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Atari Games

The Atari 2600 Games task (and dataset) involves training an agent to achieve high game scores.

( Image credit: Playing Atari with Deep Reinforcement Learning )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 391–400 of 625 papers

Title	Date	Tasks	Status	Hype
Off-Policy Actor-Critic with Shared Experience Replay	Sep 25, 2019	Atari GamesReinforcement Learning	—Unverified	0
Active inference: demystified and compared	Sep 24, 2019	Atari GamesOpenAI Gym	CodeCode Available	0
Recurrent Independent Mechanisms	Sep 24, 2019	Atari Games	CodeCode Available	0
Biased Estimates of Advantages over Path Ensembles	Sep 15, 2019	Atari Gamescontinuous-control	—Unverified	0
Reinforcement Learning and Video Games	Sep 10, 2019	Atari GamesDeep Learning	—Unverified	0
LeDeepChef: Deep Reinforcement Learning Agent for Families of Text-Based Games	Sep 4, 2019	Atari GamesDeep Reinforcement Learning	—Unverified	0
Reusing Convolutional Activations from Frame to Frame to Speed up Training and Inference	Sep 2, 2019	Atari GamesTime Series	CodeCode Available	0
Performing Deep Recurrent Double Q-Learning for Atari Games	Aug 16, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Is Deep Reinforcement Learning Really Superhuman on Atari? Leveling the playing field	Aug 13, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Benchmarking Bonus-Based Exploration Methods on the Arcade Learning Environment	Aug 6, 2019	Atari GamesBenchmarking	—Unverified	0

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All datasets Atari 2600 Breakout Atari 2600 Freeway Atari 2600 Q*Bert Atari 2600 Seaquest Atari 2600 Venture Atari 2600 Space Invaders Atari 2600 Frostbite Atari 2600 Gravitar Atari 2600 Pong Atari 2600 Private Eye Atari 2600 Montezuma's Revenge Atari 2600 Alien

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GDI-H3(200M frames)	Score	864	—	Unverified
2	GDI-I3(200M frames)	Score	864	—	Unverified
3	GDI-I3	Score	864	—	Unverified
4	GDI-H3	Score	864	—	Unverified
5	Bootstrapped DQN	Score	855	—	Unverified
6	FQF	Score	854.2	—	Unverified
7	R2D2	Score	837.7	—	Unverified
8	Ape-X	Score	800.9	—	Unverified
9	Agent57	Score	790.4	—	Unverified
10	IMPALA (deep)	Score	787.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GDI-H3(200M frames)	Score	34	—	Unverified
2	TRPO-hash	Score	34	—	Unverified
3	IQN	Score	34	—	Unverified
4	NoisyNet-Dueling	Score	34	—	Unverified
5	QR-DQN-1	Score	34	—	Unverified
6	Go-Explore	Score	34	—	Unverified
7	GDI-I3	Score	34	—	Unverified
8	GDI-H3	Score	34	—	Unverified
9	ASL DDQN	Score	33.9	—	Unverified
10	Bootstrapped DQN	Score	33.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Agent57	Score	580,328.14	—	Unverified
2	QR-DQN-1	Score	572,510	—	Unverified
3	R2D2	Score	408,850	—	Unverified
4	IMPALA (deep)	Score	351,200.12	—	Unverified
5	Ape-X	Score	302,391.3	—	Unverified
6	A2C + SIL	Score	104,975.6	—	Unverified
7	MuZero (Res2 Adam)	Score	94,906.25	—	Unverified
8	DreamerV2	Score	94,688	—	Unverified
9	MuZero	Score	72,276	—	Unverified
10	DNA	Score	52,398	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GDI-H3(200M frames)	Score	1,000,000	—	Unverified
2	GDI-H3	Score	1,000,000	—	Unverified
3	Agent57	Score	999,997.63	—	Unverified
4	R2D2	Score	999,996.7	—	Unverified
5	MuZero	Score	999,976.52	—	Unverified
6	MuZero (Res2 Adam)	Score	999,659.18	—	Unverified
7	GDI-I3	Score	943,910	—	Unverified
8	Ape-X	Score	392,952.3	—	Unverified
9	C51 noop	Score	266,434	—	Unverified
10	Duel noop	Score	50,254.2	—	Unverified