982	52	35	,	,	PUNCT
fcis-29982	52	36	or	or	CCONJ
fcis-29982	52	37	diagonal	diagonal	ADJ
fcis-29982	52	38	up	up	ADV
fcis-29982	52	39	-	-	PUNCT
fcis-29982	52	40	left	leave	VERB
fcis-29982	52	41	movements	movement	NOUN
fcis-29982	52	42	.	.	PUNCT
fcis-29982	53	1	in	in	ADP
fcis-29982	53	2	situations	situation	NOUN
fcis-29982	53	3	where	where	SCONJ
fcis-29982	53	4	the	the	DET
fcis-29982	53	5	piece	piece	NOUN
fcis-29982	53	6	corresponding	correspond	VERB
fcis-29982	53	7	to	to	ADP
fcis-29982	53	8	the	the	DET
fcis-29982	53	9	rolled	roll	VERB
fcis-29982	53	10	number	number	NOUN
fcis-29982	53	11	has	have	AUX
fcis-29982	53	12	been	be	AUX
fcis-29982	53	13	captured	capture	VERB
fcis-29982	53	14	,	,	PUNCT
fcis-29982	53	15	the	the	DET
fcis-29982	53	16	player	player	NOUN
fcis-29982	53	17	must	must	AUX
fcis-29982	53	18	select	select	VERB
fcis-29982	53	19	the	the	DET
fcis-29982	53	20	piece	piece	NOUN
fcis-29982	53	21	with	with	ADP
fcis-29982	53	22	the	the	DET
fcis-29982	53	23	numerically	numerically	ADV
fcis-29982	53	24	closest	close	ADJ
fcis-29982	53	25	value	value	NOUN
fcis-29982	53	26	to	to	ADP
fcis-29982	53	27	the	the	DET
fcis-29982	53	28	roll	roll	NOUN
fcis-29982	53	29	.	.	PUNCT
fcis-29982	54	1	the	the	DET
fcis-29982	54	2	capture	capture	NOUN
fcis-29982	54	3	mechanism	mechanism	NOUN
fcis-29982	54	4	allows	allow	VERB
fcis-29982	54	5	a	a	DET
fcis-29982	54	6	piece	piece	NOUN
fcis-29982	54	7	to	to	PART
fcis-29982	54	8	remove	remove	VERB
fcis-29982	54	9	an	an	DET
fcis-29982	54	10	opponent	opponent	NOUN
fcis-29982	54	11	's	's	PART
fcis-29982	54	12	piece	piece	NOUN
fcis-29982	54	13	by	by	ADP
fcis-29982	54	14	moving	move	VERB
fcis-29982	54	15	to	to	ADP
fcis-29982	54	16	its	its	PRON
fcis-29982	54	17	position	position	NOUN
fcis-29982	54	18	,	,	PUNCT
fcis-29982	54	19	thereby	thereby	ADV
fcis-29982	54	20	eliminating	eliminate	VERB
fcis-29982	54	21	it	it	PRON
fcis-29982	54	22	from	from	ADP
fcis-29982	54	23	the	the	DET
fcis-29982	54	24	board	board	NOUN
fcis-29982	54	25	.	.	PUNCT
fcis-29982	55	1	the	the	DET
fcis-29982	55	2	game	game	NOUN
fcis-29982	55	3	's	's	PART
fcis-29982	55	4	victory	victory	NOUN
fcis-29982	55	5	system	system	NOUN
fcis-29982	55	6	incorporates	incorporate	VERB
fcis-29982	55	7	two	two	NUM
fcis-29982	55	8	distinct	distinct	ADJ
fcis-29982	55	9	winning	win	VERB
fcis-29982	55	10	conditions	condition	NOUN
fcis-29982	55	11	.	.	PUNCT
fcis-29982	56	1	players	player	NOUN
fcis-29982	56	2	can	can	AUX
fcis-29982	56	3	achieve	achieve	VERB
fcis-29982	56	4	victory	victory	NOUN
fcis-29982	56	5	either	either	CCONJ
fcis-29982	56	6	through	through	ADP
fcis-29982	56	7	positional	positional	ADJ
fcis-29982	56	8	advantage	advantage	NOUN
fcis-29982	56	9	,	,	PUNCT
fcis-29982	56	10	by	by	ADP
fcis-29982	56	11	moving	move	VERB
fcis-29982	56	12	any	any	DET
fcis-29982	56	13	piece	piece	NOUN
fcis-29982	56	14	to	to	ADP
fcis-29982	56	15	the	the	DET
fcis-29982	56	16	diagonal	diagonal	ADJ
fcis-29982	56	17	corner	corner	NOUN
fcis-29982	56	18	(	(	PUNCT
fcis-29982	56	19	red	red	ADJ
fcis-29982	56	20	to	to	ADP
fcis-29982	56	21	lower	low	ADJ
fcis-29982	56	22	-	-	PUNCT
fcis-29982	56	23	right	right	ADJ
fcis-29982	56	24	,	,	PUNCT
fcis-29982	56	25	blue	blue	ADJ
fcis-29982	56	26	to	to	ADP
fcis-29982	56	27	upper	upper	ADV
fcis-29982	56	28	-	-	PUNCT
fcis-29982	56	29	left	leave	VERB
fcis-29982	56	30	)	)	PUNCT
fcis-29982	56	31	,	,	PUNCT
fcis-29982	56	32	or	or	CCONJ
fcis-29982	56	33	through	through	ADP
fcis-29982	56	34	tactical	tactical	ADJ
fcis-29982	56	35	superiority	superiority	NOUN
fcis-29982	56	36	,	,	PUNCT
fcis-29982	56	37	by	by	ADP
fcis-29982	56	38	capturing	capture	VERB
fcis-29982	56	39	all	all	DET
fcis-29982	56	40	opponent	opponent	NOUN
fcis-29982	56	41	's	's	PART
fcis-29982	56	42	pieces	piece	NOUN
fcis-29982	56	43	.	.	PUNCT
fcis-29982	57	1	this	this	DET
fcis-29982	57	2	dual	dual	ADJ
fcis-29982	57	3	-	-	PUNCT
fcis-29982	57	4	condition	condition	NOUN
fcis-29982	57	5	victory	victory	NOUN
fcis-29982	57	6	system	system	NOUN
fcis-29982	57	7	significantly	significantly	ADV
fcis-29982	57	8	enhances	enhance	VERB
fcis-29982	57	9	the	the	DET
fcis-29982	57	10	game	game	NOUN
fcis-29982	57	11	's	's	PART
fcis-29982	57	12	strategic	strategic	ADJ
fcis-29982	57	13	depth	depth	NOUN
fcis-29982	57	14	,	,	PUNCT
fcis-29982	57	15	requiring	require	VERB
fcis-29982	57	16	players	player	NOUN
fcis-29982	57	17	to	to	PART
fcis-29982	57	18	maintain	maintain	VERB
fcis-29982	57	19	a	a	DET
fcis-29982	57	20	careful	careful	ADJ
fcis-29982	57	21	balance	balance	NOUN
fcis-29982	57	22	between	between	ADP
fcis-29982	57	23	offensive	offensive	ADJ
fcis-29982	57	24	maneuvers	maneuver	NOUN
fcis-29982	57	25	and	and	CCONJ
fcis-29982	57	26	defensive	defensive	ADJ
fcis-29982	57	27	positioning	positioning	NOUN
fcis-29982	57	28	.	.	PUNCT
fcis-29982	58	1	the	the	DET
fcis-29982	58	2	complexity	complexity	NOUN
fcis-29982	58	3	of	of	ADP
fcis-29982	58	4	these	these	DET
fcis-29982	58	5	rules	rule	NOUN
fcis-29982	58	6	creates	create	VERB
fcis-29982	58	7	a	a	DET
fcis-29982	58	8	rich	rich	ADJ
fcis-29982	58	9	decision	decision	NOUN
fcis-29982	58	10	space	space	NOUN
fcis-29982	58	11	where	where	SCONJ
fcis-29982	58	12	players	player	NOUN
fcis-29982	58	13	must	must	AUX
fcis-29982	58	14	continuously	continuously	ADV
fcis-29982	58	15	evaluate	evaluate	VERB
fcis-29982	58	16	and	and	CCONJ
fcis-29982	58	17	adjust	adjust	VERB
fcis-29982	58	18	their	their	PRON
fcis-29982	58	19	tactical	tactical	ADJ
fcis-29982	58	20	approaches	approach	NOUN
fcis-29982	58	21	.	.	PUNCT
fcis-29982	59	1	success	success	NOUN
fcis-29982	59	2	demands	demand	VERB
fcis-29982	59	3	a	a	DET
fcis-29982	59	4	sophisticated	sophisticated	ADJ
fcis-29982	59	5	balance	balance	NOUN
fcis-29982	59	6	between	between	ADP
fcis-29982	59	7	immediate	immediate	ADJ
fcis-29982	59	8	tactical	tactical	ADJ
fcis-29982	59	9	opportunities	opportunity	NOUN
fcis-29982	59	10	and	and	CCONJ
fcis-29982	59	11	long	long	ADJ
fcis-29982	59	12	-	-	PUNCT
fcis-29982	59	13	term	term	NOUN
fcis-29982	59	14	strategic	strategic	ADJ
fcis-29982	59	15	objectives	objective	NOUN
fcis-29982	59	16	,	,	PUNCT
fcis-29982	59	17	making	make	VERB
fcis-29982	59	18	einstein	einstein	PROPN
fcis-29982	59	19	chess	chess	PROPN
fcis-29982	59	20	an	an	DET
fcis-29982	59	21	intellectually	intellectually	ADV
fcis-29982	59	22	challenging	challenging	ADJ
fcis-29982	59	23	and	and	CCONJ
fcis-29982	59	24	strategically	strategically	ADV
fcis-29982	59	25	deep	deep	ADJ
fcis-29982	59	26	game	game	NOUN
fcis-29982	59	27	.	.	PUNCT
fcis-29982	60	1	figure	figure	NOUN
fcis-29982	60	2	1	1	NUM
fcis-29982	60	3	.	.	PUNCT
fcis-29982	60	4	einstein	einstein	PROPN
fcis-29982	60	5	chess	chess	PROPN
fcis-29982	60	6	2.2	2.2	NUM
fcis-29982	60	7	.	.	PUNCT
fcis-29982	61	1	monte	monte	PROPN
fcis-29982	61	2	carlo	carlo	PROPN
fcis-29982	61	3	tree	tree	NOUN
fcis-29982	61	4	search	search	NOUN
fcis-29982	61	5	(	(	PUNCT
fcis-29982	61	6	mcts	mcts	PROPN
fcis-29982	61	7	)	)	PUNCT
fcis-29982	61	8	monte	monte	PROPN
fcis-29982	61	9	carlo	carlo	PROPN
fcis-29982	61	10	tree	tree	PROPN
fcis-29982	61	11	search[6	search[6	PROPN
fcis-29982	61	12	]	]	PUNCT
fcis-29982	61	13	represents	represent	VERB
fcis-29982	61	14	a	a	DET
fcis-29982	61	15	heuristic	heuristic	ADJ
fcis-29982	61	16	search	search	NOUN
fcis-29982	61	17	algorithm	algorithm	NOUN
fcis-29982	61	18	based	base	VERB
fcis-29982	61	19	on	on	ADP
fcis-29982	61	20	sampling	sample	VERB
fcis-29982	61	21	principles	principle	NOUN
fcis-29982	61	22	,	,	PUNCT
fcis-29982	61	23	particularly	particularly	ADV
fcis-29982	61	24	suitable	suitable	ADJ
fcis-29982	61	25	for	for	ADP
fcis-29982	61	26	games	game	NOUN
fcis-29982	61	27	with	with	ADP
fcis-29982	61	28	large	large	ADJ
fcis-29982	61	29	state	state	NOUN
fcis-29982	61	30	spaces	space	NOUN
fcis-29982	61	31	.	.	PUNCT
fcis-29982	62	1	the	the	DET
fcis-29982	62	2	algorithm	algorithm	NOUN
fcis-29982	62	3	iterates	iterate	VERB
fcis-29982	62	4	through	through	ADP
fcis-29982	62	5	four	four	NUM
fcis-29982	62	6	main	main	ADJ
fcis-29982	62	7	steps	step	NOUN
fcis-29982	62	8	:	:	PUNCT
fcis-29982	62	9	selection	selection	NOUN
fcis-29982	62	10	,	,	PUNCT
fcis-29982	62	11	expansion	expansion	NOUN
fcis-29982	62	12	,	,	PUNCT
fcis-29982	62	13	simulation	simulation	NOUN
fcis-29982	62	14	,	,	PUNCT
fcis-29982	62	15	and	and	CCONJ
fcis-29982	62	16	backpropagation	backpropagation	NOUN
fcis-29982	62	17	.	.	PUNCT
fcis-29982	63	1	during	during	ADP
fcis-29982	63	2	the	the	DET
fcis-29982	63	3	selection	selection	NOUN
fcis-29982	63	4	phase	phase	NOUN
fcis-29982	63	5	,	,	PUNCT
fcis-29982	63	6	the	the	DET
fcis-29982	63	7	algorithm	algorithm	NOUN
fcis-29982	63	8	starts	start	VERB
fcis-29982	63	9	from	from	ADP
fcis-29982	63	10	the	the	DET
fcis-29982	63	11	root	root	NOUN
fcis-29982	63	12	node	node	NOUN
fcis-29982	63	13	and	and	CCONJ
fcis-29982	63	14	selects	select	VERB
fcis-29982	63	15	the	the	DET
fcis-29982	63	16	most	most	ADV
fcis-29982	63	17	promising	promising	ADJ
fcis-29982	63	18	child	child	NOUN
fcis-29982	63	19	nodes	node	NOUN
fcis-29982	63	20	until	until	ADP
fcis-29982	63	21	reaching	reach	VERB
fcis-29982	63	22	a	a	DET
fcis-29982	63	23	node	node	NOUN
fcis-29982	63	24	that	that	PRON
fcis-29982	63	25	is	be	AUX
fcis-29982	63	26	not	not	PART
fcis-29982	63	27	fully	fully	ADV
fcis-29982	63	28	expanded	expand	VERB
fcis-29982	63	29	.	.	PUNCT
fcis-29982	64	1	the	the	DET
fcis-29982	64	2	expansion	expansion	NOUN
fcis-29982	64	3	phase	phase	NOUN
fcis-29982	64	4	adds	add	VERB
fcis-29982	64	5	a	a	DET
fcis-29982	64	6	new	new	ADJ
fcis-29982	64	7	child	child	NOUN
fcis-29982	64	8	node	node	NOUN
fcis-29982	64	9	to	to	ADP
fcis-29982	64	10	the	the	DET
fcis-29982	64	11	selected	select	VERB
fcis-29982	64	12	node	node	NOUN
fcis-29982	64	13	.	.	PUNCT
fcis-29982	65	1	in	in	ADP
fcis-29982	65	2	the	the	DET
fcis-29982	65	3	simulation	simulation	NOUN
fcis-29982	65	4	phase	phase	NOUN
fcis-29982	65	5	,	,	PUNCT
fcis-29982	65	6	random	random	ADJ
fcis-29982	65	7	play	play	NOUN
fcis-29982	65	8	is	be	AUX
fcis-29982	65	9	conducted	conduct	VERB
fcis-29982	65	10	from	from	ADP
fcis-29982	65	11	the	the	DET
fcis-29982	65	12	new	new	ADJ
fcis-29982	65	13	node	node	NOUN
fcis-29982	65	14	until	until	SCONJ
fcis-29982	65	15	the	the	DET
fcis-29982	65	16	game	game	NOUN
fcis-29982	65	17	concludes	conclude	VERB
fcis-29982	65	18	.	.	PUNCT
fcis-29982	66	1	finally	finally	ADV
fcis-29982	66	2	,	,	PUNCT
fcis-29982	66	3	in	in	ADP
fcis-29982	66	4	the	the	DET
fcis-29982	66	5	backpropagation	backpropagation	NOUN
fcis-29982	66	6	phase	phase	NOUN
fcis-29982	66	7	,	,	PUNCT
fcis-29982	66	8	the	the	DET
fcis-29982	66	9	simulation	simulation	NOUN
fcis-29982	66	10	results	result	NOUN
fcis-29982	66	11	are	be	AUX
fcis-29982	66	12	returned	return	VERB
fcis-29982	66	13	along	along	ADP
fcis-29982	66	14	the	the	DET
fcis-29982	66	15	visited	visit	VERB
fcis-29982	66	16	path	path	NOUN
fcis-29982	66	17	,	,	PUNCT
fcis-29982	66	18	updating	update	VERB
fcis-29982	66	19	node	node	ADJ
fcis-29982	66	20	statistics	statistic	NOUN
fcis-29982	66	21	.	.	PUNCT
fcis-29982	67	1	the	the	DET
fcis-29982	67	2	main	main	ADJ
fcis-29982	67	3	advantage	advantage	NOUN
fcis-29982	67	4	of	of	ADP
fcis-29982	67	5	mcts	mct	NOUN
fcis-29982	67	6	lies	lie	VERB
fcis-29982	67	7	in	in	ADP
fcis-29982	67	8	its	its	PRON
fcis-29982	67	9	independence	independence	NOUN
fcis-29982	67	10	from	from	ADP
fcis-29982	67	11	domain	domain	NOUN
fcis-29982	67	12	-	-	PUNCT
fcis-29982	67	13	specific	specific	ADJ
fcis-29982	67	14	prior	prior	ADJ
fcis-29982	67	15	knowledge	knowledge	NOUN
fcis-29982	67	16	,	,	PUNCT
fcis-29982	67	17	requiring	require	VERB
fcis-29982	67	18	only	only	ADJ
fcis-29982	67	19	game	game	NOUN
fcis-29982	67	20	rules	rule	NOUN
fcis-29982	67	21	to	to	PART
fcis-29982	67	22	function	function	VERB
fcis-29982	67	23	.	.	PUNCT
fcis-29982	68	1	additionally	additionally	ADV
fcis-29982	68	2	,	,	PUNCT
fcis-29982	68	3	it	it	PRON
fcis-29982	68	4	offers	offer	VERB
fcis-29982	68	5	excellent	excellent	ADJ
fcis-29982	68	6	scalability	scalability	NOUN
fcis-29982	68	7	by	by	ADP
fcis-29982	68	8	allowing	allow	VERB
fcis-29982	68	9	adjustment	adjustment	NOUN
fcis-29982	68	10	of	of	ADP
fcis-29982	68	11	simulation	simulation	NOUN
fcis-29982	68	12	counts	count	VERB
fcis-29982	68	13	to	to	PART
fcis-29982	68	14	balance	balance	VERB
fcis-29982	68	15	computational	computational	ADJ
fcis-29982	68	16	time	time	NOUN
fcis-29982	68	17	and	and	CCONJ
fcis-29982	68	18	decision	decision	NOUN
fcis-29982	68	19	quality	quality	NOUN
fcis-29982	68	20	.	.	PUNCT
fcis-29982	69	1	in	in	ADP
fcis-29982	69	2	this	this	DET
fcis-29982	69	3	research	research	NOUN
fcis-29982	69	4	,	,	PUNCT
fcis-29982	69	5	we	we	PRON
fcis-29982	69	6	have	have	AUX
fcis-29982	69	7	enhanced	enhance	VERB
fcis-29982	69	8	traditional	traditional	ADJ
fcis-29982	69	9	mcts	mct	NOUN
fcis-29982	69	10	to	to	PART
fcis-29982	69	11	better	well	ADV
fcis-29982	69	12	address	address	VERB
fcis-29982	69	13	the	the	DET
fcis-29982	69	14	challenges	challenge	NOUN
fcis-29982	69	15	of	of	ADP
fcis-29982	69	16	modeling	model	VERB
fcis-29982	69	17	random	random	ADJ
fcis-29982	69	18	processes	process	NOUN
fcis-29982	69	19	introduced	introduce	VERB
fcis-29982	69	20	by	by	ADP
fcis-29982	69	21	einstein	einstein	PROPN
fcis-29982	69	22	chess	chess	PROPN
fcis-29982	69	23	's	's	PART
fcis-29982	69	24	dice	dice	NOUN
fcis-29982	69	25	mechanism	mechanism	NOUN
fcis-29982	69	26	.	.	PUNCT
fcis-29982	70	1	traditional	traditional	ADJ
fcis-29982	70	2	mcts	mct	NOUN
fcis-29982	70	3	implementations	implementation	NOUN
fcis-29982	70	4	face	face	VERB
fcis-29982	70	5	several	several	ADJ
fcis-29982	70	6	limitations	limitation	NOUN
fcis-29982	70	7	when	when	SCONJ
fcis-29982	70	8	handling	handle	VERB
fcis-29982	70	9	stochastic	stochastic	ADJ
fcis-29982	70	10	games	game	NOUN
fcis-29982	70	11	.	.	PUNCT
fcis-29982	71	1	first	first	ADV
fcis-29982	71	2	,	,	PUNCT
fcis-29982	71	3	the	the	DET
fcis-29982	71	4	standard	standard	ADJ
fcis-29982	71	5	selection	selection	NOUN
fcis-29982	71	6	policies	policy	NOUN
fcis-29982	71	7	may	may	AUX
fcis-29982	71	8	not	not	PART
fcis-29982	71	9	adequately	adequately	ADV
fcis-29982	71	10	account	account	VERB
fcis-29982	71	11	for	for	ADP
fcis-29982	71	12	the	the	DET
fcis-29982	71	13	probability	probability	NOUN
fcis-29982	71	14	distributions	distribution	NOUN
fcis-29982	71	15	of	of	ADP
fcis-29982	71	16	random	random	ADJ
fcis-29982	71	17	events	event	NOUN
fcis-29982	71	18	,	,	PUNCT
fcis-29982	71	19	potentially	potentially	ADV
fcis-29982	71	20	leading	lead	VERB
fcis-29982	71	21	to	to	ADP
fcis-29982	71	22	suboptimal	suboptimal	ADJ
fcis-29982	71	23	path	path	NOUN
fcis-29982	71	24	selection	selection	NOUN
fcis-29982	71	25	.	.	PUNCT
fcis-29982	72	1	second	second	ADJ
fcis-29982	72	2	,	,	PUNCT
fcis-29982	72	3	the	the	DET
fcis-29982	72	4	simulation	simulation	NOUN
fcis-29982	72	5	phase	phase	NOUN
fcis-29982	72	6	often	often	ADV
fcis-29982	72	7	struggles	struggle	VERB
fcis-29982	72	8	to	to	PART
fcis-29982	72	9	accurately	accurately	ADV
fcis-29982	72	10	represent	represent	VERB
fcis-29982	72	11	the	the	DET
fcis-29982	72	12	impact	impact	NOUN
fcis-29982	72	13	of	of	ADP
fcis-29982	72	14	random	random	ADJ
fcis-29982	72	15	factors	factor	NOUN
fcis-29982	72	16	on	on	ADP
fcis-29982	72	17	long	long	ADJ
fcis-29982	72	18	-	-	PUNCT
fcis-29982	72	19	term	term	NOUN
fcis-29982	72	20	game	game	NOUN
fcis-29982	72	21	development	development	NOUN
fcis-29982	72	22	.	.	PUNCT
fcis-29982	73	1	third	third	ADJ
fcis-29982	73	2	,	,	PUNCT
fcis-29982	73	3	the	the	DET
fcis-29982	73	4	backpropagation	backpropagation	NOUN
fcis-29982	73	5	mechanism	mechanism	NOUN
fcis-29982	73	6	may	may	AUX
fcis-29982	73	7	not	not	PART
fcis-29982	73	8	effectively	effectively	ADV
fcis-29982	73	9	aggregate	aggregate	VERB
fcis-29982	73	10	information	information	NOUN
fcis-29982	73	11	from	from	ADP
fcis-29982	73	12	multiple	multiple	ADJ
fcis-29982	73	13	random	random	ADJ
fcis-29982	73	14	outcomes	outcome	NOUN
fcis-29982	73	15	,	,	PUNCT
fcis-29982	73	16	resulting	result	VERB
fcis-29982	73	17	in	in	ADP
fcis-29982	73	18	biased	biased	ADJ
fcis-29982	73	19	evaluations	evaluation	NOUN
fcis-29982	73	20	.	.	PUNCT
fcis-29982	74	1	to	to	PART
fcis-29982	74	2	address	address	VERB
fcis-29982	74	3	these	these	DET
fcis-29982	74	4	limitations	limitation	NOUN
fcis-29982	74	5	,	,	PUNCT
fcis-29982	74	6	our	our	PRON
fcis-29982	74	7	enhanced	enhance	VERB
fcis-29982	74	8	mcts	mct	NOUN
fcis-29982	74	9	framework	framework	NOUN
fcis-29982	74	10	incorporates	incorporate	VERB
fcis-29982	74	11	probability	probability	NOUN
fcis-29982	74	12	-	-	PUNCT
fcis-29982	74	13	aware	aware	ADJ
fcis-29982	74	14	selection	selection	NOUN
fcis-29982	74	15	policies	policy	NOUN
fcis-29982	74	16	and	and	CCONJ
fcis-29982	74	17	modified	modified	ADJ
fcis-29982	74	18	backpropagation	backpropagation	NOUN
fcis-29982	74	19	mechanisms	mechanism	NOUN
fcis-29982	74	20	.	.	PUNCT
fcis-29982	75	1	the	the	DET
fcis-29982	75	2	selection	selection	NOUN
fcis-29982	75	3	phase	phase	NOUN
fcis-29982	75	4	now	now	ADV
fcis-29982	75	5	considers	consider	VERB
fcis-29982	75	6	both	both	CCONJ
fcis-29982	75	7	the	the	DET
fcis-29982	75	8	standard	standard	ADJ
fcis-29982	75	9	uct	uct	PROPN
fcis-29982	75	10	formula	formula	NOUN
fcis-29982	75	11	and	and	CCONJ
fcis-29982	75	12	the	the	DET
fcis-29982	75	13	probability	probability	NOUN
fcis-29982	75	14	distribution	distribution	NOUN
fcis-29982	75	15	of	of	ADP
fcis-29982	75	16	dice	dice	NOUN
fcis-29982	75	17	rolls	roll	NOUN
fcis-29982	75	18	,	,	PUNCT
fcis-29982	75	19	ensuring	ensure	VERB
fcis-29982	75	20	more	more	ADV
fcis-29982	75	21	realistic	realistic	ADJ
fcis-29982	75	22	exploration	exploration	NOUN
fcis-29982	75	23	of	of	ADP
fcis-29982	75	24	the	the	DET
fcis-29982	75	25	game	game	NOUN
fcis-29982	75	26	tree	tree	NOUN
fcis-29982	75	27	.	.	PUNCT
fcis-29982	76	1	the	the	DET
fcis-29982	76	2	simulation	simulation	NOUN
fcis-29982	76	3	phase	phase	NOUN
fcis-29982	76	4	implements	implement	VERB
fcis-29982	76	5	a	a	DET
fcis-29982	76	6	sophisticated	sophisticated	ADJ
fcis-29982	76	7	random	random	ADJ
fcis-29982	76	8	sampling	sampling	NOUN
fcis-29982	76	9	strategy	strategy	NOUN
fcis-29982	76	10	that	that	PRON
fcis-29982	76	11	better	well	ADV
fcis-29982	76	12	reflects	reflect	VERB
fcis-29982	76	13	the	the	DET
fcis-29982	76	14	game	game	NOUN
fcis-29982	76	15	's	's	PART
fcis-29982	76	16	stochastic	stochastic	ADJ
fcis-29982	76	17	nature	nature	NOUN
fcis-29982	76	18	.	.	PUNCT
fcis-29982	77	1	additionally	additionally	ADV
fcis-29982	77	2	,	,	PUNCT
fcis-29982	77	3	the	the	DET
fcis-29982	77	4	backpropagation	backpropagation	NOUN
fcis-29982	77	5	phase	phase	NOUN
fcis-29982	77	6	employs	employ	VERB
fcis-29982	77	7	weighted	weight	VERB
fcis-29982	77	8	updates	update	NOUN
fcis-29982	77	9	based	base	VERB
fcis-29982	77	10	on	on	ADP
fcis-29982	77	11	3	3	NUM
fcis-29982	77	12	outcome	outcome	NOUN
fcis-29982	77	13	probabilities	probability	NOUN
fcis-29982	77	14	,	,	PUNCT
fcis-29982	77	15	providing	provide	VERB
fcis-29982	77	16	more	more	ADV
fcis-29982	77	17	accurate	accurate	ADJ
fcis-29982	77	18	state	state	NOUN
fcis-29982	77	19	evaluations	evaluation	NOUN
fcis-29982	77	20	.	.	PUNCT
fcis-29982	78	1	the	the	DET
fcis-29982	78	2	formal	formal	ADJ
fcis-29982	78	3	specification	specification	NOUN
fcis-29982	78	4	of	of	ADP
fcis-29982	78	5	our	our	PRON
fcis-29982	78	6	improved	improved	ADJ
fcis-29982	78	7	mcts	mct	NOUN
fcis-29982	78	8	algorithm	algorithm	NOUN
fcis-29982	78	9	is	be	AUX
fcis-29982	78	10	presented	present	VERB
fcis-29982	78	11	in	in	ADP
fcis-29982	78	12	algorithm	algorithm	NOUN
fcis-29982	78	13	1	1	NUM
fcis-29982	78	14	,	,	PUNCT
fcis-29982	78	15	which	which	PRON
fcis-29982	78	16	details	detail	VERB
fcis-29982	78	17	the	the	DET
fcis-29982	78	18	modified	modify	VERB
fcis-29982	78	19	selection	selection	NOUN
fcis-29982	78	20	criteria	criterion	NOUN
fcis-29982	78	21	,	,	PUNCT
fcis-29982	78	22	enhanced	enhance	VERB
fcis-29982	78	23	simulation	simulation	NOUN
fcis-29982	78	24	procedures	procedure	NOUN
fcis-29982	78	25	,	,	PUNCT
fcis-29982	78	26	and	and	CCONJ
fcis-29982	78	27	probability	probability	NOUN
fcis-29982	78	28	-	-	PUNCT
fcis-29982	78	29	weighted	weight	VERB
fcis-29982	78	30	backpropagation	backpropagation	NOUN
fcis-29982	78	31	process	process	NOUN
fcis-29982	78	32	.	.	PUNCT
fcis-29982	79	1	experimental	experimental	ADJ
fcis-29982	79	2	results	result	NOUN
fcis-29982	79	3	demonstrate	demonstrate	VERB
fcis-29982	79	4	that	that	SCONJ
fcis-29982	79	5	these	these	DET
fcis-29982	79	6	enhancements	enhancement	NOUN
fcis-29982	79	7	significantly	significantly	ADV
fcis-29982	79	8	improve	improve	VERB
fcis-29982	79	9	the	the	DET
fcis-29982	79	10	algorithm	algorithm	NOUN
fcis-29982	79	11	's	's	PART
fcis-29982	79	12	performance	performance	NOUN
fcis-29982	79	13	in	in	ADP
fcis-29982	79	14	handling	handle	VERB
fcis-29982	79	15	the	the	DET
fcis-29982	79	16	stochastic	stochastic	ADJ
fcis-29982	79	17	elements	element	NOUN
fcis-29982	79	18	of	of	ADP
fcis-29982	79	19	einstein	einstein	PROPN
fcis-29982	79	20	chess	chess	NOUN
fcis-29982	79	21	.	.	PUNCT
fcis-29982	80	1	2.3	2.3	NUM
fcis-29982	80	2	.	.	PUNCT
fcis-29982	81	1	deep	deep	ADJ
fcis-29982	81	2	reinforcement	reinforcement	NOUN
fcis-29982	81	3	learning	learning	NOUN
fcis-29982	81	4	framework	framework	NOUN
fcis-29982	81	5	2.3.1	2.3.1	NUM
fcis-29982	81	6	.	.	PUNCT
fcis-29982	82	1	network	network	NOUN
fcis-29982	82	2	architecture	architecture	NOUN
fcis-29982	82	3	design	design	NOUN
fcis-29982	82	4	based	base	VERB
fcis-29982	82	5	on	on	ADP
fcis-29982	82	6	the	the	DET
fcis-29982	82	7	alphazero	alphazero	NOUN
fcis-29982	82	8	framework[7	framework[7	PROPN
fcis-29982	82	9	]	]	X
fcis-29982	82	10	,	,	PUNCT
fcis-29982	82	11	this	this	DET
fcis-29982	82	12	research	research	NOUN
fcis-29982	82	13	proposes	propose	VERB
fcis-29982	82	14	a	a	DET
fcis-29982	82	15	dual	dual	ADJ
fcis-29982	82	16	-	-	PUNCT
fcis-29982	82	17	branch	branch	NOUN
fcis-29982	82	18	neural	neural	ADJ
fcis-29982	82	19	network	network	NOUN
fcis-29982	82	20	architecture	architecture	NOUN
fcis-29982	82	21	(	(	PUNCT
fcis-29982	82	22	as	as	SCONJ
fcis-29982	82	23	illustrated	illustrate	VERB
fcis-29982	82	24	in	in	ADP
fcis-29982	82	25	figure	figure	NOUN
fcis-29982	82	26	2	2	NUM
fcis-29982	82	27	)	)	PUNCT
fcis-29982	82	28	,	,	PUNCT
fcis-29982	82	29	implementing	implement	VERB
fcis-29982	82	30	a	a	DET
fcis-29982	82	31	modular	modular	ADJ
fcis-29982	82	32	network	network	NOUN
fcis-29982	82	33	design	design	NOUN
fcis-29982	82	34	with	with	ADP
fcis-29982	82	35	parameter	parameter	NOUN
fcis-29982	82	36	sharing	sharing	NOUN
fcis-29982	82	37	between	between	ADP
fcis-29982	82	38	policy	policy	NOUN
fcis-29982	82	39	and	and	CCONJ
fcis-29982	82	40	value	value	NOUN
fcis-29982	82	41	branches	branch	NOUN
fcis-29982	82	42	.	.	PUNCT
fcis-29982	83	1	the	the	DET
fcis-29982	83	2	network	network	NOUN
fcis-29982	83	3	employs	employ	VERB
fcis-29982	83	4	a	a	DET
fcis-29982	83	5	hierarchical	hierarchical	ADJ
fcis-29982	83	6	feature	feature	NOUN
fcis-29982	83	7	fusion	fusion	NOUN
fcis-29982	83	8	design	design	NOUN
fcis-29982	83	9	comprising	comprise	VERB
fcis-29982	83	10	three	three	NUM
fcis-29982	83	11	key	key	ADJ
fcis-29982	83	12	components	component	NOUN
fcis-29982	83	13	:	:	PUNCT
fcis-29982	83	14	shared	share	VERB
fcis-29982	83	15	bottomlayer	bottomlayer	NOUN
fcis-29982	83	16	features	feature	VERB
fcis-29982	83	17	through	through	ADP
fcis-29982	83	18	a	a	DET
fcis-29982	83	19	common	common	ADJ
fcis-29982	83	20	resnet	resnet	NOUN
fcis-29982	83	21	module	module	NOUN
fcis-29982	83	22	for	for	ADP
fcis-29982	83	23	generic	generic	ADJ
fcis-29982	83	24	feature	feature	NOUN
fcis-29982	83	25	extraction	extraction	NOUN
fcis-29982	83	26	;	;	PUNCT
fcis-29982	83	27	decoupled	decouple	VERB
fcis-29982	83	28	upper	upper	ADJ
fcis-29982	83	29	-	-	PUNCT
fcis-29982	83	30	layer	layer	NOUN
fcis-29982	83	31	structure	structure	NOUN
fcis-29982	83	32	separating	separate	VERB
fcis-29982	83	33	into	into	ADP
fcis-29982	83	34	policy	policy	NOUN
fcis-29982	83	35	and	and	CCONJ
fcis-29982	83	36	value	value	NOUN
fcis-29982	83	37	heads	head	NOUN
fcis-29982	83	38	while	while	SCONJ
fcis-29982	83	39	maintaining	maintain	VERB
fcis-29982	83	40	collaborative	collaborative	ADJ
fcis-29982	83	41	training	training	NOUN
fcis-29982	83	42	through	through	ADP
fcis-29982	83	43	shared	share	VERB
fcis-29982	83	44	latent	latent	NOUN
fcis-29982	83	45	space	space	NOUN
fcis-29982	83	46	;	;	PUNCT
fcis-29982	83	47	and	and	CCONJ
fcis-29982	83	48	dynamic	dynamic	ADJ
fcis-29982	83	49	gradient	gradient	NOUN
fcis-29982	83	50	allocation	allocation	NOUN
fcis-29982	83	51	utilizing	utilize	VERB
fcis-29982	83	52	scaling	scale	VERB
fcis-29982	83	53	factors	factor	NOUN
fcis-29982	83	54	to	to	PART
fcis-29982	83	55	balance	balance	VERB
fcis-29982	83	56	multi	multi	ADJ
fcis-29982	83	57	-	-	NOUN
fcis-29982	83	58	task	task	ADJ
fcis-29982	83	59	learning	learning	NOUN
fcis-29982	83	60	.	.	PUNCT
fcis-29982	84	1	the	the	DET
fcis-29982	84	2	input	input	NOUN
fcis-29982	84	3	layer	layer	NOUN
fcis-29982	84	4	design	design	NOUN
fcis-29982	84	5	employs	employ	VERB
fcis-29982	84	6	a	a	DET
fcis-29982	84	7	16	16	NUM
fcis-29982	84	8	-	-	PUNCT
fcis-29982	84	9	channel	channel	NOUN
fcis-29982	84	10	feature	feature	NOUN
fcis-29982	84	11	plane	plane	NOUN
fcis-29982	84	12	representation	representation	NOUN
fcis-29982	84	13	,	,	PUNCT
fcis-29982	84	14	with	with	ADP
fcis-29982	84	15	each	each	DET
fcis-29982	84	16	channel	channel	NOUN
fcis-29982	84	17	corresponding	correspond	VERB
fcis-29982	84	18	to	to	ADP
fcis-29982	84	19	a	a	DET
fcis-29982	84	20	5×5	5×5	NUM
fcis-29982	84	21	board	board	NOUN
fcis-29982	84	22	dimension	dimension	NOUN
fcis-29982	84	23	.	.	PUNCT
fcis-29982	85	1	the	the	DET
fcis-29982	85	2	feature	feature	NOUN
fcis-29982	85	3	plane	plane	NOUN
fcis-29982	85	4	encoding	encoding	NOUN
fcis-29982	85	5	scheme	scheme	NOUN
fcis-29982	85	6	consists	consist	NOUN
fcis-29982	85	7	of	of	ADP
fcis-29982	85	8	four	four	NUM
fcis-29982	85	9	primary	primary	ADJ
fcis-29982	85	10	components	component	NOUN
fcis-29982	85	11	.	.	PUNCT
fcis-29982	86	1	first	first	ADV
fcis-29982	86	2	,	,	PUNCT
fcis-29982	86	3	the	the	DET
fcis-29982	86	4	current	current	ADJ
fcis-29982	86	5	player	player	NOUN
fcis-29982	86	6	piece	piece	NOUN
fcis-29982	86	7	positions	position	NOUN
fcis-29982	86	8	utilize	utilize	VERB
fcis-29982	86	9	six	six	NUM
fcis-29982	86	10	channels	channel	NOUN
fcis-29982	86	11	to	to	PART
fcis-29982	86	12	represent	represent	VERB
fcis-29982	86	13	the	the	DET
fcis-29982	86	14	spatial	spatial	ADJ
fcis-29982	86	15	information	information	NOUN
fcis-29982	86	16	for	for	ADP
fcis-29982	86	17	pieces	piece	NOUN
fcis-29982	86	18	numbered	number	VERB
fcis-29982	86	19	1	1	NUM
fcis-29982	86	20	-	-	SYM
fcis-29982	86	21	6	6	NUM
fcis-29982	86	22	.	.	PUNCT
fcis-29982	87	1	second	second	ADJ
fcis-29982	87	2	,	,	PUNCT
fcis-29982	87	3	the	the	DET
fcis-29982	87	4	opponent	opponent	NOUN
fcis-29982	87	5	piece	piece	NOUN
fcis-29982	87	6	positions	position	NOUN
fcis-29982	87	7	employ	employ	VERB
fcis-29982	87	8	identical	identical	ADJ
fcis-29982	87	9	encoding	encoding	NOUN
fcis-29982	87	10	methods	method	NOUN
fcis-29982	87	11	across	across	ADP
fcis-29982	87	12	six	six	NUM
fcis-29982	87	13	channels	channel	NOUN
fcis-29982	87	14	.	.	PUNCT
fcis-29982	88	1	third	third	ADJ
fcis-29982	88	2	,	,	PUNCT
fcis-29982	88	3	movement	movement	NOUN
fcis-29982	88	4	direction	direction	NOUN
fcis-29982	88	5	constraints	constraint	NOUN
fcis-29982	88	6	are	be	AUX
fcis-29982	88	7	encoded	encode	VERB
fcis-29982	88	8	through	through	ADP
fcis-29982	88	9	three	three	NUM
fcis-29982	88	10	channels	channel	NOUN
fcis-29982	88	11	,	,	PUNCT
fcis-29982	88	12	capturing	capture	VERB
fcis-29982	88	13	red	red	NOUN
fcis-29982	88	14	's	's	PART
fcis-29982	88	15	right	right	ADJ
fcis-29982	88	16	/	/	SYM
fcis-29982	88	17	down	down	ADJ
fcis-29982	88	18	/	/	SYM
fcis-29982	88	19	downright	downright	NOUN
fcis-29982	88	20	and	and	CCONJ
fcis-29982	88	21	blue	blue	PROPN
fcis-29982	88	22	's	's	PART
fcis-29982	88	23	left	left	ADJ
fcis-29982	88	24	/	/	SYM
fcis-29982	88	25	up	up	ADP
fcis-29982	88	26	/	/	SYM
fcis-29982	88	27	up	up	ADP
fcis-29982	88	28	-	-	PUNCT
fcis-29982	88	29	left	leave	VERB
fcis-29982	88	30	movement	movement	NOUN
fcis-29982	88	31	restrictions	restriction	NOUN
fcis-29982	88	32	.	.	PUNCT
fcis-29982	89	1	finally	finally	ADV
fcis-29982	89	2	,	,	PUNCT
fcis-29982	89	3	a	a	DET
fcis-29982	89	4	single	single	ADJ
fcis-29982	89	5	channel	channel	NOUN
fcis-29982	89	6	serves	serve	VERB
fcis-29982	89	7	as	as	ADP
fcis-29982	89	8	the	the	DET
fcis-29982	89	9	current	current	ADJ
fcis-29982	89	10	player	player	NOUN
fcis-29982	89	11	identifier	identifier	NOUN
fcis-29982	89	12	,	,	PUNCT
fcis-29982	89	13	distinguishing	distinguish	VERB
fcis-29982	89	14	between	between	ADP
fcis-29982	89	15	red	red	ADJ
fcis-29982	89	16	and	and	CCONJ
fcis-29982	89	17	blue	blue	ADJ
fcis-29982	89	18	sides	side	NOUN
fcis-29982	89	19	.	.	PUNCT
fcis-29982	90	1	this	this	DET
fcis-29982	90	2	comprehensive	comprehensive	ADJ
fcis-29982	90	3	design	design	NOUN
fcis-29982	90	4	preserves	preserve	VERB
fcis-29982	90	5	essential	essential	ADJ
fcis-29982	90	6	game	game	NOUN
fcis-29982	90	7	state	state	NOUN
fcis-29982	90	8	information	information	NOUN
fcis-29982	90	9	,	,	PUNCT
fcis-29982	90	10	establishing	establish	VERB
fcis-29982	90	11	a	a	DET
fcis-29982	90	12	robust	robust	ADJ
fcis-29982	90	13	foundation	foundation	NOUN
fcis-29982	90	14	for	for	ADP
fcis-29982	90	15	subsequent	subsequent	ADJ
fcis-29982	90	16	feature	feature	NOUN
fcis-29982	90	17	extraction	extraction	NOUN
fcis-29982	90	18	.	.	PUNCT
fcis-29982	91	1	the	the	DET
fcis-29982	91	2	feature	feature	NOUN
fcis-29982	91	3	extraction	extraction	NOUN
fcis-29982	91	4	layer	layer	NOUN
fcis-29982	91	5	implements	implement	VERB
fcis-29982	91	6	a	a	DET
fcis-29982	91	7	two	two	NUM
fcis-29982	91	8	-	-	PUNCT
fcis-29982	91	9	layer	layer	NOUN
fcis-29982	91	10	convolutional	convolutional	ADJ
fcis-29982	91	11	network	network	NOUN
fcis-29982	91	12	structure	structure	NOUN
fcis-29982	91	13	for	for	ADP
fcis-29982	91	14	high	high	ADJ
fcis-29982	91	15	-	-	PUNCT
fcis-29982	91	16	level	level	NOUN
fcis-29982	91	17	feature	feature	NOUN
fcis-29982	91	18	capture	capture	NOUN
fcis-29982	91	19	.	.	PUNCT
fcis-29982	92	1	the	the	DET
fcis-29982	92	2	first	first	ADJ
fcis-29982	92	3	convolutional	convolutional	ADJ
fcis-29982	92	4	layer	layer	NOUN
fcis-29982	92	5	employs	employ	VERB
fcis-29982	92	6	256	256	NUM
fcis-29982	92	7	3×3	3×3	NUM
fcis-29982	92	8	convolution	convolution	NOUN
fcis-29982	92	9	kernels	kernel	NOUN
fcis-29982	92	10	,	,	PUNCT
fcis-29982	92	11	transforming	transform	VERB
fcis-29982	92	12	from	from	ADP
fcis-29982	92	13	16	16	NUM
fcis-29982	92	14	to	to	PART
fcis-29982	92	15	256	256	NUM
fcis-29982	92	16	channels	channel	NOUN
fcis-29982	92	17	.	.	PUNCT
fcis-29982	93	1	the	the	DET
fcis-29982	93	2	second	second	ADJ
fcis-29982	93	3	convolutional	convolutional	ADJ
fcis-29982	93	4	layer	layer	NOUN
fcis-29982	93	5	utilizes	utilize	VERB
fcis-29982	93	6	256	256	NUM
fcis-29982	93	7	3×3	3×3	NUM
fcis-29982	93	8	convolution	convolution	NOUN
fcis-29982	93	9	kernels	kernel	NOUN
fcis-29982	93	10	,	,	PUNCT
fcis-29982	93	11	maintaining	maintain	VERB
fcis-29982	93	12	channel	channel	NOUN
fcis-29982	93	13	dimensionality	dimensionality	NOUN
fcis-29982	93	14	.	.	PUNCT
fcis-29982	94	1	each	each	DET
fcis-29982	94	2	convolutional	convolutional	ADJ
fcis-29982	94	3	layer	layer	NOUN
fcis-29982	94	4	incorporates	incorporate	VERB
fcis-29982	94	5	batch	batch	NOUN
fcis-29982	94	6	normalization	normalization	NOUN
fcis-29982	94	7	followed	follow	VERB
fcis-29982	94	8	by	by	ADP
fcis-29982	94	9	relu	relu	NOUN
fcis-29982	94	10	activation	activation	NOUN
fcis-29982	94	11	.	.	PUNCT
fcis-29982	95	1	padding	padding	NOUN
fcis-29982	95	2	is	be	AUX
fcis-29982	95	3	applied	apply	VERB
fcis-29982	95	4	throughout	throughout	ADP
fcis-29982	95	5	to	to	PART
fcis-29982	95	6	maintain	maintain	VERB
fcis-29982	95	7	spatial	spatial	ADJ
fcis-29982	95	8	dimensions	dimension	NOUN
fcis-29982	95	9	at	at	ADP
fcis-29982	95	10	5×5	5×5	NUM
fcis-29982	95	11	.	.	PUNCT
fcis-29982	96	1	algorithm	algorithm	NOUN
fcis-29982	96	2	1	1	NUM
fcis-29982	96	3	:	:	PUNCT
fcis-29982	96	4	improved	improved	ADJ
fcis-29982	96	5	monte	monte	PROPN
fcis-29982	96	6	carlo	carlo	PROPN
fcis-29982	96	7	tree	tree	NOUN
fcis-29982	96	8	search	search	NOUN
fcis-29982	96	9	input	input	NOUN
fcis-29982	96	10	:	:	PUNCT
fcis-29982	96	11	state	state	NOUN
fcis-29982	96	12	current	current	ADJ
fcis-29982	96	13	state	state	NOUN
fcis-29982	96	14	,	,	PUNCT
fcis-29982	96	15	policy_value_net	policy_value_net	ADJ
fcis-29982	96	16	policy	policy	NOUN
fcis-29982	96	17	value	value	NOUN
fcis-29982	96	18	output	output	NOUN
fcis-29982	96	19	:	:	PUNCT
fcis-29982	96	20	best_action	best_action	NOUN
fcis-29982	96	21	data	data	NOUN
fcis-29982	96	22	structure	structure	NOUN
fcis-29982	96	23	:	:	PUNCT
fcis-29982	96	24	treenode	treenode	ADJ
fcis-29982	96	25	properties	property	NOUN
fcis-29982	96	26	:	:	PUNCT
fcis-29982	96	27	parent	parent	NOUN
fcis-29982	96	28	//parent	//parent	PUNCT
fcis-29982	96	29	node	node	PROPN
fcis-29982	96	30	children	child	NOUN
fcis-29982	96	31	//	//	SYM
fcis-29982	96	32	child	child	NOUN
fcis-29982	96	33	nodes	node	NOUN
fcis-29982	96	34	map	map	VERB
fcis-29982	96	35	n_visits	n_visit	NOUN
fcis-29982	96	36	//visit	//visit	PUNCT
fcis-29982	97	1	count	count	VERB
fcis-29982	97	2	q_value	q_value	PROPN
fcis-29982	97	3	//action	//action	SYM
fcis-29982	97	4	value	value	NOUN
fcis-29982	97	5	prior_prob	prior_prob	VERB
fcis-29982	97	6	//prior	//prior	SYM
fcis-29982	97	7	probability	probability	NOUN
fcis-29982	97	8	method	method	NOUN
fcis-29982	97	9	select	select	ADJ
fcis-29982	97	10	c_puct	c_puct	NOUN
fcis-29982	97	11	:	:	PUNCT
fcis-29982	98	1	ucb	ucb	PROPN
fcis-29982	98	2	a	a	DET
fcis-29982	98	3	q_value	q_value	NOUN
fcis-29982	98	4	a	a	DET
fcis-29982	98	5	c_puct	c_puct	NOUN
fcis-29982	98	6	∙	∙	PROPN
fcis-29982	98	7	prior_prob	prior_prob	VERB
fcis-29982	98	8	a	a	DET
fcis-29982	98	9	∙	∙	PROPN
fcis-29982	98	10	∑n_parent	∑n_parent	NUM
fcis-29982	98	11	1	1	NUM
fcis-29982	98	12	n_child	n_child	NOUN
fcis-29982	98	13	a	a	DET
fcis-29982	98	14	return	return	NOUN
fcis-29982	98	15	argmax_a	argmax_a	NOUN
fcis-29982	98	16	ucb	ucb	PROPN
fcis-29982	98	17	a	a	DET
fcis-29982	98	18	method	method	NOUN
fcis-29982	98	19	expand	expand	VERB
fcis-29982	98	20	action_priors	action_prior	NOUN
fcis-29982	98	21	:	:	PUNCT
fcis-29982	98	22	for	for	ADP
fcis-29982	98	23	each	each	DET
fcis-29982	98	24	action	action	NOUN
fcis-29982	98	25	,	,	PUNCT
fcis-29982	98	26	prob	prob	NOUN
fcis-29982	98	27	in	in	ADP
fcis-29982	98	28	action_prob	action_prob	PROPN
fcis-29982	98	29	if	if	SCONJ
fcis-29982	98	30	action	action	NOUN
fcis-29982	98	31	not	not	PART
fcis-29982	98	32	in	in	ADP
fcis-29982	98	33	children	child	NOUN
fcis-29982	98	34	:	:	PUNCT
fcis-29982	98	35	childen	childen	VERB
fcis-29982	98	36	action	action	NOUN
fcis-29982	98	37	new	new	ADJ
fcis-29982	98	38	treenode	treenode	ADJ
fcis-29982	98	39	prob	prob	PROPN
fcis-29982	98	40	method	method	NOUN
fcis-29982	98	41	update	update	NOUN
fcis-29982	98	42	leaf_value	leaf_value	PROPN
fcis-29982	98	43	:	:	PUNCT
fcis-29982	98	44	n_visits	n_visit	NOUN
fcis-29982	98	45	1	1	NUM
fcis-29982	98	46	q_value	q_value	NOUN
fcis-29982	98	47	leaf_value	leaf_value	NOUN
fcis-29982	98	48	q_value	q_value	NOUN
fcis-29982	98	49	/	/	SYM
fcis-29982	98	50	n_visits	n_visit	NOUN
fcis-29982	98	51	main	main	ADJ
fcis-29982	98	52	mcts	mct	NOUN
fcis-29982	98	53	root	root	NOUN
fcis-29982	98	54	new	new	ADJ
fcis-29982	98	55	treenode	treenode	ADJ
fcis-29982	98	56	1.0	1.0	NUM
fcis-29982	98	57	for	for	ADP
fcis-29982	98	58	i	i	PROPN
fcis-29982	98	59	1	1	NUM
fcis-29982	98	60	to	to	ADP
fcis-29982	98	61	n_simulations	n_simulations	NUM
fcis-29982	98	62	node	node	NOUN
fcis-29982	98	63	root	root	NOUN
fcis-29982	98	64	state_copy	state_copy	NOUN
fcis-29982	98	65	state	state	NOUN
fcis-29982	98	66	.	.	PUNCT
fcis-29982	99	1	copy	copy	VERB
fcis-29982	99	2	while	while	SCONJ
fcis-29982	99	3	not	not	PART
fcis-29982	99	4	node	node	NOUN
fcis-29982	99	5	.	.	PUNCT
fcis-29982	100	1	is_leaf	is_leaf	PROPN
fcis-29982	100	2	:	:	PUNCT
fcis-29982	101	1	//1	//1	X
fcis-29982	101	2	.	.	PUNCT
fcis-29982	102	1	selection	selection	NOUN
fcis-29982	102	2	dice	dice	PROPN
fcis-29982	102	3	state_copy	state_copy	PROPN
fcis-29982	102	4	.	.	PUNCT
fcis-29982	103	1	roll_dice	roll_dice	NOUN
fcis-29982	103	2	action	action	NOUN
fcis-29982	103	3	,	,	PUNCT
fcis-29982	103	4	node	node	NOUN
fcis-29982	103	5	node	node	NOUN
fcis-29982	103	6	.	.	PUNCT
fcis-29982	104	1	select	select	ADJ
fcis-29982	104	2	c_puct	c_puct	NOUN
fcis-29982	104	3	state_copy.move_piece	state_copy.move_piece	NOUN
fcis-29982	104	4	action	action	NOUN
fcis-29982	104	5	if	if	SCONJ
fcis-29982	104	6	not	not	PART
fcis-29982	104	7	game_end	game_end	VERB
fcis-29982	104	8	:	:	PUNCT
fcis-29982	104	9	//2	//2	PROPN
fcis-29982	104	10	.	.	PUNCT
fcis-29982	105	1	expansion	expansion	NOUN
fcis-29982	105	2	action_probs	action_probs	PROPN
fcis-29982	105	3	,	,	PUNCT
fcis-29982	105	4	_	_	PRON
fcis-29982	105	5	policy_net	policy_net	PROPN
fcis-29982	105	6	state_copy	state_copy	NOUN
fcis-29982	105	7	node	node	NOUN
fcis-29982	105	8	.	.	PUNCT
fcis-29982	106	1	expand	expand	VERB
fcis-29982	106	2	action_probs	action_probs	PROPN
fcis-29982	106	3	_	_	PROPN
fcis-29982	106	4	,	,	PUNCT
fcis-29982	106	5	value	value	NOUN
fcis-29982	106	6	policy_net	policy_net	PROPN
fcis-29982	106	7	state_copy	state_copy	NOUN
fcis-29982	106	8	/	/	SYM
fcis-29982	106	9	/3	/3	PROPN
fcis-29982	106	10	.	.	PUNCT
fcis-29982	107	1	simulation	simulation	NOUN
fcis-29982	107	2	neural	neural	PROPN
fcis-29982	107	3	network	network	NOUN
fcis-29982	107	4	evaluation	evaluation	NOUN
fcis-29982	107	5	if	if	SCONJ
fcis-29982	107	6	game_end	game_end	NOUN
fcis-29982	107	7	:	:	PUNCT
fcis-29982	107	8	value	value	NOUN
fcis-29982	107	9	get_game_result	get_game_result	NOUN
fcis-29982	107	10	state_copy	state_copy	NOUN
fcis-29982	107	11	while	while	SCONJ
fcis-29982	107	12	node	node	NOUN
fcis-29982	107	13	:	:	PUNCT
fcis-29982	108	1	//4	//4	X
fcis-29982	108	2	.	.	PUNCT
fcis-29982	109	1	backpropagation	backpropagation	PROPN
fcis-29982	109	2	node	node	PROPN
fcis-29982	109	3	.	.	PUNCT
fcis-29982	110	1	update	update	NOUN
fcis-29982	110	2	value	value	NOUN
fcis-29982	110	3	value	value	NOUN
fcis-29982	110	4	value	value	NOUN
fcis-29982	110	5	node	node	NOUN
fcis-29982	110	6	node	node	NOUN
fcis-29982	110	7	.	.	PUNCT
fcis-29982	111	1	parent	parent	NOUN
fcis-29982	111	2	return	return	NOUN
fcis-29982	111	3	action	action	NOUN
fcis-29982	111	4	with	with	ADP
fcis-29982	111	5	max	max	PROPN
fcis-29982	111	6	visit	visit	NOUN
fcis-29982	111	7	count	count	NOUN
fcis-29982	111	8	in	in	ADP
fcis-29982	111	9	root	root	NOUN
fcis-29982	111	10	.	.	PUNCT
fcis-29982	112	1	children	child	NOUN
fcis-29982	112	2	figure	figure	VERB
fcis-29982	112	3	2	2	NUM
fcis-29982	112	4	.	.	PUNCT
fcis-29982	113	1	network	network	NOUN
fcis-29982	113	2	architecture	architecture	NOUN
fcis-29982	113	3	this	this	DET
fcis-29982	113	4	hierarchical	hierarchical	ADJ
fcis-29982	113	5	feature	feature	NOUN
fcis-29982	113	6	extraction	extraction	NOUN
fcis-29982	113	7	design	design	NOUN
fcis-29982	113	8	effectively	effectively	ADV
fcis-29982	113	9	captures	capture	VERB
fcis-29982	113	10	both	both	DET
fcis-29982	113	11	local	local	ADJ
fcis-29982	113	12	and	and	CCONJ
fcis-29982	113	13	global	global	ADJ
fcis-29982	113	14	game	game	NOUN
fcis-29982	113	15	state	state	NOUN
fcis-29982	113	16	characteristics	characteristic	NOUN
fcis-29982	113	17	.	.	PUNCT
fcis-29982	114	1	4	4	NUM
fcis-29982	114	2	the	the	DET
fcis-29982	114	3	policy	policy	NOUN
fcis-29982	114	4	head	head	NOUN
fcis-29982	114	5	,	,	PUNCT
fcis-29982	114	6	responsible	responsible	ADJ
fcis-29982	114	7	for	for	ADP
fcis-29982	114	8	generating	generate	VERB
fcis-29982	114	9	action	action	NOUN
fcis-29982	114	10	probability	probability	NOUN
fcis-29982	114	11	distributions	distribution	NOUN
fcis-29982	114	12	,	,	PUNCT
fcis-29982	114	13	consists	consist	VERB
fcis-29982	114	14	of	of	ADP
fcis-29982	114	15	several	several	ADJ
fcis-29982	114	16	sequential	sequential	ADJ
fcis-29982	114	17	components	component	NOUN
fcis-29982	114	18	.	.	PUNCT
fcis-29982	115	1	a	a	DET
fcis-29982	115	2	1×1	1×1	ADJ
fcis-29982	115	3	convolutional	convolutional	ADJ
fcis-29982	115	4	layer	layer	NOUN
fcis-29982	115	5	compresses	compress	VERB
fcis-29982	115	6	256	256	NUM
fcis-29982	115	7	channels	channel	NOUN
fcis-29982	115	8	to	to	ADP
fcis-29982	115	9	4	4	NUM
fcis-29982	115	10	channels	channel	NOUN
fcis-29982	115	11	,	,	PUNCT
fcis-29982	115	12	effectively	effectively	ADV
fcis-29982	115	13	reducing	reduce	VERB
fcis-29982	115	14	parameter	parameter	NOUN
fcis-29982	115	15	complexity	complexity	NOUN
fcis-29982	115	16	.	.	PUNCT
fcis-29982	116	1	this	this	PRON
fcis-29982	116	2	is	be	AUX
fcis-29982	116	3	followed	follow	VERB
fcis-29982	116	4	by	by	ADP
fcis-29982	116	5	batch	batch	NOUN
fcis-29982	116	6	normalization	normalization	NOUN
fcis-29982	116	7	and	and	CCONJ
fcis-29982	116	8	relu	relu	NOUN
fcis-29982	116	9	activation	activation	NOUN
fcis-29982	116	10	to	to	PART
fcis-29982	116	11	enhance	enhance	VERB
fcis-29982	116	12	feature	feature	NOUN
fcis-29982	116	13	expressiveness	expressiveness	NOUN
fcis-29982	116	14	.	.	PUNCT
fcis-29982	117	1	the	the	DET
fcis-29982	117	2	feature	feature	NOUN
fcis-29982	117	3	maps	map	NOUN
fcis-29982	117	4	are	be	AUX
fcis-29982	117	5	then	then	ADV
fcis-29982	117	6	flattened	flatten	VERB
fcis-29982	117	7	into	into	ADP
fcis-29982	117	8	one	one	NUM
fcis-29982	117	9	-	-	PUNCT
fcis-29982	117	10	dimensional	dimensional	ADJ
fcis-29982	117	11	vectors	vector	NOUN
fcis-29982	117	12	.	.	PUNCT
fcis-29982	118	1	finally	finally	ADV
fcis-29982	118	2	,	,	PUNCT
fcis-29982	118	3	a	a	DET
fcis-29982	118	4	fully	fully	ADV
fcis-29982	118	5	connected	connect	VERB
fcis-29982	118	6	layer	layer	NOUN
fcis-29982	118	7	maps	map	VERB
fcis-29982	118	8	the	the	DET
fcis-29982	118	9	features	feature	NOUN
fcis-29982	118	10	to	to	ADP
fcis-29982	118	11	a	a	DET
fcis-29982	118	12	27dimensional	27dimensional	ADJ
fcis-29982	118	13	output	output	NOUN
fcis-29982	118	14	space	space	NOUN
fcis-29982	118	15	,	,	PUNCT
fcis-29982	118	16	accounting	account	VERB
fcis-29982	118	17	for	for	ADP
fcis-29982	118	18	9	9	NUM
fcis-29982	118	19	positions	position	NOUN
fcis-29982	118	20	and	and	CCONJ
fcis-29982	118	21	3	3	NUM
fcis-29982	118	22	directions	direction	NOUN
fcis-29982	118	23	.	.	PUNCT
fcis-29982	119	1	the	the	DET
fcis-29982	119	2	resulting	result	VERB
fcis-29982	119	3	27	27	NUM
fcis-29982	119	4	-	-	PUNCT
fcis-29982	119	5	dimensional	dimensional	ADJ
fcis-29982	119	6	vector	vector	NOUN
fcis-29982	119	7	represents	represent	VERB
fcis-29982	119	8	probability	probability	NOUN
fcis-29982	119	9	distributions	distribution	NOUN
fcis-29982	119	10	across	across	ADP
fcis-29982	119	11	all	all	DET
fcis-29982	119	12	possible	possible	ADJ
fcis-29982	119	13	actions	action	NOUN
fcis-29982	119	14	,	,	PUNCT
fcis-29982	119	15	incorporating	incorporate	VERB
fcis-29982	119	16	both	both	DET
fcis-29982	119	17	piece	piece	NOUN
fcis-29982	119	18	positions	position	NOUN
fcis-29982	119	19	and	and	CCONJ
fcis-29982	119	20	movement	movement	NOUN
fcis-29982	119	21	directions	direction	NOUN
fcis-29982	119	22	.	.	PUNCT
fcis-29982	120	1	the	the	DET
fcis-29982	120	2	value	value	NOUN
fcis-29982	120	3	head	head	NOUN
fcis-29982	120	4	,	,	PUNCT
fcis-29982	120	5	tasked	task	VERB
fcis-29982	120	6	with	with	ADP
fcis-29982	120	7	current	current	ADJ
fcis-29982	120	8	position	position	NOUN
fcis-29982	120	9	evaluation	evaluation	NOUN
fcis-29982	120	10	,	,	PUNCT
fcis-29982	120	11	implements	implement	VERB
fcis-29982	120	12	a	a	DET
fcis-29982	120	13	series	series	NOUN
fcis-29982	120	14	of	of	ADP
fcis-29982	120	15	processing	processing	NOUN
fcis-29982	120	16	stages	stage	NOUN
fcis-29982	120	17	.	.	PUNCT
fcis-29982	121	1	initially	initially	ADV
fcis-29982	121	2	,	,	PUNCT
fcis-29982	121	3	a	a	DET
fcis-29982	121	4	1×1	1×1	ADJ
fcis-29982	121	5	convolutional	convolutional	ADJ
fcis-29982	121	6	layer	layer	NOUN
fcis-29982	121	7	reduces	reduce	VERB
fcis-29982	121	8	256	256	NUM
fcis-29982	121	9	channels	channel	NOUN
fcis-29982	121	10	to	to	ADP
fcis-29982	121	11	2	2	NUM
fcis-29982	121	12	channels	channel	NOUN
fcis-29982	121	13	.	.	PUNCT
fcis-29982	122	1	this	this	PRON
fcis-29982	122	2	is	be	AUX
fcis-29982	122	3	followed	follow	VERB
fcis-29982	122	4	by	by	ADP
fcis-29982	122	5	batch	batch	NOUN
fcis-29982	122	6	normalization	normalization	NOUN
fcis-29982	122	7	and	and	CCONJ
fcis-29982	122	8	relu	relu	NOUN
fcis-29982	122	9	activation	activation	NOUN
fcis-29982	122	10	for	for	ADP
fcis-29982	122	11	feature	feature	NOUN
fcis-29982	122	12	processing	processing	NOUN
fcis-29982	122	13	.	.	PUNCT
fcis-29982	123	1	after	after	ADP
fcis-29982	123	2	flattening	flatten	VERB
fcis-29982	123	3	the	the	DET
fcis-29982	123	4	features	feature	NOUN
fcis-29982	123	5	into	into	ADP
fcis-29982	123	6	a	a	DET
fcis-29982	123	7	onedimensional	onedimensional	ADJ
fcis-29982	123	8	vector	vector	NOUN
fcis-29982	123	9	,	,	PUNCT
fcis-29982	123	10	a	a	DET
fcis-29982	123	11	two	two	NUM
fcis-29982	123	12	-	-	PUNCT
fcis-29982	123	13	layer	layer	NOUN
fcis-29982	123	14	fully	fully	ADV
fcis-29982	123	15	connected	connect	VERB
fcis-29982	123	16	network	network	NOUN
fcis-29982	123	17	processes	process	VERB
fcis-29982	123	18	the	the	DET
fcis-29982	123	19	information	information	NOUN
fcis-29982	123	20	.	.	PUNCT
fcis-29982	124	1	the	the	DET
fcis-29982	124	2	first	first	ADJ
fcis-29982	124	3	layer	layer	NOUN
fcis-29982	124	4	transforms	transform	VERB
fcis-29982	124	5	the	the	DET
fcis-29982	124	6	input	input	NOUN
fcis-29982	124	7	to	to	ADP
fcis-29982	124	8	64	64	NUM
fcis-29982	124	9	dimensions	dimension	NOUN
fcis-29982	124	10	with	with	ADP
fcis-29982	124	11	relu	relu	NOUN
fcis-29982	124	12	activation	activation	NOUN
fcis-29982	124	13	,	,	PUNCT
fcis-29982	124	14	while	while	SCONJ
fcis-29982	124	15	the	the	DET
fcis-29982	124	16	second	second	ADJ
fcis-29982	124	17	layer	layer	NOUN
fcis-29982	124	18	produces	produce	VERB
fcis-29982	124	19	a	a	DET
fcis-29982	124	20	single	single	ADJ
fcis-29982	124	21	output	output	NOUN
fcis-29982	124	22	with	with	ADP
fcis-29982	124	23	tanh	tanh	NOUN
fcis-29982	124	24	activation	activation	NOUN
fcis-29982	124	25	.	.	PUNCT
fcis-29982	125	1	the	the	DET
fcis-29982	125	2	final	final	ADJ
fcis-29982	125	3	output	output	NOUN
fcis-29982	125	4	produces	produce	VERB
fcis-29982	125	5	a	a	DET
fcis-29982	125	6	single	single	ADJ
fcis-29982	125	7	scalar	scalar	NOUN
fcis-29982	125	8	within	within	ADP
fcis-29982	125	9	the	the	DET
fcis-29982	125	10	[	[	X
fcis-29982	125	11	-1,1	-1,1	ADJ
fcis-29982	125	12	]	]	X
fcis-29982	125	13	range	range	NOUN
fcis-29982	125	14	,	,	PUNCT
fcis-29982	125	15	representing	represent	VERB
fcis-29982	125	16	the	the	DET
fcis-29982	125	17	estimated	estimate	VERB
fcis-29982	125	18	winning	win	VERB
fcis-29982	125	19	probability	probability	NOUN
fcis-29982	125	20	for	for	ADP
fcis-29982	125	21	the	the	DET
fcis-29982	125	22	current	current	ADJ
fcis-29982	125	23	player	player	NOUN
fcis-29982	125	24	.	.	PUNCT
fcis-29982	126	1	2.3.2	2.3.2	X
fcis-29982	126	2	.	.	PUNCT
fcis-29982	126	3	training	training	NOUN
fcis-29982	126	4	system	system	NOUN
fcis-29982	126	5	implementation	implementation	NOUN
fcis-29982	126	6	the	the	DET
fcis-29982	126	7	training	training	NOUN
fcis-29982	126	8	framework	framework	NOUN
fcis-29982	126	9	integrates	integrate	VERB
fcis-29982	126	10	self	self	NOUN
fcis-29982	126	11	-	-	PUNCT
fcis-29982	126	12	play	play	NOUN
fcis-29982	126	13	with	with	ADP
fcis-29982	126	14	deep	deep	ADJ
fcis-29982	126	15	reinforcement	reinforcement	NOUN
fcis-29982	126	16	learning	learning	NOUN
fcis-29982	126	17	methodologies	methodology	NOUN
fcis-29982	126	18	,	,	PUNCT
fcis-29982	126	19	with	with	ADP
fcis-29982	126	20	the	the	DET
fcis-29982	126	21	detailed	detailed	ADJ
fcis-29982	126	22	implementation	implementation	NOUN
fcis-29982	126	23	presented	present	VERB
fcis-29982	126	24	in	in	ADP
fcis-29982	126	25	algorithm	algorithm	NOUN
fcis-29982	126	26	2	2	NUM
fcis-29982	126	27	.	.	PUNCT
fcis-29982	127	1	the	the	DET
fcis-29982	127	2	system	system	NOUN
fcis-29982	127	3	architecture	architecture	NOUN
fcis-29982	127	4	encompasses	encompass	VERB
fcis-29982	127	5	several	several	ADJ
fcis-29982	127	6	key	key	ADJ
fcis-29982	127	7	components	component	NOUN
fcis-29982	127	8	designed	design	VERB
fcis-29982	127	9	to	to	PART
fcis-29982	127	10	optimize	optimize	VERB
fcis-29982	127	11	the	the	DET
fcis-29982	127	12	learning	learning	NOUN
fcis-29982	127	13	process	process	NOUN
fcis-29982	127	14	.	.	PUNCT
fcis-29982	128	1	the	the	DET
fcis-29982	128	2	data	data	NOUN
fcis-29982	128	3	generation	generation	NOUN
fcis-29982	128	4	mechanism	mechanism	NOUN
fcis-29982	128	5	employs	employ	VERB
fcis-29982	128	6	self	self	NOUN
fcis-29982	128	7	-	-	PUNCT
fcis-29982	128	8	play	play	NOUN
fcis-29982	128	9	to	to	PART
fcis-29982	128	10	create	create	VERB
fcis-29982	128	11	training	training	NOUN
fcis-29982	128	12	samples	sample	NOUN
fcis-29982	128	13	,	,	PUNCT
fcis-29982	128	14	utilizing	utilize	VERB
fcis-29982	128	15	both	both	PRON
fcis-29982	128	16	mcts	mct	NOUN
fcis-29982	128	17	and	and	CCONJ
fcis-29982	128	18	policy	policy	NOUN
fcis-29982	128	19	-	-	PUNCT
fcis-29982	128	20	value	value	NOUN
fcis-29982	128	21	networks	network	NOUN
fcis-29982	128	22	for	for	ADP
fcis-29982	128	23	decision	decision	NOUN
fcis-29982	128	24	guidance	guidance	NOUN
fcis-29982	128	25	.	.	PUNCT
fcis-29982	129	1	the	the	DET
fcis-29982	129	2	system	system	NOUN
fcis-29982	129	3	records	record	VERB
fcis-29982	129	4	stateaction	stateaction	NOUN
fcis-29982	129	5	pairs	pair	NOUN
fcis-29982	129	6	and	and	CCONJ
fcis-29982	129	7	final	final	ADJ
fcis-29982	129	8	game	game	NOUN
fcis-29982	129	9	outcomes	outcome	NOUN
fcis-29982	129	10	,	,	PUNCT
fcis-29982	129	11	storing	store	VERB
fcis-29982	129	12	high	high	ADJ
fcis-29982	129	13	-	-	PUNCT
fcis-29982	129	14	quality	quality	NOUN
fcis-29982	129	15	gameplay	gameplay	NOUN
fcis-29982	129	16	data	datum	NOUN
fcis-29982	129	17	in	in	ADP
fcis-29982	129	18	an	an	DET
fcis-29982	129	19	experience	experience	NOUN
fcis-29982	129	20	pool	pool	NOUN
fcis-29982	129	21	.	.	PUNCT
fcis-29982	130	1	to	to	PART
fcis-29982	130	2	enhance	enhance	VERB
fcis-29982	130	3	efficiency	efficiency	NOUN
fcis-29982	130	4	,	,	PUNCT
fcis-29982	130	5	the	the	DET
fcis-29982	130	6	implementation	implementation	NOUN
fcis-29982	130	7	supports	support	VERB
fcis-29982	130	8	parallel	parallel	ADJ
fcis-29982	130	9	data	data	NOUN
fcis-29982	130	10	generation	generation	NOUN
fcis-29982	130	11	processes	process	NOUN
fcis-29982	130	12	.	.	PUNCT
fcis-29982	131	1	the	the	DET
fcis-29982	131	2	experience	experience	NOUN
fcis-29982	131	3	replay	replay	NOUN
fcis-29982	131	4	mechanism	mechanism	NOUN
fcis-29982	131	5	incorporates	incorporate	VERB
fcis-29982	131	6	several	several	ADJ
fcis-29982	131	7	sophisticated	sophisticated	ADJ
fcis-29982	131	8	features	feature	NOUN
fcis-29982	131	9	.	.	PUNCT
fcis-29982	132	1	the	the	DET
fcis-29982	132	2	system	system	NOUN
fcis-29982	132	3	maintains	maintain	VERB
fcis-29982	132	4	a	a	DET
fcis-29982	132	5	fixed	fix	VERB
fcis-29982	132	6	-	-	PUNCT
fcis-29982	132	7	capacity	capacity	NOUN
fcis-29982	132	8	circular	circular	ADJ
fcis-29982	132	9	buffer	buffer	NOUN
fcis-29982	132	10	capable	capable	ADJ
fcis-29982	132	11	of	of	ADP
fcis-29982	132	12	storing	store	VERB
fcis-29982	132	13	10,000	10,000	NUM
fcis-29982	132	14	entries	entry	NOUN
fcis-29982	132	15	.	.	PUNCT
fcis-29982	133	1	historical	historical	ADJ
fcis-29982	133	2	experience	experience	NOUN
fcis-29982	133	3	updates	update	NOUN
fcis-29982	133	4	follow	follow	VERB
fcis-29982	133	5	a	a	DET
fcis-29982	133	6	first	first	ADJ
fcis-29982	133	7	-	-	PUNCT
fcis-29982	133	8	in	in	ADP
fcis-29982	133	9	-	-	PUNCT
fcis-29982	133	10	first	first	ADV
fcis-29982	133	11	-	-	PUNCT
fcis-29982	133	12	out	out	NOUN
fcis-29982	133	13	(	(	PUNCT
fcis-29982	133	14	fifo	fifo	ADJ
fcis-29982	133	15	)	)	PUNCT
fcis-29982	133	16	strategy	strategy	NOUN
fcis-29982	133	17	,	,	PUNCT
fcis-29982	133	18	while	while	SCONJ
fcis-29982	133	19	training	training	NOUN
fcis-29982	133	20	employs	employ	VERB
fcis-29982	133	21	random	random	ADJ
fcis-29982	133	22	batch	batch	NOUN
fcis-29982	133	23	sampling	sample	VERB
fcis-29982	133	24	.	.	PUNCT
fcis-29982	134	1	this	this	DET
fcis-29982	134	2	approach	approach	NOUN
fcis-29982	134	3	significantly	significantly	ADV
fcis-29982	134	4	improves	improve	VERB
fcis-29982	134	5	sample	sample	NOUN
fcis-29982	134	6	efficiency	efficiency	NOUN
fcis-29982	134	7	through	through	ADP
fcis-29982	134	8	experience	experience	NOUN
fcis-29982	134	9	reuse	reuse	NOUN
fcis-29982	134	10	.	.	PUNCT
fcis-29982	135	1	the	the	DET
fcis-29982	135	2	network	network	NOUN
fcis-29982	135	3	training	training	NOUN
fcis-29982	135	4	strategy	strategy	NOUN
fcis-29982	135	5	focuses	focus	VERB
fcis-29982	135	6	on	on	ADP
fcis-29982	135	7	joint	joint	ADJ
fcis-29982	135	8	optimization	optimization	NOUN
fcis-29982	135	9	of	of	ADP
fcis-29982	135	10	policy	policy	NOUN
fcis-29982	135	11	prediction	prediction	NOUN
fcis-29982	135	12	and	and	CCONJ
fcis-29982	135	13	value	value	NOUN
fcis-29982	135	14	evaluation	evaluation	NOUN
fcis-29982	135	15	components	component	NOUN
fcis-29982	135	16	.	.	PUNCT
fcis-29982	136	1	the	the	DET
fcis-29982	136	2	system	system	NOUN
fcis-29982	136	3	employs	employ	VERB
fcis-29982	136	4	cross	cross	NOUN
fcis-29982	136	5	-	-	NOUN
fcis-29982	136	6	entropy	entropy	NOUN
fcis-29982	136	7	and	and	CCONJ
fcis-29982	136	8	mean	mean	VERB
fcis-29982	136	9	squared	square	VERB
fcis-29982	136	10	error	error	NOUN
fcis-29982	136	11	loss	loss	NOUN
fcis-29982	136	12	functions	function	NOUN
fcis-29982	136	13	,	,	PUNCT
fcis-29982	136	14	while	while	SCONJ
fcis-29982	136	15	dynamically	dynamically	ADV
fcis-29982	136	16	adjusting	adjust	VERB
fcis-29982	136	17	task	task	NOUN
fcis-29982	136	18	weights	weight	NOUN
fcis-29982	136	19	to	to	PART
fcis-29982	136	20	maintain	maintain	VERB
fcis-29982	136	21	equilibrium	equilibrium	NOUN
fcis-29982	136	22	in	in	ADP
fcis-29982	136	23	dual	dual	ADJ
fcis-29982	136	24	-	-	PUNCT
fcis-29982	136	25	task	task	NOUN
fcis-29982	136	26	learning	learn	VERB
fcis-29982	136	27	scenarios	scenario	NOUN
fcis-29982	136	28	.	.	PUNCT
fcis-29982	137	1	key	key	ADJ
fcis-29982	137	2	optimization	optimization	NOUN
fcis-29982	137	3	techniques	technique	NOUN
fcis-29982	137	4	have	have	AUX
fcis-29982	137	5	been	be	AUX
fcis-29982	137	6	implemented	implement	VERB
fcis-29982	137	7	to	to	PART
fcis-29982	137	8	enhance	enhance	VERB
fcis-29982	137	9	training	training	NOUN
fcis-29982	137	10	performance	performance	NOUN
fcis-29982	137	11	.	.	PUNCT
fcis-29982	138	1	these	these	PRON
fcis-29982	138	2	include	include	VERB
fcis-29982	138	3	a	a	DET
fcis-29982	138	4	dynamic	dynamic	ADJ
fcis-29982	138	5	learning	learning	NOUN
fcis-29982	138	6	rate	rate	NOUN
fcis-29982	138	7	adjustment	adjustment	NOUN
fcis-29982	138	8	strategy	strategy	NOUN
fcis-29982	138	9	,	,	PUNCT
fcis-29982	138	10	gradient	gradient	NOUN
fcis-29982	138	11	clipping	clip	VERB
fcis-29982	138	12	with	with	ADP
fcis-29982	138	13	a	a	DET
fcis-29982	138	14	threshold	threshold	NOUN
fcis-29982	138	15	of	of	ADP
fcis-29982	138	16	1.0	1.0	NUM
fcis-29982	138	17	,	,	PUNCT
fcis-29982	138	18	batch	batch	VERB
fcis-29982	138	19	normalization	normalization	NOUN
fcis-29982	138	20	for	for	ADP
fcis-29982	138	21	accelerated	accelerated	ADJ
fcis-29982	138	22	convergence	convergence	NOUN
fcis-29982	138	23	,	,	PUNCT
fcis-29982	138	24	and	and	CCONJ
fcis-29982	138	25	an	an	DET
fcis-29982	138	26	early	early	ADJ
fcis-29982	138	27	stopping	stopping	NOUN
fcis-29982	138	28	mechanism	mechanism	NOUN
fcis-29982	138	29	to	to	PART
fcis-29982	138	30	prevent	prevent	VERB
fcis-29982	138	31	overfitting	overfitting	NOUN
fcis-29982	138	32	.	.	PUNCT
fcis-29982	139	1	the	the	DET
fcis-29982	139	2	evaluation	evaluation	NOUN
fcis-29982	139	3	system	system	NOUN
fcis-29982	139	4	implements	implement	VERB
fcis-29982	139	5	comprehensive	comprehensive	ADJ
fcis-29982	139	6	performance	performance	NOUN
fcis-29982	139	7	monitoring	monitoring	NOUN
fcis-29982	139	8	features	feature	NOUN
fcis-29982	139	9	.	.	PUNCT
fcis-29982	140	1	regular	regular	ADJ
fcis-29982	140	2	performance	performance	NOUN
fcis-29982	140	3	assessments	assessment	NOUN
fcis-29982	140	4	are	be	AUX
fcis-29982	140	5	conducted	conduct	VERB
fcis-29982	140	6	every	every	DET
fcis-29982	140	7	500	500	NUM
fcis-29982	140	8	games	game	NOUN
fcis-29982	140	9	,	,	PUNCT
fcis-29982	140	10	comparing	compare	VERB
fcis-29982	140	11	current	current	ADJ
fcis-29982	140	12	models	model	NOUN
fcis-29982	140	13	against	against	ADP
fcis-29982	140	14	historical	historical	ADJ
fcis-29982	140	15	best	good	ADJ
fcis-29982	140	16	performers	performer	NOUN
fcis-29982	140	17	.	.	PUNCT
fcis-29982	141	1	the	the	DET
fcis-29982	141	2	system	system	NOUN
fcis-29982	141	3	maintains	maintain	VERB
fcis-29982	141	4	performance	performance	NOUN
fcis-29982	141	5	improvement	improvement	NOUN
fcis-29982	141	6	checkpoints	checkpoint	NOUN
fcis-29982	141	7	and	and	CCONJ
fcis-29982	141	8	documents	document	NOUN
fcis-29982	141	9	the	the	DET
fcis-29982	141	10	complete	complete	ADJ
fcis-29982	141	11	training	training	NOUN
fcis-29982	141	12	process	process	NOUN
fcis-29982	141	13	,	,	PUNCT
fcis-29982	141	14	ensuring	ensure	VERB
fcis-29982	141	15	thorough	thorough	ADJ
fcis-29982	141	16	evaluation	evaluation	NOUN
fcis-29982	141	17	and	and	CCONJ
fcis-29982	141	18	analysis	analysis	NOUN
fcis-29982	141	19	capabilities	capability	NOUN
fcis-29982	141	20	.	.	PUNCT
fcis-29982	142	1	algorithm2	algorithm2	NOUN
fcis-29982	142	2	:	:	PUNCT
fcis-29982	142	3	training	training	NOUN
fcis-29982	142	4	pipeline	pipeline	NOUN
fcis-29982	142	5	for	for	ADP
fcis-29982	142	6	einstein	einstein	NOUN
fcis-29982	142	7	chess	chess	NOUN
fcis-29982	142	8	input	input	NOUN
fcis-29982	142	9	:	:	PUNCT
fcis-29982	142	10	board_size	board_size	VERB
fcis-29982	142	11	,	,	PUNCT
fcis-29982	142	12	n_epochs	n_epoch	NOUN
fcis-29982	142	13	,	,	PUNCT
fcis-29982	142	14	batch_size	batch_size	NOUN
fcis-29982	142	15	,	,	PUNCT
fcis-29982	142	16	buffer_size	buffer_size	VERB
fcis-29982	142	17	output	output	NOUN
fcis-29982	142	18	:	:	PUNCT
fcis-29982	142	19	trained_policy_value_net	trained_policy_value_net	DET
fcis-29982	142	20	initialize	initialize	NOUN
fcis-29982	142	21	:	:	PUNCT
fcis-29982	142	22	policy_value_net	policy_value_net	ADJ
fcis-29982	142	23	←	←	PROPN
fcis-29982	142	24	policyvaluenet	policyvaluenet	NOUN
fcis-29982	142	25	board_size	board_size	VERB
fcis-29982	142	26	data_buffer	data_buffer	PROPN
fcis-29982	142	27	←	←	PROPN
fcis-29982	142	28	circularbuffer	circularbuffer	NOUN
fcis-29982	142	29	buffer_size	buffer_size	VERB
fcis-29982	142	30	optimizer	optimizer	NOUN
fcis-29982	142	31	←	←	PROPN
fcis-29982	142	32	adam	adam	PROPN
fcis-29982	142	33	lr	lr	PROPN
fcis-29982	142	34	2e	2e	PROPN
fcis-29982	142	35	for	for	ADP
fcis-29982	142	36	epoch	epoch	NOUN
fcis-29982	142	37	1	1	NUM
fcis-29982	142	38	to	to	PART
fcis-29982	142	39	n_epochs	n_epochs	NUM
fcis-29982	142	40	do	do	VERB
fcis-29982	142	41	play_data	play_data	PROPN
fcis-29982	142	42	←	←	PROPN
fcis-29982	142	43	self_play	self_play	PROPN
fcis-29982	142	44	policy_value_net	policy_value_net	PROPN
fcis-29982	142	45	/	/	SYM
fcis-29982	142	46	/	/	SYM
fcis-29982	142	47	play	play	NOUN
fcis-29982	142	48	chess	chess	NOUN
fcis-29982	142	49	with	with	ADP
fcis-29982	142	50	oneself	oneself	PRON
fcis-29982	142	51	data_buffer	data_buffer	PROPN
fcis-29982	142	52	.	.	PUNCT
fcis-29982	143	1	extend	extend	VERB
fcis-29982	143	2	play_data	play_data	NOUN
fcis-29982	143	3	if	if	SCONJ
fcis-29982	143	4	len	len	ADJ
fcis-29982	143	5	data_buffer	data_buffer	NOUN
fcis-29982	143	6	batch_size	batch_size	VERB
fcis-29982	143	7	then	then	ADV
fcis-29982	143	8	//	//	SYM
fcis-29982	143	9	network	network	NOUN
fcis-29982	143	10	update	update	NOUN
fcis-29982	143	11	mini_batch	mini_batch	PROPN
fcis-29982	143	12	←	←	PROPN
fcis-29982	143	13	random_sample	random_sample	NOUN
fcis-29982	143	14	data_buffer	data_buffer	PROPN
fcis-29982	143	15	,	,	PUNCT
fcis-29982	143	16	batch_size	batch_size	VERB
fcis-29982	143	17	loss	loss	NOUN
fcis-29982	143	18	←	←	NOUN
fcis-29982	143	19	update_network	update_network	ADJ
fcis-29982	143	20	mini_batch	mini_batch	PROPN
fcis-29982	143	21	if	if	SCONJ
fcis-29982	143	22	epoch	epoch	NOUN
fcis-29982	143	23	%	%	NOUN
fcis-29982	143	24	evaluate_freq	evaluate_freq	NOUN
fcis-29982	143	25	0	0	NUM
fcis-29982	144	1	then	then	ADV
fcis-29982	144	2	//	//	NUM
fcis-29982	144	3	periodic	periodic	ADJ
fcis-29982	144	4	evaluation	evaluation	NOUN
fcis-29982	144	5	win_ratio	win_ratio	PUNCT
fcis-29982	144	6	←	←	PROPN
fcis-29982	144	7	evaluate_model	evaluate_model	NOUN
fcis-29982	144	8	if	if	SCONJ
fcis-29982	144	9	win_ratio	win_ratio	PRON
fcis-29982	144	10	best_ratio	best_ratio	CCONJ
fcis-29982	144	11	then	then	ADV
fcis-29982	144	12	save_model	save_model	PROPN
fcis-29982	144	13	function	function	PROPN
fcis-29982	144	14	self_play	self_play	NOUN
fcis-29982	144	15	:	:	PUNCT
fcis-29982	144	16	states	state	NOUN
fcis-29982	144	17	,	,	PUNCT
fcis-29982	144	18	mcts_probs	mcts_prob	NOUN
fcis-29982	144	19	,	,	PUNCT
fcis-29982	144	20	winner	winner	NOUN
fcis-29982	144	21	←	←	PROPN
fcis-29982	144	22	play_game	play_game	PROPN
fcis-29982	144	23	return	return	NOUN
fcis-29982	144	24	zip	zip	NOUN
fcis-29982	144	25	states	state	NOUN
fcis-29982	144	26	,	,	PUNCT
fcis-29982	144	27	mcts_probs	mcts_prob	NOUN
fcis-29982	144	28	,	,	PUNCT
fcis-29982	144	29	winner	winner	NOUN
fcis-29982	144	30	function	function	NOUN
fcis-29982	144	31	update_network	update_network	NOUN
fcis-29982	144	32	batch	batch	NOUN
fcis-29982	144	33	:	:	PUNCT
fcis-29982	144	34	policy_loss	policy_loss	PROPN
fcis-29982	144	35	←	←	PROPN
fcis-29982	144	36	cross_entropy	cross_entropy	NOUN
fcis-29982	144	37	policy	policy	NOUN
fcis-29982	144	38	,	,	PUNCT
fcis-29982	144	39	target	target	NOUN
fcis-29982	144	40	/	/	SYM
fcis-29982	144	41	/	/	SYM
fcis-29982	144	42	strategy	strategy	NOUN
fcis-29982	144	43	loss	loss	NOUN
fcis-29982	144	44	value_loss	value_loss	X
fcis-29982	144	45	←	←	PROPN
fcis-29982	144	46	mse	mse	PROPN
fcis-29982	144	47	vakue	vakue	PROPN
fcis-29982	144	48	,	,	PUNCT
fcis-29982	144	49	winner	winner	NOUN
fcis-29982	144	50	/	/	SYM
fcis-29982	144	51	/	/	SYM
fcis-29982	144	52	loss	loss	NOUN
fcis-29982	144	53	of	of	ADP
fcis-29982	144	54	value	value	NOUN
fcis-29982	144	55	return	return	NOUN
fcis-29982	144	56	policy_loss	policy_loss	PROPN
fcis-29982	144	57	value_loss	value_loss	ADP
fcis-29982	144	58	2.4	2.4	NUM
fcis-29982	144	59	.	.	PUNCT
fcis-29982	145	1	key	key	ADJ
fcis-29982	145	2	technical	technical	ADJ
fcis-29982	145	3	implementations	implementation	NOUN
fcis-29982	145	4	2.4.1	2.4.1	NUM
fcis-29982	145	5	.	.	PUNCT
fcis-29982	146	1	state	state	NOUN
fcis-29982	146	2	representation	representation	NOUN
fcis-29982	146	3	to	to	PART
fcis-29982	146	4	address	address	VERB
fcis-29982	146	5	the	the	DET
fcis-29982	146	6	complex	complex	ADJ
fcis-29982	146	7	characteristics	characteristic	NOUN
fcis-29982	146	8	of	of	ADP
fcis-29982	146	9	einstein	einstein	PROPN
fcis-29982	146	10	chess	chess	NOUN
fcis-29982	146	11	,	,	PUNCT
fcis-29982	146	12	our	our	PRON
fcis-29982	146	13	system	system	NOUN
fcis-29982	146	14	proposes	propose	VERB
fcis-29982	146	15	a	a	DET
fcis-29982	146	16	state	state	NOUN
fcis-29982	146	17	representation	representation	NOUN
fcis-29982	146	18	method	method	NOUN
fcis-29982	146	19	based	base	VERB
fcis-29982	146	20	on	on	ADP
fcis-29982	146	21	multi	multi	ADJ
fcis-29982	146	22	-	-	ADJ
fcis-29982	146	23	dimensional	dimensional	ADJ
fcis-29982	146	24	feature	feature	NOUN
fcis-29982	146	25	planes	plane	NOUN
fcis-29982	146	26	.	.	PUNCT
fcis-29982	147	1	this	this	DET
fcis-29982	147	2	representation	representation	NOUN
fcis-29982	147	3	achieves	achieve	VERB
fcis-29982	147	4	holographic	holographic	ADJ
fcis-29982	147	5	encoding	encoding	NOUN
fcis-29982	147	6	of	of	ADP
fcis-29982	147	7	game	game	NOUN
fcis-29982	147	8	states	state	NOUN
fcis-29982	147	9	,	,	PUNCT
fcis-29982	147	10	rule	rule	NOUN
fcis-29982	147	11	constraints	constraint	NOUN
fcis-29982	147	12	,	,	PUNCT
fcis-29982	147	13	and	and	CCONJ
fcis-29982	147	14	temporal	temporal	ADJ
fcis-29982	147	15	information	information	NOUN
fcis-29982	147	16	through	through	ADP
fcis-29982	147	17	a	a	DET
fcis-29982	147	18	16	16	NUM
fcis-29982	147	19	-	-	PUNCT
fcis-29982	147	20	channel	channel	NOUN
fcis-29982	147	21	5×5	5×5	NUM
fcis-29982	147	22	tensor	tensor	NOUN
fcis-29982	147	23	structure	structure	NOUN
fcis-29982	147	24	.	.	PUNCT
fcis-29982	148	1	the	the	DET
fcis-29982	148	2	technical	technical	ADJ
fcis-29982	148	3	details	detail	NOUN
fcis-29982	148	4	are	be	AUX
fcis-29982	148	5	organized	organize	VERB
fcis-29982	148	6	as	as	SCONJ
fcis-29982	148	7	follows	follow	VERB
fcis-29982	148	8	.	.	PUNCT
fcis-29982	149	1	the	the	DET
fcis-29982	149	2	encoding	encoding	NOUN
fcis-29982	149	3	architecture	architecture	NOUN
fcis-29982	149	4	consists	consist	VERB
fcis-29982	149	5	of	of	ADP
fcis-29982	149	6	two	two	NUM
fcis-29982	149	7	primary	primary	ADJ
fcis-29982	149	8	components	component	NOUN
fcis-29982	149	9	.	.	PUNCT
fcis-29982	150	1	the	the	DET
fcis-29982	150	2	first	first	ADJ
fcis-29982	150	3	component	component	NOUN
fcis-29982	150	4	focuses	focus	VERB
fcis-29982	150	5	on	on	ADP
fcis-29982	150	6	piece	piece	NOUN
fcis-29982	150	7	position	position	NOUN
fcis-29982	150	8	encoding	encoding	NOUN
fcis-29982	150	9	,	,	PUNCT
fcis-29982	150	10	utilizing	utilize	VERB
fcis-29982	150	11	twelve	twelve	NUM
fcis-29982	150	12	channels	channel	NOUN
fcis-29982	150	13	in	in	ADP
fcis-29982	150	14	total	total	NOUN
fcis-29982	150	15	.	.	PUNCT
fcis-29982	151	1	within	within	ADP
fcis-29982	151	2	this	this	DET
fcis-29982	151	3	structure	structure	NOUN
fcis-29982	151	4	,	,	PUNCT
fcis-29982	151	5	the	the	DET
fcis-29982	151	6	current	current	ADJ
fcis-29982	151	7	player	player	NOUN
fcis-29982	151	8	encoding	encode	VERB
fcis-29982	151	9	layer	layer	NOUN
fcis-29982	151	10	employs	employ	VERB
fcis-29982	151	11	six	six	NUM
fcis-29982	151	12	channels	channel	NOUN
fcis-29982	151	13	to	to	PART
fcis-29982	151	14	construct	construct	VERB
fcis-29982	151	15	a	a	DET
fcis-29982	151	16	three	three	NUM
fcis-29982	151	17	-	-	PUNCT
fcis-29982	151	18	dimensional	dimensional	ADJ
fcis-29982	151	19	tensor	tensor	NOUN
fcis-29982	151	20	,	,	PUNCT
fcis-29982	151	21	where	where	SCONJ
fcis-29982	151	22	each	each	DET
fcis-29982	151	23	channel	channel	NOUN
fcis-29982	151	24	implements	implement	VERB
fcis-29982	151	25	one	one	NUM
fcis-29982	151	26	-	-	PUNCT
fcis-29982	151	27	hot	hot	ADJ
fcis-29982	151	28	encoding	encoding	NOUN
fcis-29982	151	29	to	to	PART
fcis-29982	151	30	represent	represent	VERB
fcis-29982	151	31	the	the	DET
fcis-29982	151	32	spatial	spatial	ADJ
fcis-29982	151	33	distribution	distribution	NOUN
fcis-29982	151	34	of	of	ADP
fcis-29982	151	35	specifically	specifically	ADV
fcis-29982	151	36	numbered	number	VERB
fcis-29982	151	37	pieces	piece	NOUN
fcis-29982	151	38	.	.	PUNCT
fcis-29982	152	1	the	the	DET
fcis-29982	152	2	opponent	opponent	NOUN
fcis-29982	152	3	player	player	NOUN
fcis-29982	152	4	encoding	encode	VERB
fcis-29982	152	5	layer	layer	NOUN
fcis-29982	152	6	utilizes	utilize	VERB
fcis-29982	152	7	an	an	DET
fcis-29982	152	8	identical	identical	ADJ
fcis-29982	152	9	mechanism	mechanism	NOUN
fcis-29982	152	10	,	,	PUNCT
fcis-29982	152	11	maintaining	maintain	VERB
fcis-29982	152	12	the	the	DET
fcis-29982	152	13	symmetrical	symmetrical	ADJ
fcis-29982	152	14	characteristics	characteristic	NOUN
fcis-29982	152	15	of	of	ADP
fcis-29982	152	16	adversarial	adversarial	ADJ
fcis-29982	152	17	gameplay	gameplay	NOUN
fcis-29982	152	18	through	through	ADP
fcis-29982	152	19	separated	separate	VERB
fcis-29982	152	20	encoding	encoding	NOUN
fcis-29982	152	21	.	.	PUNCT
fcis-29982	153	1	the	the	DET
fcis-29982	153	2	second	second	ADJ
fcis-29982	153	3	component	component	NOUN
fcis-29982	153	4	addresses	address	NOUN
fcis-29982	153	5	rule	rule	VERB
fcis-29982	153	6	constraint	constraint	NOUN
fcis-29982	153	7	encoding	encode	VERB
fcis-29982	153	8	through	through	ADP
fcis-29982	153	9	four	four	NUM
fcis-29982	153	10	channels	channel	NOUN
fcis-29982	153	11	.	.	PUNCT
fcis-29982	154	1	the	the	DET
fcis-29982	154	2	movement	movement	NOUN
fcis-29982	154	3	direction	direction	NOUN
fcis-29982	154	4	constraints	constraint	NOUN
fcis-29982	154	5	are	be	AUX
fcis-29982	154	6	encoded	encode	VERB
fcis-29982	154	7	using	use	VERB
fcis-29982	154	8	three	three	NUM
fcis-29982	154	9	channels	channel	NOUN
fcis-29982	154	10	,	,	PUNCT
fcis-29982	154	11	where	where	SCONJ
fcis-29982	154	12	direction	direction	NOUN
fcis-29982	154	13	matrices	matrice	VERB
fcis-29982	154	14	define	define	VERB
fcis-29982	154	15	legal	legal	ADJ
fcis-29982	154	16	movements	movement	NOUN
fcis-29982	154	17	.	.	PUNCT
fcis-29982	155	1	for	for	ADP
fcis-29982	155	2	red	red	ADJ
fcis-29982	155	3	pieces	piece	NOUN
fcis-29982	155	4	,	,	PUNCT
fcis-29982	155	5	rightward	rightward	NOUN
fcis-29982	155	6	,	,	PUNCT
fcis-29982	155	7	downward	downward	ADJ
fcis-29982	155	8	,	,	PUNCT
fcis-29982	155	9	and	and	CCONJ
fcis-29982	155	10	diagonal	diagonal	ADJ
fcis-29982	155	11	-	-	PUNCT
fcis-29982	155	12	right	right	ADJ
fcis-29982	155	13	movements	movement	NOUN
fcis-29982	155	14	are	be	AUX
fcis-29982	155	15	marked	mark	VERB
fcis-29982	155	16	as	as	ADP
fcis-29982	155	17	1	1	NUM
fcis-29982	155	18	,	,	PUNCT
fcis-29982	155	19	while	while	SCONJ
fcis-29982	155	20	for	for	ADP
fcis-29982	155	21	blue	blue	ADJ
fcis-29982	155	22	pieces	piece	NOUN
fcis-29982	155	23	,	,	PUNCT
fcis-29982	155	24	leftward	leftward	NOUN
fcis-29982	155	25	,	,	PUNCT
fcis-29982	155	26	upward	upward	ADV
fcis-29982	155	27	,	,	PUNCT
fcis-29982	155	28	and	and	CCONJ
fcis-29982	155	29	diagonal	diagonal	ADJ
fcis-29982	155	30	-	-	PUNCT
fcis-29982	155	31	left	leave	VERB
fcis-29982	155	32	movements	movement	NOUN
fcis-29982	155	33	are	be	AUX
fcis-29982	155	34	marked	mark	VERB
fcis-29982	155	35	as	as	ADP
fcis-29982	155	36	-1	-1	VERB
fcis-29982	155	37	.	.	PUNCT
fcis-29982	156	1	this	this	DET
fcis-29982	156	2	sign	sign	NOUN
fcis-29982	156	3	differentiation	differentiation	NOUN
fcis-29982	156	4	enhances	enhance	VERB
fcis-29982	156	5	the	the	DET
fcis-29982	156	6	network	network	NOUN
fcis-29982	156	7	's	's	PART
fcis-29982	156	8	comprehension	comprehension	NOUN
fcis-29982	156	9	of	of	ADP
fcis-29982	156	10	offensive	offensive	ADJ
fcis-29982	156	11	and	and	CCONJ
fcis-29982	156	12	defensive	defensive	ADJ
fcis-29982	156	13	directional	directional	ADJ
fcis-29982	156	14	patterns	pattern	NOUN
fcis-29982	156	15	.	.	PUNCT
fcis-29982	157	1	additionally	additionally	ADV
fcis-29982	157	2	,	,	PUNCT
fcis-29982	157	3	a	a	DET
fcis-29982	157	4	player	player	NOUN
fcis-29982	157	5	identifier	identifier	NOUN
fcis-29982	157	6	layer	layer	NOUN
fcis-29982	157	7	is	be	AUX
fcis-29982	157	8	implemented	implement	VERB
fcis-29982	157	9	through	through	ADP
fcis-29982	157	10	a	a	DET
fcis-29982	157	11	global	global	ADJ
fcis-29982	157	12	identification	identification	NOUN
fcis-29982	157	13	matrix	matrix	NOUN
fcis-29982	157	14	providing	provide	VERB
fcis-29982	157	15	contextual	contextual	ADJ
fcis-29982	157	16	awareness	awareness	NOUN
fcis-29982	157	17	for	for	ADP
fcis-29982	157	18	strategy	strategy	NOUN
fcis-29982	157	19	selection	selection	NOUN
fcis-29982	157	20	.	.	PUNCT
fcis-29982	158	1	,	,	PUNCT
fcis-29982	158	2	1	1	X
fcis-29982	158	3	,	,	PUNCT
fcis-29982	158	4	1	1	NUM
fcis-29982	158	5	1	1	NUM
fcis-29982	158	6	,	,	PUNCT
fcis-29982	158	7	2	2	NUM
fcis-29982	158	8	∀	∀	NOUN
fcis-29982	158	9	,	,	PUNCT
fcis-29982	158	10	∈	∈	PROPN
fcis-29982	158	11	1,5	1,5	NUM
fcis-29982	158	12	(	(	PUNCT
fcis-29982	158	13	1	1	NUM
fcis-29982	158	14	)	)	PUNCT
fcis-29982	158	15	5	5	NUM
fcis-29982	158	16	this	this	DET
fcis-29982	158	17	multi	multi	ADJ
fcis-29982	158	18	-	-	ADJ
fcis-29982	158	19	channel	channel	ADJ
fcis-29982	158	20	feature	feature	NOUN
fcis-29982	158	21	plane	plane	NOUN
fcis-29982	158	22	design	design	NOUN
fcis-29982	158	23	provides	provide	VERB
fcis-29982	158	24	the	the	DET
fcis-29982	158	25	system	system	NOUN
fcis-29982	158	26	with	with	ADP
fcis-29982	158	27	a	a	DET
fcis-29982	158	28	reliable	reliable	ADJ
fcis-29982	158	29	state	state	NOUN
fcis-29982	158	30	representation	representation	NOUN
fcis-29982	158	31	,	,	PUNCT
fcis-29982	158	32	establishing	establish	VERB
fcis-29982	158	33	a	a	DET
fcis-29982	158	34	crucial	crucial	ADJ
fcis-29982	158	35	foundation	foundation	NOUN
fcis-29982	158	36	for	for	ADP
fcis-29982	158	37	efficient	efficient	ADJ
fcis-29982	158	38	policy	policy	NOUN
fcis-29982	158	39	learning	learning	NOUN
fcis-29982	158	40	and	and	CCONJ
fcis-29982	158	41	accurate	accurate	ADJ
fcis-29982	158	42	position	position	NOUN
fcis-29982	158	43	evaluation	evaluation	NOUN
fcis-29982	158	44	.	.	PUNCT
fcis-29982	159	1	the	the	DET
fcis-29982	159	2	comprehensive	comprehensive	ADJ
fcis-29982	159	3	encoding	encoding	NOUN
fcis-29982	159	4	scheme	scheme	NOUN
fcis-29982	159	5	ensures	ensure	VERB
fcis-29982	159	6	that	that	SCONJ
fcis-29982	159	7	all	all	DET
fcis-29982	159	8	essential	essential	ADJ
fcis-29982	159	9	game	game	NOUN
fcis-29982	159	10	information	information	NOUN
fcis-29982	159	11	is	be	AUX
fcis-29982	159	12	preserved	preserve	VERB
fcis-29982	159	13	while	while	SCONJ
fcis-29982	159	14	maintaining	maintain	VERB
fcis-29982	159	15	a	a	DET
fcis-29982	159	16	structure	structure	NOUN
fcis-29982	159	17	conducive	conducive	ADJ
fcis-29982	159	18	to	to	ADP
fcis-29982	159	19	effective	effective	ADJ
fcis-29982	159	20	neural	neural	ADJ
fcis-29982	159	21	network	network	NOUN
fcis-29982	159	22	processing	processing	NOUN
fcis-29982	159	23	.	.	PUNCT
fcis-29982	160	1	2.4.2	2.4.2	NUM
fcis-29982	160	2	.	.	PUNCT
fcis-29982	160	3	loss	loss	NOUN
fcis-29982	160	4	function	function	NOUN
fcis-29982	160	5	design	design	VERB
fcis-29982	160	6	our	our	PRON
fcis-29982	160	7	system	system	NOUN
fcis-29982	160	8	implements	implement	VERB
fcis-29982	160	9	a	a	DET
fcis-29982	160	10	joint	joint	ADJ
fcis-29982	160	11	loss	loss	NOUN
fcis-29982	160	12	function	function	NOUN
fcis-29982	160	13	based	base	VERB
fcis-29982	160	14	on	on	ADP
fcis-29982	160	15	multi	multi	ADJ
fcis-29982	160	16	-	-	ADJ
fcis-29982	160	17	task	task	ADJ
fcis-29982	160	18	learning	learning	NOUN
fcis-29982	160	19	,	,	PUNCT
fcis-29982	160	20	achieving	achieve	VERB
fcis-29982	160	21	network	network	NOUN
fcis-29982	160	22	performance	performance	NOUN
fcis-29982	160	23	enhancement	enhancement	NOUN
fcis-29982	160	24	through	through	ADP
fcis-29982	160	25	collaborative	collaborative	ADJ
fcis-29982	160	26	optimization	optimization	NOUN
fcis-29982	160	27	of	of	ADP
fcis-29982	160	28	policy	policy	NOUN
fcis-29982	160	29	prediction	prediction	NOUN
fcis-29982	160	30	and	and	CCONJ
fcis-29982	160	31	value	value	NOUN
fcis-29982	160	32	evaluation	evaluation	NOUN
fcis-29982	160	33	modules	module	NOUN
fcis-29982	160	34	.	.	PUNCT
fcis-29982	161	1	the	the	DET
fcis-29982	161	2	design	design	NOUN
fcis-29982	161	3	specifications	specification	NOUN
fcis-29982	161	4	are	be	AUX
fcis-29982	161	5	detailed	detail	VERB
fcis-29982	161	6	below	below	ADV
fcis-29982	161	7	.	.	PUNCT
fcis-29982	162	1	the	the	DET
fcis-29982	162	2	overall	overall	ADJ
fcis-29982	162	3	framework	framework	NOUN
fcis-29982	162	4	incorporates	incorporate	VERB
fcis-29982	162	5	a	a	DET
fcis-29982	162	6	loss	loss	NOUN
fcis-29982	162	7	function	function	NOUN
fcis-29982	162	8	comprising	comprise	VERB
fcis-29982	162	9	three	three	NUM
fcis-29982	162	10	essential	essential	ADJ
fcis-29982	162	11	components	component	NOUN
fcis-29982	162	12	:	:	PUNCT
fcis-29982	162	13	λ	λ	X
fcis-29982	162	14	(	(	PUNCT
fcis-29982	162	15	2	2	NUM
fcis-29982	162	16	)	)	PUNCT
fcis-29982	162	17	where	where	SCONJ
fcis-29982	162	18	represents	represent	VERB
fcis-29982	162	19	the	the	DET
fcis-29982	162	20	policy	policy	NOUN
fcis-29982	162	21	loss	loss	NOUN
fcis-29982	162	22	guiding	guide	VERB
fcis-29982	162	23	action	action	NOUN
fcis-29982	162	24	prediction	prediction	NOUN
fcis-29982	162	25	,	,	PUNCT
fcis-29982	162	26	denotes	denote	VERB
fcis-29982	162	27	the	the	DET
fcis-29982	162	28	value	value	NOUN
fcis-29982	162	29	loss	loss	NOUN
fcis-29982	162	30	optimizing	optimize	VERB
fcis-29982	162	31	position	position	NOUN
fcis-29982	162	32	evaluation	evaluation	NOUN
fcis-29982	162	33	,	,	PUNCT
fcis-29982	162	34	indicates	indicate	VERB
fcis-29982	162	35	the	the	DET
fcis-29982	162	36	regularization	regularization	NOUN
fcis-29982	162	37	term	term	NOUN
fcis-29982	162	38	preventing	prevent	VERB
fcis-29982	162	39	overfitting	overfitting	NOUN
fcis-29982	162	40	,	,	PUNCT
fcis-29982	162	41	and	and	CCONJ
fcis-29982	162	42	λ	λ	NOUN
fcis-29982	162	43	represents	represent	VERB
fcis-29982	162	44	the	the	DET
fcis-29982	162	45	regularization	regularization	NOUN
fcis-29982	162	46	coefficient	coefficient	NOUN
fcis-29982	162	47	(	(	PUNCT
fcis-29982	162	48	1e	1e	PROPN
fcis-29982	162	49	)	)	PUNCT
fcis-29982	162	50	.	.	PUNCT
fcis-29982	163	1	the	the	DET
fcis-29982	163	2	policy	policy	NOUN
fcis-29982	163	3	loss	loss	NOUN
fcis-29982	163	4	adopts	adopt	VERB
fcis-29982	163	5	a	a	DET
fcis-29982	163	6	cross	cross	ADJ
fcis-29982	163	7	-	-	ADJ
fcis-29982	163	8	entropy	entropy	ADJ
fcis-29982	163	9	formulation	formulation	NOUN
fcis-29982	163	10	:	:	PUNCT
fcis-29982	163	11	1	1	NUM
fcis-29982	163	12	∈	∈	NOUN
fcis-29982	163	13	(	(	PUNCT
fcis-29982	163	14	3	3	NUM
fcis-29982	163	15	)	)	PUNCT
fcis-29982	163	16	where	where	SCONJ
fcis-29982	163	17	represents	represent	VERB
fcis-29982	163	18	the	the	DET
fcis-29982	163	19	target	target	NOUN
fcis-29982	163	20	probability	probability	NOUN
fcis-29982	163	21	distribution	distribution	NOUN
fcis-29982	163	22	generated	generate	VERB
fcis-29982	163	23	by	by	ADP
fcis-29982	163	24	mcts	mct	NOUN
fcis-29982	163	25	,	,	PUNCT
fcis-29982	163	26	denotes	denote	VERB
fcis-29982	163	27	the	the	DET
fcis-29982	163	28	predicted	predict	VERB
fcis-29982	163	29	distribution	distribution	NOUN
fcis-29982	163	30	from	from	ADP
fcis-29982	163	31	the	the	DET
fcis-29982	163	32	policy	policy	NOUN
fcis-29982	163	33	network	network	NOUN
fcis-29982	163	34	,	,	PUNCT
fcis-29982	163	35	a	a	PRON
fcis-29982	163	36	indicates	indicate	VERB
fcis-29982	163	37	the	the	DET
fcis-29982	163	38	legal	legal	ADJ
fcis-29982	163	39	action	action	NOUN
fcis-29982	163	40	space	space	NOUN
fcis-29982	163	41	,	,	PUNCT
fcis-29982	163	42	and	and	CCONJ
fcis-29982	163	43	n	n	CCONJ
fcis-29982	163	44	represents	represent	VERB
fcis-29982	163	45	the	the	DET
fcis-29982	163	46	batch	batch	NOUN
fcis-29982	163	47	size	size	NOUN
fcis-29982	163	48	.	.	PUNCT
fcis-29982	164	1	this	this	DET
fcis-29982	164	2	design	design	NOUN
fcis-29982	164	3	effectively	effectively	ADV
fcis-29982	164	4	minimizes	minimize	VERB
fcis-29982	164	5	the	the	DET
fcis-29982	164	6	divergence	divergence	NOUN
fcis-29982	164	7	between	between	ADP
fcis-29982	164	8	predicted	predict	VERB
fcis-29982	164	9	and	and	CCONJ
fcis-29982	164	10	target	target	NOUN
fcis-29982	164	11	distributions	distribution	NOUN
fcis-29982	164	12	,	,	PUNCT
fcis-29982	164	13	maintaining	maintain	VERB
fcis-29982	164	14	probability	probability	NOUN
fcis-29982	164	15	prediction	prediction	NOUN
fcis-29982	164	16	accuracy	accuracy	NOUN
fcis-29982	164	17	and	and	CCONJ
fcis-29982	164	18	enhancing	enhance	VERB
fcis-29982	164	19	policy	policy	NOUN
fcis-29982	164	20	network	network	NOUN
fcis-29982	164	21	performance	performance	NOUN
fcis-29982	164	22	.	.	PUNCT
fcis-29982	165	1	furthermore	furthermore	ADV
fcis-29982	165	2	,	,	PUNCT
fcis-29982	165	3	the	the	DET
fcis-29982	165	4	implementation	implementation	NOUN
fcis-29982	165	5	of	of	ADP
fcis-29982	165	6	kl	kl	PROPN
fcis-29982	165	7	divergence	divergence	NOUN
fcis-29982	165	8	minimization	minimization	NOUN
fcis-29982	165	9	between	between	ADP
fcis-29982	165	10	target	target	NOUN
fcis-29982	165	11	and	and	CCONJ
fcis-29982	165	12	predicted	predict	VERB
fcis-29982	165	13	distributions	distribution	NOUN
fcis-29982	165	14	,	,	PUNCT
fcis-29982	165	15	combined	combine	VERB
fcis-29982	165	16	with	with	ADP
fcis-29982	165	17	logarithmic	logarithmic	ADJ
fcis-29982	165	18	operations	operation	NOUN
fcis-29982	165	19	,	,	PUNCT
fcis-29982	165	20	ensures	ensure	VERB
fcis-29982	165	21	numerical	numerical	ADJ
fcis-29982	165	22	stability	stability	NOUN
fcis-29982	165	23	in	in	ADP
fcis-29982	165	24	gradient	gradient	ADJ
fcis-29982	165	25	computations	computation	NOUN
fcis-29982	165	26	.	.	PUNCT
fcis-29982	166	1	the	the	DET
fcis-29982	166	2	value	value	NOUN
fcis-29982	166	3	loss	loss	NOUN
fcis-29982	166	4	employs	employ	NOUN
fcis-29982	166	5	mean	mean	VERB
fcis-29982	166	6	squared	square	VERB
fcis-29982	166	7	error	error	NOUN
fcis-29982	166	8	:	:	PUNCT
fcis-29982	166	9	1	1	NUM
fcis-29982	166	10	(	(	PUNCT
fcis-29982	166	11	4	4	NUM
fcis-29982	166	12	)	)	PUNCT
fcis-29982	166	13	where	where	SCONJ
fcis-29982	166	14	represents	represent	VERB
fcis-29982	166	15	the	the	DET
fcis-29982	166	16	network	network	NOUN
fcis-29982	166	17	's	's	PART
fcis-29982	166	18	predicted	predict	VERB
fcis-29982	166	19	position	position	NOUN
fcis-29982	166	20	value	value	NOUN
fcis-29982	166	21	,	,	PUNCT
fcis-29982	166	22	indicates	indicate	VERB
fcis-29982	166	23	the	the	DET
fcis-29982	166	24	actual	actual	ADJ
fcis-29982	166	25	game	game	NOUN
fcis-29982	166	26	outcome	outcome	NOUN
fcis-29982	166	27	(	(	PUNCT
fcis-29982	166	28	+1	+1	NOUN
fcis-29982	166	29	or	or	CCONJ
fcis-29982	166	30	-1	-1	ADJ
fcis-29982	166	31	)	)	PUNCT
fcis-29982	166	32	,	,	PUNCT
fcis-29982	166	33	and	and	CCONJ
fcis-29982	166	34	n	n	PRON
fcis-29982	166	35	denotes	denote	VERB
fcis-29982	166	36	the	the	DET
fcis-29982	166	37	batch	batch	NOUN
fcis-29982	166	38	size	size	NOUN
fcis-29982	166	39	.	.	PUNCT
fcis-29982	167	1	this	this	DET
fcis-29982	167	2	design	design	NOUN
fcis-29982	167	3	offers	offer	VERB
fcis-29982	167	4	several	several	ADJ
fcis-29982	167	5	advantages	advantage	NOUN
fcis-29982	167	6	,	,	PUNCT
fcis-29982	167	7	including	include	VERB
fcis-29982	167	8	direct	direct	ADJ
fcis-29982	167	9	error	error	NOUN
fcis-29982	167	10	measurement	measurement	NOUN
fcis-29982	167	11	,	,	PUNCT
fcis-29982	167	12	simplified	simplify	VERB
fcis-29982	167	13	gradient	gradient	ADJ
fcis-29982	167	14	computation	computation	NOUN
fcis-29982	167	15	,	,	PUNCT
fcis-29982	167	16	and	and	CCONJ
fcis-29982	167	17	robust	robust	ADJ
fcis-29982	167	18	numerical	numerical	ADJ
fcis-29982	167	19	stability	stability	NOUN
fcis-29982	167	20	.	.	PUNCT
fcis-29982	168	1	the	the	DET
fcis-29982	168	2	underlying	underlying	ADJ
fcis-29982	168	3	principle	principle	NOUN
fcis-29982	168	4	utilizes	utilize	VERB
fcis-29982	168	5	quadratic	quadratic	ADJ
fcis-29982	168	6	loss	loss	NOUN
fcis-29982	168	7	functions	function	NOUN
fcis-29982	168	8	to	to	PART
fcis-29982	168	9	ensure	ensure	VERB
fcis-29982	168	10	error	error	NOUN
fcis-29982	168	11	differentiability	differentiability	NOUN
fcis-29982	168	12	while	while	SCONJ
fcis-29982	168	13	sharing	share	VERB
fcis-29982	168	14	feature	feature	NOUN
fcis-29982	168	15	representation	representation	NOUN
fcis-29982	168	16	space	space	NOUN
fcis-29982	168	17	with	with	ADP
fcis-29982	168	18	policy	policy	NOUN
fcis-29982	168	19	loss	loss	NOUN
fcis-29982	168	20	.	.	PUNCT
fcis-29982	169	1	the	the	DET
fcis-29982	169	2	regularization	regularization	NOUN
fcis-29982	169	3	design	design	NOUN
fcis-29982	169	4	implements	implement	NOUN
fcis-29982	169	5	l2	l2	NOUN
fcis-29982	169	6	regularization	regularization	NOUN
fcis-29982	169	7	:	:	PUNCT
fcis-29982	169	8	‖θ‖	‖θ‖	PROPN
fcis-29982	169	9	∈	∈	PROPN
fcis-29982	169	10	(	(	PUNCT
fcis-29982	169	11	5	5	NUM
fcis-29982	169	12	)	)	PUNCT
fcis-29982	169	13	where	where	SCONJ
fcis-29982	169	14	θ	θ	PROPN
fcis-29982	169	15	represents	represent	VERB
fcis-29982	169	16	the	the	DET
fcis-29982	169	17	network	network	NOUN
fcis-29982	169	18	parameters	parameter	NOUN
fcis-29982	169	19	.	.	PUNCT
fcis-29982	170	1	this	this	DET
fcis-29982	170	2	regularization	regularization	NOUN
fcis-29982	170	3	effectively	effectively	ADV
fcis-29982	170	4	prevents	prevent	VERB
fcis-29982	170	5	overfitting	overfitte	VERB
fcis-29982	170	6	through	through	ADP
fcis-29982	170	7	parameter	parameter	NOUN
fcis-29982	170	8	norm	norm	NOUN
fcis-29982	170	9	constraints	constraint	NOUN
fcis-29982	170	10	.	.	PUNCT
fcis-29982	171	1	this	this	DET
fcis-29982	171	2	multi	multi	ADJ
fcis-29982	171	3	-	-	ADJ
fcis-29982	171	4	task	task	ADJ
fcis-29982	171	5	loss	loss	NOUN
fcis-29982	171	6	function	function	NOUN
fcis-29982	171	7	achieves	achieve	VERB
fcis-29982	171	8	shared	share	VERB
fcis-29982	171	9	and	and	CCONJ
fcis-29982	171	10	complementary	complementary	ADJ
fcis-29982	171	11	feature	feature	NOUN
fcis-29982	171	12	representation	representation	NOUN
fcis-29982	171	13	space	space	NOUN
fcis-29982	171	14	through	through	ADP
fcis-29982	171	15	joint	joint	ADJ
fcis-29982	171	16	optimization	optimization	NOUN
fcis-29982	171	17	of	of	ADP
fcis-29982	171	18	policy	policy	NOUN
fcis-29982	171	19	prediction	prediction	NOUN
fcis-29982	171	20	and	and	CCONJ
fcis-29982	171	21	value	value	NOUN
fcis-29982	171	22	evaluation	evaluation	NOUN
fcis-29982	171	23	,	,	PUNCT
fcis-29982	171	24	establishing	establish	VERB
fcis-29982	171	25	a	a	DET
fcis-29982	171	26	theoretical	theoretical	ADJ
fcis-29982	171	27	foundation	foundation	NOUN
fcis-29982	171	28	for	for	ADP
fcis-29982	171	29	model	model	NOUN
fcis-29982	171	30	performance	performance	NOUN
fcis-29982	171	31	enhancement	enhancement	NOUN
fcis-29982	171	32	.	.	PUNCT
fcis-29982	172	1	2.4.3	2.4.3	X
fcis-29982	172	2	.	.	PUNCT
fcis-29982	172	3	optimization	optimization	NOUN
fcis-29982	172	4	strategies	strategy	NOUN
fcis-29982	172	5	our	our	PRON
fcis-29982	172	6	system	system	NOUN
fcis-29982	172	7	implements	implement	VERB
fcis-29982	172	8	a	a	DET
fcis-29982	172	9	systematic	systematic	ADJ
fcis-29982	172	10	optimization	optimization	NOUN
fcis-29982	172	11	framework	framework	NOUN
fcis-29982	172	12	incorporating	incorporate	VERB
fcis-29982	172	13	multiple	multiple	ADJ
fcis-29982	172	14	technical	technical	ADJ
fcis-29982	172	15	approaches	approach	NOUN
fcis-29982	172	16	to	to	PART
fcis-29982	172	17	enhance	enhance	VERB
fcis-29982	172	18	training	training	NOUN
fcis-29982	172	19	efficiency	efficiency	NOUN
fcis-29982	172	20	and	and	CCONJ
fcis-29982	172	21	model	model	NOUN
fcis-29982	172	22	performance	performance	NOUN
fcis-29982	172	23	.	.	PUNCT
fcis-29982	173	1	the	the	DET
fcis-29982	173	2	framework	framework	NOUN
fcis-29982	173	3	encompasses	encompass	VERB
fcis-29982	173	4	several	several	ADJ
fcis-29982	173	5	key	key	ADJ
fcis-29982	173	6	technologies	technology	NOUN
fcis-29982	173	7	,	,	PUNCT
fcis-29982	173	8	including	include	VERB
fcis-29982	173	9	learning	learn	VERB
fcis-29982	173	10	rate	rate	NOUN
fcis-29982	173	11	adjustment	adjustment	NOUN
fcis-29982	173	12	,	,	PUNCT
fcis-29982	173	13	gradient	gradient	ADJ
fcis-29982	173	14	optimization	optimization	NOUN
fcis-29982	173	15	,	,	PUNCT
fcis-29982	173	16	early	early	ADJ
fcis-29982	173	17	stopping	stop	VERB
fcis-29982	173	18	mechanisms	mechanism	NOUN
fcis-29982	173	19	,	,	PUNCT
fcis-29982	173	20	and	and	CCONJ
fcis-29982	173	21	batch	batch	VERB
fcis-29982	173	22	normalization	normalization	NOUN
fcis-29982	173	23	.	.	PUNCT
fcis-29982	174	1	the	the	DET
fcis-29982	174	2	learning	learning	NOUN
fcis-29982	174	3	rate	rate	NOUN
fcis-29982	174	4	adjustment	adjustment	NOUN
fcis-29982	174	5	mechanism	mechanism	NOUN
fcis-29982	174	6	employs	employ	VERB
fcis-29982	174	7	a	a	DET
fcis-29982	174	8	dynamic	dynamic	ADJ
fcis-29982	174	9	strategy	strategy	NOUN
fcis-29982	174	10	formulated	formulate	VERB
fcis-29982	174	11	as	as	ADP
fcis-29982	174	12	:	:	PUNCT
fcis-29982	174	13	lr	lr	X
fcis-29982	174	14	lr	lr	PROPN
fcis-29982	174	15	γ	γ	PROPN
fcis-29982	174	16	/	/	SYM
fcis-29982	174	17	(	(	PUNCT
fcis-29982	174	18	6	6	NUM
fcis-29982	174	19	)	)	PUNCT
fcis-29982	174	20	where	where	SCONJ
fcis-29982	174	21	lr	lr	NOUN
fcis-29982	174	22	represents	represent	VERB
fcis-29982	174	23	the	the	DET
fcis-29982	174	24	initial	initial	ADJ
fcis-29982	174	25	learning	learning	NOUN
fcis-29982	174	26	rate	rate	NOUN
fcis-29982	174	27	(	(	PUNCT
fcis-29982	174	28	2e	2e	PROPN
fcis-29982	174	29	)	)	PUNCT
fcis-29982	174	30	,	,	PUNCT
fcis-29982	174	31	γ	γ	PROPN
fcis-29982	174	32	denotes	denote	VERB
fcis-29982	174	33	the	the	DET
fcis-29982	174	34	decay	decay	NOUN
fcis-29982	174	35	factor	factor	NOUN
fcis-29982	174	36	(	(	PUNCT
fcis-29982	174	37	0.9	0.9	NUM
fcis-29982	174	38	)	)	PUNCT
fcis-29982	174	39	,	,	PUNCT
fcis-29982	174	40	t	t	PROPN
fcis-29982	174	41	indicates	indicate	VERB
fcis-29982	174	42	the	the	DET
fcis-29982	174	43	current	current	ADJ
fcis-29982	174	44	iteration	iteration	NOUN
fcis-29982	174	45	,	,	PUNCT
fcis-29982	174	46	and	and	CCONJ
fcis-29982	174	47	t	t	PROPN
fcis-29982	174	48	represents	represent	VERB
fcis-29982	174	49	the	the	DET
fcis-29982	174	50	adjustment	adjustment	NOUN
fcis-29982	174	51	period	period	NOUN
fcis-29982	174	52	(	(	PUNCT
fcis-29982	174	53	500	500	NUM
fcis-29982	174	54	iterations	iteration	NOUN
fcis-29982	174	55	)	)	PUNCT
fcis-29982	174	56	.	.	PUNCT
fcis-29982	175	1	the	the	DET
fcis-29982	175	2	learning	learning	NOUN
fcis-29982	175	3	rate	rate	NOUN
fcis-29982	175	4	evolution	evolution	NOUN
fcis-29982	175	5	demonstrates	demonstrate	VERB
fcis-29982	175	6	favorable	favorable	ADJ
fcis-29982	175	7	convergence	convergence	NOUN
fcis-29982	175	8	characteristics	characteristic	NOUN
fcis-29982	175	9	,	,	PUNCT
fcis-29982	175	10	as	as	SCONJ
fcis-29982	175	11	illustrated	illustrate	VERB
fcis-29982	175	12	in	in	ADP
fcis-29982	175	13	table	table	NOUN
fcis-29982	175	14	1	1	NUM
fcis-29982	175	15	.	.	PUNCT
fcis-29982	175	16	table	table	NOUN
fcis-29982	175	17	1	1	NUM
fcis-29982	175	18	.	.	PUNCT
fcis-29982	175	19	performance	performance	NOUN
fcis-29982	175	20	metrics	metric	NOUN
fcis-29982	175	21	during	during	ADP
fcis-29982	175	22	model	model	NOUN
fcis-29982	175	23	training	training	NOUN
fcis-29982	175	24	training	training	NOUN
fcis-29982	175	25	iterations	iteration	NOUN
fcis-29982	175	26	learning	learn	VERB
fcis-29982	175	27	rate	rate	NOUN
fcis-29982	175	28	loss	loss	NOUN
fcis-29982	175	29	function	function	NOUN
fcis-29982	175	30	win	win	NOUN
fcis-29982	175	31	rate	rate	NOUN
fcis-29982	175	32	initial	initial	ADJ
fcis-29982	175	33	2.00	2.00	NUM
fcis-29982	175	34	2.156	2.156	NUM
fcis-29982	175	35	48.2	48.2	NUM
fcis-29982	175	36	%	%	NOUN
fcis-29982	175	37	500	500	NUM
fcis-29982	175	38	1.80	1.80	NUM
fcis-29982	175	39	1.823	1.823	NUM
fcis-29982	175	40	65.3	65.3	NUM
fcis-29982	175	41	%	%	NOUN
fcis-29982	175	42	1000	1000	NUM
fcis-29982	175	43	1.62	1.62	NUM
fcis-29982	175	44	1.288	1.288	NUM
fcis-29982	175	45	72.8	72.8	NUM
fcis-29982	175	46	%	%	NOUN
fcis-29982	175	47	1500	1500	NUM
fcis-29982	175	48	1.46	1.46	NUM
fcis-29982	175	49	0.979	0.979	NUM
fcis-29982	175	50	78.5	78.5	NUM
fcis-29982	175	51	%	%	NOUN
fcis-29982	175	52	2000	2000	NUM
fcis-29982	175	53	1.31	1.31	NUM
fcis-29982	175	54	0.856	0.856	NUM
fcis-29982	175	55	82.1	82.1	NUM
fcis-29982	175	56	%	%	NOUN
fcis-29982	175	57	2500	2500	NUM
fcis-29982	175	58	1.18	1.18	NUM
fcis-29982	175	59	0.784	0.784	NUM
fcis-29982	175	60	83.7	83.7	NUM
fcis-29982	175	61	%	%	NOUN
fcis-29982	175	62	3000	3000	NUM
fcis-29982	175	63	1.06	1.06	NUM
fcis-29982	175	64	0.735	0.735	NUM
fcis-29982	175	65	84.2	84.2	NUM
fcis-29982	175	66	%	%	NOUN
fcis-29982	175	67	the	the	DET
fcis-29982	175	68	gradient	gradient	NOUN
fcis-29982	175	69	optimization	optimization	NOUN
fcis-29982	175	70	process	process	NOUN
fcis-29982	175	71	incorporates	incorporate	VERB
fcis-29982	175	72	multiple	multiple	ADJ
fcis-29982	175	73	strategic	strategic	ADJ
fcis-29982	175	74	components	component	NOUN
fcis-29982	175	75	.	.	PUNCT
fcis-29982	176	1	first	first	ADV
fcis-29982	176	2	,	,	PUNCT
fcis-29982	176	3	gradient	gradient	NOUN
fcis-29982	176	4	clipping	clipping	NOUN
fcis-29982	176	5	is	be	AUX
fcis-29982	176	6	implemented	implement	VERB
fcis-29982	176	7	to	to	PART
fcis-29982	176	8	constrain	constrain	VERB
fcis-29982	176	9	gradient	gradient	ADJ
fcis-29982	176	10	norms	norm	NOUN
fcis-29982	176	11	,	,	PUNCT
fcis-29982	176	12	effectively	effectively	ADV
fcis-29982	176	13	preventing	prevent	VERB
fcis-29982	176	14	gradient	gradient	ADJ
fcis-29982	176	15	explosion	explosion	NOUN
fcis-29982	176	16	.	.	PUNCT
fcis-29982	177	1	second	second	ADJ
fcis-29982	177	2	,	,	PUNCT
fcis-29982	177	3	gradient	gradient	ADJ
fcis-29982	177	4	accumulation	accumulation	NOUN
fcis-29982	177	5	is	be	AUX
fcis-29982	177	6	employed	employ	VERB
fcis-29982	177	7	,	,	PUNCT
fcis-29982	177	8	updating	update	VERB
fcis-29982	177	9	parameters	parameter	NOUN
fcis-29982	177	10	every	every	DET
fcis-29982	177	11	four	four	NUM
fcis-29982	177	12	steps	step	NOUN
fcis-29982	177	13	.	.	PUNCT
fcis-29982	178	1	this	this	DET
fcis-29982	178	2	design	design	NOUN
fcis-29982	178	3	significantly	significantly	ADV
fcis-29982	178	4	improves	improve	VERB
fcis-29982	178	5	sample	sample	NOUN
fcis-29982	178	6	utilization	utilization	NOUN
fcis-29982	178	7	efficiency	efficiency	NOUN
fcis-29982	178	8	while	while	SCONJ
fcis-29982	178	9	maintaining	maintain	VERB
fcis-29982	178	10	training	training	NOUN
fcis-29982	178	11	stability	stability	NOUN
fcis-29982	178	12	.	.	PUNCT
fcis-29982	179	1	the	the	DET
fcis-29982	179	2	early	early	ADJ
fcis-29982	179	3	stopping	stopping	NOUN
fcis-29982	179	4	mechanism	mechanism	NOUN
fcis-29982	179	5	implements	implement	VERB
fcis-29982	179	6	a	a	DET
fcis-29982	179	7	performancebased	performancebased	ADJ
fcis-29982	179	8	strategy	strategy	NOUN
fcis-29982	179	9	:	:	PUNCT
fcis-29982	179	10	_	_	NOUN
fcis-29982	179	11	,	,	PUNCT
fcis-29982	179	12	,	,	PUNCT
fcis-29982	179	13	(	(	PUNCT
fcis-29982	179	14	7	7	X
fcis-29982	179	15	)	)	PUNCT
fcis-29982	179	16	where	where	SCONJ
fcis-29982	179	17	represents	represent	VERB
fcis-29982	179	18	consecutive	consecutive	ADJ
fcis-29982	179	19	iterations	iteration	NOUN
fcis-29982	179	20	without	without	ADP
fcis-29982	179	21	performance	performance	NOUN
fcis-29982	179	22	improvement	improvement	NOUN
fcis-29982	179	23	,	,	PUNCT
fcis-29982	179	24	and	and	CCONJ
fcis-29982	179	25	denotes	denote	VERB
fcis-29982	179	26	the	the	DET
fcis-29982	179	27	tolerance	tolerance	NOUN
fcis-29982	179	28	threshold	threshold	NOUN
fcis-29982	179	29	(	(	PUNCT
fcis-29982	179	30	10	10	NUM
fcis-29982	179	31	iterations	iteration	NOUN
fcis-29982	179	32	)	)	PUNCT
fcis-29982	179	33	.	.	PUNCT
fcis-29982	180	1	batch	batch	NOUN
fcis-29982	180	2	normalization	normalization	NOUN
fcis-29982	180	3	is	be	AUX
fcis-29982	180	4	applied	apply	VERB
fcis-29982	180	5	following	follow	VERB
fcis-29982	180	6	convolutional	convolutional	ADJ
fcis-29982	180	7	layers	layer	NOUN
fcis-29982	180	8	,	,	PUNCT
fcis-29982	180	9	with	with	ADP
fcis-29982	180	10	parameters	parameter	NOUN
fcis-29982	180	11	defined	define	VERB
fcis-29982	180	12	as	as	ADP
fcis-29982	180	13	:	:	PUNCT
fcis-29982	180	14	y	y	PROPN
fcis-29982	180	15	γ	γ	PROPN
fcis-29982	180	16	x	x	PROPN
fcis-29982	180	17	μ	μ	PROPN
fcis-29982	180	18	σ	σ	PROPN
fcis-29982	180	19	ϵ	ϵ	X
fcis-29982	180	20	β	β	X
fcis-29982	180	21	(	(	PUNCT
fcis-29982	180	22	8)	8)	NUM
fcis-29982	180	23	where	where	SCONJ
fcis-29982	180	24	x	x	PRON
fcis-29982	180	25	represents	represent	VERB
fcis-29982	180	26	input	input	NOUN
fcis-29982	180	27	features	feature	NOUN
fcis-29982	180	28	,	,	PUNCT
fcis-29982	180	29	μ	μ	PROPN
fcis-29982	180	30	and	and	CCONJ
fcis-29982	180	31	σ	σ	PROPN
fcis-29982	180	32	denote	denote	NOUN
fcis-29982	180	33	batch	batch	NOUN
fcis-29982	180	34	statistics	statistic	NOUN
fcis-29982	180	35	(	(	PUNCT
fcis-29982	180	36	mean	mean	VERB
fcis-29982	180	37	and	and	CCONJ
fcis-29982	180	38	variance	variance	NOUN
fcis-29982	180	39	respectively	respectively	ADV
fcis-29982	180	40	)	)	PUNCT
fcis-29982	180	41	,	,	PUNCT
fcis-29982	180	42	ϵ	ϵ	PROPN
fcis-29982	180	43	ensures	ensure	VERB
fcis-29982	180	44	numerical	numerical	ADJ
fcis-29982	180	45	stability	stability	NOUN
fcis-29982	180	46	,	,	PUNCT
fcis-29982	180	47	γ	γ	PROPN
fcis-29982	180	48	represents	represent	VERB
fcis-29982	180	49	the	the	DET
fcis-29982	180	50	scaling	scale	VERB
fcis-29982	180	51	factor	factor	NOUN
fcis-29982	180	52	,	,	PUNCT
fcis-29982	180	53	and	and	CCONJ
fcis-29982	180	54	β	β	NOUN
fcis-29982	180	55	indicates	indicate	VERB
fcis-29982	180	56	the	the	DET
fcis-29982	180	57	shifting	shift	VERB
fcis-29982	180	58	factor	factor	NOUN
fcis-29982	180	59	.	.	PUNCT
fcis-29982	181	1	the	the	DET
fcis-29982	181	2	implementation	implementation	NOUN
fcis-29982	181	3	of	of	ADP
fcis-29982	181	4	this	this	DET
fcis-29982	181	5	optimization	optimization	NOUN
fcis-29982	181	6	framework	framework	NOUN
fcis-29982	181	7	has	have	AUX
fcis-29982	181	8	yielded	yield	VERB
fcis-29982	181	9	significant	significant	ADJ
fcis-29982	181	10	improvements	improvement	NOUN
fcis-29982	181	11	across	across	ADP
fcis-29982	181	12	multiple	multiple	ADJ
fcis-29982	181	13	dimensions	dimension	NOUN
fcis-29982	181	14	:	:	PUNCT
fcis-29982	181	15	enhanced	enhance	VERB
fcis-29982	181	16	training	training	NOUN
fcis-29982	181	17	stability	stability	NOUN
fcis-29982	181	18	,	,	PUNCT
fcis-29982	181	19	accelerated	accelerate	VERB
fcis-29982	181	20	convergence	convergence	NOUN
fcis-29982	181	21	rates	rate	NOUN
fcis-29982	181	22	,	,	PUNCT
fcis-29982	181	23	improved	improve	VERB
fcis-29982	181	24	final	final	ADJ
fcis-29982	181	25	performance	performance	NOUN
fcis-29982	181	26	metrics	metric	NOUN
fcis-29982	181	27	,	,	PUNCT
fcis-29982	181	28	and	and	CCONJ
fcis-29982	181	29	sustained	sustain	VERB
fcis-29982	181	30	6	6	NUM
fcis-29982	181	31	computational	computational	ADJ
fcis-29982	181	32	efficiency	efficiency	NOUN
fcis-29982	181	33	gains	gain	NOUN
fcis-29982	181	34	.	.	PUNCT
fcis-29982	182	1	through	through	ADP
fcis-29982	182	2	the	the	DET
fcis-29982	182	3	comprehensive	comprehensive	ADJ
fcis-29982	182	4	application	application	NOUN
fcis-29982	182	5	of	of	ADP
fcis-29982	182	6	these	these	DET
fcis-29982	182	7	optimization	optimization	NOUN
fcis-29982	182	8	techniques	technique	NOUN
fcis-29982	182	9	,	,	PUNCT
fcis-29982	182	10	the	the	DET
fcis-29982	182	11	system	system	NOUN
fcis-29982	182	12	achieves	achieve	VERB
fcis-29982	182	13	efficient	efficient	ADJ
fcis-29982	182	14	training	training	NOUN
fcis-29982	182	15	processes	process	NOUN
fcis-29982	182	16	and	and	CCONJ
fcis-29982	182	17	stable	stable	ADJ
fcis-29982	182	18	performance	performance	NOUN
fcis-29982	182	19	improvements	improvement	NOUN
fcis-29982	182	20	,	,	PUNCT
fcis-29982	182	21	providing	provide	VERB
fcis-29982	182	22	crucial	crucial	ADJ
fcis-29982	182	23	support	support	NOUN
fcis-29982	182	24	for	for	ADP
fcis-29982	182	25	achieving	achieve	VERB
fcis-29982	182	26	high	high	ADJ
fcis-29982	182	27	-	-	PUNCT
fcis-29982	182	28	level	level	NOUN
fcis-29982	182	29	gaming	gaming	NOUN
fcis-29982	182	30	capabilities	capability	NOUN
fcis-29982	182	31	.	.	PUNCT
fcis-29982	183	1	3	3	X
fcis-29982	183	2	.	.	X
fcis-29982	183	3	system	system	NOUN
fcis-29982	183	4	implementation	implementation	NOUN
fcis-29982	183	5	3.1	3.1	NUM
fcis-29982	183	6	.	.	PUNCT
fcis-29982	184	1	overall	overall	ADJ
fcis-29982	184	2	architecture	architecture	NOUN
fcis-29982	184	3	design	design	VERB
fcis-29982	184	4	the	the	DET
fcis-29982	184	5	system	system	NOUN
fcis-29982	184	6	implements	implement	VERB
fcis-29982	184	7	a	a	DET
fcis-29982	184	8	modular	modular	ADJ
fcis-29982	184	9	design	design	NOUN
fcis-29982	184	10	approach	approach	NOUN
fcis-29982	184	11	to	to	PART
fcis-29982	184	12	construct	construct	VERB
fcis-29982	184	13	a	a	DET
fcis-29982	184	14	complete	complete	ADJ
fcis-29982	184	15	einstein	einstein	NOUN
fcis-29982	184	16	chess	chess	NOUN
fcis-29982	184	17	ai	ai	PROPN
fcis-29982	184	18	system	system	NOUN
fcis-29982	184	19	.	.	PUNCT
fcis-29982	185	1	as	as	SCONJ
fcis-29982	185	2	illustrated	illustrate	VERB
fcis-29982	185	3	in	in	ADP
fcis-29982	185	4	figure	figure	NOUN
fcis-29982	185	5	3	3	NUM
fcis-29982	185	6	,	,	PUNCT
fcis-29982	185	7	the	the	DET
fcis-29982	185	8	system	system	NOUN
fcis-29982	185	9	comprises	comprise	VERB
fcis-29982	185	10	four	four	NUM
fcis-29982	185	11	core	core	NOUN
fcis-29982	185	12	modules	module	NOUN
fcis-29982	185	13	:	:	PUNCT
fcis-29982	185	14	the	the	DET
fcis-29982	185	15	game	game	NOUN
fcis-29982	185	16	environment	environment	NOUN
fcis-29982	185	17	module	module	NOUN
fcis-29982	185	18	,	,	PUNCT
fcis-29982	185	19	mcts	mct	NOUN
fcis-29982	185	20	search	search	NOUN
fcis-29982	185	21	module	module	NOUN
fcis-29982	185	22	,	,	PUNCT
fcis-29982	185	23	neural	neural	ADJ
fcis-29982	185	24	network	network	NOUN
fcis-29982	185	25	module	module	NOUN
fcis-29982	185	26	,	,	PUNCT
fcis-29982	185	27	and	and	CCONJ
fcis-29982	185	28	training	training	NOUN
fcis-29982	185	29	system	system	NOUN
fcis-29982	185	30	module	module	NOUN
fcis-29982	185	31	.	.	PUNCT
fcis-29982	186	1	figure	figure	NOUN
fcis-29982	186	2	3	3	NUM
fcis-29982	186	3	.	.	PUNCT
fcis-29982	186	4	core	core	NOUN
fcis-29982	186	5	system	system	NOUN
fcis-29982	186	6	modules	module	VERB
fcis-29982	186	7	these	these	DET
fcis-29982	186	8	modules	module	NOUN
fcis-29982	186	9	collaborate	collaborate	VERB
fcis-29982	186	10	through	through	ADP
fcis-29982	186	11	well	well	ADV
fcis-29982	186	12	-	-	PUNCT
fcis-29982	186	13	defined	define	VERB
fcis-29982	186	14	interfaces	interface	NOUN
fcis-29982	186	15	to	to	PART
fcis-29982	186	16	accomplish	accomplish	VERB
fcis-29982	186	17	ai	ai	VERB
fcis-29982	186	18	training	training	NOUN
fcis-29982	186	19	and	and	CCONJ
fcis-29982	186	20	decision	decision	NOUN
fcis-29982	186	21	-	-	PUNCT
fcis-29982	186	22	making	make	VERB
fcis-29982	186	23	processes	process	NOUN
fcis-29982	186	24	.	.	PUNCT
fcis-29982	187	1	within	within	ADP
fcis-29982	187	2	the	the	DET
fcis-29982	187	3	overall	overall	ADJ
fcis-29982	187	4	architecture	architecture	NOUN
fcis-29982	187	5	,	,	PUNCT
fcis-29982	187	6	the	the	DET
fcis-29982	187	7	game	game	NOUN
fcis-29982	187	8	environment	environment	NOUN
fcis-29982	187	9	module	module	NOUN
fcis-29982	187	10	maintains	maintain	VERB
fcis-29982	187	11	game	game	NOUN
fcis-29982	187	12	states	state	NOUN
fcis-29982	187	13	and	and	CCONJ
fcis-29982	187	14	rule	rule	NOUN
fcis-29982	187	15	validation	validation	NOUN
fcis-29982	187	16	,	,	PUNCT
fcis-29982	187	17	providing	provide	VERB
fcis-29982	187	18	fundamental	fundamental	ADJ
fcis-29982	187	19	support	support	NOUN
fcis-29982	187	20	for	for	ADP
fcis-29982	187	21	other	other	ADJ
fcis-29982	187	22	modules	module	NOUN
fcis-29982	187	23	.	.	PUNCT
fcis-29982	188	1	the	the	DET
fcis-29982	188	2	mcts	mcts	PROPN
fcis-29982	188	3	search	search	NOUN
fcis-29982	188	4	module	module	NOUN
fcis-29982	188	5	conducts	conduct	NOUN
fcis-29982	188	6	decision	decision	NOUN
fcis-29982	188	7	tree	tree	NOUN
fcis-29982	188	8	search	search	NOUN
fcis-29982	188	9	based	base	VERB
fcis-29982	188	10	on	on	ADP
fcis-29982	188	11	current	current	ADJ
fcis-29982	188	12	positions	position	NOUN
fcis-29982	188	13	,	,	PUNCT
fcis-29982	188	14	serving	serve	VERB
fcis-29982	188	15	as	as	ADP
fcis-29982	188	16	the	the	DET
fcis-29982	188	17	system	system	NOUN
fcis-29982	188	18	's	's	PART
fcis-29982	188	19	decision	decision	NOUN
fcis-29982	188	20	-	-	PUNCT
fcis-29982	188	21	making	make	VERB
fcis-29982	188	22	core	core	NOUN
fcis-29982	188	23	.	.	PUNCT
fcis-29982	189	1	the	the	DET
fcis-29982	189	2	neural	neural	ADJ
fcis-29982	189	3	network	network	NOUN
fcis-29982	189	4	module	module	NOUN
fcis-29982	189	5	provides	provide	VERB
fcis-29982	189	6	policy	policy	NOUN
fcis-29982	189	7	guidance	guidance	NOUN
fcis-29982	189	8	and	and	CCONJ
fcis-29982	189	9	position	position	NOUN
fcis-29982	189	10	evaluation	evaluation	NOUN
fcis-29982	189	11	for	for	ADP
fcis-29982	189	12	mcts	mct	NOUN
fcis-29982	189	13	,	,	PUNCT
fcis-29982	189	14	functioning	function	VERB
fcis-29982	189	15	as	as	ADP
fcis-29982	189	16	the	the	DET
fcis-29982	189	17	system	system	NOUN
fcis-29982	189	18	's	's	PART
fcis-29982	189	19	learning	learning	NOUN
fcis-29982	189	20	core	core	NOUN
fcis-29982	189	21	.	.	PUNCT
fcis-29982	190	1	the	the	DET
fcis-29982	190	2	training	training	NOUN
fcis-29982	190	3	system	system	NOUN
fcis-29982	190	4	module	module	NOUN
fcis-29982	190	5	continuously	continuously	ADV
fcis-29982	190	6	optimizes	optimize	VERB
fcis-29982	190	7	neural	neural	ADJ
fcis-29982	190	8	network	network	NOUN
fcis-29982	190	9	performance	performance	NOUN
fcis-29982	190	10	through	through	ADP
fcis-29982	190	11	self	self	NOUN
fcis-29982	190	12	-	-	PUNCT
fcis-29982	190	13	play	play	NOUN
fcis-29982	190	14	,	,	PUNCT
fcis-29982	190	15	enabling	enable	VERB
fcis-29982	190	16	sustained	sustained	ADJ
fcis-29982	190	17	system	system	NOUN
fcis-29982	190	18	evolution	evolution	NOUN
fcis-29982	190	19	.	.	PUNCT
fcis-29982	191	1	3.2	3.2	NUM
fcis-29982	191	2	.	.	PUNCT
fcis-29982	191	3	game	game	NOUN
fcis-29982	191	4	environment	environment	NOUN
fcis-29982	191	5	implementation	implementation	VERB
fcis-29982	191	6	the	the	DET
fcis-29982	191	7	game	game	NOUN
fcis-29982	191	8	environment	environment	NOUN
fcis-29982	191	9	module	module	NOUN
fcis-29982	191	10	implements	implement	VERB
fcis-29982	191	11	a	a	DET
fcis-29982	191	12	comprehensive	comprehensive	ADJ
fcis-29982	191	13	rule	rule	NOUN
fcis-29982	191	14	system	system	NOUN
fcis-29982	191	15	for	for	ADP
fcis-29982	191	16	einstein	einstein	PROPN
fcis-29982	191	17	chess	chess	NOUN
fcis-29982	191	18	.	.	PUNCT
fcis-29982	192	1	the	the	DET
fcis-29982	192	2	core	core	NOUN
fcis-29982	192	3	component	component	NOUN
fcis-29982	192	4	is	be	AUX
fcis-29982	192	5	the	the	DET
fcis-29982	192	6	board	board	NOUN
fcis-29982	192	7	class	class	NOUN
fcis-29982	192	8	,	,	PUNCT
fcis-29982	192	9	responsible	responsible	ADJ
fcis-29982	192	10	for	for	ADP
fcis-29982	192	11	maintaining	maintain	VERB
fcis-29982	192	12	the	the	DET
fcis-29982	192	13	5×5	5×5	NUM
fcis-29982	192	14	board	board	NOUN
fcis-29982	192	15	state	state	NOUN
fcis-29982	192	16	,	,	PUNCT
fcis-29982	192	17	including	include	VERB
fcis-29982	192	18	piece	piece	NOUN
fcis-29982	192	19	positions	position	NOUN
fcis-29982	192	20	,	,	PUNCT
fcis-29982	192	21	current	current	ADJ
fcis-29982	192	22	player	player	NOUN
fcis-29982	192	23	information	information	NOUN
fcis-29982	192	24	,	,	PUNCT
fcis-29982	192	25	and	and	CCONJ
fcis-29982	192	26	dice	dice	VERB
fcis-29982	192	27	values	value	NOUN
fcis-29982	192	28	.	.	PUNCT
fcis-29982	193	1	the	the	DET
fcis-29982	193	2	module	module	NOUN
fcis-29982	193	3	's	's	PART
fcis-29982	193	4	primary	primary	ADJ
fcis-29982	193	5	functions	function	NOUN
fcis-29982	193	6	encompass	encompass	NOUN
fcis-29982	193	7	board	board	NOUN
fcis-29982	193	8	state	state	NOUN
fcis-29982	193	9	management	management	NOUN
fcis-29982	193	10	and	and	CCONJ
fcis-29982	193	11	updates	update	NOUN
fcis-29982	193	12	,	,	PUNCT
fcis-29982	193	13	movement	movement	NOUN
fcis-29982	193	14	rule	rule	NOUN
fcis-29982	193	15	validation	validation	NOUN
fcis-29982	193	16	,	,	PUNCT
fcis-29982	193	17	victory	victory	NOUN
fcis-29982	193	18	condition	condition	NOUN
fcis-29982	193	19	determination	determination	NOUN
fcis-29982	193	20	,	,	PUNCT
fcis-29982	193	21	and	and	CCONJ
fcis-29982	193	22	standardized	standardized	ADJ
fcis-29982	193	23	state	state	NOUN
fcis-29982	193	24	representation	representation	NOUN
fcis-29982	193	25	.	.	PUNCT
fcis-29982	194	1	for	for	ADP
fcis-29982	194	2	state	state	NOUN
fcis-29982	194	3	management	management	NOUN
fcis-29982	194	4	,	,	PUNCT
fcis-29982	194	5	dictionary	dictionary	ADJ
fcis-29982	194	6	structures	structure	NOUN
fcis-29982	194	7	store	store	NOUN
fcis-29982	194	8	piece	piece	NOUN
fcis-29982	194	9	positions	position	NOUN
fcis-29982	194	10	and	and	CCONJ
fcis-29982	194	11	attribute	attribute	NOUN
fcis-29982	194	12	information	information	NOUN
fcis-29982	194	13	,	,	PUNCT
fcis-29982	194	14	ensuring	ensure	VERB
fcis-29982	194	15	efficient	efficient	ADJ
fcis-29982	194	16	state	state	NOUN
fcis-29982	194	17	access	access	NOUN
fcis-29982	194	18	and	and	CCONJ
fcis-29982	194	19	updates	update	NOUN
fcis-29982	194	20	.	.	PUNCT
fcis-29982	195	1	the	the	DET
fcis-29982	195	2	movement	movement	NOUN
fcis-29982	195	3	rule	rule	NOUN
fcis-29982	195	4	validation	validation	NOUN
fcis-29982	195	5	system	system	NOUN
fcis-29982	195	6	ensures	ensure	VERB
fcis-29982	195	7	all	all	DET
fcis-29982	195	8	operations	operation	NOUN
fcis-29982	195	9	comply	comply	VERB
fcis-29982	195	10	with	with	ADP
fcis-29982	195	11	game	game	NOUN
fcis-29982	195	12	rules	rule	NOUN
fcis-29982	195	13	,	,	PUNCT
fcis-29982	195	14	including	include	VERB
fcis-29982	195	15	directional	directional	ADJ
fcis-29982	195	16	constraints	constraint	NOUN
fcis-29982	195	17	and	and	CCONJ
fcis-29982	195	18	dice	dice	NOUN
fcis-29982	195	19	value	value	NOUN
fcis-29982	195	20	restrictions	restriction	NOUN
fcis-29982	195	21	.	.	PUNCT
fcis-29982	196	1	the	the	DET
fcis-29982	196	2	victory	victory	NOUN
fcis-29982	196	3	determination	determination	NOUN
fcis-29982	196	4	system	system	NOUN
fcis-29982	196	5	implements	implement	VERB
fcis-29982	196	6	dual	dual	ADJ
fcis-29982	196	7	winning	win	VERB
fcis-29982	196	8	condition	condition	NOUN
fcis-29982	196	9	verification	verification	NOUN
fcis-29982	196	10	,	,	PUNCT
fcis-29982	196	11	including	include	VERB
fcis-29982	196	12	target	target	NOUN
fcis-29982	196	13	point	point	NOUN
fcis-29982	196	14	achievement	achievement	NOUN
fcis-29982	196	15	and	and	CCONJ
fcis-29982	196	16	piece	piece	NOUN
fcis-29982	196	17	capture	capture	NOUN
fcis-29982	196	18	scenarios	scenario	NOUN
fcis-29982	196	19	.	.	PUNCT
fcis-29982	197	1	3.3	3.3	NUM
fcis-29982	197	2	.	.	PUNCT
fcis-29982	198	1	mcts	mct	NOUN
fcis-29982	198	2	search	search	NOUN
fcis-29982	198	3	module	module	NOUN
fcis-29982	198	4	the	the	DET
fcis-29982	198	5	mcts	mcts	PROPN
fcis-29982	198	6	search	search	NOUN
fcis-29982	198	7	module	module	NOUN
fcis-29982	198	8	incorporates	incorporate	VERB
fcis-29982	198	9	specialized	specialized	ADJ
fcis-29982	198	10	design	design	NOUN
fcis-29982	198	11	and	and	CCONJ
fcis-29982	198	12	optimization	optimization	NOUN
fcis-29982	198	13	features	feature	NOUN
fcis-29982	198	14	for	for	ADP
fcis-29982	198	15	einstein	einstein	PROPN
fcis-29982	198	16	chess	chess	NOUN
fcis-29982	198	17	characteristics	characteristic	NOUN
fcis-29982	198	18	.	.	PUNCT
fcis-29982	199	1	this	this	DET
fcis-29982	199	2	module	module	NOUN
fcis-29982	199	3	implements	implement	VERB
fcis-29982	199	4	an	an	DET
fcis-29982	199	5	enhanced	enhanced	ADJ
fcis-29982	199	6	monte	monte	PROPN
fcis-29982	199	7	carlo	carlo	PROPN
fcis-29982	199	8	tree	tree	NOUN
fcis-29982	199	9	search	search	NOUN
fcis-29982	199	10	algorithm	algorithm	NOUN
fcis-29982	199	11	capable	capable	ADJ
fcis-29982	199	12	of	of	ADP
fcis-29982	199	13	effectively	effectively	ADV
fcis-29982	199	14	handling	handle	VERB
fcis-29982	199	15	game	game	NOUN
fcis-29982	199	16	randomness	randomness	NOUN
fcis-29982	199	17	.	.	PUNCT
fcis-29982	200	1	in	in	ADP
fcis-29982	200	2	terms	term	NOUN
fcis-29982	200	3	of	of	ADP
fcis-29982	200	4	tree	tree	NOUN
fcis-29982	200	5	node	node	NOUN
fcis-29982	200	6	design	design	NOUN
fcis-29982	200	7	,	,	PUNCT
fcis-29982	200	8	each	each	DET
fcis-29982	200	9	node	node	NOUN
fcis-29982	200	10	contains	contain	VERB
fcis-29982	200	11	parent	parent	NOUN
fcis-29982	200	12	node	node	ADJ
fcis-29982	200	13	references	reference	NOUN
fcis-29982	200	14	,	,	PUNCT
fcis-29982	200	15	child	child	NOUN
fcis-29982	200	16	node	node	NOUN
fcis-29982	200	17	dictionaries	dictionary	NOUN
fcis-29982	200	18	,	,	PUNCT
fcis-29982	200	19	visit	visit	VERB
fcis-29982	200	20	counts	count	NOUN
fcis-29982	200	21	,	,	PUNCT
fcis-29982	200	22	accumulated	accumulate	VERB
fcis-29982	200	23	values	value	NOUN
fcis-29982	200	24	,	,	PUNCT
fcis-29982	200	25	and	and	CCONJ
fcis-29982	200	26	prior	prior	ADJ
fcis-29982	200	27	probabilities	probability	NOUN
fcis-29982	200	28	.	.	PUNCT
fcis-29982	201	1	core	core	ADJ
fcis-29982	201	2	algorithm	algorithm	NOUN
fcis-29982	201	3	improvements	improvement	NOUN
fcis-29982	201	4	include	include	VERB
fcis-29982	201	5	:	:	PUNCT
fcis-29982	201	6	modified	modified	ADJ
fcis-29982	201	7	ucb	ucb	NOUN
fcis-29982	201	8	formula	formula	NOUN
fcis-29982	201	9	for	for	ADP
fcis-29982	201	10	randomness	randomness	NOUN
fcis-29982	201	11	adaptation	adaptation	NOUN
fcis-29982	201	12	,	,	PUNCT
fcis-29982	201	13	dice	dice	VERB
fcis-29982	201	14	probability	probability	NOUN
fcis-29982	201	15	distribution	distribution	NOUN
fcis-29982	201	16	consideration	consideration	NOUN
fcis-29982	201	17	in	in	ADP
fcis-29982	201	18	node	node	ADJ
fcis-29982	201	19	selection	selection	NOUN
fcis-29982	201	20	,	,	PUNCT
fcis-29982	201	21	and	and	CCONJ
fcis-29982	201	22	optimized	optimize	VERB
fcis-29982	201	23	backpropagation	backpropagation	NOUN
fcis-29982	201	24	mechanisms	mechanism	NOUN
fcis-29982	201	25	.	.	PUNCT
fcis-29982	202	1	additionally	additionally	ADV
fcis-29982	202	2	,	,	PUNCT
fcis-29982	202	3	the	the	DET
fcis-29982	202	4	module	module	NOUN
fcis-29982	202	5	implements	implement	VERB
fcis-29982	202	6	probability	probability	NOUN
fcis-29982	202	7	-	-	PUNCT
fcis-29982	202	8	based	base	VERB
fcis-29982	202	9	action	action	NOUN
fcis-29982	202	10	selection	selection	NOUN
fcis-29982	202	11	strategies	strategy	NOUN
fcis-29982	202	12	and	and	CCONJ
fcis-29982	202	13	utilizes	utilize	VERB
fcis-29982	202	14	temperature	temperature	NOUN
fcis-29982	202	15	parameters	parameter	NOUN
fcis-29982	202	16	to	to	PART
fcis-29982	202	17	balance	balance	VERB
fcis-29982	202	18	exploration	exploration	NOUN
fcis-29982	202	19	and	and	CCONJ
fcis-29982	202	20	exploitation	exploitation	NOUN
fcis-29982	202	21	.	.	PUNCT
fcis-29982	203	1	3.4	3.4	NUM
fcis-29982	203	2	.	.	PUNCT
fcis-29982	203	3	neural	neural	ADJ
fcis-29982	203	4	network	network	NOUN
fcis-29982	203	5	design	design	VERB
fcis-29982	203	6	the	the	DET
fcis-29982	203	7	neural	neural	ADJ
fcis-29982	203	8	network	network	NOUN
fcis-29982	203	9	module[8	module[8	NOUN
fcis-29982	203	10	]	]	PUNCT
fcis-29982	203	11	employs	employ	VERB
fcis-29982	203	12	a	a	DET
fcis-29982	203	13	deep	deep	ADJ
fcis-29982	203	14	convolutional	convolutional	ADJ
fcis-29982	203	15	network	network	NOUN
fcis-29982	203	16	structure	structure	NOUN
fcis-29982	203	17	,	,	PUNCT
fcis-29982	203	18	unifying	unify	VERB
fcis-29982	203	19	policy	policy	NOUN
fcis-29982	203	20	and	and	CCONJ
fcis-29982	203	21	value	value	NOUN
fcis-29982	203	22	networks	network	NOUN
fcis-29982	203	23	.	.	PUNCT
fcis-29982	204	1	the	the	DET
fcis-29982	204	2	network	network	NOUN
fcis-29982	204	3	input	input	NOUN
fcis-29982	204	4	utilizes	utilize	VERB
fcis-29982	204	5	16	16	NUM
fcis-29982	204	6	-	-	PUNCT
fcis-29982	204	7	channel	channel	NOUN
fcis-29982	204	8	feature	feature	NOUN
fcis-29982	204	9	planes	plane	NOUN
fcis-29982	204	10	,	,	PUNCT
fcis-29982	204	11	comprising	comprise	VERB
fcis-29982	204	12	current	current	ADJ
fcis-29982	204	13	player	player	NOUN
fcis-29982	204	14	piece	piece	NOUN
fcis-29982	204	15	positions	position	NOUN
fcis-29982	204	16	(	(	PUNCT
fcis-29982	204	17	6	6	NUM
fcis-29982	204	18	channels	channel	NOUN
fcis-29982	204	19	)	)	PUNCT
fcis-29982	204	20	,	,	PUNCT
fcis-29982	204	21	opponent	opponent	NOUN
fcis-29982	204	22	piece	piece	NOUN
fcis-29982	204	23	positions	position	NOUN
fcis-29982	204	24	(	(	PUNCT
fcis-29982	204	25	6	6	NUM
fcis-29982	204	26	channels	channel	NOUN
fcis-29982	204	27	)	)	PUNCT
fcis-29982	204	28	,	,	PUNCT
fcis-29982	204	29	available	available	ADJ
fcis-29982	204	30	movement	movement	NOUN
fcis-29982	204	31	directions	direction	NOUN
fcis-29982	204	32	(	(	PUNCT
fcis-29982	204	33	3	3	NUM
fcis-29982	204	34	channels	channel	NOUN
fcis-29982	204	35	)	)	PUNCT
fcis-29982	204	36	,	,	PUNCT
fcis-29982	204	37	and	and	CCONJ
fcis-29982	204	38	current	current	ADJ
fcis-29982	204	39	player	player	NOUN
fcis-29982	204	40	identification	identification	NOUN
fcis-29982	204	41	(	(	PUNCT
fcis-29982	204	42	1	1	NUM
fcis-29982	204	43	channel	channel	NOUN
fcis-29982	204	44	)	)	PUNCT
fcis-29982	204	45	.	.	PUNCT
fcis-29982	205	1	the	the	DET
fcis-29982	205	2	network	network	NOUN
fcis-29982	205	3	architecture	architecture	NOUN
fcis-29982	205	4	incorporates	incorporate	VERB
fcis-29982	205	5	modern	modern	ADJ
fcis-29982	205	6	deep	deep	ADJ
fcis-29982	205	7	learning	learning	NOUN
fcis-29982	205	8	techniques	technique	NOUN
fcis-29982	205	9	,	,	PUNCT
fcis-29982	205	10	including	include	VERB
fcis-29982	205	11	batch	batch	NOUN
fcis-29982	205	12	normalization	normalization	NOUN
fcis-29982	205	13	layers	layer	NOUN
fcis-29982	205	14	,	,	PUNCT
fcis-29982	205	15	residual	residual	ADJ
fcis-29982	205	16	connections	connection	NOUN
fcis-29982	205	17	,	,	PUNCT
fcis-29982	205	18	and	and	CCONJ
fcis-29982	205	19	multi	multi	ADJ
fcis-29982	205	20	-	-	ADJ
fcis-29982	205	21	task	task	ADJ
fcis-29982	205	22	learning	learn	VERB
fcis-29982	205	23	frameworks	framework	NOUN
fcis-29982	205	24	.	.	PUNCT
fcis-29982	206	1	the	the	DET
fcis-29982	206	2	backbone	backbone	NOUN
fcis-29982	206	3	network	network	NOUN
fcis-29982	206	4	employs	employ	VERB
fcis-29982	206	5	multiple	multiple	ADJ
fcis-29982	206	6	convolutional	convolutional	ADJ
fcis-29982	206	7	layers	layer	NOUN
fcis-29982	206	8	for	for	ADP
fcis-29982	206	9	feature	feature	NOUN
fcis-29982	206	10	extraction	extraction	NOUN
fcis-29982	206	11	,	,	PUNCT
fcis-29982	206	12	connecting	connect	VERB
fcis-29982	206	13	to	to	ADP
fcis-29982	206	14	separate	separate	ADJ
fcis-29982	206	15	policy	policy	NOUN
fcis-29982	206	16	and	and	CCONJ
fcis-29982	206	17	value	value	NOUN
fcis-29982	206	18	heads	head	NOUN
fcis-29982	206	19	.	.	PUNCT
fcis-29982	207	1	the	the	DET
fcis-29982	207	2	policy	policy	NOUN
fcis-29982	207	3	head	head	NOUN
fcis-29982	207	4	outputs	output	NOUN
fcis-29982	207	5	move	move	VERB
fcis-29982	207	6	probability	probability	NOUN
fcis-29982	207	7	distributions	distribution	NOUN
fcis-29982	207	8	,	,	PUNCT
fcis-29982	207	9	while	while	SCONJ
fcis-29982	207	10	the	the	DET
fcis-29982	207	11	value	value	NOUN
fcis-29982	207	12	head	head	NOUN
fcis-29982	207	13	evaluates	evaluate	VERB
fcis-29982	207	14	current	current	ADJ
fcis-29982	207	15	position	position	NOUN
fcis-29982	207	16	win	win	NOUN
fcis-29982	207	17	rates	rate	NOUN
fcis-29982	207	18	.	.	PUNCT
fcis-29982	208	1	network	network	NOUN
fcis-29982	208	2	training	training	NOUN
fcis-29982	208	3	adopts	adopt	VERB
fcis-29982	208	4	a	a	DET
fcis-29982	208	5	multi	multi	ADJ
fcis-29982	208	6	-	-	ADJ
fcis-29982	208	7	task	task	ADJ
fcis-29982	208	8	learning	learning	NOUN
fcis-29982	208	9	approach	approach	NOUN
fcis-29982	208	10	,	,	PUNCT
fcis-29982	208	11	simultaneously	simultaneously	ADV
fcis-29982	208	12	optimizing	optimize	VERB
fcis-29982	208	13	policy	policy	NOUN
fcis-29982	208	14	prediction	prediction	NOUN
fcis-29982	208	15	and	and	CCONJ
fcis-29982	208	16	value	value	NOUN
fcis-29982	208	17	estimation	estimation	NOUN
fcis-29982	208	18	.	.	PUNCT
fcis-29982	209	1	3.5	3.5	NUM
fcis-29982	209	2	.	.	PUNCT
fcis-29982	209	3	training	training	NOUN
fcis-29982	209	4	system	system	NOUN
fcis-29982	209	5	implementation	implementation	NOUN
fcis-29982	209	6	the	the	DET
fcis-29982	209	7	training	training	NOUN
fcis-29982	209	8	system	system	NOUN
fcis-29982	209	9	module	module	NOUN
fcis-29982	209	10	implements	implement	VERB
fcis-29982	209	11	a	a	DET
fcis-29982	209	12	complete	complete	ADJ
fcis-29982	209	13	selfplay	selfplay	NOUN
fcis-29982	209	14	training	training	NOUN
fcis-29982	209	15	pipeline	pipeline	NOUN
fcis-29982	209	16	.	.	PUNCT
fcis-29982	210	1	this	this	DET
fcis-29982	210	2	module	module	NOUN
fcis-29982	210	3	is	be	AUX
fcis-29982	210	4	responsible	responsible	ADJ
fcis-29982	210	5	for	for	ADP
fcis-29982	210	6	generating	generate	VERB
fcis-29982	210	7	training	training	NOUN
fcis-29982	210	8	data	datum	NOUN
fcis-29982	210	9	,	,	PUNCT
fcis-29982	210	10	optimizing	optimize	VERB
fcis-29982	210	11	network	network	NOUN
fcis-29982	210	12	parameters	parameter	NOUN
fcis-29982	210	13	,	,	PUNCT
fcis-29982	210	14	and	and	CCONJ
fcis-29982	210	15	evaluating	evaluate	VERB
fcis-29982	210	16	system	system	NOUN
fcis-29982	210	17	performance	performance	NOUN
fcis-29982	210	18	.	.	PUNCT
fcis-29982	211	1	regarding	regard	VERB
fcis-29982	211	2	data	data	NOUN
fcis-29982	211	3	generation	generation	NOUN
fcis-29982	211	4	,	,	PUNCT
fcis-29982	211	5	the	the	DET
fcis-29982	211	6	system	system	NOUN
fcis-29982	211	7	collects	collect	VERB
fcis-29982	211	8	game	game	NOUN
fcis-29982	211	9	data	datum	NOUN
fcis-29982	211	10	through	through	ADP
fcis-29982	211	11	self	self	NOUN
fcis-29982	211	12	-	-	PUNCT
fcis-29982	211	13	play	play	NOUN
fcis-29982	211	14	and	and	CCONJ
fcis-29982	211	15	employs	employ	VERB
fcis-29982	211	16	data	datum	NOUN
fcis-29982	211	17	augmentation	augmentation	NOUN
fcis-29982	211	18	techniques	technique	NOUN
fcis-29982	211	19	to	to	PART
fcis-29982	211	20	expand	expand	VERB
fcis-29982	211	21	training	training	NOUN
fcis-29982	211	22	samples	sample	NOUN
fcis-29982	211	23	.	.	PUNCT
fcis-29982	212	1	the	the	DET
fcis-29982	212	2	training	training	NOUN
fcis-29982	212	3	process	process	NOUN
fcis-29982	212	4	implements	implement	VERB
fcis-29982	212	5	experience	experience	NOUN
fcis-29982	212	6	replay	replay	NOUN
fcis-29982	212	7	mechanisms	mechanism	NOUN
fcis-29982	212	8	,	,	PUNCT
fcis-29982	212	9	conducting	conduct	VERB
fcis-29982	212	10	batch	batch	NOUN
fcis-29982	212	11	training	training	NOUN
fcis-29982	212	12	through	through	ADP
fcis-29982	212	13	random	random	ADJ
fcis-29982	212	14	sampling	sampling	NOUN
fcis-29982	212	15	of	of	ADP
fcis-29982	212	16	historical	historical	ADJ
fcis-29982	212	17	data	datum	NOUN
fcis-29982	212	18	.	.	PUNCT
fcis-29982	213	1	the	the	DET
fcis-29982	213	2	system	system	NOUN
fcis-29982	213	3	employs	employ	VERB
fcis-29982	213	4	dynamic	dynamic	ADJ
fcis-29982	213	5	learning	learning	NOUN
fcis-29982	213	6	rate	rate	NOUN
fcis-29982	213	7	adjustment	adjustment	NOUN
fcis-29982	213	8	strategies	strategy	NOUN
fcis-29982	213	9	and	and	CCONJ
fcis-29982	213	10	incorporates	incorporate	VERB
fcis-29982	213	11	regularization	regularization	NOUN
fcis-29982	213	12	mechanisms	mechanism	NOUN
fcis-29982	213	13	to	to	PART
fcis-29982	213	14	prevent	prevent	VERB
fcis-29982	213	15	overfitting	overfitting	NOUN
fcis-29982	213	16	.	.	PUNCT
fcis-29982	214	1	the	the	DET
fcis-29982	214	2	evaluation	evaluation	NOUN
fcis-29982	214	3	system	system	NOUN
fcis-29982	214	4	assesses	assess	VERB
fcis-29982	214	5	model	model	NOUN
fcis-29982	214	6	performance	performance	NOUN
fcis-29982	214	7	through	through	ADP
fcis-29982	214	8	periodic	periodic	ADJ
fcis-29982	214	9	competition	competition	NOUN
fcis-29982	214	10	testing	testing	NOUN
fcis-29982	214	11	and	and	CCONJ
fcis-29982	214	12	preserves	preserve	VERB
fcis-29982	214	13	optimal	optimal	ADJ
fcis-29982	214	14	performance	performance	NOUN
fcis-29982	214	15	model	model	NOUN
fcis-29982	214	16	checkpoints	checkpoint	NOUN
fcis-29982	214	17	.	.	PUNCT
fcis-29982	215	1	the	the	DET
fcis-29982	215	2	entire	entire	ADJ
fcis-29982	215	3	training	training	NOUN
fcis-29982	215	4	process	process	NOUN
fcis-29982	215	5	is	be	AUX
fcis-29982	215	6	automated	automate	VERB
fcis-29982	215	7	,	,	PUNCT
fcis-29982	215	8	enabling	enable	VERB
fcis-29982	215	9	continuous	continuous	ADJ
fcis-29982	215	10	performance	performance	NOUN
fcis-29982	215	11	improvement	improvement	NOUN
fcis-29982	215	12	through	through	ADP
fcis-29982	215	13	sustained	sustained	ADJ
fcis-29982	215	14	self	self	NOUN
fcis-29982	215	15	-	-	PUNCT
fcis-29982	215	16	play	play	NOUN
fcis-29982	215	17	and	and	CCONJ
fcis-29982	215	18	learning	learning	NOUN
fcis-29982	215	19	.	.	PUNCT
fcis-29982	216	1	4	4	X
fcis-29982	216	2	.	.	X
fcis-29982	216	3	experimental	experimental	ADJ
fcis-29982	216	4	results	result	NOUN
fcis-29982	216	5	and	and	CCONJ
fcis-29982	216	6	analysis	analysis	NOUN
fcis-29982	216	7	4.1	4.1	NUM
fcis-29982	216	8	.	.	PUNCT
fcis-29982	217	1	experimental	experimental	ADJ
fcis-29982	217	2	environment	environment	NOUN
fcis-29982	217	3	and	and	CCONJ
fcis-29982	217	4	parameter	parameter	NOUN
fcis-29982	217	5	settings	setting	NOUN
fcis-29982	217	6	4.1.1	4.1.1	NUM
fcis-29982	217	7	.	.	PUNCT
fcis-29982	218	1	experimental	experimental	ADJ
fcis-29982	218	2	environment	environment	NOUN
fcis-29982	218	3	the	the	DET
fcis-29982	218	4	experiments	experiment	NOUN
fcis-29982	218	5	were	be	AUX
fcis-29982	218	6	conducted	conduct	VERB
fcis-29982	218	7	in	in	ADP
fcis-29982	218	8	the	the	DET
fcis-29982	218	9	hardware	hardware	NOUN
fcis-29982	218	10	and	and	CCONJ
fcis-29982	218	11	software	software	NOUN
fcis-29982	218	12	environment	environment	NOUN
fcis-29982	218	13	as	as	SCONJ
fcis-29982	218	14	shown	show	VERB
fcis-29982	218	15	in	in	ADP
fcis-29982	218	16	table	table	NOUN
fcis-29982	218	17	2	2	NUM
fcis-29982	218	18	.	.	PUNCT
fcis-29982	219	1	the	the	DET
fcis-29982	219	2	hardware	hardware	NOUN
fcis-29982	219	3	platform	platform	NOUN
fcis-29982	219	4	consists	consist	VERB
fcis-29982	219	5	of	of	ADP
fcis-29982	219	6	an	an	DET
fcis-29982	219	7	intel	intel	PROPN
fcis-29982	219	8	core	core	NOUN
fcis-29982	219	9	i7	i7	NOUN
fcis-29982	219	10	-	-	PUNCT
fcis-29982	219	11	11700k	11700k	NUM
fcis-29982	219	12	processor	processor	NOUN
fcis-29982	219	13	,	,	PUNCT
fcis-29982	219	14	nvidia	nvidia	PROPN
fcis-29982	219	15	geforce	geforce	NOUN
fcis-29982	219	16	rtx	rtx	PROPN
fcis-29982	219	17	3060	3060	NUM
fcis-29982	219	18	graphics	graphic	NOUN
fcis-29982	219	19	card	card	NOUN
fcis-29982	219	20	,	,	PUNCT
fcis-29982	219	21	and	and	CCONJ
fcis-29982	219	22	32	32	NUM
fcis-29982	219	23	gb	gb	NOUN
fcis-29982	219	24	ddr4	ddr4	PROPN
fcis-29982	219	25	7	7	NUM
fcis-29982	219	26	memory	memory	NOUN
fcis-29982	219	27	.	.	PUNCT
fcis-29982	220	1	the	the	DET
fcis-29982	220	2	software	software	NOUN
fcis-29982	220	3	environment	environment	NOUN
fcis-29982	220	4	is	be	AUX
fcis-29982	220	5	based	base	VERB
fcis-29982	220	6	on	on	ADP
fcis-29982	220	7	windows	window	NOUN
fcis-29982	220	8	10	10	NUM
fcis-29982	220	9	operating	operating	NOUN
fcis-29982	220	10	system	system	NOUN
fcis-29982	220	11	,	,	PUNCT
fcis-29982	220	12	utilizing	utilize	VERB
fcis-29982	220	13	pytorch	pytorch	NOUN
fcis-29982	220	14	2.0.1	2.0.1	NUM
fcis-29982	220	15	deep	deep	ADJ
fcis-29982	220	16	learning	learning	NOUN
fcis-29982	220	17	framework	framework	NOUN
fcis-29982	220	18	with	with	ADP
fcis-29982	220	19	gpu	gpu	NOUN
fcis-29982	220	20	acceleration	acceleration	NOUN
fcis-29982	220	21	through	through	ADP
fcis-29982	220	22	cuda	cuda	PROPN
fcis-29982	220	23	11.7	11.7	NUM
fcis-29982	220	24	.	.	PUNCT
fcis-29982	221	1	table	table	NOUN
fcis-29982	221	2	2	2	NUM
fcis-29982	221	3	.	.	PUNCT
fcis-29982	221	4	experimental	experimental	ADJ
fcis-29982	221	5	environment	environment	PROPN
fcis-29982	221	6	configuration	configuration	NOUN
fcis-29982	221	7	component	component	NOUN
fcis-29982	221	8	specification	specification	NOUN
fcis-29982	221	9	cpu	cpu	PROPN
fcis-29982	221	10	intel	intel	PROPN
fcis-29982	221	11	core	core	NOUN
fcis-29982	221	12	i7	i7	NOUN
fcis-29982	221	13	-	-	PUNCT
fcis-29982	221	14	11700k	11700k	NUM
fcis-29982	221	15	gpu	gpu	PROPN
fcis-29982	221	16	nvidia	nvidia	PROPN
fcis-29982	221	17	geforce	geforce	NOUN
fcis-29982	221	18	rtx	rtx	PROPN
fcis-29982	221	19	3060	3060	NUM
fcis-29982	221	20	ram	ram	NOUN
fcis-29982	221	21	32	32	NUM
fcis-29982	221	22	gb	gb	NOUN
fcis-29982	221	23	os	os	NOUN
fcis-29982	221	24	windows	window	NOUN
fcis-29982	221	25	10	10	NUM
fcis-29982	221	26	deep	deep	ADJ
fcis-29982	221	27	learning	learning	NOUN
fcis-29982	221	28	framework	framework	NOUN
fcis-29982	221	29	pytorch	pytorch	NOUN
fcis-29982	221	30	2.0.1	2.0.1	NUM
fcis-29982	221	31	cuda	cuda	NOUN
fcis-29982	221	32	version	version	NOUN
fcis-29982	221	33	cuda	cuda	NOUN
fcis-29982	221	34	11.7	11.7	NUM
fcis-29982	221	35	4.1.2	4.1.2	NUM
fcis-29982	221	36	.	.	PUNCT
fcis-29982	222	1	training	training	NOUN
fcis-29982	222	2	parameter	parameter	NOUN
fcis-29982	222	3	settings	setting	VERB
fcis-29982	222	4	the	the	DET
fcis-29982	222	5	main	main	ADJ
fcis-29982	222	6	training	training	NOUN
fcis-29982	222	7	parameters	parameter	NOUN
fcis-29982	222	8	are	be	AUX
fcis-29982	222	9	configured	configure	VERB
fcis-29982	222	10	as	as	SCONJ
fcis-29982	222	11	shown	show	VERB
fcis-29982	222	12	in	in	ADP
fcis-29982	222	13	table	table	NOUN
fcis-29982	222	14	3	3	NUM
fcis-29982	222	15	.	.	PUNCT
fcis-29982	223	1	these	these	DET
fcis-29982	223	2	parameter	parameter	NOUN
fcis-29982	223	3	selections	selection	NOUN
fcis-29982	223	4	are	be	AUX
fcis-29982	223	5	based	base	VERB
fcis-29982	223	6	on	on	ADP
fcis-29982	223	7	preliminary	preliminary	ADJ
fcis-29982	223	8	experimental	experimental	ADJ
fcis-29982	223	9	results	result	NOUN
fcis-29982	223	10	and	and	CCONJ
fcis-29982	223	11	balanced	balanced	ADJ
fcis-29982	223	12	consideration	consideration	NOUN
fcis-29982	223	13	of	of	ADP
fcis-29982	223	14	computational	computational	ADJ
fcis-29982	223	15	resources	resource	NOUN
fcis-29982	223	16	.	.	PUNCT
fcis-29982	224	1	table	table	NOUN
fcis-29982	224	2	3	3	NUM
fcis-29982	224	3	.	.	PUNCT
fcis-29982	224	4	training	training	NOUN
fcis-29982	224	5	parameter	parameter	NOUN
fcis-29982	224	6	configuration	configuration	NOUN
fcis-29982	224	7	parameter	parameter	NOUN
fcis-29982	224	8	value	value	NOUN
fcis-29982	224	9	description	description	NOUN
fcis-29982	224	10	batch	batch	NOUN
fcis-29982	224	11	size	size	NOUN
fcis-29982	224	12	1024	1024	NUM
fcis-29982	224	13	balance	balance	NOUN
fcis-29982	224	14	between	between	ADP
fcis-29982	224	15	training	training	NOUN
fcis-29982	224	16	efficiency	efficiency	NOUN
fcis-29982	224	17	and	and	CCONJ
fcis-29982	224	18	memory	memory	NOUN
fcis-29982	224	19	usage	usage	NOUN
fcis-29982	224	20	initial	initial	ADJ
fcis-29982	224	21	learning	learning	NOUN
fcis-29982	224	22	rate	rate	NOUN
fcis-29982	224	23	2e	2e	PROPN
fcis-29982	224	24	employs	employ	VERB
fcis-29982	224	25	dynamic	dynamic	ADJ
fcis-29982	224	26	adjustment	adjustment	NOUN
fcis-29982	224	27	strategy	strategy	NOUN
fcis-29982	224	28	mcts	mct	NOUN
fcis-29982	224	29	simulation	simulation	NOUN
fcis-29982	224	30	count	count	VERB
fcis-29982	224	31	400	400	NUM
fcis-29982	224	32	search	search	NOUN
fcis-29982	224	33	depth	depth	NOUN
fcis-29982	224	34	for	for	ADP
fcis-29982	224	35	each	each	DET
fcis-29982	224	36	decision	decision	NOUN
fcis-29982	224	37	training	training	NOUN
fcis-29982	224	38	epochs	epoch	NOUN
fcis-29982	224	39	1500	1500	NUM
fcis-29982	224	40	total	total	ADJ
fcis-29982	224	41	training	training	NOUN
fcis-29982	224	42	batches	batch	NOUN
fcis-29982	224	43	experience	experience	NOUN
fcis-29982	224	44	pool	pool	NOUN
fcis-29982	224	45	size	size	NOUN
fcis-29982	224	46	10000	10000	NUM
fcis-29982	224	47	capacity	capacity	NOUN
fcis-29982	224	48	of	of	ADP
fcis-29982	224	49	experience	experience	NOUN
fcis-29982	224	50	replay	replay	NOUN
fcis-29982	224	51	buffer	buffer	NOUN
fcis-29982	224	52	self	self	NOUN
fcis-29982	224	53	-	-	PUNCT
fcis-29982	224	54	play	play	NOUN
fcis-29982	224	55	games	game	NOUN
fcis-29982	224	56	500	500	NUM
fcis-29982	224	57	number	number	NOUN
fcis-29982	224	58	of	of	ADP
fcis-29982	224	59	games	game	NOUN
fcis-29982	224	60	per	per	ADP
fcis-29982	224	61	training	training	NOUN
fcis-29982	224	62	round	round	ADP
fcis-29982	224	63	4.2	4.2	NUM
fcis-29982	224	64	.	.	PUNCT
fcis-29982	225	1	training	training	NOUN
fcis-29982	225	2	process	process	NOUN
fcis-29982	225	3	analysis	analysis	NOUN
fcis-29982	225	4	4.2.1	4.2.1	NUM
fcis-29982	225	5	.	.	PUNCT
fcis-29982	226	1	loss	loss	NOUN
fcis-29982	226	2	function	function	NOUN
fcis-29982	226	3	convergence	convergence	NOUN
fcis-29982	226	4	analysis	analysis	NOUN
fcis-29982	226	5	during	during	ADP
fcis-29982	226	6	the	the	DET
fcis-29982	226	7	training	training	NOUN
fcis-29982	226	8	process	process	NOUN
fcis-29982	227	1	,	,	PUNCT
fcis-29982	227	2	we	we	PRON
fcis-29982	227	3	conducted	conduct	VERB
fcis-29982	227	4	an	an	DET
fcis-29982	227	5	in	in	ADP
fcis-29982	227	6	-	-	PUNCT
fcis-29982	227	7	depth	depth	NOUN
fcis-29982	227	8	analysis	analysis	NOUN
fcis-29982	227	9	of	of	ADP
fcis-29982	227	10	the	the	DET
fcis-29982	227	11	model	model	NOUN
fcis-29982	227	12	's	's	PART
fcis-29982	227	13	loss	loss	NOUN
fcis-29982	227	14	function	function	NOUN
fcis-29982	227	15	convergence	convergence	NOUN
fcis-29982	227	16	characteristics	characteristic	NOUN
fcis-29982	227	17	,	,	PUNCT
fcis-29982	227	18	as	as	SCONJ
fcis-29982	227	19	illustrated	illustrate	VERB
fcis-29982	227	20	in	in	ADP
fcis-29982	227	21	figure	figure	NOUN
fcis-29982	227	22	4	4	NUM
fcis-29982	227	23	.	.	PUNCT
fcis-29982	227	24	figure	figure	VERB
fcis-29982	227	25	4	4	NUM
fcis-29982	227	26	.	.	PUNCT
fcis-29982	227	27	loss	loss	NOUN
fcis-29982	227	28	function	function	NOUN
fcis-29982	227	29	convergence	convergence	NOUN
fcis-29982	227	30	analysis	analysis	NOUN
fcis-29982	227	31	figure	figure	NOUN
fcis-29982	227	32	4	4	NUM
fcis-29982	227	33	:	:	PUNCT
fcis-29982	227	34	loss	loss	NOUN
fcis-29982	227	35	function	function	NOUN
fcis-29982	227	36	convergence	convergence	NOUN
fcis-29982	227	37	analysis	analysis	NOUN
fcis-29982	227	38	.	.	PUNCT
fcis-29982	228	1	the	the	DET
fcis-29982	228	2	upper	upper	ADJ
fcis-29982	228	3	graph	graph	NOUN
fcis-29982	228	4	shows	show	VERB
fcis-29982	228	5	a	a	DET
fcis-29982	228	6	comparison	comparison	NOUN
fcis-29982	228	7	between	between	ADP
fcis-29982	228	8	actual	actual	ADJ
fcis-29982	228	9	loss	loss	NOUN
fcis-29982	228	10	values	value	NOUN
fcis-29982	228	11	(	(	PUNCT
fcis-29982	228	12	blue	blue	ADJ
fcis-29982	228	13	line	line	NOUN
fcis-29982	228	14	)	)	PUNCT
fcis-29982	228	15	and	and	CCONJ
fcis-29982	228	16	hyperbolic	hyperbolic	ADJ
fcis-29982	228	17	fitting	fitting	ADJ
fcis-29982	228	18	(	(	PUNCT
fcis-29982	228	19	red	red	ADJ
fcis-29982	228	20	dashed	dash	VERB
fcis-29982	228	21	line	line	NOUN
fcis-29982	228	22	)	)	PUNCT
fcis-29982	228	23	;	;	PUNCT
fcis-29982	228	24	the	the	DET
fcis-29982	228	25	lower	low	ADJ
fcis-29982	228	26	graph	graph	NOUN
fcis-29982	228	27	displays	display	VERB
fcis-29982	228	28	the	the	DET
fcis-29982	228	29	moving	move	VERB
fcis-29982	228	30	window	window	NOUN
fcis-29982	228	31	variance	variance	NOUN
fcis-29982	228	32	of	of	ADP
fcis-29982	228	33	loss	loss	NOUN
fcis-29982	228	34	values	value	NOUN
fcis-29982	228	35	,	,	PUNCT
fcis-29982	228	36	with	with	ADP
fcis-29982	228	37	the	the	DET
fcis-29982	228	38	red	red	ADJ
fcis-29982	228	39	dashed	dash	VERB
fcis-29982	228	40	line	line	NOUN
fcis-29982	228	41	indicating	indicate	VERB
fcis-29982	228	42	the	the	DET
fcis-29982	228	43	stability	stability	NOUN
fcis-29982	228	44	threshold	threshold	NOUN
fcis-29982	228	45	(	(	PUNCT
fcis-29982	228	46	0.01	0.01	NUM
fcis-29982	228	47	)	)	PUNCT
fcis-29982	228	48	.	.	PUNCT
fcis-29982	229	1	the	the	DET
fcis-29982	229	2	following	follow	VERB
fcis-29982	229	3	characteristics	characteristic	NOUN
fcis-29982	229	4	can	can	AUX
fcis-29982	229	5	be	be	AUX
fcis-29982	229	6	observed	observe	VERB
fcis-29982	229	7	from	from	ADP
fcis-29982	229	8	figure	figure	NOUN
fcis-29982	229	9	4	4	NUM
fcis-29982	229	10	:	:	PUNCT
fcis-29982	229	11	rapid	rapid	ADJ
fcis-29982	229	12	convergence	convergence	NOUN
fcis-29982	229	13	phase	phase	NOUN
fcis-29982	229	14	:	:	PUNCT
fcis-29982	229	15	within	within	ADP
fcis-29982	229	16	the	the	DET
fcis-29982	229	17	first	first	ADJ
fcis-29982	229	18	30	30	NUM
fcis-29982	229	19	batches	batch	NOUN
fcis-29982	229	20	,	,	PUNCT
fcis-29982	229	21	the	the	DET
fcis-29982	229	22	loss	loss	NOUN
fcis-29982	229	23	value	value	NOUN
fcis-29982	229	24	rapidly	rapidly	ADV
fcis-29982	229	25	decreased	decrease	VERB
fcis-29982	229	26	from	from	ADP
fcis-29982	229	27	2.5	2.5	NUM
fcis-29982	229	28	to	to	ADP
fcis-29982	229	29	approximately	approximately	ADV
fcis-29982	229	30	1.0	1.0	NUM
fcis-29982	229	31	.	.	PUNCT
fcis-29982	230	1	transition	transition	NOUN
fcis-29982	230	2	phase	phase	NOUN
fcis-29982	230	3	:	:	PUNCT
fcis-29982	230	4	between	between	ADP
fcis-29982	230	5	batches	batch	NOUN
fcis-29982	230	6	30	30	NUM
fcis-29982	230	7	-	-	SYM
fcis-29982	230	8	60	60	NUM
fcis-29982	230	9	,	,	PUNCT
fcis-29982	230	10	the	the	DET
fcis-29982	230	11	convergence	convergence	NOUN
fcis-29982	230	12	rate	rate	NOUN
fcis-29982	230	13	slowed	slow	VERB
fcis-29982	230	14	down	down	ADP
fcis-29982	230	15	,	,	PUNCT
fcis-29982	230	16	showing	show	VERB
fcis-29982	230	17	steady	steady	ADJ
fcis-29982	230	18	decline	decline	NOUN
fcis-29982	230	19	in	in	ADP
fcis-29982	230	20	loss	loss	NOUN
fcis-29982	230	21	values	value	NOUN
fcis-29982	230	22	.	.	PUNCT
fcis-29982	231	1	stable	stable	ADJ
fcis-29982	231	2	phase	phase	NOUN
fcis-29982	231	3	:	:	PUNCT
fcis-29982	231	4	after	after	ADP
fcis-29982	231	5	batch	batch	NOUN
fcis-29982	231	6	60	60	NUM
fcis-29982	231	7	,	,	PUNCT
fcis-29982	231	8	the	the	DET
fcis-29982	231	9	loss	loss	NOUN
fcis-29982	231	10	value	value	NOUN
fcis-29982	231	11	fluctuated	fluctuate	VERB
fcis-29982	231	12	around	around	ADP
fcis-29982	231	13	0.5	0.5	NUM
fcis-29982	231	14	,	,	PUNCT
fcis-29982	231	15	with	with	ADP
fcis-29982	231	16	variance	variance	NOUN
fcis-29982	231	17	maintained	maintain	VERB
fcis-29982	231	18	below	below	ADP
fcis-29982	231	19	the	the	DET
fcis-29982	231	20	threshold	threshold	NOUN
fcis-29982	231	21	.	.	PUNCT
fcis-29982	232	1	4.2.2	4.2.2	X
fcis-29982	232	2	.	.	PUNCT
fcis-29982	232	3	dynamic	dynamic	ADJ
fcis-29982	232	4	learning	learning	NOUN
fcis-29982	232	5	rate	rate	NOUN
fcis-29982	232	6	adjustment	adjustment	NOUN
fcis-29982	232	7	figure	figure	NOUN
fcis-29982	232	8	5	5	NUM
fcis-29982	232	9	:	:	PUNCT
fcis-29982	232	10	learning	learn	VERB
fcis-29982	232	11	rate	rate	NOUN
fcis-29982	232	12	analysis	analysis	NOUN
fcis-29982	232	13	.	.	PUNCT
fcis-29982	233	1	the	the	DET
fcis-29982	233	2	upper	upper	ADJ
fcis-29982	233	3	graph	graph	NOUN
fcis-29982	233	4	illustrates	illustrate	VERB
fcis-29982	233	5	the	the	DET
fcis-29982	233	6	learning	learning	NOUN
fcis-29982	233	7	rate	rate	NOUN
fcis-29982	233	8	evolution	evolution	NOUN
fcis-29982	233	9	throughout	throughout	ADP
fcis-29982	233	10	the	the	DET
fcis-29982	233	11	training	training	NOUN
fcis-29982	233	12	process	process	NOUN
fcis-29982	233	13	;	;	PUNCT
fcis-29982	233	14	the	the	DET
fcis-29982	233	15	lower	low	ADJ
fcis-29982	233	16	graph	graph	NOUN
fcis-29982	233	17	presents	present	VERB
fcis-29982	233	18	a	a	DET
fcis-29982	233	19	scatter	scatter	NOUN
fcis-29982	233	20	plot	plot	NOUN
fcis-29982	233	21	showing	show	VERB
fcis-29982	233	22	the	the	DET
fcis-29982	233	23	relationship	relationship	NOUN
fcis-29982	233	24	between	between	ADP
fcis-29982	233	25	learning	learn	VERB
fcis-29982	233	26	rates	rate	NOUN
fcis-29982	233	27	and	and	CCONJ
fcis-29982	233	28	loss	loss	NOUN
fcis-29982	233	29	values	value	NOUN
fcis-29982	233	30	.	.	PUNCT
fcis-29982	234	1	as	as	SCONJ
fcis-29982	234	2	shown	show	VERB
fcis-29982	234	3	in	in	ADP
fcis-29982	234	4	figure	figure	NOUN
fcis-29982	234	5	4	4	NUM
fcis-29982	234	6	,	,	PUNCT
fcis-29982	234	7	we	we	PRON
fcis-29982	234	8	implemented	implement	VERB
fcis-29982	234	9	an	an	DET
fcis-29982	234	10	adaptive	adaptive	ADJ
fcis-29982	234	11	learning	learning	NOUN
fcis-29982	234	12	rate	rate	NOUN
fcis-29982	234	13	adjustment	adjustment	NOUN
fcis-29982	234	14	strategy	strategy	NOUN
fcis-29982	234	15	:	:	PUNCT
fcis-29982	234	16	learning	learn	VERB
fcis-29982	234	17	rate	rate	NOUN
fcis-29982	234	18	decay	decay	NOUN
fcis-29982	234	19	:	:	PUNCT
fcis-29982	234	20	starting	start	VERB
fcis-29982	234	21	from	from	ADP
fcis-29982	234	22	an	an	DET
fcis-29982	234	23	initial	initial	ADJ
fcis-29982	234	24	value	value	NOUN
fcis-29982	234	25	of	of	ADP
fcis-29982	234	26	0.001	0.001	NUM
fcis-29982	234	27	,	,	PUNCT
fcis-29982	234	28	we	we	PRON
fcis-29982	234	29	employed	employ	VERB
fcis-29982	234	30	an	an	DET
fcis-29982	234	31	exponential	exponential	ADJ
fcis-29982	234	32	decay	decay	NOUN
fcis-29982	234	33	strategy	strategy	NOUN
fcis-29982	234	34	.	.	PUNCT
fcis-29982	235	1	loss	loss	NOUN
fcis-29982	235	2	correlation	correlation	NOUN
fcis-29982	235	3	:	:	PUNCT
fcis-29982	235	4	the	the	DET
fcis-29982	235	5	scatter	scatter	NOUN
fcis-29982	235	6	plot	plot	NOUN
fcis-29982	235	7	demonstrates	demonstrate	VERB
fcis-29982	235	8	that	that	SCONJ
fcis-29982	235	9	smaller	small	ADJ
fcis-29982	235	10	learning	learning	NOUN
fcis-29982	235	11	rates	rate	NOUN
fcis-29982	235	12	(	(	PUNCT
fcis-29982	235	13	in	in	ADP
fcis-29982	235	14	the	the	DET
fcis-29982	235	15	order	order	NOUN
fcis-29982	235	16	of	of	ADP
fcis-29982	235	17	10	10	NUM
fcis-29982	235	18	)	)	PUNCT
fcis-29982	235	19	correspond	correspond	VERB
fcis-29982	235	20	to	to	ADP
fcis-29982	235	21	more	more	ADV
fcis-29982	235	22	stable	stable	ADJ
fcis-29982	235	23	loss	loss	NOUN
fcis-29982	235	24	values	value	NOUN
fcis-29982	235	25	.	.	PUNCT
fcis-29982	236	1	optimization	optimization	NOUN
fcis-29982	236	2	effect	effect	NOUN
fcis-29982	236	3	:	:	PUNCT
fcis-29982	236	4	the	the	DET
fcis-29982	236	5	learning	learning	NOUN
fcis-29982	236	6	rate	rate	NOUN
fcis-29982	236	7	adjustment	adjustment	NOUN
fcis-29982	236	8	strategy	strategy	NOUN
fcis-29982	236	9	effectively	effectively	ADV
fcis-29982	236	10	prevented	prevent	VERB
fcis-29982	236	11	dramatic	dramatic	ADJ
fcis-29982	236	12	fluctuations	fluctuation	NOUN
fcis-29982	236	13	during	during	ADP
fcis-29982	236	14	the	the	DET
fcis-29982	236	15	training	training	NOUN
fcis-29982	236	16	process	process	NOUN
fcis-29982	236	17	.	.	PUNCT
fcis-29982	237	1	4.3	4.3	NUM
fcis-29982	237	2	.	.	PUNCT
fcis-29982	237	3	comparative	comparative	ADJ
fcis-29982	237	4	analysis	analysis	NOUN
fcis-29982	237	5	of	of	ADP
fcis-29982	237	6	different	different	ADJ
fcis-29982	237	7	agents	agent	NOUN
fcis-29982	237	8	to	to	PART
fcis-29982	237	9	evaluate	evaluate	VERB
fcis-29982	237	10	the	the	DET
fcis-29982	237	11	effectiveness	effectiveness	NOUN
fcis-29982	237	12	of	of	ADP
fcis-29982	237	13	our	our	PRON
fcis-29982	237	14	proposed	propose	VERB
fcis-29982	237	15	method	method	NOUN
fcis-29982	237	16	,	,	PUNCT
fcis-29982	237	17	we	we	PRON
fcis-29982	237	18	designed	design	VERB
fcis-29982	237	19	a	a	DET
fcis-29982	237	20	systematic	systematic	ADJ
fcis-29982	237	21	comparative	comparative	ADJ
fcis-29982	237	22	experiment	experiment	NOUN
fcis-29982	237	23	testing	test	VERB
fcis-29982	237	24	three	three	NUM
fcis-29982	237	25	distinct	distinct	ADJ
fcis-29982	237	26	agents	agent	NOUN
fcis-29982	237	27	:	:	PUNCT
fcis-29982	238	1	1	1	X
fcis-29982	238	2	.	.	X
fcis-29982	238	3	a	a	DET
fcis-29982	238	4	basic	basic	ADJ
fcis-29982	238	5	monte	monte	PROPN
fcis-29982	238	6	carlo	carlo	NOUN
fcis-29982	238	7	tree	tree	NOUN
fcis-29982	238	8	search	search	NOUN
fcis-29982	238	9	(	(	PUNCT
fcis-29982	238	10	pure	pure	ADJ
fcis-29982	238	11	mcts	mct	NOUN
fcis-29982	238	12	)	)	PUNCT
fcis-29982	238	13	implementation	implementation	NOUN
fcis-29982	238	14	2	2	NUM
fcis-29982	238	15	.	.	PUNCT
fcis-29982	239	1	the	the	DET
fcis-29982	239	2	champion	champion	NOUN
fcis-29982	239	3	program	program	NOUN
fcis-29982	239	4	from	from	ADP
fcis-29982	239	5	the	the	DET
fcis-29982	239	6	2024	2024	NUM
fcis-29982	239	7	liaoning	liaoning	NOUN
fcis-29982	239	8	computer	computer	NOUN
fcis-29982	239	9	games	games	PROPN
fcis-29982	239	10	competition	competition	PROPN
fcis-29982	239	11	einstein	einstein	PROPN
fcis-29982	239	12	chess	chess	NOUN
fcis-29982	239	13	championship	championship	NOUN
fcis-29982	239	14	(	(	PUNCT
fcis-29982	239	15	referred	refer	VERB
fcis-29982	239	16	to	to	ADP
fcis-29982	239	17	as	as	ADP
fcis-29982	239	18	the	the	DET
fcis-29982	239	19	"	"	PUNCT
fcis-29982	239	20	champion	champion	NOUN
fcis-29982	239	21	program	program	NOUN
fcis-29982	239	22	"	"	PUNCT
fcis-29982	239	23	)	)	PUNCT
fcis-29982	239	24	8	8	NUM
fcis-29982	239	25	figure	figure	NOUN
fcis-29982	239	26	5	5	NUM
fcis-29982	239	27	.	.	PUNCT
fcis-29982	240	1	learning	learn	VERB
fcis-29982	240	2	rate	rate	NOUN
fcis-29982	240	3	analysis	analysis	NOUN
fcis-29982	240	4	3	3	NUM
fcis-29982	240	5	.	.	PUNCT
fcis-29982	241	1	our	our	PRON
fcis-29982	241	2	proposed	propose	VERB
fcis-29982	241	3	algorithm	algorithm	NOUN
fcis-29982	241	4	the	the	DET
fcis-29982	241	5	primary	primary	ADJ
fcis-29982	241	6	objective	objective	NOUN
fcis-29982	241	7	was	be	AUX
fcis-29982	241	8	to	to	PART
fcis-29982	241	9	assess	assess	VERB
fcis-29982	241	10	the	the	DET
fcis-29982	241	11	performance	performance	NOUN
fcis-29982	241	12	of	of	ADP
fcis-29982	241	13	different	different	ADJ
fcis-29982	241	14	algorithmic	algorithmic	ADJ
fcis-29982	241	15	strategies	strategy	NOUN
fcis-29982	241	16	in	in	ADP
fcis-29982	241	17	actual	actual	ADJ
fcis-29982	241	18	gameplay	gameplay	NOUN
fcis-29982	241	19	scenarios	scenario	NOUN
fcis-29982	241	20	and	and	CCONJ
fcis-29982	241	21	conduct	conduct	VERB
fcis-29982	241	22	quantitative	quantitative	ADJ
fcis-29982	241	23	analysis	analysis	NOUN
fcis-29982	241	24	through	through	ADP
fcis-29982	241	25	win	win	NOUN
fcis-29982	241	26	rates	rate	NOUN
fcis-29982	241	27	.	.	PUNCT
fcis-29982	242	1	this	this	DET
fcis-29982	242	2	systematic	systematic	ADJ
fcis-29982	242	3	comparative	comparative	ADJ
fcis-29982	242	4	approach	approach	NOUN
fcis-29982	242	5	enabled	enable	VERB
fcis-29982	242	6	comprehensive	comprehensive	ADJ
fcis-29982	242	7	evaluation	evaluation	NOUN
fcis-29982	242	8	of	of	ADP
fcis-29982	242	9	our	our	PRON
fcis-29982	242	10	proposed	propose	VERB
fcis-29982	242	11	algorithm	algorithm	NOUN
fcis-29982	242	12	's	's	PART
fcis-29982	242	13	practical	practical	ADJ
fcis-29982	242	14	effectiveness	effectiveness	NOUN
fcis-29982	242	15	.	.	PUNCT
fcis-29982	243	1	as	as	SCONJ
fcis-29982	243	2	illustrated	illustrate	VERB
fcis-29982	243	3	in	in	ADP
fcis-29982	243	4	figure	figure	NOUN
fcis-29982	243	5	6	6	NUM
fcis-29982	243	6	,	,	PUNCT
fcis-29982	243	7	which	which	PRON
fcis-29982	243	8	presents	present	VERB
fcis-29982	243	9	the	the	DET
fcis-29982	243	10	win	win	NOUN
fcis-29982	243	11	-	-	PUNCT
fcis-29982	243	12	loss	loss	NOUN
fcis-29982	243	13	statistics	statistic	NOUN
fcis-29982	243	14	for	for	ADP
fcis-29982	243	15	each	each	DET
fcis-29982	243	16	agent	agent	NOUN
fcis-29982	243	17	across	across	ADP
fcis-29982	243	18	1,000	1,000	NUM
fcis-29982	243	19	games	game	NOUN
fcis-29982	243	20	,	,	PUNCT
fcis-29982	243	21	the	the	DET
fcis-29982	243	22	detailed	detailed	ADJ
fcis-29982	243	23	results	result	NOUN
fcis-29982	243	24	are	be	AUX
fcis-29982	243	25	as	as	SCONJ
fcis-29982	243	26	follows	follow	VERB
fcis-29982	243	27	:	:	PUNCT
fcis-29982	243	28	pure	pure	ADJ
fcis-29982	243	29	mcts	mct	NOUN
fcis-29982	243	30	vs.	vs.	ADP
fcis-29982	243	31	champion	champion	NOUN
fcis-29982	243	32	program	program	NOUN
fcis-29982	243	33	:	:	PUNCT
fcis-29982	243	34	in	in	ADP
fcis-29982	243	35	1,000	1,000	NUM
fcis-29982	243	36	games	game	NOUN
fcis-29982	243	37	,	,	PUNCT
fcis-29982	243	38	pure	pure	ADJ
fcis-29982	243	39	mcts	mct	NOUN
fcis-29982	243	40	won	win	VERB
fcis-29982	243	41	357	357	NUM
fcis-29982	243	42	games	game	NOUN
fcis-29982	243	43	while	while	SCONJ
fcis-29982	243	44	the	the	DET
fcis-29982	243	45	champion	champion	NOUN
fcis-29982	243	46	program	program	NOUN
fcis-29982	243	47	won	win	VERB
fcis-29982	243	48	643	643	NUM
fcis-29982	243	49	games	game	NOUN
fcis-29982	243	50	,	,	PUNCT
fcis-29982	243	51	demonstrating	demonstrate	VERB
fcis-29982	243	52	the	the	DET
fcis-29982	243	53	champion	champion	NOUN
fcis-29982	243	54	program	program	NOUN
fcis-29982	243	55	's	's	PART
fcis-29982	243	56	significant	significant	ADJ
fcis-29982	243	57	advantages	advantage	NOUN
fcis-29982	243	58	in	in	ADP
fcis-29982	243	59	strategy	strategy	NOUN
fcis-29982	243	60	selection	selection	NOUN
fcis-29982	243	61	and	and	CCONJ
fcis-29982	243	62	execution	execution	NOUN
fcis-29982	243	63	efficiency	efficiency	NOUN
fcis-29982	243	64	.	.	PUNCT
fcis-29982	244	1	pure	pure	ADJ
fcis-29982	244	2	mcts	mct	NOUN
fcis-29982	244	3	vs.	vs.	ADP
fcis-29982	244	4	our	our	PRON
fcis-29982	244	5	algorithm	algorithm	NOUN
fcis-29982	244	6	:	:	PUNCT
fcis-29982	244	7	in	in	ADP
fcis-29982	244	8	this	this	DET
fcis-29982	244	9	matchup	matchup	NOUN
fcis-29982	244	10	,	,	PUNCT
fcis-29982	244	11	pure	pure	ADJ
fcis-29982	244	12	mcts	mct	NOUN
fcis-29982	244	13	won	win	VERB
fcis-29982	244	14	only	only	ADV
fcis-29982	244	15	153	153	NUM
fcis-29982	244	16	games	game	NOUN
fcis-29982	244	17	,	,	PUNCT
fcis-29982	244	18	while	while	SCONJ
fcis-29982	244	19	our	our	PRON
fcis-29982	244	20	algorithm	algorithm	NOUN
fcis-29982	244	21	achieved	achieve	VERB
fcis-29982	244	22	847	847	NUM
fcis-29982	244	23	victories	victory	NOUN
fcis-29982	244	24	,	,	PUNCT
fcis-29982	244	25	indicating	indicate	VERB
fcis-29982	244	26	substantial	substantial	ADJ
fcis-29982	244	27	improvements	improvement	NOUN
fcis-29982	244	28	in	in	ADP
fcis-29982	244	29	search	search	NOUN
fcis-29982	244	30	efficiency	efficiency	NOUN
fcis-29982	244	31	and	and	CCONJ
fcis-29982	244	32	strategy	strategy	NOUN
fcis-29982	244	33	optimization	optimization	NOUN
fcis-29982	244	34	.	.	PUNCT
fcis-29982	245	1	champion	champion	NOUN
fcis-29982	245	2	program	program	NOUN
fcis-29982	245	3	vs.	vs.	ADP
fcis-29982	245	4	our	our	PRON
fcis-29982	245	5	algorithm	algorithm	NOUN
fcis-29982	245	6	:	:	PUNCT
fcis-29982	245	7	in	in	ADP
fcis-29982	245	8	this	this	DET
fcis-29982	245	9	competition	competition	NOUN
fcis-29982	245	10	,	,	PUNCT
fcis-29982	245	11	the	the	DET
fcis-29982	245	12	champion	champion	NOUN
fcis-29982	245	13	program	program	NOUN
fcis-29982	245	14	secured	secure	VERB
fcis-29982	245	15	254	254	NUM
fcis-29982	245	16	wins	win	NOUN
fcis-29982	245	17	,	,	PUNCT
fcis-29982	245	18	while	while	SCONJ
fcis-29982	245	19	our	our	PRON
fcis-29982	245	20	algorithm	algorithm	NOUN
fcis-29982	245	21	prevailed	prevail	VERB
fcis-29982	245	22	in	in	ADP
fcis-29982	245	23	746	746	NUM
fcis-29982	245	24	games	game	NOUN
fcis-29982	245	25	,	,	PUNCT
fcis-29982	245	26	confirming	confirm	VERB
fcis-29982	245	27	our	our	PRON
fcis-29982	245	28	algorithm	algorithm	NOUN
fcis-29982	245	29	's	's	PART
fcis-29982	245	30	superior	superior	ADJ
fcis-29982	245	31	decision	decision	NOUN
fcis-29982	245	32	-	-	PUNCT
fcis-29982	245	33	making	make	VERB
fcis-29982	245	34	capabilities	capability	NOUN
fcis-29982	245	35	.	.	PUNCT
fcis-29982	246	1	comprehensive	comprehensive	ADJ
fcis-29982	246	2	analysis	analysis	NOUN
fcis-29982	246	3	reveals	reveal	VERB
fcis-29982	246	4	that	that	SCONJ
fcis-29982	246	5	our	our	PRON
fcis-29982	246	6	algorithm	algorithm	NOUN
fcis-29982	246	7	demonstrated	demonstrate	VERB
fcis-29982	246	8	significant	significant	ADJ
fcis-29982	246	9	performance	performance	NOUN
fcis-29982	246	10	advantages	advantage	NOUN
fcis-29982	246	11	across	across	ADP
fcis-29982	246	12	all	all	DET
fcis-29982	246	13	battle	battle	NOUN
fcis-29982	246	14	scenarios	scenario	NOUN
fcis-29982	246	15	,	,	PUNCT
fcis-29982	246	16	achieving	achieve	VERB
fcis-29982	246	17	an	an	DET
fcis-29982	246	18	average	average	ADJ
fcis-29982	246	19	win	win	NOUN
fcis-29982	246	20	rate	rate	NOUN
fcis-29982	246	21	of	of	ADP
fcis-29982	246	22	79.7	79.7	NUM
fcis-29982	246	23	%	%	NOUN
fcis-29982	246	24	.	.	PUNCT
fcis-29982	247	1	these	these	DET
fcis-29982	247	2	results	result	NOUN
fcis-29982	247	3	strongly	strongly	ADV
fcis-29982	247	4	validate	validate	VERB
fcis-29982	247	5	the	the	DET
fcis-29982	247	6	effectiveness	effectiveness	NOUN
fcis-29982	247	7	of	of	ADP
fcis-29982	247	8	our	our	PRON
fcis-29982	247	9	proposed	propose	VERB
fcis-29982	247	10	algorithmic	algorithmic	ADJ
fcis-29982	247	11	optimization	optimization	NOUN
fcis-29982	247	12	strategies	strategy	NOUN
fcis-29982	247	13	,	,	PUNCT
fcis-29982	247	14	particularly	particularly	ADV
fcis-29982	247	15	in	in	ADP
fcis-29982	247	16	handling	handle	VERB
fcis-29982	247	17	stochastic	stochastic	ADJ
fcis-29982	247	18	decision	decision	NOUN
fcis-29982	247	19	-	-	PUNCT
fcis-29982	247	20	making	make	VERB
fcis-29982	247	21	and	and	CCONJ
fcis-29982	247	22	long	long	ADJ
fcis-29982	247	23	-	-	PUNCT
fcis-29982	247	24	term	term	NOUN
fcis-29982	247	25	strategic	strategic	ADJ
fcis-29982	247	26	planning	planning	NOUN
fcis-29982	247	27	.	.	PUNCT
fcis-29982	248	1	figure	figure	VERB
fcis-29982	248	2	6	6	NUM
fcis-29982	248	3	.	.	PUNCT
fcis-29982	249	1	comparative	comparative	ADJ
fcis-29982	249	2	experimental	experimental	ADJ
fcis-29982	249	3	results	result	NOUN
fcis-29982	249	4	5	5	NUM
fcis-29982	249	5	.	.	NOUN
fcis-29982	249	6	conclusion	conclusion	NOUN
fcis-29982	249	7	and	and	CCONJ
fcis-29982	249	8	future	future	ADJ
fcis-29982	249	9	work	work	NOUN
fcis-29982	249	10	5.1	5.1	NUM
fcis-29982	249	11	.	.	PUNCT
fcis-29982	250	1	research	research	NOUN
fcis-29982	250	2	conclusion	conclusion	NOUN
fcis-29982	250	3	this	this	DET
fcis-29982	250	4	research	research	NOUN
fcis-29982	250	5	has	have	AUX
fcis-29982	250	6	conducted	conduct	VERB
fcis-29982	250	7	an	an	DET
fcis-29982	250	8	in	in	ADP
fcis-29982	250	9	-	-	PUNCT
fcis-29982	250	10	depth	depth	NOUN
fcis-29982	250	11	study	study	NOUN
fcis-29982	250	12	and	and	CCONJ
fcis-29982	250	13	improvement	improvement	NOUN
fcis-29982	250	14	of	of	ADP
fcis-29982	250	15	the	the	DET
fcis-29982	250	16	alphazero	alphazero	NOUN
fcis-29982	250	17	framework	framework	NOUN
fcis-29982	250	18	for	for	ADP
fcis-29982	250	19	einstein	einstein	PROPN
fcis-29982	250	20	chess	chess	PROPN
fcis-29982	250	21	's	's	PART
fcis-29982	250	22	stochastic	stochastic	ADJ
fcis-29982	250	23	characteristics	characteristic	NOUN
fcis-29982	250	24	,	,	PUNCT
fcis-29982	250	25	successfully	successfully	ADV
fcis-29982	250	26	implementing	implement	VERB
fcis-29982	250	27	a	a	DET
fcis-29982	250	28	high	high	ADJ
fcis-29982	250	29	-	-	PUNCT
fcis-29982	250	30	performance	performance	NOUN
fcis-29982	250	31	ai	ai	NOUN
fcis-29982	250	32	system	system	NOUN
fcis-29982	250	33	.	.	PUNCT
fcis-29982	251	1	through	through	ADP
fcis-29982	251	2	systematic	systematic	ADJ
fcis-29982	251	3	design	design	NOUN
fcis-29982	251	4	,	,	PUNCT
fcis-29982	251	5	implementation	implementation	NOUN
fcis-29982	251	6	,	,	PUNCT
fcis-29982	251	7	and	and	CCONJ
fcis-29982	251	8	experimental	experimental	ADJ
fcis-29982	251	9	validation	validation	NOUN
fcis-29982	251	10	,	,	PUNCT
fcis-29982	251	11	we	we	PRON
fcis-29982	251	12	have	have	AUX
fcis-29982	251	13	reached	reach	VERB
fcis-29982	251	14	the	the	DET
fcis-29982	251	15	following	follow	VERB
fcis-29982	251	16	major	major	ADJ
fcis-29982	251	17	conclusions	conclusion	NOUN
fcis-29982	251	18	:	:	PUNCT
fcis-29982	251	19	9	9	NUM
fcis-29982	251	20	first	first	ADV
fcis-29982	251	21	,	,	PUNCT
fcis-29982	251	22	this	this	DET
fcis-29982	251	23	research	research	NOUN
fcis-29982	251	24	demonstrates	demonstrate	VERB
fcis-29982	251	25	the	the	DET
fcis-29982	251	26	feasibility	feasibility	NOUN
fcis-29982	251	27	of	of	ADP
fcis-29982	251	28	deep	deep	ADJ
fcis-29982	251	29	reinforcement	reinforcement	NOUN
fcis-29982	251	30	learning	learning	NOUN
fcis-29982	251	31	methods	method	NOUN
fcis-29982	251	32	in	in	ADP
fcis-29982	251	33	handling	handle	VERB
fcis-29982	251	34	stochastic	stochastic	ADJ
fcis-29982	251	35	game	game	NOUN
fcis-29982	251	36	problems	problem	NOUN
fcis-29982	251	37	.	.	PUNCT
fcis-29982	252	1	through	through	ADP
fcis-29982	252	2	improved	improve	VERB
fcis-29982	252	3	mcts	mct	NOUN
fcis-29982	252	4	algorithms	algorithm	NOUN
fcis-29982	252	5	and	and	CCONJ
fcis-29982	252	6	specially	specially	ADV
fcis-29982	252	7	designed	design	VERB
fcis-29982	252	8	neural	neural	ADJ
fcis-29982	252	9	network	network	NOUN
fcis-29982	252	10	structures	structure	NOUN
fcis-29982	252	11	,	,	PUNCT
fcis-29982	252	12	the	the	DET
fcis-29982	252	13	system	system	NOUN
fcis-29982	252	14	successfully	successfully	ADV
fcis-29982	252	15	manages	manage	VERB
fcis-29982	252	16	the	the	DET
fcis-29982	252	17	uncertainty	uncertainty	NOUN
fcis-29982	252	18	introduced	introduce	VERB
fcis-29982	252	19	by	by	ADP
fcis-29982	252	20	the	the	DET
fcis-29982	252	21	dice	dice	NOUN
fcis-29982	252	22	mechanism	mechanism	NOUN
fcis-29982	252	23	.	.	PUNCT
fcis-29982	253	1	experimental	experimental	ADJ
fcis-29982	253	2	results	result	NOUN
fcis-29982	253	3	show	show	VERB
fcis-29982	253	4	that	that	SCONJ
fcis-29982	253	5	the	the	DET
fcis-29982	253	6	system	system	NOUN
fcis-29982	253	7	achieved	achieve	VERB
fcis-29982	253	8	a	a	DET
fcis-29982	253	9	win	win	NOUN
fcis-29982	253	10	rate	rate	NOUN
fcis-29982	253	11	exceeding	exceed	VERB
fcis-29982	253	12	85	85	NUM
fcis-29982	253	13	%	%	NOUN
fcis-29982	253	14	against	against	ADP
fcis-29982	253	15	pure	pure	ADJ
fcis-29982	253	16	mcts	mct	NOUN
fcis-29982	253	17	and	and	CCONJ
fcis-29982	253	18	demonstrated	demonstrate	VERB
fcis-29982	253	19	strong	strong	ADJ
fcis-29982	253	20	competitiveness	competitiveness	NOUN
fcis-29982	253	21	against	against	ADP
fcis-29982	253	22	human	human	ADJ
fcis-29982	253	23	players	player	NOUN
fcis-29982	253	24	.	.	PUNCT
fcis-29982	254	1	second	second	ADV
fcis-29982	254	2	,	,	PUNCT
fcis-29982	254	3	our	our	PRON
fcis-29982	254	4	proposed	propose	VERB
fcis-29982	254	5	16	16	NUM
fcis-29982	254	6	-	-	PUNCT
fcis-29982	254	7	channel	channel	NOUN
fcis-29982	254	8	state	state	NOUN
fcis-29982	254	9	representation	representation	NOUN
fcis-29982	254	10	method	method	NOUN
fcis-29982	254	11	and	and	CCONJ
fcis-29982	254	12	improved	improve	VERB
fcis-29982	254	13	neural	neural	ADJ
fcis-29982	254	14	network	network	NOUN
fcis-29982	254	15	structure	structure	NOUN
fcis-29982	254	16	effectively	effectively	ADV
fcis-29982	254	17	address	address	VERB
fcis-29982	254	18	the	the	DET
fcis-29982	254	19	state	state	NOUN
fcis-29982	254	20	representation	representation	NOUN
fcis-29982	254	21	challenges	challenge	NOUN
fcis-29982	254	22	in	in	ADP
fcis-29982	254	23	einstein	einstein	PROPN
fcis-29982	254	24	chess	chess	NOUN
fcis-29982	254	25	.	.	PUNCT
fcis-29982	255	1	this	this	DET
fcis-29982	255	2	design	design	NOUN
fcis-29982	255	3	not	not	PART
fcis-29982	255	4	only	only	ADV
fcis-29982	255	5	accurately	accurately	ADV
fcis-29982	255	6	captures	capture	VERB
fcis-29982	255	7	key	key	ADJ
fcis-29982	255	8	game	game	NOUN
fcis-29982	255	9	features	feature	NOUN
fcis-29982	255	10	but	but	CCONJ
fcis-29982	255	11	also	also	ADV
fcis-29982	255	12	provides	provide	VERB
fcis-29982	255	13	reliable	reliable	ADJ
fcis-29982	255	14	decision	decision	NOUN
fcis-29982	255	15	-	-	PUNCT
fcis-29982	255	16	making	make	VERB
fcis-29982	255	17	foundations	foundation	NOUN
fcis-29982	255	18	.	.	PUNCT
fcis-29982	256	1	experiments	experiment	NOUN
fcis-29982	256	2	indicate	indicate	VERB
fcis-29982	256	3	that	that	SCONJ
fcis-29982	256	4	the	the	DET
fcis-29982	256	5	system	system	NOUN
fcis-29982	256	6	exhibits	exhibit	VERB
fcis-29982	256	7	high	high	ADJ
fcis-29982	256	8	decision	decision	NOUN
fcis-29982	256	9	accuracy	accuracy	NOUN
fcis-29982	256	10	across	across	ADP
fcis-29982	256	11	different	different	ADJ
fcis-29982	256	12	game	game	NOUN
fcis-29982	256	13	stages	stage	NOUN
fcis-29982	256	14	,	,	PUNCT
fcis-29982	256	15	particularly	particularly	ADV
fcis-29982	256	16	excelling	excel	VERB
fcis-29982	256	17	in	in	ADP
fcis-29982	256	18	opening	opening	NOUN
fcis-29982	256	19	and	and	CCONJ
fcis-29982	256	20	endgame	endgame	ADJ
fcis-29982	256	21	phases	phase	NOUN
fcis-29982	256	22	.	.	PUNCT
fcis-29982	257	1	third	third	ADV
fcis-29982	257	2	,	,	PUNCT
fcis-29982	257	3	the	the	DET
fcis-29982	257	4	developed	develop	VERB
fcis-29982	257	5	training	training	NOUN
fcis-29982	257	6	system	system	NOUN
fcis-29982	257	7	proves	prove	VERB
fcis-29982	257	8	the	the	DET
fcis-29982	257	9	effectiveness	effectiveness	NOUN
fcis-29982	257	10	of	of	ADP
fcis-29982	257	11	combining	combine	VERB
fcis-29982	257	12	self	self	NOUN
fcis-29982	257	13	-	-	PUNCT
fcis-29982	257	14	play	play	NOUN
fcis-29982	257	15	with	with	ADP
fcis-29982	257	16	deep	deep	ADJ
fcis-29982	257	17	learning	learning	NOUN
fcis-29982	257	18	in	in	ADP
fcis-29982	257	19	stochastic	stochastic	ADJ
fcis-29982	257	20	games	game	NOUN
fcis-29982	257	21	.	.	PUNCT
fcis-29982	258	1	through	through	ADP
fcis-29982	258	2	continuous	continuous	ADJ
fcis-29982	258	3	self	self	NOUN
fcis-29982	258	4	-	-	PUNCT
fcis-29982	258	5	play	play	NOUN
fcis-29982	258	6	and	and	CCONJ
fcis-29982	258	7	learning	learning	NOUN
fcis-29982	258	8	,	,	PUNCT
fcis-29982	258	9	the	the	DET
fcis-29982	258	10	system	system	NOUN
fcis-29982	258	11	achieves	achieve	VERB
fcis-29982	258	12	ongoing	ongoing	ADJ
fcis-29982	258	13	strategy	strategy	NOUN
fcis-29982	258	14	optimization	optimization	NOUN
fcis-29982	258	15	.	.	PUNCT
fcis-29982	259	1	the	the	DET
fcis-29982	259	2	stable	stable	ADJ
fcis-29982	259	3	decline	decline	NOUN
fcis-29982	259	4	in	in	ADP
fcis-29982	259	5	loss	loss	NOUN
fcis-29982	259	6	function	function	NOUN
fcis-29982	259	7	values	value	NOUN
fcis-29982	259	8	and	and	CCONJ
fcis-29982	259	9	continuous	continuous	ADJ
fcis-29982	259	10	improvement	improvement	NOUN
fcis-29982	259	11	in	in	ADP
fcis-29982	259	12	win	win	NOUN
fcis-29982	259	13	rates	rate	NOUN
fcis-29982	259	14	during	during	ADP
fcis-29982	259	15	training	training	NOUN
fcis-29982	259	16	confirm	confirm	VERB
fcis-29982	259	17	the	the	DET
fcis-29982	259	18	viability	viability	NOUN
fcis-29982	259	19	of	of	ADP
fcis-29982	259	20	this	this	DET
fcis-29982	259	21	approach	approach	NOUN
fcis-29982	259	22	.	.	PUNCT
fcis-29982	260	1	finally	finally	ADV
fcis-29982	260	2	,	,	PUNCT
fcis-29982	260	3	experimental	experimental	ADJ
fcis-29982	260	4	results	result	NOUN
fcis-29982	260	5	demonstrate	demonstrate	VERB
fcis-29982	260	6	the	the	DET
fcis-29982	260	7	system	system	NOUN
fcis-29982	260	8	's	's	PART
fcis-29982	260	9	practical	practical	ADJ
fcis-29982	260	10	applicability	applicability	NOUN
fcis-29982	260	11	.	.	PUNCT
fcis-29982	261	1	in	in	ADP
fcis-29982	261	2	terms	term	NOUN
fcis-29982	261	3	of	of	ADP
fcis-29982	261	4	computational	computational	ADJ
fcis-29982	261	5	efficiency	efficiency	NOUN
fcis-29982	261	6	,	,	PUNCT
fcis-29982	261	7	the	the	DET
fcis-29982	261	8	system	system	NOUN
fcis-29982	261	9	makes	make	VERB
fcis-29982	261	10	decisions	decision	NOUN
fcis-29982	261	11	within	within	ADP
fcis-29982	261	12	reasonable	reasonable	ADJ
fcis-29982	261	13	time	time	NOUN
fcis-29982	261	14	frames	frame	NOUN
fcis-29982	261	15	;	;	PUNCT
fcis-29982	261	16	regarding	regard	VERB
fcis-29982	261	17	stability	stability	NOUN
fcis-29982	261	18	,	,	PUNCT
fcis-29982	261	19	it	it	PRON
fcis-29982	261	20	maintains	maintain	VERB
fcis-29982	261	21	reliable	reliable	ADJ
fcis-29982	261	22	long	long	ADJ
fcis-29982	261	23	-	-	PUNCT
fcis-29982	261	24	term	term	NOUN
fcis-29982	261	25	operation	operation	NOUN
fcis-29982	261	26	;	;	PUNCT
fcis-29982	261	27	concerning	concern	VERB
fcis-29982	261	28	decision	decision	NOUN
fcis-29982	261	29	quality	quality	NOUN
fcis-29982	261	30	,	,	PUNCT
fcis-29982	261	31	it	it	PRON
fcis-29982	261	32	exhibits	exhibit	VERB
fcis-29982	261	33	strong	strong	ADJ
fcis-29982	261	34	strategic	strategic	ADJ
fcis-29982	261	35	planning	planning	NOUN
fcis-29982	261	36	and	and	CCONJ
fcis-29982	261	37	tactical	tactical	ADJ
fcis-29982	261	38	execution	execution	NOUN
fcis-29982	261	39	capabilities	capability	NOUN
fcis-29982	261	40	.	.	PUNCT
fcis-29982	262	1	5.2	5.2	NUM
fcis-29982	262	2	.	.	PUNCT
fcis-29982	262	3	research	research	NOUN
fcis-29982	262	4	limitations	limitation	NOUN
fcis-29982	262	5	despite	despite	SCONJ
fcis-29982	262	6	the	the	DET
fcis-29982	262	7	achievements	achievement	NOUN
fcis-29982	262	8	,	,	PUNCT
fcis-29982	262	9	this	this	DET
fcis-29982	262	10	research	research	NOUN
fcis-29982	262	11	has	have	VERB
fcis-29982	262	12	several	several	ADJ
fcis-29982	262	13	limitations	limitation	NOUN
fcis-29982	262	14	:	:	PUNCT
fcis-29982	262	15	computational	computational	ADJ
fcis-29982	262	16	resources	resource	NOUN
fcis-29982	262	17	:	:	PUNCT
fcis-29982	262	18	system	system	NOUN
fcis-29982	262	19	training	training	NOUN
fcis-29982	262	20	requires	require	VERB
fcis-29982	262	21	extensive	extensive	ADJ
fcis-29982	262	22	time	time	NOUN
fcis-29982	262	23	and	and	CCONJ
fcis-29982	262	24	computational	computational	ADJ
fcis-29982	262	25	resources	resource	NOUN
fcis-29982	262	26	,	,	PUNCT
fcis-29982	262	27	while	while	SCONJ
fcis-29982	262	28	real	real	ADJ
fcis-29982	262	29	-	-	PUNCT
fcis-29982	262	30	time	time	NOUN
fcis-29982	262	31	gameplay	gameplay	NOUN
fcis-29982	262	32	demands	demand	VERB
fcis-29982	262	33	high	high	ADJ
fcis-29982	262	34	hardware	hardware	NOUN
fcis-29982	262	35	specifications	specification	NOUN
fcis-29982	262	36	.	.	PUNCT
fcis-29982	263	1	current	current	ADJ
fcis-29982	263	2	model	model	NOUN
fcis-29982	263	3	scale	scale	NOUN
fcis-29982	263	4	and	and	CCONJ
fcis-29982	263	5	performance	performance	NOUN
fcis-29982	263	6	are	be	AUX
fcis-29982	263	7	somewhat	somewhat	ADV
fcis-29982	263	8	constrained	constrain	VERB
fcis-29982	263	9	by	by	ADP
fcis-29982	263	10	existing	exist	VERB
fcis-29982	263	11	hardware	hardware	NOUN
fcis-29982	263	12	conditions	condition	NOUN
fcis-29982	263	13	.	.	PUNCT
fcis-29982	264	1	algorithmic	algorithmic	ADJ
fcis-29982	264	2	aspects	aspect	NOUN
fcis-29982	264	3	:	:	PUNCT
fcis-29982	264	4	mcts	mct	NOUN
fcis-29982	264	5	search	search	NOUN
fcis-29982	264	6	depth	depth	NOUN
fcis-29982	264	7	has	have	VERB
fcis-29982	264	8	room	room	NOUN
fcis-29982	264	9	for	for	ADP
fcis-29982	264	10	improvement	improvement	NOUN
fcis-29982	264	11	,	,	PUNCT
fcis-29982	264	12	neural	neural	ADJ
fcis-29982	264	13	network	network	NOUN
fcis-29982	264	14	architecture	architecture	NOUN
fcis-29982	264	15	may	may	AUX
fcis-29982	264	16	not	not	PART
fcis-29982	264	17	be	be	AUX
fcis-29982	264	18	optimal	optimal	ADJ
fcis-29982	264	19	,	,	PUNCT
fcis-29982	264	20	and	and	CCONJ
fcis-29982	264	21	randomness	randomness	NOUN
fcis-29982	264	22	handling	handling	NOUN
fcis-29982	264	23	mechanisms	mechanism	NOUN
fcis-29982	264	24	need	need	VERB
fcis-29982	264	25	further	further	ADJ
fcis-29982	264	26	refinement	refinement	NOUN
fcis-29982	264	27	.	.	PUNCT
fcis-29982	265	1	these	these	DET
fcis-29982	265	2	factors	factor	NOUN
fcis-29982	265	3	limit	limit	VERB
fcis-29982	265	4	further	further	ADJ
fcis-29982	265	5	system	system	NOUN
fcis-29982	265	6	performance	performance	NOUN
fcis-29982	265	7	enhancement	enhancement	NOUN
fcis-29982	265	8	.	.	PUNCT
fcis-29982	266	1	application	application	NOUN
fcis-29982	266	2	scope	scope	NOUN
fcis-29982	266	3	:	:	PUNCT
fcis-29982	266	4	current	current	ADJ
fcis-29982	266	5	research	research	NOUN
fcis-29982	266	6	primarily	primarily	ADV
fcis-29982	266	7	optimizes	optimize	VERB
fcis-29982	266	8	for	for	ADP
fcis-29982	266	9	einstein	einstein	NOUN
fcis-29982	266	10	chess	chess	NOUN
fcis-29982	266	11	,	,	PUNCT
fcis-29982	266	12	requiring	require	VERB
fcis-29982	266	13	further	further	ADJ
fcis-29982	266	14	validation	validation	NOUN
fcis-29982	266	15	of	of	ADP
fcis-29982	266	16	system	system	NOUN
fcis-29982	266	17	generalization	generalization	NOUN
fcis-29982	266	18	capabilities	capability	NOUN
fcis-29982	266	19	and	and	CCONJ
fcis-29982	266	20	adaptability	adaptability	NOUN
fcis-29982	266	21	in	in	ADP
fcis-29982	266	22	other	other	ADJ
fcis-29982	266	23	stochastic	stochastic	ADJ
fcis-29982	266	24	games	game	NOUN
fcis-29982	266	25	.	.	PUNCT
fcis-29982	267	1	evaluation	evaluation	NOUN
fcis-29982	267	2	framework	framework	NOUN
fcis-29982	267	3	:	:	PUNCT
fcis-29982	267	4	lacks	lack	VERB
fcis-29982	267	5	extensive	extensive	ADJ
fcis-29982	267	6	testing	testing	NOUN
fcis-29982	267	7	data	datum	NOUN
fcis-29982	267	8	from	from	ADP
fcis-29982	267	9	high	high	ADJ
fcis-29982	267	10	-	-	PUNCT
fcis-29982	267	11	level	level	NOUN
fcis-29982	267	12	human	human	ADJ
fcis-29982	267	13	opponents	opponent	NOUN
fcis-29982	267	14	,	,	PUNCT
fcis-29982	267	15	evaluation	evaluation	NOUN
fcis-29982	267	16	metric	metric	ADJ
fcis-29982	267	17	system	system	NOUN
fcis-29982	267	18	requires	require	VERB
fcis-29982	267	19	improvement	improvement	NOUN
fcis-29982	267	20	,	,	PUNCT
fcis-29982	267	21	and	and	CCONJ
fcis-29982	267	22	long	long	ADJ
fcis-29982	267	23	-	-	PUNCT
fcis-29982	267	24	term	term	NOUN
fcis-29982	267	25	performance	performance	NOUN
fcis-29982	267	26	stability	stability	NOUN
fcis-29982	267	27	needs	need	VERB
fcis-29982	267	28	additional	additional	ADJ
fcis-29982	267	29	verification	verification	NOUN
fcis-29982	267	30	.	.	PUNCT
fcis-29982	268	1	5.3	5.3	NUM
fcis-29982	268	2	.	.	PUNCT
fcis-29982	269	1	future	future	ADJ
fcis-29982	269	2	research	research	NOUN
fcis-29982	269	3	directions	direction	NOUN
fcis-29982	269	4	building	build	VERB
fcis-29982	269	5	upon	upon	SCONJ
fcis-29982	269	6	our	our	PRON
fcis-29982	269	7	research	research	NOUN
fcis-29982	269	8	achievements	achievement	NOUN
fcis-29982	269	9	and	and	CCONJ
fcis-29982	269	10	limitations	limitation	NOUN
fcis-29982	269	11	,	,	PUNCT
fcis-29982	269	12	future	future	ADJ
fcis-29982	269	13	research	research	NOUN
fcis-29982	269	14	directions	direction	NOUN
fcis-29982	269	15	can	can	AUX
fcis-29982	269	16	be	be	AUX
fcis-29982	269	17	pursued	pursue	VERB
fcis-29982	269	18	in	in	ADP
fcis-29982	269	19	several	several	ADJ
fcis-29982	269	20	key	key	ADJ
fcis-29982	269	21	areas	area	NOUN
fcis-29982	269	22	:	:	PUNCT
fcis-29982	269	23	in	in	ADP
fcis-29982	269	24	terms	term	NOUN
fcis-29982	269	25	of	of	ADP
fcis-29982	269	26	algorithmic	algorithmic	ADJ
fcis-29982	269	27	optimization	optimization	NOUN
fcis-29982	269	28	,	,	PUNCT
fcis-29982	269	29	we	we	PRON
fcis-29982	269	30	propose	propose	VERB
fcis-29982	269	31	exploring	explore	VERB
fcis-29982	269	32	more	more	ADV
fcis-29982	269	33	efficient	efficient	ADJ
fcis-29982	269	34	mcts	mct	NOUN
fcis-29982	269	35	variants	variant	NOUN
fcis-29982	269	36	,	,	PUNCT
fcis-29982	269	37	designing	design	VERB
fcis-29982	269	38	optimized	optimize	VERB
fcis-29982	269	39	neural	neural	ADJ
fcis-29982	269	40	network	network	NOUN
fcis-29982	269	41	architectures	architecture	NOUN
fcis-29982	269	42	,	,	PUNCT
fcis-29982	269	43	improving	improve	VERB
fcis-29982	269	44	randomness	randomness	NOUN
fcis-29982	269	45	handling	handle	VERB
fcis-29982	269	46	mechanisms	mechanism	NOUN
fcis-29982	269	47	,	,	PUNCT
fcis-29982	269	48	and	and	CCONJ
fcis-29982	269	49	investigating	investigate	VERB
fcis-29982	269	50	novel	novel	ADJ
fcis-29982	269	51	training	training	NOUN
fcis-29982	269	52	strategies	strategy	NOUN
fcis-29982	269	53	.	.	PUNCT
fcis-29982	270	1	these	these	DET
fcis-29982	270	2	optimizations	optimization	NOUN
fcis-29982	270	3	will	will	AUX
fcis-29982	270	4	contribute	contribute	VERB
fcis-29982	270	5	to	to	ADP
fcis-29982	270	6	enhancing	enhance	VERB
fcis-29982	270	7	the	the	DET
fcis-29982	270	8	system	system	NOUN
fcis-29982	270	9	's	's	PART
fcis-29982	270	10	overall	overall	ADJ
fcis-29982	270	11	performance	performance	NOUN
fcis-29982	270	12	.	.	PUNCT
fcis-29982	271	1	regarding	regard	VERB
fcis-29982	271	2	performance	performance	NOUN
fcis-29982	271	3	enhancement	enhancement	NOUN
fcis-29982	271	4	,	,	PUNCT
fcis-29982	271	5	efforts	effort	NOUN
fcis-29982	271	6	should	should	AUX
fcis-29982	271	7	focus	focus	VERB
fcis-29982	271	8	on	on	ADP
fcis-29982	271	9	optimizing	optimize	VERB
fcis-29982	271	10	computational	computational	ADJ
fcis-29982	271	11	resource	resource	NOUN
fcis-29982	271	12	utilization	utilization	NOUN
fcis-29982	271	13	,	,	PUNCT
fcis-29982	271	14	accelerating	accelerate	VERB
fcis-29982	271	15	training	training	NOUN
fcis-29982	271	16	processes	process	NOUN
fcis-29982	271	17	,	,	PUNCT
fcis-29982	271	18	improving	improve	VERB
fcis-29982	271	19	decision	decision	NOUN
fcis-29982	271	20	-	-	PUNCT
fcis-29982	271	21	making	make	VERB
fcis-29982	271	22	speed	speed	NOUN
fcis-29982	271	23	,	,	PUNCT
fcis-29982	271	24	and	and	CCONJ
fcis-29982	271	25	strengthening	strengthen	VERB
fcis-29982	271	26	system	system	NOUN
fcis-29982	271	27	stability	stability	NOUN
fcis-29982	271	28	.	.	PUNCT
fcis-29982	272	1	these	these	DET
fcis-29982	272	2	improvements	improvement	NOUN
fcis-29982	272	3	will	will	AUX
fcis-29982	272	4	make	make	VERB
fcis-29982	272	5	the	the	DET
fcis-29982	272	6	system	system	NOUN
fcis-29982	272	7	more	more	ADV
fcis-29982	272	8	suitable	suitable	ADJ
fcis-29982	272	9	for	for	ADP
fcis-29982	272	10	practical	practical	ADJ
fcis-29982	272	11	applications	application	NOUN
fcis-29982	272	12	.	.	PUNCT
fcis-29982	273	1	for	for	ADP
fcis-29982	273	2	generalization	generalization	NOUN
fcis-29982	273	3	capabilities	capability	NOUN
fcis-29982	273	4	,	,	PUNCT
fcis-29982	273	5	we	we	PRON
fcis-29982	273	6	suggest	suggest	AUX
fcis-29982	273	7	extending	extend	VERB
fcis-29982	273	8	the	the	DET
fcis-29982	273	9	system	system	NOUN
fcis-29982	273	10	to	to	ADP
fcis-29982	273	11	other	other	ADJ
fcis-29982	273	12	stochastic	stochastic	ADJ
fcis-29982	273	13	games	game	NOUN
fcis-29982	273	14	,	,	PUNCT
fcis-29982	273	15	investigating	investigate	VERB
fcis-29982	273	16	knowledge	knowledge	NOUN
fcis-29982	273	17	transfer	transfer	NOUN
fcis-29982	273	18	methodologies	methodology	NOUN
fcis-29982	273	19	,	,	PUNCT
fcis-29982	273	20	exploring	explore	VERB
fcis-29982	273	21	the	the	DET
fcis-29982	273	22	possibilities	possibility	NOUN
fcis-29982	273	23	of	of	ADP
fcis-29982	273	24	universal	universal	ADJ
fcis-29982	273	25	game	game	NOUN
fcis-29982	273	26	ai	ai	VERB
fcis-29982	273	27	,	,	PUNCT
fcis-29982	273	28	and	and	CCONJ
fcis-29982	273	29	enhancing	enhance	VERB
fcis-29982	273	30	system	system	NOUN
fcis-29982	273	31	adaptability	adaptability	NOUN
fcis-29982	273	32	.	.	PUNCT
fcis-29982	274	1	to	to	PART
fcis-29982	274	2	improve	improve	VERB
fcis-29982	274	3	practical	practical	ADJ
fcis-29982	274	4	applicability	applicability	NOUN
fcis-29982	274	5	,	,	PUNCT
fcis-29982	274	6	we	we	PRON
fcis-29982	274	7	recommend	recommend	VERB
fcis-29982	274	8	developing	develop	VERB
fcis-29982	274	9	lightweight	lightweight	ADJ
fcis-29982	274	10	versions	version	NOUN
fcis-29982	274	11	,	,	PUNCT
fcis-29982	274	12	optimizing	optimize	VERB
fcis-29982	274	13	humancomputer	humancomputer	NOUN
fcis-29982	274	14	interfaces	interface	NOUN
fcis-29982	274	15	,	,	PUNCT
fcis-29982	274	16	implementing	implement	VERB
fcis-29982	274	17	training	training	NOUN
fcis-29982	274	18	assistance	assistance	NOUN
fcis-29982	274	19	features	feature	NOUN
fcis-29982	274	20	,	,	PUNCT
fcis-29982	274	21	and	and	CCONJ
fcis-29982	274	22	incorporating	incorporate	VERB
fcis-29982	274	23	analytical	analytical	ADJ
fcis-29982	274	24	tools	tool	NOUN
fcis-29982	274	25	,	,	PUNCT
fcis-29982	274	26	making	make	VERB
fcis-29982	274	27	the	the	DET
fcis-29982	274	28	system	system	NOUN
fcis-29982	274	29	more	more	ADJ
fcis-29982	274	30	user	user	NOUN
fcis-29982	274	31	-	-	PUNCT
fcis-29982	274	32	friendly	friendly	ADJ
fcis-29982	274	33	and	and	CCONJ
fcis-29982	274	34	deployable	deployable	ADJ
fcis-29982	274	35	.	.	PUNCT
fcis-29982	275	1	in	in	ADP
fcis-29982	275	2	theoretical	theoretical	ADJ
fcis-29982	275	3	research	research	NOUN
fcis-29982	275	4	,	,	PUNCT
fcis-29982	275	5	we	we	PRON
fcis-29982	275	6	emphasize	emphasize	VERB
fcis-29982	275	7	the	the	DET
fcis-29982	275	8	need	need	NOUN
fcis-29982	275	9	to	to	PART
fcis-29982	275	10	deepen	deepen	VERB
fcis-29982	275	11	stochastic	stochastic	ADJ
fcis-29982	275	12	game	game	NOUN
fcis-29982	275	13	theory	theory	NOUN
fcis-29982	275	14	,	,	PUNCT
fcis-29982	275	15	study	study	NOUN
fcis-29982	275	16	algorithm	algorithm	NOUN
fcis-29982	275	17	convergence	convergence	NOUN
fcis-29982	275	18	properties	property	NOUN
fcis-29982	275	19	,	,	PUNCT
fcis-29982	275	20	explore	explore	VERB
fcis-29982	275	21	more	more	ADJ
fcis-29982	275	22	scientific	scientific	ADJ
fcis-29982	275	23	evaluation	evaluation	NOUN
fcis-29982	275	24	methods	method	NOUN
fcis-29982	275	25	,	,	PUNCT
fcis-29982	275	26	and	and	CCONJ
fcis-29982	275	27	perfect	perfect	VERB
fcis-29982	275	28	the	the	DET
fcis-29982	275	29	theoretical	theoretical	ADJ
fcis-29982	275	30	framework	framework	NOUN
fcis-29982	275	31	.	.	PUNCT
fcis-29982	276	1	for	for	ADP
fcis-29982	276	2	application	application	NOUN
fcis-29982	276	3	extensions	extension	NOUN
fcis-29982	276	4	,	,	PUNCT
fcis-29982	276	5	we	we	PRON
fcis-29982	276	6	propose	propose	VERB
fcis-29982	276	7	investigating	investigate	VERB
fcis-29982	276	8	educational	educational	ADJ
fcis-29982	276	9	applications	application	NOUN
fcis-29982	276	10	,	,	PUNCT
fcis-29982	276	11	researching	research	VERB
fcis-29982	276	12	commercialization	commercialization	NOUN
fcis-29982	276	13	pathways	pathway	NOUN
fcis-29982	276	14	,	,	PUNCT
fcis-29982	276	15	developing	develop	VERB
fcis-29982	276	16	competitive	competitive	ADJ
fcis-29982	276	17	platforms	platform	NOUN
fcis-29982	276	18	,	,	PUNCT
fcis-29982	276	19	and	and	CCONJ
fcis-29982	276	20	promoting	promote	VERB
fcis-29982	276	21	practical	practical	ADJ
fcis-29982	276	22	implementations	implementation	NOUN
fcis-29982	276	23	.	.	PUNCT
fcis-29982	277	1	future	future	ADJ
fcis-29982	277	2	research	research	NOUN
fcis-29982	277	3	will	will	AUX
fcis-29982	277	4	focus	focus	VERB
fcis-29982	277	5	on	on	ADP
fcis-29982	277	6	addressing	address	VERB
fcis-29982	277	7	these	these	DET
fcis-29982	277	8	challenges	challenge	NOUN
fcis-29982	277	9	,	,	PUNCT
fcis-29982	277	10	further	far	ADV
fcis-29982	277	11	improving	improve	VERB
fcis-29982	277	12	system	system	NOUN
fcis-29982	277	13	performance	performance	NOUN
fcis-29982	277	14	,	,	PUNCT
fcis-29982	277	15	and	and	CCONJ
fcis-29982	277	16	expanding	expand	VERB
fcis-29982	277	17	application	application	NOUN
fcis-29982	277	18	scope	scope	NOUN
fcis-29982	277	19	,	,	PUNCT
fcis-29982	277	20	thereby	thereby	ADV
fcis-29982	277	21	contributing	contribute	VERB
fcis-29982	277	22	to	to	ADP
fcis-29982	277	23	artificial	artificial	ADJ
fcis-29982	277	24	intelligence	intelligence	NOUN
fcis-29982	277	25	advancement	advancement	NOUN
fcis-29982	277	26	in	in	ADP
fcis-29982	277	27	stochastic	stochastic	ADJ
fcis-29982	277	28	games	game	NOUN
fcis-29982	277	29	.	.	PUNCT
fcis-29982	278	1	with	with	ADP
fcis-29982	278	2	ongoing	ongoing	ADJ
fcis-29982	278	3	improvements	improvement	NOUN
fcis-29982	278	4	in	in	ADP
fcis-29982	278	5	computational	computational	ADJ
fcis-29982	278	6	capabilities	capability	NOUN
fcis-29982	278	7	and	and	CCONJ
fcis-29982	278	8	algorithmic	algorithmic	ADJ
fcis-29982	278	9	refinements	refinement	NOUN
fcis-29982	278	10	,	,	PUNCT
fcis-29982	278	11	we	we	PRON
fcis-29982	278	12	anticipate	anticipate	VERB
fcis-29982	278	13	significant	significant	ADJ
fcis-29982	278	14	breakthroughs	breakthrough	NOUN
fcis-29982	278	15	in	in	ADP
fcis-29982	278	16	this	this	DET
fcis-29982	278	17	field	field	NOUN
fcis-29982	278	18	.	.	PUNCT
fcis-29982	279	1	this	this	DET
fcis-29982	279	2	research	research	NOUN
fcis-29982	279	3	provides	provide	VERB
fcis-29982	279	4	valuable	valuable	ADJ
fcis-29982	279	5	insights	insight	NOUN
fcis-29982	279	6	for	for	ADP
fcis-29982	279	7	the	the	DET
fcis-29982	279	8	development	development	NOUN
fcis-29982	279	9	of	of	ADP
fcis-29982	279	10	stochastic	stochastic	ADJ
fcis-29982	279	11	game	game	NOUN
fcis-29982	279	12	ai	ai	VERB
fcis-29982	279	13	,	,	PUNCT
fcis-29982	279	14	and	and	CCONJ
fcis-29982	279	15	future	future	ADJ
fcis-29982	279	16	work	work	NOUN
fcis-29982	279	17	will	will	AUX
fcis-29982	279	18	continue	continue	VERB
fcis-29982	279	19	to	to	PART
fcis-29982	279	20	build	build	VERB
fcis-29982	279	21	upon	upon	SCONJ
fcis-29982	279	22	these	these	DET
fcis-29982	279	23	findings	finding	NOUN
fcis-29982	279	24	,	,	PUNCT
fcis-29982	279	25	driving	drive	VERB
fcis-29982	279	26	technological	technological	ADJ
fcis-29982	279	27	progress	progress	NOUN
fcis-29982	279	28	and	and	CCONJ
fcis-29982	279	29	application	application	NOUN
fcis-29982	279	30	expansion	expansion	NOUN
fcis-29982	279	31	.	.	PUNCT
fcis-29982	280	1	acknowledgments	acknowledgment	NOUN
fcis-29982	280	2	this	this	DET
fcis-29982	280	3	work	work	NOUN
fcis-29982	280	4	it	it	PRON
fcis-29982	280	5	was	be	AUX
fcis-29982	280	6	supported	support	VERB
fcis-29982	280	7	by	by	ADP
fcis-29982	280	8	national	national	ADJ
fcis-29982	280	9	college	college	PROPN
fcis-29982	280	10	students	student	NOUN
fcis-29982	280	11	'	'	PART
fcis-29982	280	12	innovation	innovation	NOUN
fcis-29982	280	13	and	and	CCONJ
fcis-29982	280	14	entrepreneurship	entrepreneurship	NOUN
fcis-29982	280	15	training	training	NOUN
fcis-29982	280	16	program	program	NOUN
fcis-29982	280	17	project	project	NOUN
fcis-29982	280	18	.	.	PUNCT
fcis-29982	281	1	references	reference	NOUN
fcis-29982	281	2	[	[	X
fcis-29982	281	3	1	1	NUM
fcis-29982	281	4	]	]	X
fcis-29982	281	5	cai	cai	PROPN
fcis-29982	281	6	biao	biao	PROPN
fcis-29982	281	7	,	,	PUNCT
fcis-29982	281	8	xu	xu	PROPN
fcis-29982	281	9	xinyi	xinyi	PROPN
fcis-29982	281	10	,	,	PUNCT
fcis-29982	281	11	xie	xie	PROPN
fcis-29982	281	12	ting	ting	PROPN
fcis-29982	281	13	,	,	PUNCT
fcis-29982	281	14	et	et	PROPN
fcis-29982	281	15	al	al	PROPN
fcis-29982	281	16	.	.	PROPN
fcis-29982	281	17	research	research	NOUN
fcis-29982	281	18	on	on	ADP
fcis-29982	281	19	improved	improve	VERB
fcis-29982	281	20	deep	deep	ADJ
fcis-29982	281	21	neural	neural	ADJ
fcis-29982	281	22	networks	network	NOUN
fcis-29982	281	23	in	in	ADP
fcis-29982	281	24	einstein	einstein	PROPN
fcis-29982	281	25	chess[j	chess[j	PROPN
fcis-29982	281	26	]	]	PUNCT
fcis-29982	281	27	.	.	PUNCT
fcis-29982	282	1	journal	journal	PROPN
fcis-29982	282	2	of	of	ADP
fcis-29982	282	3	chongqing	chongqing	PROPN
fcis-29982	282	4	university	university	PROPN
fcis-29982	282	5	of	of	ADP
fcis-29982	282	6	technology(natural	technology(natural	ADJ
fcis-29982	282	7	science	science	NOUN
fcis-29982	282	8	)	)	PUNCT
fcis-29982	282	9	,	,	PUNCT
fcis-29982	282	10	2024	2024	NUM
fcis-29982	282	11	,	,	PUNCT
fcis-29982	282	12	38	38	NUM
fcis-29982	282	13	(	(	PUNCT
fcis-29982	282	14	05	05	NUM
fcis-29982	282	15	):	):	PUNCT
fcis-29982	282	16	108	108	NUM
fcis-29982	282	17	-	-	SYM
fcis-29982	282	18	114	114	NUM
fcis-29982	282	19	.	.	PUNCT
fcis-29982	283	1	[	[	X
fcis-29982	283	2	2	2	NUM
fcis-29982	283	3	]	]	PUNCT
fcis-29982	283	4	xue	xue	PROPN
fcis-29982	283	5	yonghong	yonghong	PROPN
fcis-29982	283	6	,	,	PUNCT
fcis-29982	283	7	wang	wang	PROPN
fcis-29982	283	8	hongpeng	hongpeng	PROPN
fcis-29982	283	9	.	.	PUNCT
fcis-29982	284	1	history	history	NOUN
fcis-29982	284	2	and	and	CCONJ
fcis-29982	284	3	enlightenment	enlightenment	NOUN
fcis-29982	284	4	of	of	ADP
fcis-29982	284	5	computer	computer	NOUN
fcis-29982	284	6	chess	chess	NOUN
fcis-29982	284	7	:	:	PUNCT
fcis-29982	284	8	from	from	ADP
fcis-29982	284	9	deep	deep	ADJ
fcis-29982	284	10	blue	blue	NOUN
fcis-29982	284	11	to	to	PART
fcis-29982	284	12	alphazero	alphazero	VERB
fcis-29982	284	13	[	[	X
fcis-29982	284	14	j	j	X
fcis-29982	284	15	]	]	X
fcis-29982	284	16	.	.	PUNCT
fcis-29982	285	1	science	science	PROPN
fcis-29982	285	2	&	&	CCONJ
fcis-29982	285	3	technology	technology	PROPN
fcis-29982	285	4	review	review	PROPN
fcis-29982	285	5	,	,	PUNCT
fcis-29982	285	6	2019	2019	NUM
fcis-29982	285	7	,	,	PUNCT
fcis-29982	285	8	37(19	37(19	NUM
fcis-29982	285	9	):	):	PUNCT
fcis-29982	285	10	87	87	NUM
fcis-29982	285	11	-	-	SYM
fcis-29982	285	12	96	96	NUM
fcis-29982	285	13	.	.	PUNCT
fcis-29982	286	1	[	[	X
fcis-29982	286	2	3	3	X
fcis-29982	286	3	]	]	X
fcis-29982	286	4	silver	silver	PROPN
fcis-29982	286	5	d	d	PROPN
fcis-29982	286	6	,	,	PUNCT
fcis-29982	286	7	huang	huang	PROPN
fcis-29982	286	8	a	a	PROPN
fcis-29982	286	9	,	,	PUNCT
fcis-29982	286	10	maddison	maddison	PROPN
fcis-29982	286	11	c	c	AUX
fcis-29982	286	12	,	,	PUNCT
fcis-29982	286	13	et	et	PROPN
fcis-29982	286	14	al	al	PROPN
fcis-29982	286	15	.	.	PUNCT
fcis-29982	286	16	mastering	master	VERB
fcis-29982	286	17	the	the	DET
fcis-29982	286	18	game	game	NOUN
fcis-29982	286	19	of	of	ADP
fcis-29982	286	20	go	go	NOUN
fcis-29982	286	21	with	with	ADP
fcis-29982	286	22	deep	deep	ADJ
fcis-29982	286	23	neural	neural	ADJ
fcis-29982	286	24	networks	network	NOUN
fcis-29982	286	25	and	and	CCONJ
fcis-29982	286	26	tree	tree	NOUN
fcis-29982	286	27	search	search	NOUN
fcis-29982	287	1	[	[	X
fcis-29982	287	2	j	j	X
fcis-29982	287	3	]	]	X
fcis-29982	287	4	.	.	PUNCT
fcis-29982	288	1	nature,2016	nature,2016	PROPN
fcis-29982	288	2	,	,	PUNCT
fcis-29982	288	3	529	529	NUM
fcis-29982	288	4	(	(	PUNCT
fcis-29982	288	5	7587	7587	NUM
fcis-29982	288	6	):	):	PUNCT
fcis-29982	288	7	484	484	NUM
fcis-29982	288	8	489	489	NUM
fcis-29982	288	9	.	.	PUNCT
fcis-29982	289	1	[	[	X
fcis-29982	289	2	4	4	X
fcis-29982	289	3	]	]	X
fcis-29982	289	4	silver	silver	NOUN
fcis-29982	289	5	d	d	PROPN
fcis-29982	289	6	,	,	PUNCT
fcis-29982	289	7	schrittwieser	schrittwieser	PROPN
fcis-29982	289	8	j	j	PROPN
fcis-29982	289	9	,	,	PUNCT
fcis-29982	289	10	siomonyan	siomonyan	PROPN
fcis-29982	289	11	k	k	PROPN
fcis-29982	289	12	,	,	PUNCT
fcis-29982	289	13	et	et	PROPN
fcis-29982	289	14	al	al	PROPN
fcis-29982	289	15	.	.	PUNCT
fcis-29982	289	16	mastering	master	VERB
fcis-29982	289	17	the	the	DET
fcis-29982	289	18	game	game	NOUN
fcis-29982	289	19	of	of	ADP
fcis-29982	289	20	go	go	NOUN
fcis-29982	289	21	without	without	ADP
fcis-29982	289	22	human	human	ADJ
fcis-29982	289	23	knowledge	knowledge	NOUN
fcis-29982	290	1	[	[	X
fcis-29982	290	2	j	j	X
fcis-29982	290	3	]	]	X
fcis-29982	290	4	.	.	PUNCT
fcis-29982	291	1	nature,2017,550	nature,2017,550	PROPN
fcis-29982	291	2	(	(	PUNCT
fcis-29982	291	3	7676	7676	NUM
fcis-29982	291	4	):	):	PUNCT
fcis-29982	291	5	354	354	NUM
fcis-29982	291	6	359	359	NUM
fcis-29982	291	7	.	.	PUNCT
fcis-29982	292	1	[	[	X
fcis-29982	292	2	5	5	X
fcis-29982	292	3	]	]	X
fcis-29982	292	4	zhou	zhou	PROPN
fcis-29982	292	5	zilong	zilong	PROPN
fcis-29982	292	6	.	.	PUNCT
fcis-29982	292	7	implementation	implementation	NOUN
fcis-29982	292	8	and	and	CCONJ
fcis-29982	292	9	optimization	optimization	NOUN
fcis-29982	292	10	of	of	ADP
fcis-29982	292	11	game	game	NOUN
fcis-29982	292	12	search	search	NOUN
fcis-29982	292	13	tree	tree	NOUN
fcis-29982	292	14	algorithms[j	algorithms[j	PROPN
fcis-29982	292	15	]	]	PUNCT
fcis-29982	292	16	.	.	PUNCT
fcis-29982	293	1	scientific	scientific	ADJ
fcis-29982	293	2	and	and	CCONJ
fcis-29982	293	3	technological	technological	ADJ
fcis-29982	293	4	innovation	innovation	NOUN
fcis-29982	293	5	,	,	PUNCT
fcis-29982	293	6	2021	2021	NUM
fcis-29982	293	7	,	,	PUNCT
fcis-29982	293	8	(	(	PUNCT
fcis-29982	293	9	18	18	NUM
fcis-29982	293	10	):	):	PUNCT
fcis-29982	293	11	108	108	NUM
fcis-29982	293	12	-	-	SYM
fcis-29982	293	13	110	110	NUM
fcis-29982	293	14	.	.	PUNCT
fcis-29982	294	1	[	[	X
fcis-29982	294	2	6	6	NUM
fcis-29982	294	3	]	]	X
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fcis-29982	294	6	.	.	PUNCT
fcis-29982	295	1	design	design	NOUN
fcis-29982	295	2	and	and	CCONJ
fcis-29982	295	3	implementation	implementation	NOUN
fcis-29982	295	4	of	of	ADP
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fcis-29982	295	6	neural	neural	ADJ
fcis-29982	295	7	networks	network	NOUN
fcis-29982	295	8	for	for	ADP
fcis-29982	295	9	monte	monte	PROPN
fcis-29982	295	10	carlo	carlo	PROPN
fcis-29982	295	11	tree	tree	NOUN
fcis-29982	295	12	search	search	VERB
fcis-29982	295	13	algorithm[d	algorithm[d	PROPN
fcis-29982	295	14	]	]	PUNCT
fcis-29982	295	15	.	.	PUNCT
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fcis-29982	296	2	university	university	PROPN
fcis-29982	296	3	,	,	PUNCT
fcis-29982	296	4	2021	2021	NUM
fcis-29982	296	5	.	.	PUNCT
fcis-29982	297	1	doi:10.27007	doi:10.27007	PROPN
fcis-29982	297	2	/	/	SYM
fcis-29982	297	3	d.	d.	PROPN
fcis-29982	297	4	cnki.gdbeu	cnki.gdbeu	NUM
fcis-29982	297	5	.	.	PROPN
fcis-29982	297	6	2021	2021	NUM
fcis-29982	297	7	.	.	PUNCT
fcis-29982	297	8	001565	001565	NUM
fcis-29982	297	9	.	.	PUNCT
fcis-29982	298	1	[	[	X
fcis-29982	298	2	7	7	X
fcis-29982	298	3	]	]	X
fcis-29982	298	4	gao	gao	PROPN
fcis-29982	298	5	tongtong	tongtong	PROPN
fcis-29982	298	6	,	,	PUNCT
fcis-29982	298	7	ding	ding	PROPN
fcis-29982	298	8	jiahui	jiahui	PROPN
fcis-29982	298	9	,	,	PUNCT
fcis-29982	298	10	shu	shu	PROPN
fcis-29982	298	11	wenao	wenao	PROPN
fcis-29982	298	12	,	,	PUNCT
fcis-29982	298	13	et	et	PROPN
fcis-29982	298	14	al	al	PROPN
fcis-29982	298	15	.	.	PROPN
fcis-29982	298	16	research	research	NOUN
fcis-29982	298	17	on	on	ADP
fcis-29982	298	18	nogo	nogo	ADJ
fcis-29982	298	19	game	game	NOUN
fcis-29982	298	20	system	system	NOUN
fcis-29982	298	21	based	base	VERB
fcis-29982	298	22	on	on	ADP
fcis-29982	298	23	alphazero[j	alphazero[j	PROPN
fcis-29982	298	24	]	]	PUNCT
fcis-29982	298	25	.	.	PUNCT
fcis-29982	299	1	intelligent	intelligent	ADJ
fcis-29982	299	2	computer	computer	NOUN
fcis-29982	299	3	and	and	CCONJ
fcis-29982	299	4	applications	application	NOUN
fcis-29982	299	5	,	,	PUNCT
fcis-29982	299	6	2022	2022	NUM
fcis-29982	299	7	,	,	PUNCT
fcis-29982	299	8	12(11	12(11	NUM
fcis-29982	299	9	):	):	PUNCT
fcis-29982	299	10	138	138	NUM
fcis-29982	299	11	-	-	SYM
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fcis-29982	299	13	+	+	NOUN
fcis-29982	299	14	147	147	NUM
fcis-29982	299	15	.	.	PUNCT
fcis-29982	300	1	[	[	X
fcis-29982	300	2	8	8	NUM
fcis-29982	300	3	]	]	X
fcis-29982	300	4	zhang	zhang	PROPN
fcis-29982	300	5	zeyang	zeyang	PROPN
fcis-29982	300	6	.	.	PUNCT
fcis-29982	300	7	research	research	NOUN
fcis-29982	300	8	and	and	CCONJ
fcis-29982	300	9	implementation	implementation	NOUN
fcis-29982	300	10	of	of	ADP
fcis-29982	300	11	perfect	perfect	ADJ
fcis-29982	300	12	information	information	NOUN
fcis-29982	300	13	game	game	NOUN
fcis-29982	300	14	theory	theory	NOUN
fcis-29982	300	15	based	base	VERB
fcis-29982	300	16	on	on	ADP
fcis-29982	300	17	reinforcement	reinforcement	NOUN
fcis-29982	300	18	learning[d	learning[d	PROPN
fcis-29982	300	19	]	]	PUNCT
fcis-29982	300	20	.	.	PUNCT
fcis-29982	301	1	xidian	xidian	PROPN
fcis-29982	301	2	university	university	PROPN
fcis-29982	301	3	,	,	PUNCT
fcis-29982	301	4	2021	2021	NUM
fcis-29982	301	5	.	.	PUNCT
fcis-29982	302	1	doi:10.27389/	doi:10.27389/	NOUN
fcis-29982	302	2	d.cnki.gxadu	d.cnki.gxadu	PROPN
fcis-29982	302	3	.	.	NOUN
fcis-29982	302	4	2021	2021	NUM
fcis-29982	302	5	.	.	PUNCT
fcis-29982	302	6	002956	002956	NUM
fcis-29982	302	7	.	.	PUNCT