TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Atari Games 100k	Atari 100k	MuZero	Mean Human-Normalized Score	0.562	# 11
Atari Games 100k	Atari 100k	MuZero	Medium Human-Normalized Score	0.227	# 13
Atari Games	Atari 2600 Alien	MuZero	Score	741812.63	# 1
Atari Games	Atari 2600 Amidar	MuZero	Score	28634.39	# 3
Atari Games	Atari 2600 Assault	MuZero	Score	143972.03	# 1
Atari Games	Atari 2600 Asterix	MuZero	Score	998425.00	# 3
Atari Games	Atari 2600 Asteroids	MuZero	Score	678558.64	# 3
Atari Games	Atari 2600 Atlantis	MuZero	Score	1674767.20	# 5
Atari Games	Atari 2600 Bank Heist	MuZero	Score	1278.98	# 13
Atari Games	Atari 2600 Battle Zone	MuZero	Score	848623.00	# 2
Atari Games	Atari 2600 Beam Rider	MuZero	Score	454993.53	# 1
Atari Games	Atari 2600 Berzerk	MuZero	Score	85932.60	# 2
Atari Games	Atari 2600 Bowling	MuZero	Score	260.13	# 1
Atari Games	Atari 2600 Boxing	MuZero	Score	100.00	# 1
Atari Games	Atari 2600 Centipede	MuZero	Score	1159049.27	# 3
Atari Games	Atari 2600 Chopper Command	MuZero	Score	991039.70	# 5
Atari Games	Atari 2600 Crazy Climber	MuZero	Score	458315.40	# 2
Atari Games	Atari 2600 Defender	MuZero	Score	839642.95	# 5
Atari Games	Atari 2600 Demon Attack	MuZero	Score	143964.26	# 5
Atari Games	Atari 2600 Double Dunk	MuZero	Score	23.94	# 5
Atari Games	Atari 2600 Enduro	MuZero	Score	2382.44	# 5
Atari Games	Atari 2600 Fishing Derby	MuZero	Score	91.16	# 1
Atari Games	Atari 2600 Freeway	MuZero	Score	33.03	# 18
Atari Games	Atari 2600 Frostbite	MuZero	Score	631378.53	# 1
Atari Games	Atari 2600 Gopher	MuZero	Score	130345.58	# 3
Atari Games	Atari 2600 Gravitar	MuZero	Score	6682.70	# 6
Atari Games	Atari 2600 HERO	MuZero	Score	49244.11	# 2
Atari Games	Atari 2600 Ice Hockey	MuZero	Score	67.04	# 3
Atari Games	Atari 2600 James Bond	MuZero	Score	41063.25	# 6
Atari Games	Atari 2600 Kangaroo	MuZero	Score	16763.60	# 2
Atari Games	Atari 2600 Krull	MuZero	Score	269358.27	# 2
Atari Games	Atari 2600 Kung-Fu Master	MuZero	Score	204824.00	# 5
Atari Games	Atari 2600 Montezuma's Revenge	MuZero	Score	0.00	# 42
Atari Games	Atari 2600 Ms. Pacman	MuZero	Score	243401.10	# 1
Atari Games	Atari 2600 Name This Game	MuZero	Score	157177.85	# 1
Atari Games	Atari 2600 Phoenix	MuZero	Score	955137.84	# 2
Atari Games	Atari 2600 Pitfall!	MuZero	Score	0.00	# 4
Atari Games	Atari 2600 Pong	MuZero	Score	21.00	# 1
Atari Games	Atari 2600 Private Eye	MuZero	Score	15299.98	# 4
Atari Games	Atari 2600 Q*Bert	MuZero	Score	72276.00	# 9
Atari Games	Atari 2600 River Raid	MuZero	Score	323417.18	# 1
Atari Games	Atari 2600 Road Runner	MuZero	Score	613411.80	# 4
Atari Games	Atari 2600 Robotank	MuZero	Score	131.13	# 1
Atari Games	Atari 2600 Seaquest	MuZero	Score	999976.52	# 5
Atari Games	Atari 2600 Skiing	MuZero	Score	-29968.36	# 3
Atari Games	Atari 2600 Solaris	MuZero	Score	56.62	# 23
Atari Games	Atari 2600 Space Invaders	MuZero	Score	74335.30	# 5
Atari Games	Atari 2600 Star Gunner	MuZero	Score	549271.70	# 4
Atari Games	Atari 2600 Surround	MuZero	Score	9.99	# 2
Atari Games	Atari 2600 Tennis	MuZero	Score	0.00	# 20
Atari Games	Atari 2600 Time Pilot	MuZero	Score	476763.90	# 1
Atari Games	Atari 2600 Tutankham	MuZero	Score	491.48	# 2
Atari Games	Atari 2600 Up and Down	MuZero	Score	715545.61	# 4
Atari Games	Atari 2600 Venture	MuZero	Score	0.40	# 48
Atari Games	Atari 2600 Video Pinball	MuZero	Score	981791.88	# 3
Atari Games	Atari 2600 Wizard of Wor	MuZero	Score	197126.00	# 1
Atari Games	Atari 2600 Yars Revenge	MuZero	Score	553311.46	# 6
Atari Games	Atari 2600 Zaxxon	MuZero	Score	725853.90	# 1
Atari Games	Atari-57	MuZero	Human World Record Breakthrough	19	# 4
Atari Games	Atari-57	MuZero	Mean Human Normalized Score	4996.20%	# 5
Atari Games	atari game	Muzero	Human World Record Breakthrough	19	# 2
Atari Games	Atari games	MuZero	Mean Human Normalized Score	4996.20%	# 3

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-alien)](https://paperswithcode.com/sota/atari-games-on-atari-2600-alien?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-assault)](https://paperswithcode.com/sota/atari-games-on-atari-2600-assault?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-beam-rider)](https://paperswithcode.com/sota/atari-games-on-atari-2600-beam-rider?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-bowling)](https://paperswithcode.com/sota/atari-games-on-atari-2600-bowling?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-boxing)](https://paperswithcode.com/sota/atari-games-on-atari-2600-boxing?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-fishing-derby)](https://paperswithcode.com/sota/atari-games-on-atari-2600-fishing-derby?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-frostbite)](https://paperswithcode.com/sota/atari-games-on-atari-2600-frostbite?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-ms-pacman)](https://paperswithcode.com/sota/atari-games-on-atari-2600-ms-pacman?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-name-this-game)](https://paperswithcode.com/sota/atari-games-on-atari-2600-name-this-game?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-pong)](https://paperswithcode.com/sota/atari-games-on-atari-2600-pong?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-river-raid)](https://paperswithcode.com/sota/atari-games-on-atari-2600-river-raid?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-robotank)](https://paperswithcode.com/sota/atari-games-on-atari-2600-robotank?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-time-pilot)](https://paperswithcode.com/sota/atari-games-on-atari-2600-time-pilot?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-wizard-of-wor)](https://paperswithcode.com/sota/atari-games-on-atari-2600-wizard-of-wor?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-zaxxon)](https://paperswithcode.com/sota/atari-games-on-atari-2600-zaxxon?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-battle-zone)](https://paperswithcode.com/sota/atari-games-on-atari-2600-battle-zone?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-berzerk)](https://paperswithcode.com/sota/atari-games-on-atari-2600-berzerk?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-crazy-climber)](https://paperswithcode.com/sota/atari-games-on-atari-2600-crazy-climber?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-hero)](https://paperswithcode.com/sota/atari-games-on-atari-2600-hero?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-kangaroo)](https://paperswithcode.com/sota/atari-games-on-atari-2600-kangaroo?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-krull)](https://paperswithcode.com/sota/atari-games-on-atari-2600-krull?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-phoenix)](https://paperswithcode.com/sota/atari-games-on-atari-2600-phoenix?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-surround)](https://paperswithcode.com/sota/atari-games-on-atari-2600-surround?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-tutankham)](https://paperswithcode.com/sota/atari-games-on-atari-2600-tutankham?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-game)](https://paperswithcode.com/sota/atari-games-on-atari-game?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-amidar)](https://paperswithcode.com/sota/atari-games-on-atari-2600-amidar?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-asterix)](https://paperswithcode.com/sota/atari-games-on-atari-2600-asterix?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-asteroids)](https://paperswithcode.com/sota/atari-games-on-atari-2600-asteroids?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-centipede)](https://paperswithcode.com/sota/atari-games-on-atari-2600-centipede?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-gopher)](https://paperswithcode.com/sota/atari-games-on-atari-2600-gopher?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-ice-hockey)](https://paperswithcode.com/sota/atari-games-on-atari-2600-ice-hockey?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-skiing)](https://paperswithcode.com/sota/atari-games-on-atari-2600-skiing?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-video-pinball)](https://paperswithcode.com/sota/atari-games-on-atari-2600-video-pinball?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-games)](https://paperswithcode.com/sota/atari-games-on-atari-games?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-pitfall)](https://paperswithcode.com/sota/atari-games-on-atari-2600-pitfall?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-private-eye)](https://paperswithcode.com/sota/atari-games-on-atari-2600-private-eye?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-road-runner)](https://paperswithcode.com/sota/atari-games-on-atari-2600-road-runner?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-star-gunner)](https://paperswithcode.com/sota/atari-games-on-atari-2600-star-gunner?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-up-and-down)](https://paperswithcode.com/sota/atari-games-on-atari-2600-up-and-down?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-atlantis)](https://paperswithcode.com/sota/atari-games-on-atari-2600-atlantis?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-chopper-command)](https://paperswithcode.com/sota/atari-games-on-atari-2600-chopper-command?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-defender)](https://paperswithcode.com/sota/atari-games-on-atari-2600-defender?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-demon-attack)](https://paperswithcode.com/sota/atari-games-on-atari-2600-demon-attack?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-double-dunk)](https://paperswithcode.com/sota/atari-games-on-atari-2600-double-dunk?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-enduro)](https://paperswithcode.com/sota/atari-games-on-atari-2600-enduro?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-kung-fu-master)](https://paperswithcode.com/sota/atari-games-on-atari-2600-kung-fu-master?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-seaquest)](https://paperswithcode.com/sota/atari-games-on-atari-2600-seaquest?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-space-invaders)](https://paperswithcode.com/sota/atari-games-on-atari-2600-space-invaders?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-57)](https://paperswithcode.com/sota/atari-games-on-atari-57?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-gravitar)](https://paperswithcode.com/sota/atari-games-on-atari-2600-gravitar?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-james-bond)](https://paperswithcode.com/sota/atari-games-on-atari-2600-james-bond?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-yars-revenge)](https://paperswithcode.com/sota/atari-games-on-atari-2600-yars-revenge?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-qbert)](https://paperswithcode.com/sota/atari-games-on-atari-2600-qbert?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-100k-on-atari-100k)](https://paperswithcode.com/sota/atari-games-100k-on-atari-100k?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-bank-heist)](https://paperswithcode.com/sota/atari-games-on-atari-2600-bank-heist?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-freeway)](https://paperswithcode.com/sota/atari-games-on-atari-2600-freeway?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-tennis)](https://paperswithcode.com/sota/atari-games-on-atari-2600-tennis?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-solaris)](https://paperswithcode.com/sota/atari-games-on-atari-2600-solaris?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-montezumas-revenge)](https://paperswithcode.com/sota/atari-games-on-atari-2600-montezumas-revenge?p=mastering-atari-go-chess-and-shogi-by)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/mastering-atari-go-chess-and-shogi-by/atari-games-on-atari-2600-venture)](https://paperswithcode.com/sota/atari-games-on-atari-2600-venture?p=mastering-atari-go-chess-and-shogi-by)`

Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model

19 Nov 2019 · Julian Schrittwieser, Ioannis Antonoglou, Thomas Hubert, Karen Simonyan, Laurent SIfre, Simon Schmitt, Arthur Guez, Edward Lockhart, Demis Hassabis, Thore Graepel, Timothy Lillicrap, David Silver ·

Constructing agents with planning capabilities has long been one of the main challenges in the pursuit of artificial intelligence. Tree-based planning methods have enjoyed huge success in challenging domains, such as chess and Go, where a perfect simulator is available. However, in real-world problems the dynamics governing the environment are often complex and unknown. In this work we present the MuZero algorithm which, by combining a tree-based search with a learned model, achieves superhuman performance in a range of challenging and visually complex domains, without any knowledge of their underlying dynamics. MuZero learns a model that, when applied iteratively, predicts the quantities most directly relevant to planning: the reward, the action-selection policy, and the value function. When evaluated on 57 different Atari games - the canonical video game environment for testing AI techniques, in which model-based planning approaches have historically struggled - our new algorithm achieved a new state of the art. When evaluated on Go, chess and shogi, without any knowledge of the game rules, MuZero matched the superhuman performance of the AlphaZero algorithm that was supplied with the game rules.

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werner-duvaud/muzero-general

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Atari Games

Atari Games 100k

Game of Chess

Game of Go

Game of Shogi

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Arcade Learning Environment Atari 100k

DQN Replay Dataset

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Ranked #1 on Atari Games on Atari 2600 Boxing

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Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
Atari Games 100k	Atari 100k	MuZero	Mean Human-Normalized Score	0.562	# 11	Compare
Atari Games 100k	Atari 100k	MuZero	Medium Human-Normalized Score	0.227	# 13	Compare
Atari Games	Atari 2600 Alien	MuZero	Score	741812.63	# 1	Compare
Atari Games	Atari 2600 Amidar	MuZero	Score	28634.39	# 3	Compare
Atari Games	Atari 2600 Assault	MuZero	Score	143972.03	# 1	Compare
Atari Games	Atari 2600 Asterix	MuZero	Score	998425.00	# 3	Compare
Atari Games	Atari 2600 Asteroids	MuZero	Score	678558.64	# 3	Compare
Atari Games	Atari 2600 Atlantis	MuZero	Score	1674767.20	# 5	Compare
Atari Games	Atari 2600 Bank Heist	MuZero	Score	1278.98	# 13	Compare
Atari Games	Atari 2600 Battle Zone	MuZero	Score	848623.00	# 2	Compare
Atari Games	Atari 2600 Beam Rider	MuZero	Score	454993.53	# 1	Compare
Atari Games	Atari 2600 Berzerk	MuZero	Score	85932.60	# 2	Compare
Atari Games	Atari 2600 Bowling	MuZero	Score	260.13	# 1	Compare
Atari Games	Atari 2600 Boxing	MuZero	Score	100.00	# 1	Compare
Atari Games	Atari 2600 Centipede	MuZero	Score	1159049.27	# 3	Compare
Atari Games	Atari 2600 Chopper Command	MuZero	Score	991039.70	# 5	Compare
Atari Games	Atari 2600 Crazy Climber	MuZero	Score	458315.40	# 2	Compare
Atari Games	Atari 2600 Defender	MuZero	Score	839642.95	# 5	Compare
Atari Games	Atari 2600 Demon Attack	MuZero	Score	143964.26	# 5	Compare
Atari Games	Atari 2600 Double Dunk	MuZero	Score	23.94	# 5	Compare
Atari Games	Atari 2600 Enduro	MuZero	Score	2382.44	# 5	Compare
Atari Games	Atari 2600 Fishing Derby	MuZero	Score	91.16	# 1	Compare
Atari Games	Atari 2600 Freeway	MuZero	Score	33.03	# 18	Compare
Atari Games	Atari 2600 Frostbite	MuZero	Score	631378.53	# 1	Compare
Atari Games	Atari 2600 Gopher	MuZero	Score	130345.58	# 3	Compare
Atari Games	Atari 2600 Gravitar	MuZero	Score	6682.70	# 6	Compare
Atari Games	Atari 2600 HERO	MuZero	Score	49244.11	# 2	Compare
Atari Games	Atari 2600 Ice Hockey	MuZero	Score	67.04	# 3	Compare
Atari Games	Atari 2600 James Bond	MuZero	Score	41063.25	# 6	Compare
Atari Games	Atari 2600 Kangaroo	MuZero	Score	16763.60	# 2	Compare
Atari Games	Atari 2600 Krull	MuZero	Score	269358.27	# 2	Compare
Atari Games	Atari 2600 Kung-Fu Master	MuZero	Score	204824.00	# 5	Compare
Atari Games	Atari 2600 Montezuma's Revenge	MuZero	Score	0.00	# 42	Compare
Atari Games	Atari 2600 Ms. Pacman	MuZero	Score	243401.10	# 1	Compare
Atari Games	Atari 2600 Name This Game	MuZero	Score	157177.85	# 1	Compare
Atari Games	Atari 2600 Phoenix	MuZero	Score	955137.84	# 2	Compare
Atari Games	Atari 2600 Pitfall!	MuZero	Score	0.00	# 4	Compare
Atari Games	Atari 2600 Pong	MuZero	Score	21.00	# 1	Compare
Atari Games	Atari 2600 Private Eye	MuZero	Score	15299.98	# 4	Compare
Atari Games	Atari 2600 Q*Bert	MuZero	Score	72276.00	# 9	Compare
Atari Games	Atari 2600 River Raid	MuZero	Score	323417.18	# 1	Compare
Atari Games	Atari 2600 Road Runner	MuZero	Score	613411.80	# 4	Compare
Atari Games	Atari 2600 Robotank	MuZero	Score	131.13	# 1	Compare
Atari Games	Atari 2600 Seaquest	MuZero	Score	999976.52	# 5	Compare
Atari Games	Atari 2600 Skiing	MuZero	Score	-29968.36	# 3	Compare
Atari Games	Atari 2600 Solaris	MuZero	Score	56.62	# 23	Compare
Atari Games	Atari 2600 Space Invaders	MuZero	Score	74335.30	# 5	Compare
Atari Games	Atari 2600 Star Gunner	MuZero	Score	549271.70	# 4	Compare
Atari Games	Atari 2600 Surround	MuZero	Score	9.99	# 2	Compare
Atari Games	Atari 2600 Tennis	MuZero	Score	0.00	# 20	Compare
Atari Games	Atari 2600 Time Pilot	MuZero	Score	476763.90	# 1	Compare
Atari Games	Atari 2600 Tutankham	MuZero	Score	491.48	# 2	Compare
Atari Games	Atari 2600 Up and Down	MuZero	Score	715545.61	# 4	Compare
Atari Games	Atari 2600 Venture	MuZero	Score	0.40	# 48	Compare
Atari Games	Atari 2600 Video Pinball	MuZero	Score	981791.88	# 3	Compare
Atari Games	Atari 2600 Wizard of Wor	MuZero	Score	197126.00	# 1	Compare
Atari Games	Atari 2600 Yars Revenge	MuZero	Score	553311.46	# 6	Compare
Atari Games	Atari 2600 Zaxxon	MuZero	Score	725853.90	# 1	Compare
Atari Games	Atari-57	MuZero	Human World Record Breakthrough	19	# 4	Compare
Atari Games	Atari-57	MuZero	Mean Human Normalized Score	4996.20%	# 5	Compare
Atari Games	atari game	Muzero	Human World Record Breakthrough	19	# 2	Compare
Atari Games	Atari games	MuZero	Mean Human Normalized Score	4996.20%	# 3	Compare

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AlphaZero • Average Pooling • Batch Normalization • Convolution • Monte-Carlo Tree Search • MuZero • Prioritized Experience Replay • ReLU • Residual Block • Residual Connection

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Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model

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