TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Atari Games	Atari 2600 Alien	Persistent AL	Score	5699.81	# 11
Atari Games	Atari 2600 Alien	Advantage Learning	Score	4990.91	# 13
Atari Games	Atari 2600 Amidar	Advantage Learning	Score	1557.43	# 15
Atari Games	Atari 2600 Amidar	Persistent AL	Score	1451.65	# 17
Atari Games	Atari 2600 Assault	Advantage Learning	Score	3661.51	# 27
Atari Games	Atari 2600 Assault	Persistent AL	Score	3304.33	# 30
Atari Games	Atari 2600 Asterix	Advantage Learning	Score	12852.08	# 29
Atari Games	Atari 2600 Asterix	Persistent AL	Score	19564.9	# 22
Atari Games	Atari 2600 Asteroids	Advantage Learning	Score	1924.42	# 22
Atari Games	Atari 2600 Asteroids	Persistent AL	Score	1673.52	# 24
Atari Games	Atari 2600 Atlantis	Advantage Learning	Score	553591.67	# 20
Atari Games	Atari 2600 Atlantis	Persistent AL	Score	1465250	# 6
Atari Games	Atari 2600 Bank Heist	Persistent AL	Score	874.99	# 27
Atari Games	Atari 2600 Bank Heist	Advantage Learning	Score	633.63	# 28
Atari Games	Atari 2600 Battle Zone	Advantage Learning	Score	28789.29	# 21
Atari Games	Atari 2600 Battle Zone	Persistent AL	Score	34583.07	# 14
Atari Games	Atari 2600 Beam Rider	Persistent AL	Score	13145.34	# 22
Atari Games	Atari 2600 Beam Rider	Advantage Learning	Score	10054.58	# 26
Atari Games	Atari 2600 Berzerk	Advantage Learning	Score	747.26	# 27
Atari Games	Atari 2600 Berzerk	Persistent AL	Score	1328.25	# 16
Atari Games	Atari 2600 Bowling	Persistent AL	Score	71.59	# 13
Atari Games	Atari 2600 Bowling	Advantage Learning	Score	57.41	# 20
Atari Games	Atari 2600 Boxing	Advantage Learning	Score	93.94	# 15
Atari Games	Atari 2600 Boxing	Persistent AL	Score	94.3	# 14
Atari Games	Atari 2600 Breakout	Persistent AL	Score	431.89	# 17
Atari Games	Atari 2600 Breakout	Advantage Learning	Score	425.32	# 18
Atari Games	Atari 2600 Centipede	Persistent AL	Score	4539.55	# 28
Atari Games	Atari 2600 Centipede	Advantage Learning	Score	4225.18	# 30
Atari Games	Atari 2600 Chopper Command	Advantage Learning	Score	5431.36	# 25
Atari Games	Atari 2600 Chopper Command	Persistent AL	Score	5734.93	# 24
Atari Games	Atari 2600 Crazy Climber	Persistent AL	Score	130002.71	# 19
Atari Games	Atari 2600 Crazy Climber	Advantage Learning	Score	123410.71	# 23
Atari Games	Atari 2600 Defender	Advantage Learning	Score	30643.59	# 15
Atari Games	Atari 2600 Defender	Persistent AL	Score	32038.93	# 14
Atari Games	Atari 2600 Demon Attack	Persistent AL	Score	70908.17	# 18
Atari Games	Atari 2600 Demon Attack	Advantage Learning	Score	27153.48	# 28
Atari Games	Atari 2600 Double Dunk	Persistent AL	Score	-2.51	# 24
Atari Games	Atari 2600 Double Dunk	Advantage Learning	Score	-0.15	# 20
Atari Games	Atari 2600 Elevator Action	Persistent AL	Score	29100	# 1
Atari Games	Atari 2600 Elevator Action	Advantage Learning	Score	27088.89	# 2
Atari Games	Atari 2600 Enduro	Persistent AL	Score	1343.1	# 19
Atari Games	Atari 2600 Enduro	Advantage Learning	Score	1252.7	# 20
Atari Games	Atari 2600 Fishing Derby	Persistent AL	Score	28.13	# 17
Atari Games	Atari 2600 Fishing Derby	Advantage Learning	Score	21.32	# 20
Atari Games	Atari 2600 Freeway	Persistent AL	Score	32.3	# 11
Atari Games	Atari 2600 Freeway	Advantage Learning	Score	31.72	# 13
Atari Games	Atari 2600 Frostbite	Advantage Learning	Score	2305.82	# 24
Atari Games	Atari 2600 Frostbite	Persistent AL	Score	3248.96	# 19
Atari Games	Atari 2600 Gopher	Advantage Learning	Score	11912.68	# 24
Atari Games	Atari 2600 Gopher	Persistent AL	Score	10611.81	# 25
Atari Games	Atari 2600 Gravitar	Advantage Learning	Score	417.65	# 28
Atari Games	Atari 2600 Gravitar	Persistent AL	Score	446.92	# 25
Atari Games	Atari 2600 HERO	Advantage Learning	Score	24788.86	# 14
Atari Games	Atari 2600 HERO	Persistent AL	Score	24175.79	# 15
Atari Games	Atari 2600 Ice Hockey	Advantage Learning	Score	-1.24	# 17
Atari Games	Atari 2600 Ice Hockey	Persistent AL	Score	-0.25	# 15
Atari Games	Atari 2600 James Bond	Persistent AL	Score	772.09	# 19
Atari Games	Atari 2600 James Bond	Advantage Learning	Score	848.46	# 16
Atari Games	Atari 2600 Kangaroo	Advantage Learning	Score	10809.16	# 17
Atari Games	Atari 2600 Kangaroo	Persistent AL	Score	11478.46	# 14
Atari Games	Atari 2600 Krull	Persistent AL	Score	8689.81	# 18
Atari Games	Atari 2600 Krull	Advantage Learning	Score	9548.92	# 16
Atari Games	Atari 2600 Kung-Fu Master	Persistent AL	Score	34650.91	# 18
Atari Games	Atari 2600 Kung-Fu Master	Advantage Learning	Score	32182.99	# 24
Atari Games	Atari 2600 Montezuma's Revenge	Advantage Learning	Score	0.42	# 34
Atari Games	Atari 2600 Montezuma's Revenge	Persistent AL	Score	1.72	# 33
Atari Games	Atari 2600 Ms. Pacman	Advantage Learning	Score	4065.8	# 15
Atari Games	Atari 2600 Ms. Pacman	Persistent AL	Score	3917.55	# 18
Atari Games	Atari 2600 Name This Game	Advantage Learning	Score	11025.26	# 21
Atari Games	Atari 2600 Name This Game	Persistent AL	Score	10431.33	# 25
Atari Games	Atari 2600 Phoenix	Persistent AL	Score	14495.56	# 11
Atari Games	Atari 2600 Phoenix	Advantage Learning	Score	22038.27	# 9
Atari Games	Atari 2600 Pitfall!	Advantage Learning	Score	0	# 4
Atari Games	Atari 2600 Pong	Advantage Learning	Score	19.66	# 10
Atari Games	Atari 2600 Pong	Persistent AL	Score	19.76	# 9
Atari Games	Atari 2600 Pooyan	Advantage Learning	Score	4801.27	# 2
Atari Games	Atari 2600 Private Eye	Advantage Learning	Score	5276.16	# 9
Atari Games	Atari 2600 Q*Bert	Advantage Learning	Score	14368.03	# 23
Atari Games	Atari 2600 River Raid	Advantage Learning	Score	10585.12	# 23
Atari Games	Atari 2600 Road Runner	Advantage Learning	Score	52351.23	# 18
Atari Games	Atari 2600 Robotank	Advantage Learning	Score	69.31	# 6
Atari Games	Atari 2600 Seaquest	Persistent AL	Score	13230.74	# 14
Atari Games	Atari 2600 Seaquest	Advantage Learning	Score	8670.5	# 18
Atari Games	Atari 2600 Skiing	Advantage Learning	Score	-13264.51	# 12
Atari Games	Atari 2600 Solaris	Advantage Learning	Score	4785.16	# 7
Atari Games	Atari 2600 Space Invaders	Advantage Learning	Score	3460.79	# 18
Atari Games	Atari 2600 Space Invaders	Persistent AL	Score	3277.59	# 19
Atari Games	Atari 2600 Star Gunner	Advantage Learning	Score	61353.59	# 20
Atari Games	Atari 2600 Surround	Persistent AL	Score	0.72	# 9
Atari Games	Atari 2600 Tennis	Advantage Learning	Score	0	# 13
Atari Games	Atari 2600 Time Pilot	Advantage Learning	Score	8969.12	# 18
Atari Games	Atari 2600 Tutankham	Advantage Learning	Score	245.22	# 12
Atari Games	Atari 2600 Up and Down	Advantage Learning	Score	13909.74	# 29
Atari Games	Atari 2600 Venture	Advantage Learning	Score	198.69	# 20
Atari Games	Atari 2600 Video Pinball	Advantage Learning	Score	543504	# 11
Atari Games	Atari 2600 Wizard of Wor	Advantage Learning	Score	9541.14	# 15
Atari Games	Atari 2600 Yars Revenge	Advantage Learning	Score	24240.03	# 11
Atari Games	Atari 2600 Zaxxon	Advantage Learning	Score	9129.61	# 26

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

Increasing the Action Gap: New Operators for Reinforcement Learning

15 Dec 2015 • Marc G. Bellemare • Georg Ostrovski • Arthur Guez • Philip S. Thomas • Rémi Munos

This paper introduces new optimality-preserving operators on Q-functions. We first describe an operator for tabular representations, the consistent Bellman operator, which incorporates a notion of local policy consistency... (read more)

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Atari Games	Atari 2600 Alien	Persistent AL	Score	5699.81	# 11	Compare
Atari Games	Atari 2600 Alien	Advantage Learning	Score	4990.91	# 13	Compare
Atari Games	Atari 2600 Amidar	Advantage Learning	Score	1557.43	# 15	Compare
Atari Games	Atari 2600 Amidar	Persistent AL	Score	1451.65	# 17	Compare
Atari Games	Atari 2600 Assault	Advantage Learning	Score	3661.51	# 27	Compare
Atari Games	Atari 2600 Assault	Persistent AL	Score	3304.33	# 30	Compare
Atari Games	Atari 2600 Asterix	Advantage Learning	Score	12852.08	# 29	Compare
Atari Games	Atari 2600 Asterix	Persistent AL	Score	19564.9	# 22	Compare
Atari Games	Atari 2600 Asteroids	Advantage Learning	Score	1924.42	# 22	Compare
Atari Games	Atari 2600 Asteroids	Persistent AL	Score	1673.52	# 24	Compare
Atari Games	Atari 2600 Atlantis	Advantage Learning	Score	553591.67	# 20	Compare
Atari Games	Atari 2600 Atlantis	Persistent AL	Score	1465250	# 6	Compare
Atari Games	Atari 2600 Bank Heist	Persistent AL	Score	874.99	# 27	Compare
Atari Games	Atari 2600 Bank Heist	Advantage Learning	Score	633.63	# 28	Compare
Atari Games	Atari 2600 Battle Zone	Advantage Learning	Score	28789.29	# 21	Compare
Atari Games	Atari 2600 Battle Zone	Persistent AL	Score	34583.07	# 14	Compare
Atari Games	Atari 2600 Beam Rider	Persistent AL	Score	13145.34	# 22	Compare
Atari Games	Atari 2600 Beam Rider	Advantage Learning	Score	10054.58	# 26	Compare
Atari Games	Atari 2600 Berzerk	Advantage Learning	Score	747.26	# 27	Compare
Atari Games	Atari 2600 Berzerk	Persistent AL	Score	1328.25	# 16	Compare
Atari Games	Atari 2600 Bowling	Persistent AL	Score	71.59	# 13	Compare
Atari Games	Atari 2600 Bowling	Advantage Learning	Score	57.41	# 20	Compare
Atari Games	Atari 2600 Boxing	Advantage Learning	Score	93.94	# 15	Compare
Atari Games	Atari 2600 Boxing	Persistent AL	Score	94.3	# 14	Compare
Atari Games	Atari 2600 Breakout	Persistent AL	Score	431.89	# 17	Compare
Atari Games	Atari 2600 Breakout	Advantage Learning	Score	425.32	# 18	Compare
Atari Games	Atari 2600 Centipede	Persistent AL	Score	4539.55	# 28	Compare
Atari Games	Atari 2600 Centipede	Advantage Learning	Score	4225.18	# 30	Compare
Atari Games	Atari 2600 Chopper Command	Advantage Learning	Score	5431.36	# 25	Compare
Atari Games	Atari 2600 Chopper Command	Persistent AL	Score	5734.93	# 24	Compare
Atari Games	Atari 2600 Crazy Climber	Persistent AL	Score	130002.71	# 19	Compare
Atari Games	Atari 2600 Crazy Climber	Advantage Learning	Score	123410.71	# 23	Compare
Atari Games	Atari 2600 Defender	Advantage Learning	Score	30643.59	# 15	Compare
Atari Games	Atari 2600 Defender	Persistent AL	Score	32038.93	# 14	Compare
Atari Games	Atari 2600 Demon Attack	Persistent AL	Score	70908.17	# 18	Compare
Atari Games	Atari 2600 Demon Attack	Advantage Learning	Score	27153.48	# 28	Compare
Atari Games	Atari 2600 Double Dunk	Persistent AL	Score	-2.51	# 24	Compare
Atari Games	Atari 2600 Double Dunk	Advantage Learning	Score	-0.15	# 20	Compare
Atari Games	Atari 2600 Elevator Action	Persistent AL	Score	29100	# 1	Compare
Atari Games	Atari 2600 Elevator Action	Advantage Learning	Score	27088.89	# 2	Compare
Atari Games	Atari 2600 Enduro	Persistent AL	Score	1343.1	# 19	Compare
Atari Games	Atari 2600 Enduro	Advantage Learning	Score	1252.7	# 20	Compare
Atari Games	Atari 2600 Fishing Derby	Persistent AL	Score	28.13	# 17	Compare
Atari Games	Atari 2600 Fishing Derby	Advantage Learning	Score	21.32	# 20	Compare
Atari Games	Atari 2600 Freeway	Persistent AL	Score	32.3	# 11	Compare
Atari Games	Atari 2600 Freeway	Advantage Learning	Score	31.72	# 13	Compare
Atari Games	Atari 2600 Frostbite	Advantage Learning	Score	2305.82	# 24	Compare
Atari Games	Atari 2600 Frostbite	Persistent AL	Score	3248.96	# 19	Compare
Atari Games	Atari 2600 Gopher	Advantage Learning	Score	11912.68	# 24	Compare
Atari Games	Atari 2600 Gopher	Persistent AL	Score	10611.81	# 25	Compare
Atari Games	Atari 2600 Gravitar	Advantage Learning	Score	417.65	# 28	Compare
Atari Games	Atari 2600 Gravitar	Persistent AL	Score	446.92	# 25	Compare
Atari Games	Atari 2600 HERO	Advantage Learning	Score	24788.86	# 14	Compare
Atari Games	Atari 2600 HERO	Persistent AL	Score	24175.79	# 15	Compare
Atari Games	Atari 2600 Ice Hockey	Advantage Learning	Score	-1.24	# 17	Compare
Atari Games	Atari 2600 Ice Hockey	Persistent AL	Score	-0.25	# 15	Compare
Atari Games	Atari 2600 James Bond	Persistent AL	Score	772.09	# 19	Compare
Atari Games	Atari 2600 James Bond	Advantage Learning	Score	848.46	# 16	Compare
Atari Games	Atari 2600 Kangaroo	Advantage Learning	Score	10809.16	# 17	Compare
Atari Games	Atari 2600 Kangaroo	Persistent AL	Score	11478.46	# 14	Compare
Atari Games	Atari 2600 Krull	Persistent AL	Score	8689.81	# 18	Compare
Atari Games	Atari 2600 Krull	Advantage Learning	Score	9548.92	# 16	Compare
Atari Games	Atari 2600 Kung-Fu Master	Persistent AL	Score	34650.91	# 18	Compare
Atari Games	Atari 2600 Kung-Fu Master	Advantage Learning	Score	32182.99	# 24	Compare
Atari Games	Atari 2600 Montezuma's Revenge	Advantage Learning	Score	0.42	# 34	Compare
Atari Games	Atari 2600 Montezuma's Revenge	Persistent AL	Score	1.72	# 33	Compare
Atari Games	Atari 2600 Ms. Pacman	Advantage Learning	Score	4065.8	# 15	Compare
Atari Games	Atari 2600 Ms. Pacman	Persistent AL	Score	3917.55	# 18	Compare
Atari Games	Atari 2600 Name This Game	Advantage Learning	Score	11025.26	# 21	Compare
Atari Games	Atari 2600 Name This Game	Persistent AL	Score	10431.33	# 25	Compare
Atari Games	Atari 2600 Phoenix	Persistent AL	Score	14495.56	# 11	Compare
Atari Games	Atari 2600 Phoenix	Advantage Learning	Score	22038.27	# 9	Compare
Atari Games	Atari 2600 Pitfall!	Advantage Learning	Score	0	# 4	Compare
Atari Games	Atari 2600 Pong	Advantage Learning	Score	19.66	# 10	Compare
Atari Games	Atari 2600 Pong	Persistent AL	Score	19.76	# 9	Compare
Atari Games	Atari 2600 Pooyan	Advantage Learning	Score	4801.27	# 2	Compare
Atari Games	Atari 2600 Private Eye	Advantage Learning	Score	5276.16	# 9	Compare
Atari Games	Atari 2600 Q*Bert	Advantage Learning	Score	14368.03	# 23	Compare
Atari Games	Atari 2600 River Raid	Advantage Learning	Score	10585.12	# 23	Compare
Atari Games	Atari 2600 Road Runner	Advantage Learning	Score	52351.23	# 18	Compare
Atari Games	Atari 2600 Robotank	Advantage Learning	Score	69.31	# 6	Compare
Atari Games	Atari 2600 Seaquest	Persistent AL	Score	13230.74	# 14	Compare
Atari Games	Atari 2600 Seaquest	Advantage Learning	Score	8670.5	# 18	Compare
Atari Games	Atari 2600 Skiing	Advantage Learning	Score	-13264.51	# 12	Compare
Atari Games	Atari 2600 Solaris	Advantage Learning	Score	4785.16	# 7	Compare
Atari Games	Atari 2600 Space Invaders	Advantage Learning	Score	3460.79	# 18	Compare
Atari Games	Atari 2600 Space Invaders	Persistent AL	Score	3277.59	# 19	Compare
Atari Games	Atari 2600 Star Gunner	Advantage Learning	Score	61353.59	# 20	Compare
Atari Games	Atari 2600 Surround	Persistent AL	Score	0.72	# 9	Compare
Atari Games	Atari 2600 Tennis	Advantage Learning	Score	0	# 13	Compare
Atari Games	Atari 2600 Time Pilot	Advantage Learning	Score	8969.12	# 18	Compare
Atari Games	Atari 2600 Tutankham	Advantage Learning	Score	245.22	# 12	Compare
Atari Games	Atari 2600 Up and Down	Advantage Learning	Score	13909.74	# 29	Compare
Atari Games	Atari 2600 Venture	Advantage Learning	Score	198.69	# 20	Compare
Atari Games	Atari 2600 Video Pinball	Advantage Learning	Score	543504	# 11	Compare
Atari Games	Atari 2600 Wizard of Wor	Advantage Learning	Score	9541.14	# 15	Compare
Atari Games	Atari 2600 Yars Revenge	Advantage Learning	Score	24240.03	# 11	Compare
Atari Games	Atari 2600 Zaxxon	Advantage Learning	Score	9129.61	# 26	Compare

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Increasing the Action Gap: New Operators for Reinforcement Learning

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