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 376–400 of 625 papers

Title	Date	Tasks	Status
Combating Reinforcement Learning's Sisyphean Curse with Intrinsic Fear	Nov 3, 2016	Atari GamesDeep Reinforcement Learning	—Unverified
Combining Off and On-Policy Training in Model-Based Reinforcement Learning	Feb 24, 2021	Atari GamesBoard Games	—Unverified
Combining policy gradient and Q-learning	Nov 5, 2016	Atari GamesQ-Learning	—Unverified
Compression and Localization in Reinforcement Learning for ATARI Games	Apr 20, 2019	Atari GamesModel Compression	—Unverified
Compute- and Memory-Efficient Reinforcement Learning with Latent Experience Replay	Jan 1, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
Constraining Action Sequences with Formal Languages for Deep Reinforcement Learning	Sep 27, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Contingency-Aware Exploration in Reinforcement Learning	Nov 5, 2018	Atari GamesMontezuma's Revenge	—Unverified
Continuous-time Value Function Approximation in Reproducing Kernel Hilbert Spaces	Jun 8, 2018	Atari GamesGaussian Processes	—Unverified
Control in Stochastic Environment with Delays: A Model-based Reinforcement Learning Approach	Feb 1, 2024	Atari GamesModel-based Reinforcement Learning	—Unverified
Convex Regularization in Monte-Carlo Tree Search	Jul 1, 2020	Atari GamesDecision Making	—Unverified
CrowdPlay: Crowdsourcing human demonstration data for offline learning in Atari games	Sep 29, 2021	Atari GamesDecision Making	—Unverified
Curiosity in Hindsight: Intrinsic Exploration in Stochastic Environments	Nov 18, 2022	Atari GamesMontezuma's Revenge	—Unverified
Data Efficient Training for Reinforcement Learning with Adaptive Behavior Policy Sharing	Feb 12, 2020	Atari GamesDecision Making	—Unverified
Deep Apprenticeship Learning for Playing Games	May 16, 2022	Atari Gamesreinforcement-learning	—Unverified
Deep AutoRegressive Networks	Oct 31, 2013	Atari Gamesparameter estimation	—Unverified
Deep Bayesian Reward Learning from Preferences	Dec 10, 2019	Atari GamesImitation Learning	—Unverified
Deep Conservative Policy Iteration	Jun 24, 2019	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Learning for Real-Time Atari Game Play Using Offline Monte-Carlo Tree Search Planning	Dec 1, 2014	Atari GamesDeep Learning	—Unverified
Deep Learning for Reward Design to Improve Monte Carlo Tree Search in ATARI Games	Apr 24, 2016	Atari GamesDecision Making	—Unverified
Deep Learning of Intrinsically Motivated Options in the Arcade Learning Environment	Sep 29, 2021	Atari GamesBenchmarking	—Unverified
Deep Q-Learning with Low Switching Cost	Jan 1, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Q-Network for AI Soccer	Sep 20, 2022	Atari Gamesreinforcement-learning	—Unverified
Deep Reinforcement Learning Boosted by External Knowledge	Dec 12, 2017	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning for Doom using Unsupervised Auxiliary Tasks	Jul 5, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning for NLP	Jul 1, 2018	Atari Gamescoreference-resolution	—Unverified

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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-I3(200M frames)	Score	864	—	Unverified
2	GDI-H3(200M frames)	Score	864	—	Unverified
3	GDI-H3	Score	864	—	Unverified
4	GDI-I3	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	IQN	Score	34	—	Unverified
2	QR-DQN-1	Score	34	—	Unverified
3	TRPO-hash	Score	34	—	Unverified
4	NoisyNet-Dueling	Score	34	—	Unverified
5	GDI-H3	Score	34	—	Unverified
6	GDI-H3(200M frames)	Score	34	—	Unverified
7	GDI-I3	Score	34	—	Unverified
8	Go-Explore	Score	34	—	Unverified
9	Bootstrapped DQN	Score	33.9	—	Unverified
10	C51 noop	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	Score	1,000,000	—	Unverified
2	GDI-H3(200M frames)	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