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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 571–580 of 625 papers

Title	Date	Tasks	Status	Hype
Revisiting the Softmax Bellman Operator: New Benefits and New Perspective	Dec 2, 2018	Atari GamesQ-Learning	CodeCode Available	0
TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement Learning	Oct 31, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
MICo: Improved representations via sampling-based state similarity for Markov decision processes	Jun 3, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Reward learning from human preferences and demonstrations in Atari	Nov 15, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Trial without Error: Towards Safe Reinforcement Learning via Human Intervention	Jul 17, 2017	Atari Gamesreinforcement-learning	CodeCode Available	0
MinAtar: An Atari-Inspired Testbed for Thorough and Reproducible Reinforcement Learning Experiments	Mar 7, 2019	Atari Gamesreinforcement-learning	CodeCode Available	0
Deep Quality-Value (DQV) Learning	Sep 30, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
RL Unplugged: A Suite of Benchmarks for Offline Reinforcement Learning	Jun 24, 2020	Atari GamesDQN Replay Dataset	CodeCode Available	0
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari	Feb 24, 2018	Atari GamesBenchmarking	CodeCode Available	0
Deep Policies for Width-Based Planning in Pixel Domains	Apr 12, 2019	Atari Games	CodeCode Available	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