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 351–375 of 625 papers

Title	Date	Tasks	Status
A Principled Path to Fitted Distributional Evaluation	Jun 24, 2025	Atari GamesOff-policy evaluation	—Unverified
A Review for Deep Reinforcement Learning in Atari: Benchmarks, Challenges, and Solutions	Nov 24, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
A Review for Deep Reinforcement Learning in Atari:Benchmarks, Challenges, and Solutions	Dec 8, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
A Simple Imitation Learning Method via Contrastive Regularization	May 16, 2020	Atari GamesImitation Learning	—Unverified
A Distance-based Anomaly Detection Framework for Deep Reinforcement Learning	Sep 21, 2021	Anomaly DetectionAtari Games	—Unverified
Towards Understanding Asynchronous Advantage Actor-critic: Convergence and Linear Speedup	Dec 31, 2020	Atari GamesOpenAI Gym	—Unverified
Gamifying the Vehicle Routing Problem with Stochastic Requests	Nov 14, 2019	Atari GamesDecision Making	—Unverified
Atari games and Intel processors	May 19, 2017	Atari GamesBIG-bench Machine Learning	—Unverified
Atari-GPT: Benchmarking Multimodal Large Language Models as Low-Level Policies in Atari Games	Aug 28, 2024	Atari GamesBenchmarking	—Unverified
Attention Option-Critic	Jan 7, 2022	Atari GamesTransfer Learning	—Unverified
Attention or memory? Neurointerpretable agents in space and time	Jul 9, 2020	Atari GamesDimensionality Reduction	—Unverified
A Unified Perspective on Value Backup and Exploration in Monte-Carlo Tree Search	Feb 11, 2022	Atari GamesDecision Making	—Unverified
Averaged-DQN: Variance Reduction and Stabilization for Deep Reinforcement Learning	Nov 7, 2016	Atari GamesDeep Reinforcement Learning	—Unverified
Avoiding Catastrophic States with Intrinsic Fear	Jan 1, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
BACKDOORL: Backdoor Attack against Competitive Reinforcement Learning	May 2, 2021	Atari GamesBackdoor Attack	—Unverified
Bag of Policies for Distributional Deep Exploration	Aug 3, 2023	Atari GamesEfficient Exploration	—Unverified
Bayesian Distributional Policy Gradients	Mar 20, 2021	Atari GamesContrastive Learning	—Unverified
Bayesian Q-learning With Imperfect Expert Demonstrations	Oct 1, 2022	Atari GamesQ-Learning	—Unverified
Benchmarking Bonus-Based Exploration Methods on the Arcade Learning Environment	Aug 6, 2019	Atari GamesBenchmarking	—Unverified
Beyond Exponentially Discounted Sum: Automatic Learning of Return Function	May 28, 2019	Atari GamesForm	—Unverified
Biased Estimates of Advantages over Path Ensembles	Sep 15, 2019	Atari Gamescontinuous-control	—Unverified
CAN ALTQ LEARN FASTER: EXPERIMENTS AND THEORY	Sep 25, 2019	Atari GamesQ-Learning	—Unverified
CASA: Bridging the Gap between Policy Improvement and Policy Evaluation with Conflict Averse Policy Iteration	May 9, 2021	Atari Games	—Unverified
Cautious Policy Programming: Exploiting KL Regularization in Monotonic Policy Improvement for Reinforcement Learning	Jul 13, 2021	Atari Gamesreinforcement-learning	—Unverified
Clustered Reinforcement Learning	Jun 6, 2019	Atari GamesClustering	—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