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 601–625 of 625 papers

Title	Date	Tasks	Status
Approximate Model-Based Shielding for Safe Reinforcement Learning	Jul 27, 2023	Atari Gamesmodel	CodeCode Available
Count-Based Exploration with the Successor Representation	Jul 31, 2018	Atari GamesEfficient Exploration	CodeCode Available
An Unsupervised Video Game Playstyle Metric via State Discretization	Oct 3, 2021	Atari GamesCar Racing	CodeCode Available
Noisy Networks for Exploration	Jun 30, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available
True Online Temporal-Difference Learning	Dec 13, 2015	Atari GamesReinforcement Learning	CodeCode Available
TextAtari: 100K Frames Game Playing with Language Agents	Jun 4, 2025	Atari GamesDecision Making	CodeCode Available
Self-Imitation Learning	Jun 14, 2018	Atari GamesImitation Learning	CodeCode Available
Self Punishment and Reward Backfill for Deep Q-Learning	Apr 10, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available
A Metric Learning Approach to Anomaly Detection in Video Games	May 20, 2020	Anomaly DetectionAtari Games	CodeCode Available
Count-Based Exploration with Neural Density Models	Mar 3, 2017	Atari GamesMontezuma's Revenge	CodeCode Available
A Deeper Look at Experience Replay	Dec 4, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available
The Arcade Learning Environment: An Evaluation Platform for General Agents	Jul 19, 2012	Atari GamesBenchmarking	CodeCode Available
Actor-Mimic: Deep Multitask and Transfer Reinforcement Learning	Nov 19, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available
A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning	Dec 31, 2021	Atari GamesMeta Reinforcement Learning	CodeCode Available
Obstacle Tower: A Generalization Challenge in Vision, Control, and Planning	Feb 4, 2019	Atari GamesBoard Games	CodeCode Available
Count-Based Exploration in Feature Space for Reinforcement Learning	Jun 25, 2017	Atari GamesEfficient Exploration	CodeCode Available
Absolute Policy Optimization	Oct 20, 2023	Atari Gamescontinuous-control	CodeCode Available
Action-Conditional Video Prediction using Deep Networks in Atari Games	Jul 31, 2015	Atari GamesReinforcement Learning	CodeCode Available
Shielding Atari Games with Bounded Prescience	Jan 20, 2021	Atari GamesAutonomous Driving	CodeCode Available
Value Prediction Network	Jul 11, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available
On Catastrophic Interference in Atari 2600 Games	Feb 28, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available
Visual Transfer between Atari Games using Competitive Reinforcement Learning	Sep 2, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
On Improving Deep Reinforcement Learning for POMDPs	Apr 26, 2017	Atari GamesDecision Making	CodeCode Available
Adaptive Action Duration with Contextual Bandits for Deep Reinforcement Learning in Dynamic Environments	Jun 17, 2025	Atari GamesBoard Games	CodeCode Available
On Learning Intrinsic Rewards for Policy Gradient Methods	Apr 17, 2018	Atari GamesDecision Making	CodeCode Available

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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