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 276–300 of 625 papers

Title	Date	Tasks	Status
Learning to Represent Action Values as a Hypergraph on the Action Vertices	Oct 28, 2020	Atari GamesContinuous Control	—Unverified
LeDeepChef: Deep Reinforcement Learning Agent for Families of Text-Based Games	Sep 4, 2019	Atari GamesDeep Reinforcement Learning	—Unverified
Improving On-policy Learning with Statistical Reward Accumulation	Sep 7, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Improving Experience Replay with Successor Representation	Nov 29, 2021	Atari Games	—Unverified
Deep Reinforcement Learning Boosted by External Knowledge	Dec 12, 2017	Atari GamesDeep Reinforcement Learning	—Unverified
Learning Efficient Planning-based Rewards for Imitation Learning	Jan 1, 2021	Atari Gamescontinuous-control	—Unverified
Deep Q-Network for AI Soccer	Sep 20, 2022	Atari Gamesreinforcement-learning	—Unverified
Learning Dialog Policies from Weak Demonstrations	Apr 23, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Attention or memory? Neurointerpretable agents in space and time	Jul 9, 2020	Atari GamesDimensionality Reduction	—Unverified
Learning and Querying Fast Generative Models for Reinforcement Learning	Feb 8, 2018	Atari GamesDecision Making	—Unverified
Improving Performance of Spike-based Deep Q-Learning using Ternary Neurons	Jun 3, 2025	Atari GamesDecision Making	—Unverified
Learning Dynamic State Abstractions for Model-Based Reinforcement Learning	Jan 1, 2018	Atari GamesDecision Making	—Unverified
Improving width-based planning with compact policies	Jun 15, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning for Doom using Unsupervised Auxiliary Tasks	Jul 5, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
A Unified Perspective on Value Backup and Exploration in Monte-Carlo Tree Search	Feb 11, 2022	Atari GamesDecision Making	—Unverified
InferNet for Delayed Reinforcement Tasks: Addressing the Temporal Credit Assignment Problem	May 2, 2021	Atari GamesOffline RL	—Unverified
Deep Reinforcement Learning for NLP	Jul 1, 2018	Atari Gamescoreference-resolution	—Unverified
In Hindsight: A Smooth Reward for Steady Exploration	Jun 24, 2019	Atari GamesQ-Learning	—Unverified
Learning Finite State Representations of Recurrent Policy Networks	Nov 29, 2018	Atari GamesImitation Learning	—Unverified
Learnable Behavior Control: Breaking Atari Human World Records via Sample-Efficient Behavior Selection	May 9, 2023	Atari GamesDeep Reinforcement 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
Deep Q-Learning with Low Switching Cost	Jan 1, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
Learning Abstract Models for Long-Horizon Exploration	May 1, 2019	Atari GamesReinforcement Learning	—Unverified
Attention Option-Critic	Jan 7, 2022	Atari GamesTransfer 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-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