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	Score
Evolving Reinforcement Learning Algorithms	Jan 8, 2021	Atari GamesMeta-Learning	CodeCode Available	1	5
Evolution Strategies as a Scalable Alternative to Reinforcement Learning	Mar 10, 2017	Atari GamesMuJoCo	CodeCode Available	1	5
Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation	Jun 26, 2020	Atari GamesData Augmentation	CodeCode Available	1	5
MAN: Multi-Action Networks Learning	Sep 19, 2022	Atari GamesDeep Reinforcement Learning	CodeCode Available	1	5
Scaling Laws for Imitation Learning in Single-Agent Games	Jul 18, 2023	Atari GamesImitation Learning	CodeCode Available	1	5
Assumed Density Filtering Q-learning	Dec 9, 2017	Atari GamesBayesian Inference	CodeCode Available	0	5
Generalized Adaptive Transfer Network: Enhancing Transfer Learning in Reinforcement Learning Across Domains	Jul 2, 2025	Atari GamesChatbot	CodeCode Available	0	5
Generalization and Regularization in DQN	Sep 29, 2018	Atari GamesBenchmarking	CodeCode Available	0	5
CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing	Jun 17, 2021	Atari GamesAutonomous Vehicles	CodeCode Available	0	5
Generalization Tower Network: A Novel Deep Neural Network Architecture for Multi-Task Learning	Oct 27, 2017	Atari GamesMulti-Task Learning	CodeCode Available	0	5
Accelerating Reinforcement Learning through GPU Atari Emulation	Jul 19, 2019	Atari GamesCPU	CodeCode Available	0	5
A Robust Quantile Huber Loss With Interpretable Parameter Adjustment In Distributional Reinforcement Learning	Jan 4, 2024	Atari GamesDistributional Reinforcement Learning	CodeCode Available	0	5
Count-Based Exploration in Feature Space for Reinforcement Learning	Jun 25, 2017	Atari GamesEfficient Exploration	CodeCode Available	0	5
Formal Language Constraints for Markov Decision Processes	Oct 2, 2019	Atari GamesMuJoCo	CodeCode Available	0	5
Fractal AI: A fragile theory of intelligence	Mar 13, 2018	Atari GamesReinforcement Learning	CodeCode Available	0	5
Fast deep reinforcement learning using online adjustments from the past	Oct 18, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	0	5
Count-Based Exploration with Neural Density Models	Mar 3, 2017	Atari GamesMontezuma's Revenge	CodeCode Available	0	5
Count-Based Exploration with the Successor Representation	Jul 31, 2018	Atari GamesEfficient Exploration	CodeCode Available	0	5
FDQN: A Flexible Deep Q-Network Framework for Game Automation	May 29, 2024	Atari GamesDecision Making	CodeCode Available	0	5
Crossmodal Attentive Skill Learner	Nov 28, 2017	Atari GamesCPU	CodeCode Available	0	5
Fully Parameterized Quantile Function for Distributional Reinforcement Learning	Nov 5, 2019	Atari GamesDistributional Reinforcement Learning	CodeCode Available	0	5
Contrastive Learning of Structured World Models	Nov 27, 2019	Atari GamesContrastive Learning	CodeCode Available	0	5
A quantum-classical reinforcement learning model to play Atari games	Dec 11, 2024	Atari GamesBenchmarking	CodeCode Available	0	5
Frog Soup: Zero-Shot, In-Context, and Sample-Efficient Frogger Agents	May 6, 2025	Atari GamesIn-Context Learning	CodeCode Available	0	5
Graph Backup: Data Efficient Backup Exploiting Markovian Transitions	May 31, 2022	Atari Gamescounterfactual	CodeCode Available	0	5

Show:10 25 50

← PrevPage 5 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-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