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 426–450 of 625 papers

Title	Date	Tasks	Status
Scalable Real-Time Recurrent Learning Using Columnar-Constructive Networks	Jan 20, 2023	Atari Games	CodeCode Available
On the Generalization of Representations in Reinforcement Learning	Mar 1, 2022	Atari Gamesreinforcement-learning	CodeCode Available
SLM Lab: A Comprehensive Benchmark and Modular Software Framework for Reproducible Deep Reinforcement Learning	Dec 28, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
Virtual Replay Cache	Dec 6, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available
Optimizing the Neural Architecture of Reinforcement Learning Agents	Nov 30, 2020	Atari GamesMeta Reinforcement Learning	CodeCode Available
Continual Learning In Environments With Polynomial Mixing Times	Dec 13, 2021	Atari GamesContinual Learning	CodeCode Available
Exploring Unknown States with Action Balance	Mar 10, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available
ExPoSe: Combining State-Based Exploration with Gradient-Based Online Search	Feb 3, 2022	Atari GamesDecision Making	CodeCode Available
Conservative Optimistic Policy Optimization via Multiple Importance Sampling	Mar 4, 2021	Atari GamesGame of Go	CodeCode Available
Exploration via Flow-Based Intrinsic Rewards	May 24, 2019	Atari GamesOptical Flow Estimation	CodeCode Available
Fast deep reinforcement learning using online adjustments from the past	Oct 18, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
Soft Actor-Critic for Discrete Action Settings	Oct 16, 2019	Atari Gamesreinforcement-learning	CodeCode Available
Pay Attention to What and Where? Interpretable Feature Extractor in Vision-based Deep Reinforcement Learning	Apr 14, 2025	Atari GamesDeep Reinforcement Learning	CodeCode Available
FDQN: A Flexible Deep Q-Network Framework for Game Automation	May 29, 2024	Atari GamesDecision Making	CodeCode Available
Self-supervised network distillation: an effective approach to exploration in sparse reward environments	Feb 22, 2023	Atari GamesDecision Making	CodeCode Available
Formal Language Constraints for Markov Decision Processes	Oct 2, 2019	Atari GamesMuJoCo	CodeCode Available
Fractal AI: A fragile theory of intelligence	Mar 13, 2018	Atari GamesReinforcement Learning	CodeCode Available
Perceptual Similarity for Measuring Decision-Making Style and Policy Diversity in Games	Aug 12, 2024	Atari GamesBoard Games	CodeCode Available
Frog Soup: Zero-Shot, In-Context, and Sample-Efficient Frogger Agents	May 6, 2025	Atari GamesIn-Context Learning	CodeCode Available
Performing Deep Recurrent Double Q-Learning for Atari Games	Aug 16, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
Unraveling the Rainbow: can value-based methods schedule?	May 6, 2025	Atari GamesCombinatorial Optimization	CodeCode Available
Fully Parameterized Quantile Function for Distributional Reinforcement Learning	Nov 5, 2019	Atari GamesDistributional Reinforcement Learning	CodeCode Available
ConQUR: Mitigating Delusional Bias in Deep Q-learning	Feb 27, 2020	Atari GamesQ-Learning	CodeCode Available
Solving Atari Games Using Fractals And Entropy	Jul 3, 2018	Atari Games	CodeCode Available
Explain Your Move: Understanding Agent Actions Using Specific and Relevant Feature Attribution	Dec 23, 2019	Atari GamesBoard Games	CodeCode Available

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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