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 451–475 of 625 papers

Title	Date	Tasks	Status
Generalized Data Distribution Iteration	Jun 7, 2022	Atari GamesDeep Reinforcement Learning	—Unverified
Generalized Munchausen Reinforcement Learning using Tsallis KL Divergence	Jan 27, 2023	Atari Gamesreinforcement-learning	—Unverified
GMAC: A Distributional Perspective on Actor-Critic Framework	May 24, 2021	Atari Games	—Unverified
Gradient Monitored Reinforcement Learning	May 25, 2020	Atari Gamescontinuous-control	—Unverified
GRIm-RePR: Prioritising Generating Important Features for Pseudo-Rehearsal	Nov 27, 2019	Atari GamesContinual Learning	—Unverified
Group-Agent Reinforcement Learning with Heterogeneous Agents	Jan 21, 2025	Atari Gamesreinforcement-learning	—Unverified
High Performance Across Two Atari Paddle Games Using the Same Perceptual Control Architecture Without Training	Aug 4, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
Machine versus Human Attention in Deep Reinforcement Learning Tasks	Oct 29, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Improving Experience Replay with Successor Representation	Nov 29, 2021	Atari Games	—Unverified
Improving On-policy Learning with Statistical Reward Accumulation	Sep 7, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Improving Performance of Spike-based Deep Q-Learning using Ternary Neurons	Jun 3, 2025	Atari GamesDecision Making	—Unverified
Improving the Diversity of Bootstrapped DQN by Replacing Priors With Noise	Mar 2, 2022	Atari GamesDiversity	—Unverified
Improving width-based planning with compact policies	Jun 15, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
InferNet for Delayed Reinforcement Tasks: Addressing the Temporal Credit Assignment Problem	May 2, 2021	Atari GamesOffline RL	—Unverified
In Hindsight: A Smooth Reward for Steady Exploration	Jun 24, 2019	Atari GamesQ-Learning	—Unverified
Interpretable end-to-end Neurosymbolic Reinforcement Learning agents	Oct 18, 2024	Atari GamesDeep Reinforcement Learning	—Unverified
Interpreting the Learned Model in MuZero Planning	Nov 7, 2024	Atari GamesBoard Games	—Unverified
Investigating Recurrence and Eligibility Traces in Deep Q-Networks	Apr 18, 2017	Atari Gamesreinforcement-learning	—Unverified
Iterated Q-Network: Beyond One-Step Bellman Updates in Deep Reinforcement Learning	Mar 4, 2024	Atari Gamescontinuous-control	—Unverified
KF-LAX: Kronecker-factored curvature estimation for control variate optimization in reinforcement learning	Dec 11, 2018	Atari Gamesreinforcement-learning	—Unverified
Latent forward model for Real-time Strategy game planning with incomplete information	Jan 1, 2018	Atari GamesDecision Making	—Unverified
Lazy-MDPs: Towards Interpretable Reinforcement Learning by Learning When to Act	Mar 16, 2022	Atari GamesDecision Making	—Unverified
Automatic Reward Shaping from Confounded Offline Data	May 16, 2025	Atari GamesDeep Reinforcement Learning	—Unverified
Learning Abstract Models for Long-Horizon Exploration	May 1, 2019	Atari GamesReinforcement Learning	—Unverified
Learning Abstract Models for Strategic Exploration and Fast Reward Transfer	Jul 12, 2020	Atari GamesModel-based Reinforcement Learning	—Unverified

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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