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 551–575 of 625 papers

Title	Date	Tasks	Status
Pre-training Neural Networks with Human Demonstrations for Deep Reinforcement Learning	Sep 12, 2017	Atari GamesDeep Reinforcement Learning	—Unverified
Proto-Value Networks: Scaling Representation Learning with Auxiliary Tasks	Apr 25, 2023	Atari GamesDeep Reinforcement Learning	—Unverified
Provable Representation Learning for Imitation with Contrastive Fourier Features	May 26, 2021	Atari GamesContrastive Learning	—Unverified
Reinforcement Learning and its Connections with Neuroscience and Psychology	Jun 25, 2020	Atari GamesDecision Making	—Unverified
Deep Reinforcement Learning via L-BFGS Optimization	Nov 6, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Reward Prediction Error as an Exploration Objective in Deep RL	Jun 19, 2019	Atari GamesContinuous Control	—Unverified
Read and Reap the Rewards: Learning to Play Atari with the Help of Instruction Manuals	Feb 9, 2023	Atari Games	—Unverified
Regulatory Focus: Promotion and Prevention Inclinations in Policy Search	Sep 25, 2019	Atari Gamescontinuous-control	—Unverified
Reinforcement Learning and Video Games	Sep 10, 2019	Atari GamesDeep Learning	—Unverified
Reinforcement Learning From Imperfect Corrective Actions And Proxy Rewards	Oct 8, 2024	Atari GamesAutonomous Driving	—Unverified
Reinforcement Learning in Strategy-Based and Atari Games: A Review of Google DeepMinds Innovations	Feb 14, 2025	Atari GamesGame of Go	—Unverified
Reinforcement Learning with Attention that Works: A Self-Supervised Approach	Apr 6, 2019	Atari Gamesreinforcement-learning	—Unverified
Reinforcement Learning with Structured Hierarchical Grammar Representations of Actions	Oct 7, 2019	Atari GamesQ-Learning	—Unverified
Return-Based Contrastive Representation Learning for Reinforcement Learning	Feb 22, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
Return-based Scaling: Yet Another Normalisation Trick for Deep RL	May 11, 2021	Atari Gamesreinforcement-learning	—Unverified
Reuse of Neural Modules for General Video Game Playing	Dec 4, 2015	Atari GamesDecision Making	—Unverified
Rewarding Episodic Visitation Discrepancy for Exploration in Reinforcement Learning	Sep 19, 2022	Atari GamesBenchmarking	—Unverified
Reward Scale Robustness for Proximal Policy Optimization via DreamerV3 Tricks	Oct 26, 2023	Atari Gamesreinforcement-learning	—Unverified
Sample Efficient Deep Neuroevolution in Low Dimensional Latent Space	Sep 27, 2018	Atari Games	—Unverified
Sample-Efficient Reinforcement Learning through Transfer and Architectural Priors	Jan 7, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Sample Efficient Reinforcement Learning In Continuous State Spaces: A Perspective Beyond Linearity	Jun 15, 2021	Atari Gamesreinforcement-learning	—Unverified
Selective Eye-gaze Augmentation To Enhance Imitation Learning In Atari Games	Dec 5, 2020	Atari GamesGaze Prediction	—Unverified
Self-Imitation Advantage Learning	Dec 22, 2020	Atari GamesImitation Learning	—Unverified
Relevance-Guided Modeling of Object Dynamics for Reinforcement Learning	Mar 3, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Self-Supervised Structured Representations for Deep Reinforcement Learning	Sep 29, 2021	Atari GamesDeep Reinforcement Learning	—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