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 151–175 of 625 papers

Title	Date	Tasks	Status	Score
Implicit Quantile Networks for Distributional Reinforcement Learning	Jun 14, 2018	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Importance Prioritized Policy Distillation	Aug 25, 2022	Atari GamesDecision Making	CodeCode Available	5
Can Differentiable Decision Trees Enable Interpretable Reward Learning from Human Feedback?	Jun 22, 2023	Atari GamesDiagnostic	CodeCode Available	5
Implementing the Deep Q-Network	Nov 20, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Improve Agents without Retraining: Parallel Tree Search with Off-Policy Correction	Jul 4, 2021	Atari GamesGPU	CodeCode Available	5
Q-Star Meets Scalable Posterior Sampling: Bridging Theory and Practice via HyperAgent	Feb 5, 2024	Atari GamesAtari Games 100k	CodeCode Available	5
Boosting Object Representation Learning via Motion and Object Continuity	Nov 16, 2022	Atari GamesObject	CodeCode Available	5
An Atari Model Zoo for Analyzing, Visualizing, and Comparing Deep Reinforcement Learning Agents	Dec 17, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Hybrid Reinforcement Learning with Expert State Sequences	Mar 11, 2019	Atari GamesImitation Learning	CodeCode Available	5
IGN : Implicit Generative Networks	Jun 13, 2022	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games	Mar 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Distributional Reinforcement Learning with Quantile Regression	Oct 27, 2017	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Hindsight Trust Region Policy Optimization	Jul 29, 2019	Atari GamesPolicy Gradient Methods	CodeCode Available	5
How to Sense the World: Leveraging Hierarchy in Multimodal Perception for Robust Reinforcement Learning Agents	Oct 7, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Benchmarking Perturbation-based Saliency Maps for Explaining Atari Agents	Jan 18, 2021	Atari GamesBenchmarking	CodeCode Available	5
Distributional Bellman Operators over Mean Embeddings	Dec 9, 2023	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Adaptive Action Duration with Contextual Bandits for Deep Reinforcement Learning in Dynamic Environments	Jun 17, 2025	Atari GamesBoard Games	CodeCode Available	5
Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutes	Jan 9, 2018	Atari GamesCPU	CodeCode Available	5
Human level control through deep reinforcement learning	Feb 25, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Graph Backup: Data Efficient Backup Exploiting Markovian Transitions	May 31, 2022	Atari Gamescounterfactual	CodeCode Available	5
Accelerating Reinforcement Learning through GPU Atari Emulation	Jul 19, 2019	Atari GamesCPU	CodeCode Available	5
Distributional Reinforcement Learning with Regularized Wasserstein Loss	Feb 1, 2022	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Harnessing Structures for Value-Based Planning and Reinforcement Learning	Sep 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
DinerDash Gym: A Benchmark for Policy Learning in High-Dimensional Action Space	Jul 13, 2020	Atari Games	CodeCode Available	5
Beating the World's Best at Super Smash Bros. with Deep Reinforcement Learning	Feb 21, 2017	Atari GamesBoard Games	CodeCode Available	5

Show:10 25 50

← PrevPage 7 of 25Next →

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