TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Atari Games	Atari 2600 Alien	Agent57	Score	297638.17	# 2
Atari Games	Atari 2600 Amidar	Agent57	Score	29660.08	# 1
Atari Games	Atari 2600 Assault	Agent57	Score	67212.67	# 4
Atari Games	Atari 2600 Asterix	Agent57	Score	991384.42	# 4
Atari Games	Atari 2600 Asteroids	Agent57	Score	150854.61	# 8
Atari Games	Atari 2600 Atlantis	Agent57	Score	1528841.76	# 7
Atari Games	Atari 2600 Bank Heist	Agent57	Score	23071.5	# 3
Atari Games	Atari 2600 Battle Zone	Agent57	Score	934134.88	# 1
Atari Games	Atari 2600 Beam Rider	Agent57	Score	300509.8	# 4
Atari Games	Atari 2600 Berzerk	Agent57	Score	61507.83	# 3
Atari Games	Atari 2600 Bowling	Agent57	Score	251.18	# 3
Atari Games	Atari 2600 Boxing	Agent57	Score	100	# 1
Atari Games	Atari 2600 Breakout	Agent57	Score	790.4	# 10
Atari Games	Atari 2600 Centipede	Agent57	Score	412847.86	# 6
Atari Games	Atari 2600 Chopper Command	Agent57	Score	999900	# 4
Atari Games	Atari 2600 Crazy Climber	Agent57	Score	565909.85	# 1
Atari Games	Atari 2600 Defender	Agent57	Score	677642.78	# 6
Atari Games	Atari 2600 Demon Attack	Agent57	Score	143161.44	# 7
Atari Games	Atari 2600 Double Dunk	Agent57	Score	23.93	# 6
Atari Games	Atari 2600 Enduro	Agent57	Score	2367.71	# 7
Atari Games	Atari 2600 Fishing Derby	Agent57	Score	86.97	# 2
Atari Games	Atari 2600 Freeway	Agent57	Score	32.59	# 24
Atari Games	Atari 2600 Frostbite	Agent57	Score	541280.88	# 2
Atari Games	Atari 2600 Gopher	Agent57	Score	117777.08	# 8
Atari Games	Atari 2600 Gravitar	Agent57	Score	19213.96	# 1
Atari Games	Atari 2600 HERO	Agent57	Score	114736.26	# 1
Atari Games	Atari 2600 Ice Hockey	Agent57	Score	63.64	# 4
Atari Games	Atari 2600 James Bond	Agent57	Score	135784.96	# 4
Atari Games	Atari 2600 Kangaroo	Agent57	Score	24034.16	# 1
Atari Games	Atari 2600 Krull	Agent57	Score	251997.31	# 3
Atari Games	Atari 2600 Kung-Fu Master	Agent57	Score	206845.82	# 4
Atari Games	Atari 2600 Montezuma's Revenge	Agent57	Score	9352.01	# 4
Atari Games	Atari 2600 Ms. Pacman	Agent57	Score	63994.44	# 3
Atari Games	Atari 2600 Name This Game	Agent57	Score	54386.77	# 4
Atari Games	Atari 2600 Phoenix	Agent57	Score	908264.15	# 3
Atari Games	Atari 2600 Pitfall!	Agent57	Score	18756.01	# 2
Atari Games	Atari 2600 Pong	Agent57	Score	20.67	# 23
Atari Games	Atari 2600 Private Eye	Agent57	Score	79716.46	# 2
Atari Games	Atari 2600 Q*Bert	Agent57	Score	580328.14	# 1
Atari Games	Atari 2600 River Raid	Agent57	Score	63318.67	# 4
Atari Games	Atari 2600 Road Runner	Agent57	Score	243025.8	# 7
Atari Games	Atari 2600 Robotank	Agent57	Score	127.32	# 2
Atari Games	Atari 2600 Seaquest	Agent57	Score	999997.63	# 3
Atari Games	Atari 2600 Skiing	Agent57	Score	-4202.6	# 3
Atari Games	Atari 2600 Solaris	Agent57	Score	44199.93	# 1
Atari Games	Atari 2600 Space Invaders	Agent57	Score	48680.86	# 7
Atari Games	Atari 2600 Star Gunner	Agent57	Score	839573.53	# 1
Atari Games	Atari 2600 Surround	Agent57	Score	9.5	# 5
Atari Games	Atari 2600 Tennis	Agent57	Score	23.84	# 5
Atari Games	Atari 2600 Time Pilot	Agent57	Score	405425.31	# 5
Atari Games	Atari 2600 Tutankham	Agent57	Score	2354.91	# 1
Atari Games	Atari 2600 Up and Down	Agent57	Score	623805.73	# 7
Atari Games	Atari 2600 Venture	Agent57	Score	2623.71	# 1
Atari Games	Atari 2600 Video Pinball	Agent57	Score	992340.74	# 2
Atari Games	Atari 2600 Wizard of Wor	Agent57	Score	157306.41	# 2
Atari Games	Atari 2600 Yars Revenge	Agent57	Score	998532.37	# 1
Atari Games	Atari 2600 Zaxxon	Agent57	Score	249808.9	# 2
Atari Games	atari game	Agent57	Human World Record Breakthrough	18	# 3
Atari Games	Atari games	Agent57	Mean Human Normalized Score	4763.69%	# 5

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-amidar)](https://paperswithcode.com/sota/atari-games-on-atari-2600-amidar?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-battle-zone)](https://paperswithcode.com/sota/atari-games-on-atari-2600-battle-zone?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-boxing)](https://paperswithcode.com/sota/atari-games-on-atari-2600-boxing?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-crazy-climber)](https://paperswithcode.com/sota/atari-games-on-atari-2600-crazy-climber?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-gravitar)](https://paperswithcode.com/sota/atari-games-on-atari-2600-gravitar?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-hero)](https://paperswithcode.com/sota/atari-games-on-atari-2600-hero?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-kangaroo)](https://paperswithcode.com/sota/atari-games-on-atari-2600-kangaroo?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-qbert)](https://paperswithcode.com/sota/atari-games-on-atari-2600-qbert?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-solaris)](https://paperswithcode.com/sota/atari-games-on-atari-2600-solaris?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-star-gunner)](https://paperswithcode.com/sota/atari-games-on-atari-2600-star-gunner?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-tutankham)](https://paperswithcode.com/sota/atari-games-on-atari-2600-tutankham?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-venture)](https://paperswithcode.com/sota/atari-games-on-atari-2600-venture?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-yars-revenge)](https://paperswithcode.com/sota/atari-games-on-atari-2600-yars-revenge?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-alien)](https://paperswithcode.com/sota/atari-games-on-atari-2600-alien?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-fishing-derby)](https://paperswithcode.com/sota/atari-games-on-atari-2600-fishing-derby?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-frostbite)](https://paperswithcode.com/sota/atari-games-on-atari-2600-frostbite?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-pitfall)](https://paperswithcode.com/sota/atari-games-on-atari-2600-pitfall?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-private-eye)](https://paperswithcode.com/sota/atari-games-on-atari-2600-private-eye?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-robotank)](https://paperswithcode.com/sota/atari-games-on-atari-2600-robotank?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-video-pinball)](https://paperswithcode.com/sota/atari-games-on-atari-2600-video-pinball?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-wizard-of-wor)](https://paperswithcode.com/sota/atari-games-on-atari-2600-wizard-of-wor?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-zaxxon)](https://paperswithcode.com/sota/atari-games-on-atari-2600-zaxxon?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-bank-heist)](https://paperswithcode.com/sota/atari-games-on-atari-2600-bank-heist?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-berzerk)](https://paperswithcode.com/sota/atari-games-on-atari-2600-berzerk?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-bowling)](https://paperswithcode.com/sota/atari-games-on-atari-2600-bowling?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-krull)](https://paperswithcode.com/sota/atari-games-on-atari-2600-krull?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-ms-pacman)](https://paperswithcode.com/sota/atari-games-on-atari-2600-ms-pacman?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-phoenix)](https://paperswithcode.com/sota/atari-games-on-atari-2600-phoenix?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-seaquest)](https://paperswithcode.com/sota/atari-games-on-atari-2600-seaquest?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-skiing)](https://paperswithcode.com/sota/atari-games-on-atari-2600-skiing?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-game)](https://paperswithcode.com/sota/atari-games-on-atari-game?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-assault)](https://paperswithcode.com/sota/atari-games-on-atari-2600-assault?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-asterix)](https://paperswithcode.com/sota/atari-games-on-atari-2600-asterix?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-beam-rider)](https://paperswithcode.com/sota/atari-games-on-atari-2600-beam-rider?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-chopper-command)](https://paperswithcode.com/sota/atari-games-on-atari-2600-chopper-command?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-ice-hockey)](https://paperswithcode.com/sota/atari-games-on-atari-2600-ice-hockey?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-james-bond)](https://paperswithcode.com/sota/atari-games-on-atari-2600-james-bond?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-kung-fu-master)](https://paperswithcode.com/sota/atari-games-on-atari-2600-kung-fu-master?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-montezumas-revenge)](https://paperswithcode.com/sota/atari-games-on-atari-2600-montezumas-revenge?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-name-this-game)](https://paperswithcode.com/sota/atari-games-on-atari-2600-name-this-game?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-river-raid)](https://paperswithcode.com/sota/atari-games-on-atari-2600-river-raid?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-surround)](https://paperswithcode.com/sota/atari-games-on-atari-2600-surround?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-tennis)](https://paperswithcode.com/sota/atari-games-on-atari-2600-tennis?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-time-pilot)](https://paperswithcode.com/sota/atari-games-on-atari-2600-time-pilot?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-games)](https://paperswithcode.com/sota/atari-games-on-atari-games?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-centipede)](https://paperswithcode.com/sota/atari-games-on-atari-2600-centipede?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-defender)](https://paperswithcode.com/sota/atari-games-on-atari-2600-defender?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-double-dunk)](https://paperswithcode.com/sota/atari-games-on-atari-2600-double-dunk?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-atlantis)](https://paperswithcode.com/sota/atari-games-on-atari-2600-atlantis?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-demon-attack)](https://paperswithcode.com/sota/atari-games-on-atari-2600-demon-attack?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-enduro)](https://paperswithcode.com/sota/atari-games-on-atari-2600-enduro?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-road-runner)](https://paperswithcode.com/sota/atari-games-on-atari-2600-road-runner?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-space-invaders)](https://paperswithcode.com/sota/atari-games-on-atari-2600-space-invaders?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-up-and-down)](https://paperswithcode.com/sota/atari-games-on-atari-2600-up-and-down?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-asteroids)](https://paperswithcode.com/sota/atari-games-on-atari-2600-asteroids?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-gopher)](https://paperswithcode.com/sota/atari-games-on-atari-2600-gopher?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-breakout)](https://paperswithcode.com/sota/atari-games-on-atari-2600-breakout?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-pong)](https://paperswithcode.com/sota/atari-games-on-atari-2600-pong?p=agent57-outperforming-the-atari-human)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/agent57-outperforming-the-atari-human/atari-games-on-atari-2600-freeway)](https://paperswithcode.com/sota/atari-games-on-atari-2600-freeway?p=agent57-outperforming-the-atari-human)`

Agent57: Outperforming the Atari Human Benchmark

ICML 2020 · Adrià Puigdomènech Badia, Bilal Piot, Steven Kapturowski, Pablo Sprechmann, Alex Vitvitskyi, Daniel Guo, Charles Blundell ·

Atari games have been a long-standing benchmark in the reinforcement learning (RL) community for the past decade. This benchmark was proposed to test general competency of RL algorithms. Previous work has achieved good average performance by doing outstandingly well on many games of the set, but very poorly in several of the most challenging games. We propose Agent57, the first deep RL agent that outperforms the standard human benchmark on all 57 Atari games. To achieve this result, we train a neural network which parameterizes a family of policies ranging from very exploratory to purely exploitative. We propose an adaptive mechanism to choose which policy to prioritize throughout the training process. Additionally, we utilize a novel parameterization of the architecture that allows for more consistent and stable learning.

PDF Abstract ICML 2020 PDF

Code

Add Remove Mark official

michaelnny/deep_rl_zoo

pocokhc/agent57

yuta0821/agent57_pytorch

Nkluge-correa/teeny-tiny_castle

↳ Quickstart in

Colab

YHL04/agent57

Tasks

Add Remove

Atari Games

Reinforcement Learning (RL)

Datasets

Arcade Learning Environment

Results from the Paper

Edit

Ranked #1 on Atari Games on Atari 2600 HERO

Get a GitHub badge

Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
Atari Games	Atari 2600 Alien	Agent57	Score	297638.17	# 2	Compare
Atari Games	Atari 2600 Amidar	Agent57	Score	29660.08	# 1	Compare
Atari Games	Atari 2600 Assault	Agent57	Score	67212.67	# 4	Compare
Atari Games	Atari 2600 Asterix	Agent57	Score	991384.42	# 4	Compare
Atari Games	Atari 2600 Asteroids	Agent57	Score	150854.61	# 8	Compare
Atari Games	Atari 2600 Atlantis	Agent57	Score	1528841.76	# 7	Compare
Atari Games	Atari 2600 Bank Heist	Agent57	Score	23071.5	# 3	Compare
Atari Games	Atari 2600 Battle Zone	Agent57	Score	934134.88	# 1	Compare
Atari Games	Atari 2600 Beam Rider	Agent57	Score	300509.8	# 4	Compare
Atari Games	Atari 2600 Berzerk	Agent57	Score	61507.83	# 3	Compare
Atari Games	Atari 2600 Bowling	Agent57	Score	251.18	# 3	Compare
Atari Games	Atari 2600 Boxing	Agent57	Score	100	# 1	Compare
Atari Games	Atari 2600 Breakout	Agent57	Score	790.4	# 10	Compare
Atari Games	Atari 2600 Centipede	Agent57	Score	412847.86	# 6	Compare
Atari Games	Atari 2600 Chopper Command	Agent57	Score	999900	# 4	Compare
Atari Games	Atari 2600 Crazy Climber	Agent57	Score	565909.85	# 1	Compare
Atari Games	Atari 2600 Defender	Agent57	Score	677642.78	# 6	Compare
Atari Games	Atari 2600 Demon Attack	Agent57	Score	143161.44	# 7	Compare
Atari Games	Atari 2600 Double Dunk	Agent57	Score	23.93	# 6	Compare
Atari Games	Atari 2600 Enduro	Agent57	Score	2367.71	# 7	Compare
Atari Games	Atari 2600 Fishing Derby	Agent57	Score	86.97	# 2	Compare
Atari Games	Atari 2600 Freeway	Agent57	Score	32.59	# 24	Compare
Atari Games	Atari 2600 Frostbite	Agent57	Score	541280.88	# 2	Compare
Atari Games	Atari 2600 Gopher	Agent57	Score	117777.08	# 8	Compare
Atari Games	Atari 2600 Gravitar	Agent57	Score	19213.96	# 1	Compare
Atari Games	Atari 2600 HERO	Agent57	Score	114736.26	# 1	Compare
Atari Games	Atari 2600 Ice Hockey	Agent57	Score	63.64	# 4	Compare
Atari Games	Atari 2600 James Bond	Agent57	Score	135784.96	# 4	Compare
Atari Games	Atari 2600 Kangaroo	Agent57	Score	24034.16	# 1	Compare
Atari Games	Atari 2600 Krull	Agent57	Score	251997.31	# 3	Compare
Atari Games	Atari 2600 Kung-Fu Master	Agent57	Score	206845.82	# 4	Compare
Atari Games	Atari 2600 Montezuma's Revenge	Agent57	Score	9352.01	# 4	Compare
Atari Games	Atari 2600 Ms. Pacman	Agent57	Score	63994.44	# 3	Compare
Atari Games	Atari 2600 Name This Game	Agent57	Score	54386.77	# 4	Compare
Atari Games	Atari 2600 Phoenix	Agent57	Score	908264.15	# 3	Compare
Atari Games	Atari 2600 Pitfall!	Agent57	Score	18756.01	# 2	Compare
Atari Games	Atari 2600 Pong	Agent57	Score	20.67	# 23	Compare
Atari Games	Atari 2600 Private Eye	Agent57	Score	79716.46	# 2	Compare
Atari Games	Atari 2600 Q*Bert	Agent57	Score	580328.14	# 1	Compare
Atari Games	Atari 2600 River Raid	Agent57	Score	63318.67	# 4	Compare
Atari Games	Atari 2600 Road Runner	Agent57	Score	243025.8	# 7	Compare
Atari Games	Atari 2600 Robotank	Agent57	Score	127.32	# 2	Compare
Atari Games	Atari 2600 Seaquest	Agent57	Score	999997.63	# 3	Compare
Atari Games	Atari 2600 Skiing	Agent57	Score	-4202.6	# 3	Compare
Atari Games	Atari 2600 Solaris	Agent57	Score	44199.93	# 1	Compare
Atari Games	Atari 2600 Space Invaders	Agent57	Score	48680.86	# 7	Compare
Atari Games	Atari 2600 Star Gunner	Agent57	Score	839573.53	# 1	Compare
Atari Games	Atari 2600 Surround	Agent57	Score	9.5	# 5	Compare
Atari Games	Atari 2600 Tennis	Agent57	Score	23.84	# 5	Compare
Atari Games	Atari 2600 Time Pilot	Agent57	Score	405425.31	# 5	Compare
Atari Games	Atari 2600 Tutankham	Agent57	Score	2354.91	# 1	Compare
Atari Games	Atari 2600 Up and Down	Agent57	Score	623805.73	# 7	Compare
Atari Games	Atari 2600 Venture	Agent57	Score	2623.71	# 1	Compare
Atari Games	Atari 2600 Video Pinball	Agent57	Score	992340.74	# 2	Compare
Atari Games	Atari 2600 Wizard of Wor	Agent57	Score	157306.41	# 2	Compare
Atari Games	Atari 2600 Yars Revenge	Agent57	Score	998532.37	# 1	Compare
Atari Games	Atari 2600 Zaxxon	Agent57	Score	249808.9	# 2	Compare
Atari Games	atari game	Agent57	Human World Record Breakthrough	18	# 3	Compare
Atari Games	Atari games	Agent57	Mean Human Normalized Score	4763.69%	# 5	Compare

Methods

Add Remove

No methods listed for this paper. Add relevant methods here

Edit Social Preview

Agent57: Outperforming the Atari Human Benchmark

Code Edit Add Remove Mark official

Tasks Edit Add Remove

Datasets Edit

Results from the Paper Edit

Methods Edit Add Remove

Code

Add Remove Mark official

Tasks

Add Remove

Datasets

Results from the Paper

Edit

Methods

Add Remove