TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Atari Games	Atari 2600 Alien	UCT	Score	7785	# 12
Atari Games	Atari 2600 Alien	Best Learner	Score	939.2	# 40
Atari Games	Atari 2600 Amidar	UCT	Score	180.3	# 39
Atari Games	Atari 2600 Amidar	Best Learner	Score	103.4	# 46
Atari Games	Atari 2600 Assault	UCT	Score	1512.2	# 38
Atari Games	Atari 2600 Assault	Best Learner	Score	628	# 41
Atari Games	Atari 2600 Asterix	UCT	Score	290700	# 16
Atari Games	Atari 2600 Asterix	Best Learner	Score	987.3	# 46
Atari Games	Atari 2600 Asteroids	Best Learner	Score	907.3	# 40
Atari Games	Atari 2600 Asteroids	UCT	Score	4660.6	# 14
Atari Games	Atari 2600 Atlantis	UCT	Score	193858	# 36
Atari Games	Atari 2600 Atlantis	Best Learner	Score	62687	# 40
Atari Games	Atari 2600 Bank Heist	Best Learner	Score	190.8	# 41
Atari Games	Atari 2600 Bank Heist	UCT	Score	497.8	# 33
Atari Games	Atari 2600 Battle Zone	UCT	Score	70333.3	# 10
Atari Games	Atari 2600 Battle Zone	Best Learner	Score	15819.7	# 39
Atari Games	Atari 2600 Beam Rider	Best Learner	Score	929.4	# 45
Atari Games	Atari 2600 Beam Rider	UCT	Score	6624.6	# 36
Atari Games	Atari 2600 Berzerk	Best Learner	Score	501.3	# 37
Atari Games	Atari 2600 Berzerk	Best Baseline	Score	670	# 35
Atari Games	Atari 2600 Bowling	Best Learner	Score	43.9	# 34
Atari Games	Atari 2600 Boxing	UCT	Score	100	# 1
Atari Games	Atari 2600 Boxing	Best Learner	Score	44	# 39
Atari Games	Atari 2600 Breakout	Best Learner	Score	5.2	# 57
Atari Games	Atari 2600 Breakout	UCT	Score	364.4	# 33
Atari Games	Atari 2600 Carnival	UCT	Score	5132.0	# 1
Atari Games	Atari 2600 Centipede	Best Learner	Score	8803.8	# 20
Atari Games	Atari 2600 Centipede	Full Tree	Score	125123	# 10
Atari Games	Atari 2600 Chopper Command	UCT	Score	34018.8	# 10
Atari Games	Atari 2600 Chopper Command	Best Learner	Score	1581.5	# 41
Atari Games	Atari 2600 Crazy Climber	UCT	Score	98172.2	# 37
Atari Games	Atari 2600 Crazy Climber	Best Learner	Score	23410.6	# 45
Atari Games	Atari 2600 Demon Attack	Best Learner	Score	520.5	# 43
Atari Games	Atari 2600 Demon Attack	UCT	Score	28158.8	# 33
Atari Games	Atari 2600 Double Dunk	UCT	Score	24	# 1
Atari Games	Atari 2600 Double Dunk	Best Learner	Score	-13.1	# 25
Atari Games	Atari 2600 Elevator Action	UCT	Score	18100.0	# 3
Atari Games	Atari 2600 Enduro	UCT	Score	286.3	# 37
Atari Games	Atari 2600 Enduro	Best Learner	Score	129.1	# 39
Atari Games	Atari 2600 Fishing Derby	UCT	Score	37.8	# 20
Atari Games	Atari 2600 Fishing Derby	Best Learner	Score	-89.5	# 35
Atari Games	Atari 2600 Freeway	UCT	Score	0.4	# 51
Atari Games	Atari 2600 Freeway	Best Baseline	Score	22.5	# 43
Atari Games	Atari 2600 Freeway	Best Learner	Score	19.1	# 48
Atari Games	Atari 2600 Frostbite	Best Learner	Score	216.9	# 47
Atari Games	Atari 2600 Frostbite	UCT	Score	270.5	# 46
Atari Games	Atari 2600 Gopher	Best Learner	Score	1288.3	# 40
Atari Games	Atari 2600 Gopher	UCT	Score	20560	# 21
Atari Games	Atari 2600 Gravitar	UCT	Score	2850	# 11
Atari Games	Atari 2600 Gravitar	Best Learner	Score	387.7	# 35
Atari Games	Atari 2600 HERO	UCT	Score	12859.5	# 36
Atari Games	Atari 2600 HERO	Best Learner	Score	6458.8	# 41
Atari Games	Atari 2600 HERO	Best linear	Score	6459	# 40
Atari Games	Atari 2600 Ice Hockey	UCT	Score	39.4	# 8
Atari Games	Atari 2600 Ice Hockey	Best Learner	Score	-9.5	# 20
Atari Games	Atari 2600 James Bond	UCT	Score	330	# 40
Atari Games	Atari 2600 James Bond	Best Learner	Score	202.8	# 42
Atari Games	Atari 2600 Journey Escape	UCT	Score	7683.3	# 1
Atari Games	Atari 2600 Kangaroo	UCT	Score	1990	# 32
Atari Games	Atari 2600 Kangaroo	Best Learner	Score	1622.1	# 35
Atari Games	Atari 2600 Krull	UCT	Score	5037	# 39
Atari Games	Atari 2600 Krull	Best Learner	Score	3371.5	# 42
Atari Games	Atari 2600 Kung-Fu Master	Best Learner	Score	19544	# 40
Atari Games	Atari 2600 Kung-Fu Master	UCT	Score	48854.5	# 15
Atari Games	Atari 2600 Montezuma's Revenge	Best Learner	Score	10.7	# 36
Atari Games	Atari 2600 Ms. Pacman	Best Learner	Score	1691.8	# 34
Atari Games	Atari 2600 Ms. Pacman	UCT	Score	22336	# 5
Atari Games	Atari 2600 Name This Game	UCT	Score	15410	# 15
Atari Games	Atari 2600 Name This Game	Best Learner	Score	2500.1	# 40
Atari Games	Atari 2600 Pong	Best Learner	Score	-19	# 49
Atari Games	Atari 2600 Pong	UCT	Score	21	# 1
Atari Games	Atari 2600 Pooyan	Best Learner	Score	1225.3	# 3
Atari Games	Atari 2600 Pooyan	UCT	Score	17763.4	# 1
Atari Games	Atari 2600 Private Eye	Best Baseline	Score	1947.3	# 16
Atari Games	Atari 2600 Private Eye	Best Learner	Score	684.3	# 20
Atari Games	Atari 2600 Q*Bert	Best Learner	Score	613.5	# 51
Atari Games	Atari 2600 Q*Bert	UCT	Score	17343.4	# 21
Atari Games	Atari 2600 River Raid	UCT	Score	4449	# 36
Atari Games	Atari 2600 River Raid	Best Learner	Score	1904.3	# 40
Atari Games	Atari 2600 Road Runner	UCT	Score	38725	# 32
Atari Games	Atari 2600 Road Runner	Best Learner	Score	67.7	# 43
Atari Games	Atari 2600 Robotank	UCT	Score	50.4	# 29
Atari Games	Atari 2600 Robotank	Best Learner	Score	28.7	# 31
Atari Games	Atari 2600 Seaquest	UCT	Score	5132.4	# 32
Atari Games	Atari 2600 Seaquest	Best Learner	Score	664.8	# 49
Atari Games	Atari 2600 Skiing	Full Tree	Score	0	# 1
Atari Games	Atari 2600 Skiing	Best Learner	Score	0	# 1
Atari Games	Atari 2600 Space Invaders	Best Learner	Score	250.1	# 51
Atari Games	Atari 2600 Space Invaders	UCT	Score	2718	# 29
Atari Games	Atari 2600 Star Gunner	Full Tree	Score	1345	# 39
Atari Games	Atari 2600 Star Gunner	Best Learner	Score	1069.5	# 40
Atari Games	Atari 2600 Tennis	Best Learner	Score	-0.1	# 28
Atari Games	Atari 2600 Tennis	UCT	Score	2.8	# 17
Atari Games	Atari 2600 Time Pilot	Best Learner	Score	3741.2	# 42
Atari Games	Atari 2600 Time Pilot	UCT	Score	63854.5	# 9
Atari Games	Atari 2600 Tutankham	Best Learner	Score	114.3	# 34
Atari Games	Atari 2600 Tutankham	UCT	Score	225.5	# 19
Atari Games	Atari 2600 Up and Down	Best Learner	Score	3532.7	# 40
Atari Games	Atari 2600 Up and Down	UCT	Score	74473.6	# 17
Atari Games	Atari 2600 Venture	Best Learner	Score	66	# 31
Atari Games	Atari 2600 Video Pinball	Best Learner	Score	16871.3	# 41
Atari Games	Atari 2600 Video Pinball	UCT	Score	254748	# 25
Atari Games	Atari 2600 Wizard of Wor	UCT	Score	105500	# 4
Atari Games	Atari 2600 Wizard of Wor	Best Learner	Score	1981.3	# 37
Atari Games	Atari 2600 Zaxxon	UCT	Score	22610	# 12
Atari Games	Atari 2600 Zaxxon	Best Learner	Score	3365.1	# 37

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-boxing)](https://paperswithcode.com/sota/atari-games-on-atari-2600-boxing?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-carnival)](https://paperswithcode.com/sota/atari-games-on-atari-2600-carnival?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-double-dunk)](https://paperswithcode.com/sota/atari-games-on-atari-2600-double-dunk?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-journey-escape)](https://paperswithcode.com/sota/atari-games-on-atari-2600-journey-escape?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-pong)](https://paperswithcode.com/sota/atari-games-on-atari-2600-pong?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-pooyan)](https://paperswithcode.com/sota/atari-games-on-atari-2600-pooyan?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-skiing)](https://paperswithcode.com/sota/atari-games-on-atari-2600-skiing?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-elevator-action)](https://paperswithcode.com/sota/atari-games-on-atari-2600-elevator-action?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-wizard-of-wor)](https://paperswithcode.com/sota/atari-games-on-atari-2600-wizard-of-wor?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-ms-pacman)](https://paperswithcode.com/sota/atari-games-on-atari-2600-ms-pacman?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-ice-hockey)](https://paperswithcode.com/sota/atari-games-on-atari-2600-ice-hockey?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-time-pilot)](https://paperswithcode.com/sota/atari-games-on-atari-2600-time-pilot?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-battle-zone)](https://paperswithcode.com/sota/atari-games-on-atari-2600-battle-zone?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-centipede)](https://paperswithcode.com/sota/atari-games-on-atari-2600-centipede?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-chopper-command)](https://paperswithcode.com/sota/atari-games-on-atari-2600-chopper-command?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-gravitar)](https://paperswithcode.com/sota/atari-games-on-atari-2600-gravitar?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-alien)](https://paperswithcode.com/sota/atari-games-on-atari-2600-alien?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-zaxxon)](https://paperswithcode.com/sota/atari-games-on-atari-2600-zaxxon?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-asteroids)](https://paperswithcode.com/sota/atari-games-on-atari-2600-asteroids?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-kung-fu-master)](https://paperswithcode.com/sota/atari-games-on-atari-2600-kung-fu-master?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-name-this-game)](https://paperswithcode.com/sota/atari-games-on-atari-2600-name-this-game?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-asterix)](https://paperswithcode.com/sota/atari-games-on-atari-2600-asterix?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-private-eye)](https://paperswithcode.com/sota/atari-games-on-atari-2600-private-eye?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-tennis)](https://paperswithcode.com/sota/atari-games-on-atari-2600-tennis?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-up-and-down)](https://paperswithcode.com/sota/atari-games-on-atari-2600-up-and-down?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-tutankham)](https://paperswithcode.com/sota/atari-games-on-atari-2600-tutankham?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-fishing-derby)](https://paperswithcode.com/sota/atari-games-on-atari-2600-fishing-derby?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-gopher)](https://paperswithcode.com/sota/atari-games-on-atari-2600-gopher?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-qbert)](https://paperswithcode.com/sota/atari-games-on-atari-2600-qbert?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-video-pinball)](https://paperswithcode.com/sota/atari-games-on-atari-2600-video-pinball?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-robotank)](https://paperswithcode.com/sota/atari-games-on-atari-2600-robotank?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-space-invaders)](https://paperswithcode.com/sota/atari-games-on-atari-2600-space-invaders?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-venture)](https://paperswithcode.com/sota/atari-games-on-atari-2600-venture?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-kangaroo)](https://paperswithcode.com/sota/atari-games-on-atari-2600-kangaroo?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-road-runner)](https://paperswithcode.com/sota/atari-games-on-atari-2600-road-runner?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-seaquest)](https://paperswithcode.com/sota/atari-games-on-atari-2600-seaquest?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-bank-heist)](https://paperswithcode.com/sota/atari-games-on-atari-2600-bank-heist?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-breakout)](https://paperswithcode.com/sota/atari-games-on-atari-2600-breakout?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-demon-attack)](https://paperswithcode.com/sota/atari-games-on-atari-2600-demon-attack?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-bowling)](https://paperswithcode.com/sota/atari-games-on-atari-2600-bowling?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-berzerk)](https://paperswithcode.com/sota/atari-games-on-atari-2600-berzerk?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-atlantis)](https://paperswithcode.com/sota/atari-games-on-atari-2600-atlantis?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-beam-rider)](https://paperswithcode.com/sota/atari-games-on-atari-2600-beam-rider?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-hero)](https://paperswithcode.com/sota/atari-games-on-atari-2600-hero?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-montezumas-revenge)](https://paperswithcode.com/sota/atari-games-on-atari-2600-montezumas-revenge?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-river-raid)](https://paperswithcode.com/sota/atari-games-on-atari-2600-river-raid?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-crazy-climber)](https://paperswithcode.com/sota/atari-games-on-atari-2600-crazy-climber?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-enduro)](https://paperswithcode.com/sota/atari-games-on-atari-2600-enduro?p=the-arcade-learning-environment-an-evaluation)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/the-arcade-learning-environment-an-evaluation/atari-games-on-atari-2600-assault)](https://paperswithcode.com/sota/atari-games-on-atari-2600-assault?p=the-arcade-learning-environment-an-evaluation)`
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The Arcade Learning Environment: An Evaluation Platform for General Agents

19 Jul 2012 · Marc G. Bellemare, Yavar Naddaf, Joel Veness, Michael Bowling ·

In this article we introduce the Arcade Learning Environment (ALE): both a challenge problem and a platform and methodology for evaluating the development of general, domain-independent AI technology. ALE provides an interface to hundreds of Atari 2600 game environments, each one different, interesting, and designed to be a challenge for human players. ALE presents significant research challenges for reinforcement learning, model learning, model-based planning, imitation learning, transfer learning, and intrinsic motivation. Most importantly, it provides a rigorous testbed for evaluating and comparing approaches to these problems. We illustrate the promise of ALE by developing and benchmarking domain-independent agents designed using well-established AI techniques for both reinforcement learning and planning. In doing so, we also propose an evaluation methodology made possible by ALE, reporting empirical results on over 55 different games. All of the software, including the benchmark agents, is publicly available.

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Atari Games

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Imitation Learning

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Arcade Learning Environment

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Ranked #1 on Atari Games on Atari 2600 Pong

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Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
Atari Games	Atari 2600 Alien	UCT	Score	7785	# 12	Compare
Atari Games	Atari 2600 Alien	Best Learner	Score	939.2	# 40	Compare
Atari Games	Atari 2600 Amidar	UCT	Score	180.3	# 39	Compare
Atari Games	Atari 2600 Amidar	Best Learner	Score	103.4	# 46	Compare
Atari Games	Atari 2600 Assault	UCT	Score	1512.2	# 38	Compare
Atari Games	Atari 2600 Assault	Best Learner	Score	628	# 41	Compare
Atari Games	Atari 2600 Asterix	UCT	Score	290700	# 16	Compare
Atari Games	Atari 2600 Asterix	Best Learner	Score	987.3	# 46	Compare
Atari Games	Atari 2600 Asteroids	Best Learner	Score	907.3	# 40	Compare
Atari Games	Atari 2600 Asteroids	UCT	Score	4660.6	# 14	Compare
Atari Games	Atari 2600 Atlantis	UCT	Score	193858	# 36	Compare
Atari Games	Atari 2600 Atlantis	Best Learner	Score	62687	# 40	Compare
Atari Games	Atari 2600 Bank Heist	Best Learner	Score	190.8	# 41	Compare
Atari Games	Atari 2600 Bank Heist	UCT	Score	497.8	# 33	Compare
Atari Games	Atari 2600 Battle Zone	UCT	Score	70333.3	# 10	Compare
Atari Games	Atari 2600 Battle Zone	Best Learner	Score	15819.7	# 39	Compare
Atari Games	Atari 2600 Beam Rider	Best Learner	Score	929.4	# 45	Compare
Atari Games	Atari 2600 Beam Rider	UCT	Score	6624.6	# 36	Compare
Atari Games	Atari 2600 Berzerk	Best Learner	Score	501.3	# 37	Compare
Atari Games	Atari 2600 Berzerk	Best Baseline	Score	670	# 35	Compare
Atari Games	Atari 2600 Bowling	Best Learner	Score	43.9	# 34	Compare
Atari Games	Atari 2600 Boxing	UCT	Score	100	# 1	Compare
Atari Games	Atari 2600 Boxing	Best Learner	Score	44	# 39	Compare
Atari Games	Atari 2600 Breakout	Best Learner	Score	5.2	# 57	Compare
Atari Games	Atari 2600 Breakout	UCT	Score	364.4	# 33	Compare
Atari Games	Atari 2600 Carnival	UCT	Score	5132.0	# 1	Compare
Atari Games	Atari 2600 Centipede	Best Learner	Score	8803.8	# 20	Compare
Atari Games	Atari 2600 Centipede	Full Tree	Score	125123	# 10	Compare
Atari Games	Atari 2600 Chopper Command	UCT	Score	34018.8	# 10	Compare
Atari Games	Atari 2600 Chopper Command	Best Learner	Score	1581.5	# 41	Compare
Atari Games	Atari 2600 Crazy Climber	UCT	Score	98172.2	# 37	Compare
Atari Games	Atari 2600 Crazy Climber	Best Learner	Score	23410.6	# 45	Compare
Atari Games	Atari 2600 Demon Attack	Best Learner	Score	520.5	# 43	Compare
Atari Games	Atari 2600 Demon Attack	UCT	Score	28158.8	# 33	Compare
Atari Games	Atari 2600 Double Dunk	UCT	Score	24	# 1	Compare
Atari Games	Atari 2600 Double Dunk	Best Learner	Score	-13.1	# 25	Compare
Atari Games	Atari 2600 Elevator Action	UCT	Score	18100.0	# 3	Compare
Atari Games	Atari 2600 Enduro	UCT	Score	286.3	# 37	Compare
Atari Games	Atari 2600 Enduro	Best Learner	Score	129.1	# 39	Compare
Atari Games	Atari 2600 Fishing Derby	UCT	Score	37.8	# 20	Compare
Atari Games	Atari 2600 Fishing Derby	Best Learner	Score	-89.5	# 35	Compare
Atari Games	Atari 2600 Freeway	UCT	Score	0.4	# 51	Compare
Atari Games	Atari 2600 Freeway	Best Baseline	Score	22.5	# 43	Compare
Atari Games	Atari 2600 Freeway	Best Learner	Score	19.1	# 48	Compare
Atari Games	Atari 2600 Frostbite	Best Learner	Score	216.9	# 47	Compare
Atari Games	Atari 2600 Frostbite	UCT	Score	270.5	# 46	Compare
Atari Games	Atari 2600 Gopher	Best Learner	Score	1288.3	# 40	Compare
Atari Games	Atari 2600 Gopher	UCT	Score	20560	# 21	Compare
Atari Games	Atari 2600 Gravitar	UCT	Score	2850	# 11	Compare
Atari Games	Atari 2600 Gravitar	Best Learner	Score	387.7	# 35	Compare
Atari Games	Atari 2600 HERO	UCT	Score	12859.5	# 36	Compare
Atari Games	Atari 2600 HERO	Best Learner	Score	6458.8	# 41	Compare
Atari Games	Atari 2600 HERO	Best linear	Score	6459	# 40	Compare
Atari Games	Atari 2600 Ice Hockey	UCT	Score	39.4	# 8	Compare
Atari Games	Atari 2600 Ice Hockey	Best Learner	Score	-9.5	# 20	Compare
Atari Games	Atari 2600 James Bond	UCT	Score	330	# 40	Compare
Atari Games	Atari 2600 James Bond	Best Learner	Score	202.8	# 42	Compare
Atari Games	Atari 2600 Journey Escape	UCT	Score	7683.3	# 1	Compare
Atari Games	Atari 2600 Kangaroo	UCT	Score	1990	# 32	Compare
Atari Games	Atari 2600 Kangaroo	Best Learner	Score	1622.1	# 35	Compare
Atari Games	Atari 2600 Krull	UCT	Score	5037	# 39	Compare
Atari Games	Atari 2600 Krull	Best Learner	Score	3371.5	# 42	Compare
Atari Games	Atari 2600 Kung-Fu Master	Best Learner	Score	19544	# 40	Compare
Atari Games	Atari 2600 Kung-Fu Master	UCT	Score	48854.5	# 15	Compare
Atari Games	Atari 2600 Montezuma's Revenge	Best Learner	Score	10.7	# 36	Compare
Atari Games	Atari 2600 Ms. Pacman	Best Learner	Score	1691.8	# 34	Compare
Atari Games	Atari 2600 Ms. Pacman	UCT	Score	22336	# 5	Compare
Atari Games	Atari 2600 Name This Game	UCT	Score	15410	# 15	Compare
Atari Games	Atari 2600 Name This Game	Best Learner	Score	2500.1	# 40	Compare
Atari Games	Atari 2600 Pong	Best Learner	Score	-19	# 49	Compare
Atari Games	Atari 2600 Pong	UCT	Score	21	# 1	Compare
Atari Games	Atari 2600 Pooyan	Best Learner	Score	1225.3	# 3	Compare
Atari Games	Atari 2600 Pooyan	UCT	Score	17763.4	# 1	Compare
Atari Games	Atari 2600 Private Eye	Best Baseline	Score	1947.3	# 16	Compare
Atari Games	Atari 2600 Private Eye	Best Learner	Score	684.3	# 20	Compare
Atari Games	Atari 2600 Q*Bert	Best Learner	Score	613.5	# 51	Compare
Atari Games	Atari 2600 Q*Bert	UCT	Score	17343.4	# 21	Compare
Atari Games	Atari 2600 River Raid	UCT	Score	4449	# 36	Compare
Atari Games	Atari 2600 River Raid	Best Learner	Score	1904.3	# 40	Compare
Atari Games	Atari 2600 Road Runner	UCT	Score	38725	# 32	Compare
Atari Games	Atari 2600 Road Runner	Best Learner	Score	67.7	# 43	Compare
Atari Games	Atari 2600 Robotank	UCT	Score	50.4	# 29	Compare
Atari Games	Atari 2600 Robotank	Best Learner	Score	28.7	# 31	Compare
Atari Games	Atari 2600 Seaquest	UCT	Score	5132.4	# 32	Compare
Atari Games	Atari 2600 Seaquest	Best Learner	Score	664.8	# 49	Compare
Atari Games	Atari 2600 Skiing	Full Tree	Score	0	# 1	Compare
Atari Games	Atari 2600 Skiing	Best Learner	Score	0	# 1	Compare
Atari Games	Atari 2600 Space Invaders	Best Learner	Score	250.1	# 51	Compare
Atari Games	Atari 2600 Space Invaders	UCT	Score	2718	# 29	Compare
Atari Games	Atari 2600 Star Gunner	Full Tree	Score	1345	# 39	Compare
Atari Games	Atari 2600 Star Gunner	Best Learner	Score	1069.5	# 40	Compare
Atari Games	Atari 2600 Tennis	Best Learner	Score	-0.1	# 28	Compare
Atari Games	Atari 2600 Tennis	UCT	Score	2.8	# 17	Compare
Atari Games	Atari 2600 Time Pilot	Best Learner	Score	3741.2	# 42	Compare
Atari Games	Atari 2600 Time Pilot	UCT	Score	63854.5	# 9	Compare
Atari Games	Atari 2600 Tutankham	Best Learner	Score	114.3	# 34	Compare
Atari Games	Atari 2600 Tutankham	UCT	Score	225.5	# 19	Compare
Atari Games	Atari 2600 Up and Down	Best Learner	Score	3532.7	# 40	Compare
Atari Games	Atari 2600 Up and Down	UCT	Score	74473.6	# 17	Compare
Atari Games	Atari 2600 Venture	Best Learner	Score	66	# 31	Compare
Atari Games	Atari 2600 Video Pinball	Best Learner	Score	16871.3	# 41	Compare
Atari Games	Atari 2600 Video Pinball	UCT	Score	254748	# 25	Compare
Atari Games	Atari 2600 Wizard of Wor	UCT	Score	105500	# 4	Compare
Atari Games	Atari 2600 Wizard of Wor	Best Learner	Score	1981.3	# 37	Compare
Atari Games	Atari 2600 Zaxxon	UCT	Score	22610	# 12	Compare
Atari Games	Atari 2600 Zaxxon	Best Learner	Score	3365.1	# 37	Compare

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