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 176–200 of 625 papers

Title	Date	Tasks	Status	Score
Beating the World's Best at Super Smash Bros. with Deep Reinforcement Learning	Feb 21, 2017	Atari GamesBoard Games	CodeCode Available	5
Beating Atari with Natural Language Guided Reinforcement Learning	Apr 18, 2017	Atari GamesDeep 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
Adapting to Reward Progressivity via Spectral Reinforcement Learning	Apr 29, 2021	Atari GamesDeep Reinforcement Learning	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
Improve Agents without Retraining: Parallel Tree Search with Off-Policy Correction	Jul 4, 2021	Atari GamesGPU	CodeCode Available	5
Dueling Network Architectures for Deep Reinforcement Learning	Nov 20, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Learning Powerful Policies by Using Consistent Dynamics Model	Jun 11, 2019	Atari Gamesmodel	CodeCode Available	5
Echoes of Socratic Doubt: Embracing Uncertainty in Calibrated Evidential Reinforcement Learning	Feb 11, 2024	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Active inference: demystified and compared	Sep 24, 2019	Atari GamesOpenAI Gym	CodeCode Available	5
Graph Backup: Data Efficient Backup Exploiting Markovian Transitions	May 31, 2022	Atari Gamescounterfactual	CodeCode Available	5
Deep Reinforcement Learning with Swin Transformers	Jun 30, 2022	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Jointly Pre-training with Supervised, Autoencoder, and Value Losses for Deep Reinforcement Learning	Apr 3, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Accelerating Reinforcement Learning through GPU Atari Emulation	Jul 19, 2019	Atari GamesCPU	CodeCode Available	5
Challenges of Context and Time in Reinforcement Learning: Introducing Space Fortress as a Benchmark	Sep 6, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Harnessing Structures for Value-Based Planning and Reinforcement Learning	Sep 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Generalization Tower Network: A Novel Deep Neural Network Architecture for Multi-Task Learning	Oct 27, 2017	Atari GamesMulti-Task Learning	CodeCode Available	5
Characterizing Attacks on Deep Reinforcement Learning	Jul 21, 2019	Atari GamesAutonomous Driving	CodeCode Available	5
A Laplacian Framework for Option Discovery in Reinforcement Learning	Mar 2, 2017	Atari Gamesreinforcement-learning	CodeCode Available	5
A Metric Learning Approach to Anomaly Detection in Video Games	May 20, 2020	Anomaly DetectionAtari Games	CodeCode Available	5
ELF: An Extensive, Lightweight and Flexible Research Platform for Real-time Strategy Games	Jul 4, 2017	Atari GamesGPU	CodeCode Available	5
Combinational Q-Learning for Dou Di Zhu	Jan 24, 2019	Atari GamesCard Games	CodeCode Available	5
Learning to Perceive in Deep Model-Free Reinforcement Learning	Jan 10, 2023	Atari GamesHard Attention	CodeCode Available	5
Generalized Adaptive Transfer Network: Enhancing Transfer Learning in Reinforcement Learning Across Domains	Jul 2, 2025	Atari GamesChatbot	CodeCode Available	5
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari	Feb 24, 2018	Atari GamesBenchmarking	CodeCode Available	5

Show:10 25 50

← PrevPage 8 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