Asynchronous Methods for Deep Reinforcement Learning

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Atari Games	Atari 2600 Alien	A3C FF (1 day) hs	Score	182.1	# 47
Atari Games	Atari 2600 Alien	A3C LSTM hs	Score	945.3	# 39
Atari Games	Atari 2600 Alien	A3C FF hs	Score	518.4	# 45
Atari Games	Atari 2600 Amidar	A3C LSTM hs	Score	173.0	# 41
Atari Games	Atari 2600 Amidar	A3C FF hs	Score	263.9	# 31
Atari Games	Atari 2600 Amidar	A3C FF (1 day) hs	Score	283.9	# 30
Atari Games	Atari 2600 Assault	A3C FF hs	Score	5474.9	# 25
Atari Games	Atari 2600 Assault	A3C LSTM hs	Score	14497.9	# 13
Atari Games	Atari 2600 Assault	A3C FF (1 day) hs	Score	3746.1	# 31
Atari Games	Atari 2600 Asterix	A3C FF hs	Score	22140.5	# 24
Atari Games	Atari 2600 Asterix	A3C FF (1 day) hs	Score	6723	# 37
Atari Games	Atari 2600 Asterix	A3C LSTM hs	Score	17244.5	# 32
Atari Games	Atari 2600 Asteroids	A3C LSTM hs	Score	5093.1	# 13
Atari Games	Atari 2600 Asteroids	A3C FF (1 day) hs	Score	3009.4	# 19
Atari Games	Atari 2600 Asteroids	A3C FF hs	Score	4474.5	# 16
Atari Games	Atari 2600 Atlantis	A3C FF hs	Score	911091.0	# 18
Atari Games	Atari 2600 Atlantis	A3C FF (1 day) hs	Score	772392.0	# 22
Atari Games	Atari 2600 Atlantis	A3C LSTM hs	Score	875822.0	# 19
Atari Games	Atari 2600 Bank Heist	A3C FF hs	Score	970.1	# 26
Atari Games	Atari 2600 Bank Heist	A3C LSTM hs	Score	932.8	# 28
Atari Games	Atari 2600 Bank Heist	A3C FF (1 day) hs	Score	946.0	# 27
Atari Games	Atari 2600 Battle Zone	A3C FF hs	Score	12950.0	# 41
Atari Games	Atari 2600 Battle Zone	A3C LSTM hs	Score	20760.0	# 36
Atari Games	Atari 2600 Battle Zone	A3C FF (1 day) hs	Score	11340.0	# 42
Atari Games	Atari 2600 Beam Rider	A3C FF (1 day) hs	Score	13235.9	# 27
Atari Games	Atari 2600 Beam Rider	A3C LSTM hs	Score	24622.2	# 15
Atari Games	Atari 2600 Beam Rider	A3C FF hs	Score	22707.9	# 19
Atari Games	Atari 2600 Berzerk	A3C LSTM hs	Score	862.2	# 30
Atari Games	Atari 2600 Berzerk	A3C FF (1 day) hs	Score	1433.4	# 20
Atari Games	Atari 2600 Berzerk	A3C FF hs	Score	817.9	# 31
Atari Games	Atari 2600 Bowling	A3C FF hs	Score	35.1	# 40
Atari Games	Atari 2600 Bowling	A3C LSTM hs	Score	41.8	# 36
Atari Games	Atari 2600 Bowling	A3C FF (1 day) hs	Score	36.2	# 39
Atari Games	Atari 2600 Boxing	A3C FF hs	Score	59.8	# 37
Atari Games	Atari 2600 Boxing	A3C LSTM hs	Score	37.3	# 41
Atari Games	Atari 2600 Boxing	A3C FF (1 day) hs	Score	33.7	# 42
Atari Games	Atari 2600 Breakout	A3C FF (1 day) hs	Score	551.6	# 19
Atari Games	Atari 2600 Breakout	A3C LSTM hs	Score	766.8	# 12
Atari Games	Atari 2600 Breakout	A3C FF hs	Score	681.9	# 17
Atari Games	Atari 2600 Centipede	A3C LSTM hs	Score	1997.0	# 44
Atari Games	Atari 2600 Centipede	A3C FF (1 day) hs	Score	3306.5	# 43
Atari Games	Atari 2600 Centipede	A3C FF hs	Score	3755.8	# 39
Atari Games	Atari 2600 Chopper Command	A3C FF hs	Score	7021.0	# 22
Atari Games	Atari 2600 Chopper Command	A3C LSTM hs	Score	10150.0	# 19
Atari Games	Atari 2600 Chopper Command	A3C FF (1 day) hs	Score	4669.0	# 32
Atari Games	Atari 2600 Crazy Climber	A3C FF (1 day) hs	Score	101624.0	# 36
Atari Games	Atari 2600 Crazy Climber	A3C LSTM hs	Score	138518.0	# 19
Atari Games	Atari 2600 Crazy Climber	A3C FF hs	Score	112646.0	# 34
Atari Games	Atari 2600 Demon Attack	A3C FF hs	Score	113308.4	# 16
Atari Games	Atari 2600 Demon Attack	A3C LSTM hs	Score	115201.9	# 14
Atari Games	Atari 2600 Demon Attack	A3C FF (1 day) hs	Score	84997.5	# 18
Atari Games	Atari 2600 Double Dunk	A3C FF hs	Score	-0.1	# 25
Atari Games	Atari 2600 Double Dunk	A3C FF (1 day) hs	Score	0.1	# 22
Atari Games	Atari 2600 Double Dunk	A3C LSTM hs	Score	0.1	# 22
Atari Games	Atari 2600 Enduro	A3C FF hs	Score	-82.5	# 45
Atari Games	Atari 2600 Enduro	A3C FF (1 day) hs	Score	-82.2	# 45
Atari Games	Atari 2600 Enduro	A3C LSTM hs	Score	-82.5	# 45
Atari Games	Atari 2600 Fishing Derby	A3C FF (1 day) hs	Score	13.6	# 30
Atari Games	Atari 2600 Fishing Derby	A3C LSTM hs	Score	22.6	# 25
Atari Games	Atari 2600 Fishing Derby	A3C FF hs	Score	18.8	# 27
Atari Games	Atari 2600 Freeway	A3C FF hs	Score	0.1	# 53
Atari Games	Atari 2600 Freeway	A3C FF (1 day) hs	Score	0.1	# 53
Atari Games	Atari 2600 Freeway	A3C LSTM hs	Score	0.1	# 53
Atari Games	Atari 2600 Frostbite	A3C FF (1 day) hs	Score	180.1	# 51
Atari Games	Atari 2600 Frostbite	A3C LSTM hs	Score	197.6	# 48
Atari Games	Atari 2600 Frostbite	A3C FF hs	Score	190.5	# 49
Atari Games	Atari 2600 Gopher	A3C FF hs	Score	10022.8	# 30
Atari Games	Atari 2600 Gopher	A3C LSTM hs	Score	17106.8	# 24
Atari Games	Atari 2600 Gopher	A3C FF (1 day) hs	Score	8442.8	# 33
Atari Games	Atari 2600 Gravitar	A3C FF (1 day) hs	Score	269.5	# 43
Atari Games	Atari 2600 Gravitar	A3C FF hs	Score	303.5	# 39
Atari Games	Atari 2600 Gravitar	A3C LSTM hs	Score	320.0	# 37
Atari Games	Atari 2600 HERO	A3C LSTM hs	Score	28889.5	# 15
Atari Games	Atari 2600 HERO	A3C FF hs	Score	32464.1	# 11
Atari Games	Atari 2600 HERO	A3C FF (1 day) hs	Score	28765.8	# 16
Atari Games	Atari 2600 Ice Hockey	A3C FF (1 day) hs	Score	-4.7	# 20
Atari Games	Atari 2600 Ice Hockey	A3C FF hs	Score	-2.8	# 20
Atari Games	Atari 2600 Ice Hockey	A3C LSTM hs	Score	-1.7	# 20
Atari Games	Atari 2600 James Bond	A3C LSTM hs	Score	613.0	# 29
Atari Games	Atari 2600 James Bond	A3C FF hs	Score	541.0	# 34
Atari Games	Atari 2600 James Bond	A3C FF (1 day) hs	Score	351.5	# 39
Atari Games	Atari 2600 Kangaroo	A3C FF hs	Score	94.0	# 44
Atari Games	Atari 2600 Kangaroo	A3C LSTM hs	Score	125.0	# 42
Atari Games	Atari 2600 Kangaroo	A3C FF (1 day) hs	Score	106.0	# 43
Atari Games	Atari 2600 Krull	A3C LSTM hs	Score	5911.4	# 37
Atari Games	Atari 2600 Krull	A3C FF (1 day) hs	Score	8066.6	# 28
Atari Games	Atari 2600 Krull	A3C FF hs	Score	5560.0	# 38
Atari Games	Atari 2600 Kung-Fu Master	A3C FF hs	Score	28819.0	# 34
Atari Games	Atari 2600 Kung-Fu Master	A3C LSTM hs	Score	40835.0	# 20
Atari Games	Atari 2600 Kung-Fu Master	A3C FF (1 day) hs	Score	3046.0	# 42
Atari Games	Atari 2600 Montezuma's Revenge	A3C FF (1 day) hs	Score	53	# 29
Atari Games	Atari 2600 Montezuma's Revenge	A3C FF hs	Score	67	# 27
Atari Games	Atari 2600 Montezuma's Revenge	A3C LSTM hs	Score	41	# 33
Atari Games	Atari 2600 Ms. Pacman	A3C FF (1 day) hs	Score	594.4	# 45
Atari Games	Atari 2600 Ms. Pacman	A3C LSTM hs	Score	850.7	# 42
Atari Games	Atari 2600 Ms. Pacman	A3C FF hs	Score	653.7	# 44
Atari Games	Atari 2600 Name This Game	A3C FF hs	Score	10476.1	# 29
Atari Games	Atari 2600 Name This Game	A3C LSTM hs	Score	12093.7	# 22
Atari Games	Atari 2600 Name This Game	A3C FF (1 day) hs	Score	5614.0	# 37
Atari Games	Atari 2600 Pong	A3C LSTM hs	Score	10.7	# 45
Atari Games	Atari 2600 Pong	A3C FF (1 day) hs	Score	11.4	# 44
Atari Games	Atari 2600 Pong	A3C FF hs	Score	5.6	# 47
Atari Games	Atari 2600 Private Eye	A3C FF hs	Score	206.9	# 29
Atari Games	Atari 2600 Private Eye	A3C LSTM hs	Score	421.1	# 23
Atari Games	Atari 2600 Private Eye	A3C FF (1 day) hs	Score	194.4	# 34
Atari Games	Atari 2600 Q*Bert	A3C LSTM hs	Score

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