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 101–125 of 625 papers

Title	Date	Tasks	Status	Hype
Redeeming Intrinsic Rewards via Constrained Optimization	Nov 14, 2022	Atari GamesMontezuma's Revenge	CodeCode Available	1
Reinforcement Learning with Latent Flow	Jan 6, 2021	Atari Gamescontinuous-control	CodeCode Available	1
Developing an OpenAI Gym-compatible framework and simulation environment for testing Deep Reinforcement Learning agents solving the Ambulance Location Problem	Jan 12, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
PGDQN: Preference-Guided Deep Q-Network	Oct 3, 2023	Atari GamesBenchmarking	CodeCode Available	1
Safe Imitation Learning via Fast Bayesian Reward Inference from Preferences	Feb 21, 2020	Atari GamesBayesian Inference	CodeCode Available	1
Towards Understanding Asynchronous Advantage Actor-critic: Convergence and Linear Speedup	Dec 31, 2020	Atari GamesOpenAI Gym	—Unverified	0
Adventurer: Exploration with BiGAN for Deep Reinforcement Learning	Mar 24, 2025	Atari GamesDeep Reinforcement Learning	—Unverified	0
Activation by Interval-wise Dropout: A Simple Way to Prevent Neural Networks from Plasticity Loss	Feb 3, 2025	Atari GamesContinual Learning	—Unverified	0
A Distance-based Anomaly Detection Framework for Deep Reinforcement Learning	Sep 21, 2021	Anomaly DetectionAtari Games	—Unverified	0
A Simple Imitation Learning Method via Contrastive Regularization	May 16, 2020	Atari GamesImitation Learning	—Unverified	0
Distributional Perturbation for Efficient Exploration in Distributional Reinforcement Learning	Sep 29, 2021	Atari GamesDescriptive	—Unverified	0
Distributional Reinforcement Learning for Efficient Exploration	May 13, 2019	Atari GamesDistributional Reinforcement Learning	—Unverified	0
A Review for Deep Reinforcement Learning in Atari:Benchmarks, Challenges, and Solutions	Dec 8, 2021	Atari GamesDeep Reinforcement Learning	—Unverified	0
Disentangling Controllable Object through Video Prediction Improves Visual Reinforcement Learning	Feb 21, 2020	Atari GamesObject	—Unverified	0
Convex Regularization in Monte-Carlo Tree Search	Jul 1, 2020	Atari GamesDecision Making	—Unverified	0
Accelerating Deep Neuroevolution on Distributed FPGAs for Reinforcement Learning Problems	May 10, 2020	Atari GamesComputational Efficiency	—Unverified	0
Disentangling the Causes of Plasticity Loss in Neural Networks	Feb 29, 2024	Atari GamesDeep Reinforcement Learning	—Unverified	0
Control in Stochastic Environment with Delays: A Model-based Reinforcement Learning Approach	Feb 1, 2024	Atari GamesModel-based Reinforcement Learning	—Unverified	0
A Review for Deep Reinforcement Learning in Atari: Benchmarks, Challenges, and Solutions	Nov 24, 2021	Atari GamesDeep Reinforcement Learning	—Unverified	0
A Deep Learning Approach for Joint Video Frame and Reward Prediction in Atari Games	Nov 21, 2016	Atari GamesModel-based Reinforcement Learning	—Unverified	0
CrowdPlay: Crowdsourcing human demonstration data for offline learning in Atari games	Sep 29, 2021	Atari GamesDecision Making	—Unverified	0
Curiosity in Hindsight: Intrinsic Exploration in Stochastic Environments	Nov 18, 2022	Atari GamesMontezuma's Revenge	—Unverified	0
Continuous-time Value Function Approximation in Reproducing Kernel Hilbert Spaces	Jun 8, 2018	Atari GamesGaussian Processes	—Unverified	0
Data Efficient Training for Reinforcement Learning with Adaptive Behavior Policy Sharing	Feb 12, 2020	Atari GamesDecision Making	—Unverified	0
Action Q-Transformer: Visual Explanation in Deep Reinforcement Learning with Encoder-Decoder Model using Action Query	Jun 24, 2023	Atari GamesDecision Making	—Unverified	0

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