TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Atari Games	Atari 2600 Alien	A3C FF (1 day) hs	Score	182.1	# 48
Atari Games	Atari 2600 Alien	A3C LSTM hs	Score	945.3	# 40
Atari Games	Atari 2600 Alien	A3C FF hs	Score	518.4	# 46
Atari Games	Atari 2600 Amidar	A3C LSTM hs	Score	173.0	# 42
Atari Games	Atari 2600 Amidar	A3C FF hs	Score	263.9	# 32
Atari Games	Atari 2600 Amidar	A3C FF (1 day) hs	Score	283.9	# 31
Atari Games	Atari 2600 Assault	A3C FF hs	Score	5474.9	# 26
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	# 32
Atari Games	Atari 2600 Asterix	A3C FF hs	Score	22140.5	# 25
Atari Games	Atari 2600 Asterix	A3C FF (1 day) hs	Score	6723	# 38
Atari Games	Atari 2600 Asterix	A3C LSTM hs	Score	17244.5	# 33
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	# 19
Atari Games	Atari 2600 Atlantis	A3C FF (1 day) hs	Score	772392.0	# 23
Atari Games	Atari 2600 Atlantis	A3C LSTM hs	Score	875822.0	# 20
Atari Games	Atari 2600 Bank Heist	A3C FF hs	Score	970.1	# 27
Atari Games	Atari 2600 Bank Heist	A3C LSTM hs	Score	932.8	# 29
Atari Games	Atari 2600 Bank Heist	A3C FF (1 day) hs	Score	946.0	# 28
Atari Games	Atari 2600 Battle Zone	A3C FF hs	Score	12950.0	# 42
Atari Games	Atari 2600 Battle Zone	A3C LSTM hs	Score	20760.0	# 37
Atari Games	Atari 2600 Battle Zone	A3C FF (1 day) hs	Score	11340.0	# 43
Atari Games	Atari 2600 Beam Rider	A3C FF (1 day) hs	Score	13235.9	# 28
Atari Games	Atari 2600 Beam Rider	A3C LSTM hs	Score	24622.2	# 16
Atari Games	Atari 2600 Beam Rider	A3C FF hs	Score	22707.9	# 20
Atari Games	Atari 2600 Berzerk	A3C LSTM hs	Score	862.2	# 31
Atari Games	Atari 2600 Berzerk	A3C FF (1 day) hs	Score	1433.4	# 21
Atari Games	Atari 2600 Berzerk	A3C FF hs	Score	817.9	# 32
Atari Games	Atari 2600 Bowling	A3C FF hs	Score	35.1	# 41
Atari Games	Atari 2600 Bowling	A3C LSTM hs	Score	41.8	# 37
Atari Games	Atari 2600 Bowling	A3C FF (1 day) hs	Score	36.2	# 40
Atari Games	Atari 2600 Boxing	A3C FF hs	Score	59.8	# 38
Atari Games	Atari 2600 Boxing	A3C LSTM hs	Score	37.3	# 42
Atari Games	Atari 2600 Boxing	A3C FF (1 day) hs	Score	33.7	# 43
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	# 11
Atari Games	Atari 2600 Breakout	A3C FF hs	Score	681.9	# 16
Atari Games	Atari 2600 Centipede	A3C LSTM hs	Score	1997.0	# 45
Atari Games	Atari 2600 Centipede	A3C FF (1 day) hs	Score	3306.5	# 44
Atari Games	Atari 2600 Centipede	A3C FF hs	Score	3755.8	# 40
Atari Games	Atari 2600 Chopper Command	A3C FF hs	Score	7021.0	# 23
Atari Games	Atari 2600 Chopper Command	A3C LSTM hs	Score	10150.0	# 20
Atari Games	Atari 2600 Chopper Command	A3C FF (1 day) hs	Score	4669.0	# 33
Atari Games	Atari 2600 Crazy Climber	A3C FF (1 day) hs	Score	101624.0	# 37
Atari Games	Atari 2600 Crazy Climber	A3C LSTM hs	Score	138518.0	# 20
Atari Games	Atari 2600 Crazy Climber	A3C FF hs	Score	112646.0	# 35
Atari Games	Atari 2600 Demon Attack	A3C FF hs	Score	113308.4	# 17
Atari Games	Atari 2600 Demon Attack	A3C LSTM hs	Score	115201.9	# 15
Atari Games	Atari 2600 Demon Attack	A3C FF (1 day) hs	Score	84997.5	# 19
Atari Games	Atari 2600 Double Dunk	A3C FF hs	Score	-0.1	# 26
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	# 46
Atari Games	Atari 2600 Enduro	A3C FF (1 day) hs	Score	-82.2	# 46
Atari Games	Atari 2600 Enduro	A3C LSTM hs	Score	-82.5	# 46
Atari Games	Atari 2600 Fishing Derby	A3C FF (1 day) hs	Score	13.6	# 31
Atari Games	Atari 2600 Fishing Derby	A3C LSTM hs	Score	22.6	# 26
Atari Games	Atari 2600 Fishing Derby	A3C FF hs	Score	18.8	# 28
Atari Games	Atari 2600 Freeway	A3C FF hs	Score	0.1	# 54
Atari Games	Atari 2600 Freeway	A3C FF (1 day) hs	Score	0.1	# 54
Atari Games	Atari 2600 Freeway	A3C LSTM hs	Score	0.1	# 54
Atari Games	Atari 2600 Frostbite	A3C FF (1 day) hs	Score	180.1	# 52
Atari Games	Atari 2600 Frostbite	A3C LSTM hs	Score	197.6	# 49
Atari Games	Atari 2600 Frostbite	A3C FF hs	Score	190.5	# 50
Atari Games	Atari 2600 Gopher	A3C FF hs	Score	10022.8	# 31
Atari Games	Atari 2600 Gopher	A3C LSTM hs	Score	17106.8	# 25
Atari Games	Atari 2600 Gopher	A3C FF (1 day) hs	Score	8442.8	# 34
Atari Games	Atari 2600 Gravitar	A3C FF (1 day) hs	Score	269.5	# 47
Atari Games	Atari 2600 Gravitar	A3C FF hs	Score	303.5	# 43
Atari Games	Atari 2600 Gravitar	A3C LSTM hs	Score	320.0	# 41
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	# 30
Atari Games	Atari 2600 James Bond	A3C FF hs	Score	541.0	# 35
Atari Games	Atari 2600 James Bond	A3C FF (1 day) hs	Score	351.5	# 40
Atari Games	Atari 2600 Kangaroo	A3C FF hs	Score	94.0	# 45
Atari Games	Atari 2600 Kangaroo	A3C LSTM hs	Score	125.0	# 43
Atari Games	Atari 2600 Kangaroo	A3C FF (1 day) hs	Score	106.0	# 44
Atari Games	Atari 2600 Krull	A3C LSTM hs	Score	5911.4	# 38
Atari Games	Atari 2600 Krull	A3C FF (1 day) hs	Score	8066.6	# 29
Atari Games	Atari 2600 Krull	A3C FF hs	Score	5560.0	# 39
Atari Games	Atari 2600 Kung-Fu Master	A3C FF hs	Score	28819.0	# 35
Atari Games	Atari 2600 Kung-Fu Master	A3C LSTM hs	Score	40835.0	# 21
Atari Games	Atari 2600 Kung-Fu Master	A3C FF (1 day) hs	Score	3046.0	# 43
Atari Games	Atari 2600 Montezuma's Revenge	A3C FF (1 day) hs	Score	53	# 32
Atari Games	Atari 2600 Montezuma's Revenge	A3C FF hs	Score	67	# 30
Atari Games	Atari 2600 Montezuma's Revenge	A3C LSTM hs	Score	41	# 36
Atari Games	Atari 2600 Ms. Pacman	A3C FF (1 day) hs	Score	594.4	# 47
Atari Games	Atari 2600 Ms. Pacman	A3C LSTM hs	Score	850.7	# 44
Atari Games	Atari 2600 Ms. Pacman	A3C FF hs	Score	653.7	# 46
Atari Games	Atari 2600 Name This Game	A3C FF hs	Score	10476.1	# 30
Atari Games	Atari 2600 Name This Game	A3C LSTM hs	Score	12093.7	# 23
Atari Games	Atari 2600 Name This Game	A3C FF (1 day) hs	Score	5614.0	# 38
Atari Games	Atari 2600 Pong	A3C LSTM hs	Score	10.7	# 46
Atari Games	Atari 2600 Pong	A3C FF (1 day) hs	Score	11.4	# 45
Atari Games	Atari 2600 Pong	A3C FF hs	Score	5.6	# 48
Atari Games	Atari 2600 Private Eye	A3C FF hs	Score	206.9	# 33
Atari Games	Atari 2600 Private Eye	A3C LSTM hs	Score	421.1	# 26
Atari Games	Atari 2600 Private Eye	A3C FF (1 day) hs	Score	194.4	# 38
Atari Games	Atari 2600 Q*Bert	A3C LSTM hs	Score	21307.5	# 19
Atari Games	Atari 2600 Q*Bert	A3C FF hs	Score	15148.8	# 26
Atari Games	Atari 2600 Q*Bert	A3C FF (1 day) hs	Score	13752.3	# 36
Atari Games	Atari 2600 River Raid	A3C FF hs	Score	12201.8	# 25
Atari Games	Atari 2600 River Raid	A3C FF (1 day) hs	Score	10001.2	# 29
Atari Games	Atari 2600 River Raid	A3C LSTM hs	Score	6591.9	# 33
Atari Games	Atari 2600 Road Runner	A3C FF (1 day) hs	Score	31769.0	# 36
Atari Games	Atari 2600 Road Runner	A3C LSTM hs	Score	73949.0	# 11
Atari Games	Atari 2600 Road Runner	A3C FF hs	Score	34216.0	# 35
Atari Games	Atari 2600 Robotank	A3C FF hs	Score	32.8	# 31
Atari Games	Atari 2600 Robotank	A3C FF (1 day) hs	Score	2.3	# 42
Atari Games	Atari 2600 Robotank	A3C LSTM hs	Score	2.6	# 41
Atari Games	Atari 2600 Seaquest	A3C FF (1 day) hs	Score	2300.2	# 38
Atari Games	Atari 2600 Seaquest	A3C LSTM hs	Score	1326.1	# 46
Atari Games	Atari 2600 Seaquest	A3C FF hs	Score	2355.4	# 37
Atari Games	Atari 2600 Space Invaders	A3C FF hs	Score	15730.5	# 15
Atari Games	Atari 2600 Space Invaders	A3C FF (1 day) hs	Score	2214.7	# 36
Atari Games	Atari 2600 Space Invaders	A3C LSTM hs	Score	23846.0	# 12
Atari Games	Atari 2600 Star Gunner	A3C FF (1 day) hs	Score	64393.0	# 23
Atari Games	Atari 2600 Star Gunner	A3C LSTM hs	Score	164766.0	# 9
Atari Games	Atari 2600 Star Gunner	A3C FF hs	Score	138218.0	# 11
Atari Games	Atari 2600 Tennis	A3C FF (1 day) hs	Score	-10.2	# 29
Atari Games	Atari 2600 Tennis	A3C FF hs	Score	-6.3	# 29
Atari Games	Atari 2600 Tennis	A3C LSTM hs	Score	-6.4	# 29
Atari Games	Atari 2600 Time Pilot	A3C FF (1 day) hs	Score	5825.0	# 35
Atari Games	Atari 2600 Time Pilot	A3C LSTM hs	Score	27202.0	# 12
Atari Games	Atari 2600 Time Pilot	A3C FF hs	Score	12679.0	# 17
Atari Games	Atari 2600 Tutankham	A3C FF (1 day) hs	Score	26.1	# 43
Atari Games	Atari 2600 Tutankham	A3C FF hs	Score	156.3	# 30
Atari Games	Atari 2600 Tutankham	A3C LSTM hs	Score	144.2	# 31
Atari Games	Atari 2600 Up and Down	A3C FF (1 day) hs	Score	54525.4	# 21
Atari Games	Atari 2600 Up and Down	A3C LSTM hs	Score	105728.7	# 14
Atari Games	Atari 2600 Up and Down	A3C FF hs	Score	74705.7	# 16
Atari Games	Atari 2600 Venture	A3C FF hs	Score	23.0	# 43
Atari Games	Atari 2600 Venture	A3C LSTM hs	Score	25.0	# 42
Atari Games	Atari 2600 Venture	A3C FF (1 day) hs	Score	19.0	# 45
Atari Games	Atari 2600 Video Pinball	A3C LSTM hs	Score	470310.5	# 18
Atari Games	Atari 2600 Video Pinball	A3C FF hs	Score	331628.1	# 22
Atari Games	Atari 2600 Video Pinball	A3C FF (1 day) hs	Score	185852.6	# 28
Atari Games	Atari 2600 Wizard of Wor	A3C FF (1 day) hs	Score	5278.0	# 31
Atari Games	Atari 2600 Wizard of Wor	A3C FF hs	Score	17244.0	# 15
Atari Games	Atari 2600 Wizard of Wor	A3C LSTM hs	Score	18082.0	# 14
Atari Games	Atari 2600 Zaxxon	A3C FF hs	Score	24622.0	# 10
Atari Games	Atari 2600 Zaxxon	A3C LSTM hs	Score	23519.0	# 11
Atari Games	Atari 2600 Zaxxon	A3C FF (1 day) hs	Score	2659.0	# 40

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-star-gunner)](https://paperswithcode.com/sota/atari-games-on-atari-2600-star-gunner?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-zaxxon)](https://paperswithcode.com/sota/atari-games-on-atari-2600-zaxxon?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-breakout)](https://paperswithcode.com/sota/atari-games-on-atari-2600-breakout?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-hero)](https://paperswithcode.com/sota/atari-games-on-atari-2600-hero?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-road-runner)](https://paperswithcode.com/sota/atari-games-on-atari-2600-road-runner?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-space-invaders)](https://paperswithcode.com/sota/atari-games-on-atari-2600-space-invaders?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-time-pilot)](https://paperswithcode.com/sota/atari-games-on-atari-2600-time-pilot?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-assault)](https://paperswithcode.com/sota/atari-games-on-atari-2600-assault?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-asteroids)](https://paperswithcode.com/sota/atari-games-on-atari-2600-asteroids?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-up-and-down)](https://paperswithcode.com/sota/atari-games-on-atari-2600-up-and-down?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-wizard-of-wor)](https://paperswithcode.com/sota/atari-games-on-atari-2600-wizard-of-wor?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-demon-attack)](https://paperswithcode.com/sota/atari-games-on-atari-2600-demon-attack?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-beam-rider)](https://paperswithcode.com/sota/atari-games-on-atari-2600-beam-rider?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-video-pinball)](https://paperswithcode.com/sota/atari-games-on-atari-2600-video-pinball?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-atlantis)](https://paperswithcode.com/sota/atari-games-on-atari-2600-atlantis?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-qbert)](https://paperswithcode.com/sota/atari-games-on-atari-2600-qbert?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-chopper-command)](https://paperswithcode.com/sota/atari-games-on-atari-2600-chopper-command?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-crazy-climber)](https://paperswithcode.com/sota/atari-games-on-atari-2600-crazy-climber?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-ice-hockey)](https://paperswithcode.com/sota/atari-games-on-atari-2600-ice-hockey?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-berzerk)](https://paperswithcode.com/sota/atari-games-on-atari-2600-berzerk?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-kung-fu-master)](https://paperswithcode.com/sota/atari-games-on-atari-2600-kung-fu-master?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-double-dunk)](https://paperswithcode.com/sota/atari-games-on-atari-2600-double-dunk?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-name-this-game)](https://paperswithcode.com/sota/atari-games-on-atari-2600-name-this-game?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-asterix)](https://paperswithcode.com/sota/atari-games-on-atari-2600-asterix?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-gopher)](https://paperswithcode.com/sota/atari-games-on-atari-2600-gopher?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-river-raid)](https://paperswithcode.com/sota/atari-games-on-atari-2600-river-raid?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-fishing-derby)](https://paperswithcode.com/sota/atari-games-on-atari-2600-fishing-derby?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-private-eye)](https://paperswithcode.com/sota/atari-games-on-atari-2600-private-eye?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-bank-heist)](https://paperswithcode.com/sota/atari-games-on-atari-2600-bank-heist?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-krull)](https://paperswithcode.com/sota/atari-games-on-atari-2600-krull?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-tennis)](https://paperswithcode.com/sota/atari-games-on-atari-2600-tennis?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-james-bond)](https://paperswithcode.com/sota/atari-games-on-atari-2600-james-bond?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-montezumas-revenge)](https://paperswithcode.com/sota/atari-games-on-atari-2600-montezumas-revenge?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-tutankham)](https://paperswithcode.com/sota/atari-games-on-atari-2600-tutankham?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-amidar)](https://paperswithcode.com/sota/atari-games-on-atari-2600-amidar?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-robotank)](https://paperswithcode.com/sota/atari-games-on-atari-2600-robotank?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-battle-zone)](https://paperswithcode.com/sota/atari-games-on-atari-2600-battle-zone?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-bowling)](https://paperswithcode.com/sota/atari-games-on-atari-2600-bowling?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-seaquest)](https://paperswithcode.com/sota/atari-games-on-atari-2600-seaquest?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-boxing)](https://paperswithcode.com/sota/atari-games-on-atari-2600-boxing?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-alien)](https://paperswithcode.com/sota/atari-games-on-atari-2600-alien?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-centipede)](https://paperswithcode.com/sota/atari-games-on-atari-2600-centipede?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-gravitar)](https://paperswithcode.com/sota/atari-games-on-atari-2600-gravitar?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-venture)](https://paperswithcode.com/sota/atari-games-on-atari-2600-venture?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-kangaroo)](https://paperswithcode.com/sota/atari-games-on-atari-2600-kangaroo?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-ms-pacman)](https://paperswithcode.com/sota/atari-games-on-atari-2600-ms-pacman?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-pong)](https://paperswithcode.com/sota/atari-games-on-atari-2600-pong?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-enduro)](https://paperswithcode.com/sota/atari-games-on-atari-2600-enduro?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-frostbite)](https://paperswithcode.com/sota/atari-games-on-atari-2600-frostbite?p=asynchronous-methods-for-deep-reinforcement)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/asynchronous-methods-for-deep-reinforcement/atari-games-on-atari-2600-freeway)](https://paperswithcode.com/sota/atari-games-on-atari-2600-freeway?p=asynchronous-methods-for-deep-reinforcement)`

Asynchronous Methods for Deep Reinforcement Learning

4 Feb 2016 · Volodymyr Mnih, Adrià Puigdomènech Badia, Mehdi Mirza, Alex Graves, Timothy P. Lillicrap, Tim Harley, David Silver, Koray Kavukcuoglu ·

We propose a conceptually simple and lightweight framework for deep reinforcement learning that uses asynchronous gradient descent for optimization of deep neural network controllers. We present asynchronous variants of four standard reinforcement learning algorithms and show that parallel actor-learners have a stabilizing effect on training allowing all four methods to successfully train neural network controllers. The best performing method, an asynchronous variant of actor-critic, surpasses the current state-of-the-art on the Atari domain while training for half the time on a single multi-core CPU instead of a GPU. Furthermore, we show that asynchronous actor-critic succeeds on a wide variety of continuous motor control problems as well as on a new task of navigating random 3D mazes using a visual input.

PDF Abstract

Code

Add Remove Mark official

ray-project/ray

36,809

DLR-RM/stable-baselines3

↳ Quickstart in

Colab

10,506

tensorpack/tensorpack

6,310

hill-a/stable-baselines

↳ Quickstart in

Colab

4,257

NervanaSystems/coach

2,346

See all 70 implementations

Tasks

Add Remove

Atari Games

Deep Reinforcement Learning

reinforcement-learning

Reinforcement Learning

Reinforcement Learning (RL)

Datasets

Arcade Learning Environment

TORCS

Results from the Paper

Add Remove

Ranked #9 on Atari Games on Atari 2600 Star Gunner

Get a GitHub badge

Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
Atari Games	Atari 2600 Alien	A3C FF (1 day) hs	Score	182.1	# 48	Compare
Atari Games	Atari 2600 Alien	A3C LSTM hs	Score	945.3	# 40	Compare
Atari Games	Atari 2600 Alien	A3C FF hs	Score	518.4	# 46	Compare
Atari Games	Atari 2600 Amidar	A3C LSTM hs	Score	173.0	# 42	Compare
Atari Games	Atari 2600 Amidar	A3C FF hs	Score	263.9	# 32	Compare
Atari Games	Atari 2600 Amidar	A3C FF (1 day) hs	Score	283.9	# 31	Compare
Atari Games	Atari 2600 Assault	A3C FF hs	Score	5474.9	# 26	Compare
Atari Games	Atari 2600 Assault	A3C LSTM hs	Score	14497.9	# 13	Compare
Atari Games	Atari 2600 Assault	A3C FF (1 day) hs	Score	3746.1	# 32	Compare
Atari Games	Atari 2600 Asterix	A3C FF hs	Score	22140.5	# 25	Compare
Atari Games	Atari 2600 Asterix	A3C FF (1 day) hs	Score	6723	# 38	Compare
Atari Games	Atari 2600 Asterix	A3C LSTM hs	Score	17244.5	# 33	Compare
Atari Games	Atari 2600 Asteroids	A3C LSTM hs	Score	5093.1	# 13	Compare
Atari Games	Atari 2600 Asteroids	A3C FF (1 day) hs	Score	3009.4	# 19	Compare
Atari Games	Atari 2600 Asteroids	A3C FF hs	Score	4474.5	# 16	Compare
Atari Games	Atari 2600 Atlantis	A3C FF hs	Score	911091.0	# 19	Compare
Atari Games	Atari 2600 Atlantis	A3C FF (1 day) hs	Score	772392.0	# 23	Compare
Atari Games	Atari 2600 Atlantis	A3C LSTM hs	Score	875822.0	# 20	Compare
Atari Games	Atari 2600 Bank Heist	A3C FF hs	Score	970.1	# 27	Compare
Atari Games	Atari 2600 Bank Heist	A3C LSTM hs	Score	932.8	# 29	Compare
Atari Games	Atari 2600 Bank Heist	A3C FF (1 day) hs	Score	946.0	# 28	Compare
Atari Games	Atari 2600 Battle Zone	A3C FF hs	Score	12950.0	# 42	Compare
Atari Games	Atari 2600 Battle Zone	A3C LSTM hs	Score	20760.0	# 37	Compare
Atari Games	Atari 2600 Battle Zone	A3C FF (1 day) hs	Score	11340.0	# 43	Compare
Atari Games	Atari 2600 Beam Rider	A3C FF (1 day) hs	Score	13235.9	# 28	Compare
Atari Games	Atari 2600 Beam Rider	A3C LSTM hs	Score	24622.2	# 16	Compare
Atari Games	Atari 2600 Beam Rider	A3C FF hs	Score	22707.9	# 20	Compare
Atari Games	Atari 2600 Berzerk	A3C LSTM hs	Score	862.2	# 31	Compare
Atari Games	Atari 2600 Berzerk	A3C FF (1 day) hs	Score	1433.4	# 21	Compare
Atari Games	Atari 2600 Berzerk	A3C FF hs	Score	817.9	# 32	Compare
Atari Games	Atari 2600 Bowling	A3C FF hs	Score	35.1	# 41	Compare
Atari Games	Atari 2600 Bowling	A3C LSTM hs	Score	41.8	# 37	Compare
Atari Games	Atari 2600 Bowling	A3C FF (1 day) hs	Score	36.2	# 40	Compare
Atari Games	Atari 2600 Boxing	A3C FF hs	Score	59.8	# 38	Compare
Atari Games	Atari 2600 Boxing	A3C LSTM hs	Score	37.3	# 42	Compare
Atari Games	Atari 2600 Boxing	A3C FF (1 day) hs	Score	33.7	# 43	Compare
Atari Games	Atari 2600 Breakout	A3C FF (1 day) hs	Score	551.6	# 19	Compare
Atari Games	Atari 2600 Breakout	A3C LSTM hs	Score	766.8	# 11	Compare
Atari Games	Atari 2600 Breakout	A3C FF hs	Score	681.9	# 16	Compare
Atari Games	Atari 2600 Centipede	A3C LSTM hs	Score	1997.0	# 45	Compare
Atari Games	Atari 2600 Centipede	A3C FF (1 day) hs	Score	3306.5	# 44	Compare
Atari Games	Atari 2600 Centipede	A3C FF hs	Score	3755.8	# 40	Compare
Atari Games	Atari 2600 Chopper Command	A3C FF hs	Score	7021.0	# 23	Compare
Atari Games	Atari 2600 Chopper Command	A3C LSTM hs	Score	10150.0	# 20	Compare
Atari Games	Atari 2600 Chopper Command	A3C FF (1 day) hs	Score	4669.0	# 33	Compare
Atari Games	Atari 2600 Crazy Climber	A3C FF (1 day) hs	Score	101624.0	# 37	Compare
Atari Games	Atari 2600 Crazy Climber	A3C LSTM hs	Score	138518.0	# 20	Compare
Atari Games	Atari 2600 Crazy Climber	A3C FF hs	Score	112646.0	# 35	Compare
Atari Games	Atari 2600 Demon Attack	A3C FF hs	Score	113308.4	# 17	Compare
Atari Games	Atari 2600 Demon Attack	A3C LSTM hs	Score	115201.9	# 15	Compare
Atari Games	Atari 2600 Demon Attack	A3C FF (1 day) hs	Score	84997.5	# 19	Compare
Atari Games	Atari 2600 Double Dunk	A3C FF hs	Score	-0.1	# 26	Compare
Atari Games	Atari 2600 Double Dunk	A3C FF (1 day) hs	Score	0.1	# 22	Compare
Atari Games	Atari 2600 Double Dunk	A3C LSTM hs	Score	0.1	# 22	Compare
Atari Games	Atari 2600 Enduro	A3C FF hs	Score	-82.5	# 46	Compare
Atari Games	Atari 2600 Enduro	A3C FF (1 day) hs	Score	-82.2	# 46	Compare
Atari Games	Atari 2600 Enduro	A3C LSTM hs	Score	-82.5	# 46	Compare
Atari Games	Atari 2600 Fishing Derby	A3C FF (1 day) hs	Score	13.6	# 31	Compare
Atari Games	Atari 2600 Fishing Derby	A3C LSTM hs	Score	22.6	# 26	Compare
Atari Games	Atari 2600 Fishing Derby	A3C FF hs	Score	18.8	# 28	Compare
Atari Games	Atari 2600 Freeway	A3C FF hs	Score	0.1	# 54	Compare
Atari Games	Atari 2600 Freeway	A3C FF (1 day) hs	Score	0.1	# 54	Compare
Atari Games	Atari 2600 Freeway	A3C LSTM hs	Score	0.1	# 54	Compare
Atari Games	Atari 2600 Frostbite	A3C FF (1 day) hs	Score	180.1	# 52	Compare
Atari Games	Atari 2600 Frostbite	A3C LSTM hs	Score	197.6	# 49	Compare
Atari Games	Atari 2600 Frostbite	A3C FF hs	Score	190.5	# 50	Compare
Atari Games	Atari 2600 Gopher	A3C FF hs	Score	10022.8	# 31	Compare
Atari Games	Atari 2600 Gopher	A3C LSTM hs	Score	17106.8	# 25	Compare
Atari Games	Atari 2600 Gopher	A3C FF (1 day) hs	Score	8442.8	# 34	Compare
Atari Games	Atari 2600 Gravitar	A3C FF (1 day) hs	Score	269.5	# 47	Compare
Atari Games	Atari 2600 Gravitar	A3C FF hs	Score	303.5	# 43	Compare
Atari Games	Atari 2600 Gravitar	A3C LSTM hs	Score	320.0	# 41	Compare
Atari Games	Atari 2600 HERO	A3C LSTM hs	Score	28889.5	# 15	Compare
Atari Games	Atari 2600 HERO	A3C FF hs	Score	32464.1	# 11	Compare
Atari Games	Atari 2600 HERO	A3C FF (1 day) hs	Score	28765.8	# 16	Compare
Atari Games	Atari 2600 Ice Hockey	A3C FF (1 day) hs	Score	-4.7	# 20	Compare
Atari Games	Atari 2600 Ice Hockey	A3C FF hs	Score	-2.8	# 20	Compare
Atari Games	Atari 2600 Ice Hockey	A3C LSTM hs	Score	-1.7	# 20	Compare
Atari Games	Atari 2600 James Bond	A3C LSTM hs	Score	613.0	# 30	Compare
Atari Games	Atari 2600 James Bond	A3C FF hs	Score	541.0	# 35	Compare
Atari Games	Atari 2600 James Bond	A3C FF (1 day) hs	Score	351.5	# 40	Compare
Atari Games	Atari 2600 Kangaroo	A3C FF hs	Score	94.0	# 45	Compare
Atari Games	Atari 2600 Kangaroo	A3C LSTM hs	Score	125.0	# 43	Compare
Atari Games	Atari 2600 Kangaroo	A3C FF (1 day) hs	Score	106.0	# 44	Compare
Atari Games	Atari 2600 Krull	A3C LSTM hs	Score	5911.4	# 38	Compare
Atari Games	Atari 2600 Krull	A3C FF (1 day) hs	Score	8066.6	# 29	Compare
Atari Games	Atari 2600 Krull	A3C FF hs	Score	5560.0	# 39	Compare
Atari Games	Atari 2600 Kung-Fu Master	A3C FF hs	Score	28819.0	# 35	Compare
Atari Games	Atari 2600 Kung-Fu Master	A3C LSTM hs	Score	40835.0	# 21	Compare
Atari Games	Atari 2600 Kung-Fu Master	A3C FF (1 day) hs	Score	3046.0	# 43	Compare
Atari Games	Atari 2600 Montezuma's Revenge	A3C FF (1 day) hs	Score	53	# 32	Compare
Atari Games	Atari 2600 Montezuma's Revenge	A3C FF hs	Score	67	# 30	Compare
Atari Games	Atari 2600 Montezuma's Revenge	A3C LSTM hs	Score	41	# 36	Compare
Atari Games	Atari 2600 Ms. Pacman	A3C FF (1 day) hs	Score	594.4	# 47	Compare
Atari Games	Atari 2600 Ms. Pacman	A3C LSTM hs	Score	850.7	# 44	Compare
Atari Games	Atari 2600 Ms. Pacman	A3C FF hs	Score	653.7	# 46	Compare
Atari Games	Atari 2600 Name This Game	A3C FF hs	Score	10476.1	# 30	Compare
Atari Games	Atari 2600 Name This Game	A3C LSTM hs	Score	12093.7	# 23	Compare
Atari Games	Atari 2600 Name This Game	A3C FF (1 day) hs	Score	5614.0	# 38	Compare
Atari Games	Atari 2600 Pong	A3C LSTM hs	Score	10.7	# 46	Compare
Atari Games	Atari 2600 Pong	A3C FF (1 day) hs	Score	11.4	# 45	Compare
Atari Games	Atari 2600 Pong	A3C FF hs	Score	5.6	# 48	Compare
Atari Games	Atari 2600 Private Eye	A3C FF hs	Score	206.9	# 33	Compare
Atari Games	Atari 2600 Private Eye	A3C LSTM hs	Score	421.1	# 26	Compare
Atari Games	Atari 2600 Private Eye	A3C FF (1 day) hs	Score	194.4	# 38	Compare
Atari Games	Atari 2600 Q*Bert	A3C LSTM hs	Score	21307.5	# 19	Compare
Atari Games	Atari 2600 Q*Bert	A3C FF hs	Score	15148.8	# 26	Compare
Atari Games	Atari 2600 Q*Bert	A3C FF (1 day) hs	Score	13752.3	# 36	Compare
Atari Games	Atari 2600 River Raid	A3C FF hs	Score	12201.8	# 25	Compare
Atari Games	Atari 2600 River Raid	A3C FF (1 day) hs	Score	10001.2	# 29	Compare
Atari Games	Atari 2600 River Raid	A3C LSTM hs	Score	6591.9	# 33	Compare
Atari Games	Atari 2600 Road Runner	A3C FF (1 day) hs	Score	31769.0	# 36	Compare
Atari Games	Atari 2600 Road Runner	A3C LSTM hs	Score	73949.0	# 11	Compare
Atari Games	Atari 2600 Road Runner	A3C FF hs	Score	34216.0	# 35	Compare
Atari Games	Atari 2600 Robotank	A3C FF hs	Score	32.8	# 31	Compare
Atari Games	Atari 2600 Robotank	A3C FF (1 day) hs	Score	2.3	# 42	Compare
Atari Games	Atari 2600 Robotank	A3C LSTM hs	Score	2.6	# 41	Compare
Atari Games	Atari 2600 Seaquest	A3C FF (1 day) hs	Score	2300.2	# 38	Compare
Atari Games	Atari 2600 Seaquest	A3C LSTM hs	Score	1326.1	# 46	Compare
Atari Games	Atari 2600 Seaquest	A3C FF hs	Score	2355.4	# 37	Compare
Atari Games	Atari 2600 Space Invaders	A3C FF hs	Score	15730.5	# 15	Compare
Atari Games	Atari 2600 Space Invaders	A3C FF (1 day) hs	Score	2214.7	# 36	Compare
Atari Games	Atari 2600 Space Invaders	A3C LSTM hs	Score	23846.0	# 12	Compare
Atari Games	Atari 2600 Star Gunner	A3C FF (1 day) hs	Score	64393.0	# 23	Compare
Atari Games	Atari 2600 Star Gunner	A3C LSTM hs	Score	164766.0	# 9	Compare
Atari Games	Atari 2600 Star Gunner	A3C FF hs	Score	138218.0	# 11	Compare
Atari Games	Atari 2600 Tennis	A3C FF (1 day) hs	Score	-10.2	# 29	Compare
Atari Games	Atari 2600 Tennis	A3C FF hs	Score	-6.3	# 29	Compare
Atari Games	Atari 2600 Tennis	A3C LSTM hs	Score	-6.4	# 29	Compare
Atari Games	Atari 2600 Time Pilot	A3C FF (1 day) hs	Score	5825.0	# 35	Compare
Atari Games	Atari 2600 Time Pilot	A3C LSTM hs	Score	27202.0	# 12	Compare
Atari Games	Atari 2600 Time Pilot	A3C FF hs	Score	12679.0	# 17	Compare
Atari Games	Atari 2600 Tutankham	A3C FF (1 day) hs	Score	26.1	# 43	Compare
Atari Games	Atari 2600 Tutankham	A3C FF hs	Score	156.3	# 30	Compare
Atari Games	Atari 2600 Tutankham	A3C LSTM hs	Score	144.2	# 31	Compare
Atari Games	Atari 2600 Up and Down	A3C FF (1 day) hs	Score	54525.4	# 21	Compare
Atari Games	Atari 2600 Up and Down	A3C LSTM hs	Score	105728.7	# 14	Compare
Atari Games	Atari 2600 Up and Down	A3C FF hs	Score	74705.7	# 16	Compare
Atari Games	Atari 2600 Venture	A3C FF hs	Score	23.0	# 43	Compare
Atari Games	Atari 2600 Venture	A3C LSTM hs	Score	25.0	# 42	Compare
Atari Games	Atari 2600 Venture	A3C FF (1 day) hs	Score	19.0	# 45	Compare
Atari Games	Atari 2600 Video Pinball	A3C LSTM hs	Score	470310.5	# 18	Compare
Atari Games	Atari 2600 Video Pinball	A3C FF hs	Score	331628.1	# 22	Compare
Atari Games	Atari 2600 Video Pinball	A3C FF (1 day) hs	Score	185852.6	# 28	Compare
Atari Games	Atari 2600 Wizard of Wor	A3C FF (1 day) hs	Score	5278.0	# 31	Compare
Atari Games	Atari 2600 Wizard of Wor	A3C FF hs	Score	17244.0	# 15	Compare
Atari Games	Atari 2600 Wizard of Wor	A3C LSTM hs	Score	18082.0	# 14	Compare
Atari Games	Atari 2600 Zaxxon	A3C FF hs	Score	24622.0	# 10	Compare
Atari Games	Atari 2600 Zaxxon	A3C LSTM hs	Score	23519.0	# 11	Compare
Atari Games	Atari 2600 Zaxxon	A3C FF (1 day) hs	Score	2659.0	# 40	Compare

Methods

Add Remove

A2C • A3C • Convolution • Dense Connections • Entropy Regularization • LSTM • Sigmoid Activation • Softmax • Tanh Activation

Edit Social Preview

Asynchronous Methods for Deep Reinforcement Learning

Code Edit Add Remove Mark official

Tasks Edit Add Remove

Datasets Edit

Results from the Paper Edit Add Remove

Methods Edit Add Remove

Code

Add Remove Mark official

Tasks

Add Remove

Datasets

Results from the Paper

Add Remove

Methods

Add Remove