TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Atari Games	Atari 2600 Alien	Ape-X	Score	40804.9	# 8
Atari Games	Atari 2600 Amidar	Ape-X	Score	8659.2	# 4
Atari Games	Atari 2600 Assault	Ape-X	Score	24559.4	# 8
Atari Games	Atari 2600 Asterix	Ape-X	Score	313305	# 15
Atari Games	Atari 2600 Asteroids	Ape-X	Score	155495.1	# 7
Atari Games	Atari 2600 Atlantis	Ape-X	Score	944497.5	# 17
Atari Games	Atari 2600 Bank Heist	Ape-X	Score	1716.4	# 4
Atari Games	Atari 2600 Battle Zone	Ape-X	Score	98895	# 7
Atari Games	Atari 2600 Beam Rider	Ape-X	Score	63305.2	# 8
Atari Games	Atari 2600 Berzerk	Ape-X	Score	57196.7	# 4
Atari Games	Atari 2600 Bowling	Ape-X	Score	17.6	# 44
Atari Games	Atari 2600 Boxing	Ape-X	Score	100	# 1
Atari Games	Atari 2600 Breakout	Ape-X	Score	800.9	# 9
Atari Games	Atari 2600 Centipede	Ape-X	Score	12974	# 14
Atari Games	Atari 2600 Chopper Command	Ape-X	Score	721851	# 8
Atari Games	Atari 2600 Crazy Climber	Ape-X	Score	320426	# 4
Atari Games	Atari 2600 Defender	Ape-X	Score	411943.5	# 9
Atari Games	Atari 2600 Demon Attack	Ape-X	Score	133086.4	# 9
Atari Games	Atari 2600 Double Dunk	Ape-X	Score	23.5	# 9
Atari Games	Atari 2600 Enduro	Ape-X	Score	2177.4	# 15
Atari Games	Atari 2600 Fishing Derby	Ape-X	Score	44.4	# 16
Atari Games	Atari 2600 Freeway	Ape-X	Score	33.7	# 14
Atari Games	Atari 2600 Frostbite	Ape-X	Score	9328.6	# 11
Atari Games	Atari 2600 Gopher	Ape-X	Score	120500.9	# 6
Atari Games	Atari 2600 Gravitar	Ape-X	Score	1598.5	# 19
Atari Games	Atari 2600 HERO	Ape-X	Score	31655.9	# 12
Atari Games	Atari 2600 Ice Hockey	Ape-X	Score	33	# 9
Atari Games	Atari 2600 James Bond	Ape-X	Score	21322.5	# 11
Atari Games	Atari 2600 Kangaroo	Ape-X	Score	1416	# 38
Atari Games	Atari 2600 Krull	Ape-X	Score	11741.4	# 10
Atari Games	Atari 2600 Kung-Fu Master	Ape-X	Score	97829.5	# 10
Atari Games	Atari 2600 Montezuma's Revenge	Ape-X	Score	2500.0	# 15
Atari Games	Atari 2600 Ms. Pacman	Ape-X	Score	11255.2	# 9
Atari Games	Atari 2600 Name This Game	Ape-X	Score	25783.3	# 8
Atari Games	Atari 2600 Phoenix	Ape-X	Score	224491.1	# 9
Atari Games	Atari 2600 Pitfall!	Ape-X	Score	-0.6	# 20
Atari Games	Atari 2600 Pong	Ape-X	Score	20.9	# 17
Atari Games	Atari 2600 Private Eye	Ape-X	Score	49.8	# 51
Atari Games	Atari 2600 Q*Bert	Ape-X	Score	302391.3	# 5
Atari Games	Atari 2600 River Raid	Ape-X	Score	63864.4	# 3
Atari Games	Atari 2600 Road Runner	Ape-X	Score	222234.5	# 9
Atari Games	Atari 2600 Robotank	Ape-X	Score	73.8	# 10
Atari Games	Atari 2600 Seaquest	Ape-X	Score	392952.3	# 9
Atari Games	Atari 2600 Skiing	Ape-X	Score	-10789.9	# 3
Atari Games	Atari 2600 Solaris	Ape-X	Score	2892.9	# 18
Atari Games	Atari 2600 Space Invaders	Ape-X	Score	54681	# 6
Atari Games	Atari 2600 Star Gunner	Ape-X	Score	434342.5	# 7
Atari Games	Atari 2600 Surround	Ape-X	Score	7.1	# 9
Atari Games	Atari 2600 Tennis	Ape-X	Score	23.9	# 4
Atari Games	Atari 2600 Time Pilot	Ape-X	Score	87085	# 8
Atari Games	Atari 2600 Tutankham	Ape-X	Score	272.6	# 13
Atari Games	Atari 2600 Up and Down	Ape-X	Score	401884.3	# 9
Atari Games	Atari 2600 Venture	Ape-X	Score	1813	# 10
Atari Games	Atari 2600 Video Pinball	Ape-X	Score	565163.2	# 14
Atari Games	Atari 2600 Wizard of Wor	Ape-X	Score	46204	# 8
Atari Games	Atari 2600 Yars Revenge	Ape-X	Score	148594.8	# 9
Atari Games	Atari 2600 Zaxxon	Ape-X	Score	42285.5	# 8

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

Distributed Prioritized Experience Replay

ICLR 2018 · Dan Horgan, John Quan, David Budden, Gabriel Barth-Maron, Matteo Hessel, Hado van Hasselt, David Silver ·

We propose a distributed architecture for deep reinforcement learning at scale, that enables agents to learn effectively from orders of magnitude more data than previously possible. The algorithm decouples acting from learning: the actors interact with their own instances of the environment by selecting actions according to a shared neural network, and accumulate the resulting experience in a shared experience replay memory; the learner replays samples of experience and updates the neural network. The architecture relies on prioritized experience replay to focus only on the most significant data generated by the actors. Our architecture substantially improves the state of the art on the Arcade Learning Environment, achieving better final performance in a fraction of the wall-clock training time.

PDF Abstract ICLR 2018 PDF ICLR 2018 Abstract

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Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
Atari Games	Atari 2600 Alien	Ape-X	Score	40804.9	# 8	Compare
Atari Games	Atari 2600 Amidar	Ape-X	Score	8659.2	# 4	Compare
Atari Games	Atari 2600 Assault	Ape-X	Score	24559.4	# 8	Compare
Atari Games	Atari 2600 Asterix	Ape-X	Score	313305	# 15	Compare
Atari Games	Atari 2600 Asteroids	Ape-X	Score	155495.1	# 7	Compare
Atari Games	Atari 2600 Atlantis	Ape-X	Score	944497.5	# 17	Compare
Atari Games	Atari 2600 Bank Heist	Ape-X	Score	1716.4	# 4	Compare
Atari Games	Atari 2600 Battle Zone	Ape-X	Score	98895	# 7	Compare
Atari Games	Atari 2600 Beam Rider	Ape-X	Score	63305.2	# 8	Compare
Atari Games	Atari 2600 Berzerk	Ape-X	Score	57196.7	# 4	Compare
Atari Games	Atari 2600 Bowling	Ape-X	Score	17.6	# 44	Compare
Atari Games	Atari 2600 Boxing	Ape-X	Score	100	# 1	Compare
Atari Games	Atari 2600 Breakout	Ape-X	Score	800.9	# 9	Compare
Atari Games	Atari 2600 Centipede	Ape-X	Score	12974	# 14	Compare
Atari Games	Atari 2600 Chopper Command	Ape-X	Score	721851	# 8	Compare
Atari Games	Atari 2600 Crazy Climber	Ape-X	Score	320426	# 4	Compare
Atari Games	Atari 2600 Defender	Ape-X	Score	411943.5	# 9	Compare
Atari Games	Atari 2600 Demon Attack	Ape-X	Score	133086.4	# 9	Compare
Atari Games	Atari 2600 Double Dunk	Ape-X	Score	23.5	# 9	Compare
Atari Games	Atari 2600 Enduro	Ape-X	Score	2177.4	# 15	Compare
Atari Games	Atari 2600 Fishing Derby	Ape-X	Score	44.4	# 16	Compare
Atari Games	Atari 2600 Freeway	Ape-X	Score	33.7	# 14	Compare
Atari Games	Atari 2600 Frostbite	Ape-X	Score	9328.6	# 11	Compare
Atari Games	Atari 2600 Gopher	Ape-X	Score	120500.9	# 6	Compare
Atari Games	Atari 2600 Gravitar	Ape-X	Score	1598.5	# 19	Compare
Atari Games	Atari 2600 HERO	Ape-X	Score	31655.9	# 12	Compare
Atari Games	Atari 2600 Ice Hockey	Ape-X	Score	33	# 9	Compare
Atari Games	Atari 2600 James Bond	Ape-X	Score	21322.5	# 11	Compare
Atari Games	Atari 2600 Kangaroo	Ape-X	Score	1416	# 38	Compare
Atari Games	Atari 2600 Krull	Ape-X	Score	11741.4	# 10	Compare
Atari Games	Atari 2600 Kung-Fu Master	Ape-X	Score	97829.5	# 10	Compare
Atari Games	Atari 2600 Montezuma's Revenge	Ape-X	Score	2500.0	# 15	Compare
Atari Games	Atari 2600 Ms. Pacman	Ape-X	Score	11255.2	# 9	Compare
Atari Games	Atari 2600 Name This Game	Ape-X	Score	25783.3	# 8	Compare
Atari Games	Atari 2600 Phoenix	Ape-X	Score	224491.1	# 9	Compare
Atari Games	Atari 2600 Pitfall!	Ape-X	Score	-0.6	# 20	Compare
Atari Games	Atari 2600 Pong	Ape-X	Score	20.9	# 17	Compare
Atari Games	Atari 2600 Private Eye	Ape-X	Score	49.8	# 51	Compare
Atari Games	Atari 2600 Q*Bert	Ape-X	Score	302391.3	# 5	Compare
Atari Games	Atari 2600 River Raid	Ape-X	Score	63864.4	# 3	Compare
Atari Games	Atari 2600 Road Runner	Ape-X	Score	222234.5	# 9	Compare
Atari Games	Atari 2600 Robotank	Ape-X	Score	73.8	# 10	Compare
Atari Games	Atari 2600 Seaquest	Ape-X	Score	392952.3	# 9	Compare
Atari Games	Atari 2600 Skiing	Ape-X	Score	-10789.9	# 3	Compare
Atari Games	Atari 2600 Solaris	Ape-X	Score	2892.9	# 18	Compare
Atari Games	Atari 2600 Space Invaders	Ape-X	Score	54681	# 6	Compare
Atari Games	Atari 2600 Star Gunner	Ape-X	Score	434342.5	# 7	Compare
Atari Games	Atari 2600 Surround	Ape-X	Score	7.1	# 9	Compare
Atari Games	Atari 2600 Tennis	Ape-X	Score	23.9	# 4	Compare
Atari Games	Atari 2600 Time Pilot	Ape-X	Score	87085	# 8	Compare
Atari Games	Atari 2600 Tutankham	Ape-X	Score	272.6	# 13	Compare
Atari Games	Atari 2600 Up and Down	Ape-X	Score	401884.3	# 9	Compare
Atari Games	Atari 2600 Venture	Ape-X	Score	1813	# 10	Compare
Atari Games	Atari 2600 Video Pinball	Ape-X	Score	565163.2	# 14	Compare
Atari Games	Atari 2600 Wizard of Wor	Ape-X	Score	46204	# 8	Compare
Atari Games	Atari 2600 Yars Revenge	Ape-X	Score	148594.8	# 9	Compare
Atari Games	Atari 2600 Zaxxon	Ape-X	Score	42285.5	# 8	Compare

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Adam • Ape-X • Ape-X DPG • Ape-X DQN • Batch Normalization • Convolution • DDPG • Dense Connections • Double Q-learning • Dueling Network • Experience Replay • N-step Returns • Prioritized Experience Replay • ReLU • RMSProp • Weight Decay

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