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 451–475 of 625 papers

Title	Date	Tasks	Status
Generalization and Regularization in DQN	Sep 29, 2018	Atari GamesBenchmarking	CodeCode Available
Generalization Tower Network: A Novel Deep Neural Network Architecture for Multi-Task Learning	Oct 27, 2017	Atari GamesMulti-Task Learning	CodeCode Available
Generalized Adaptive Transfer Network: Enhancing Transfer Learning in Reinforcement Learning Across Domains	Jul 2, 2025	Atari GamesChatbot	CodeCode Available
Solving Deep Reinforcement Learning Tasks with Evolution Strategies and Linear Policy Networks	Feb 10, 2024	Atari GamesDeep Reinforcement Learning	CodeCode Available
Playing Atari Games with Deep Reinforcement Learning and Human Checkpoint Replay	Jul 18, 2016	Atari GamesDeep Reinforcement Learning	CodeCode Available
Conjugated Discrete Distributions for Distributional Reinforcement Learning	Dec 14, 2021	Atari GamesDistributional Reinforcement Learning	CodeCode Available
Explain Your Move: Understanding Agent Actions Using Focused Feature Saliency	May 1, 2020	Atari GamesBoard Games	CodeCode Available
Evolving simple programs for playing Atari games	Jun 14, 2018	Atari Games	CodeCode Available
Accelerating Reinforcement Learning through GPU Atari Emulation	Jul 19, 2019	Atari GamesCPU	CodeCode Available
Playing Atari with Six Neurons	Jun 4, 2018	Atari GamesDecision Making	CodeCode Available
Graph Backup: Data Efficient Backup Exploiting Markovian Transitions	May 31, 2022	Atari Gamescounterfactual	CodeCode Available
Playing SNES in the Retro Learning Environment	Nov 7, 2016	Atari GamesReinforcement Learning	CodeCode Available
ViZDoom: A Doom-based AI Research Platform for Visual Reinforcement Learning	May 6, 2016	Atari GamesFPS Games	CodeCode Available
Evaluating Agents without Rewards	Dec 21, 2020	Atari GamesMinecraft	CodeCode Available
Harnessing Structures for Value-Based Planning and Reinforcement Learning	Sep 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
Hierarchical Width-Based Planning and Learning	Jan 15, 2021	Atari Games	CodeCode Available
An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution	Jul 9, 2018	Atari GamesImage Classification	CodeCode Available
Estimates for the Branching Factors of Atari Games	Jul 6, 2021	Atari GamesBoard Games	CodeCode Available
Hindsight Trust Region Policy Optimization	Jul 29, 2019	Atari GamesPolicy Gradient Methods	CodeCode Available
Ensemble and Auxiliary Tasks for Data-Efficient Deep Reinforcement Learning	Jul 5, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available
How to Sense the World: Leveraging Hierarchy in Multimodal Perception for Robust Reinforcement Learning Agents	Oct 7, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available
Human level control through deep reinforcement learning	Feb 25, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available
Enhancing Two-Player Performance Through Single-Player Knowledge Transfer: An Empirical Study on Atari 2600 Games	Oct 22, 2024	Atari Gamesreinforcement-learning	CodeCode Available
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization	Jul 2, 2018	Atari GamesReinforcement Learning	CodeCode Available
Hybrid Reinforcement Learning with Expert State Sequences	Mar 11, 2019	Atari GamesImitation Learning	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