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 576–600 of 625 papers

Title	Date	Tasks	Status
MinAtar: An Atari-Inspired Testbed for Thorough and Reproducible Reinforcement Learning Experiments	Mar 7, 2019	Atari Gamesreinforcement-learning	CodeCode Available
Deep Quality-Value (DQV) Learning	Sep 30, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
RL Unplugged: A Suite of Benchmarks for Offline Reinforcement Learning	Jun 24, 2020	Atari GamesDQN Replay Dataset	CodeCode Available
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari	Feb 24, 2018	Atari GamesBenchmarking	CodeCode Available
Deep Policies for Width-Based Planning in Pixel Domains	Apr 12, 2019	Atari Games	CodeCode Available
Model-Based Reinforcement Learning for Atari	Mar 1, 2019	Atari GamesAtari Games 100k	CodeCode Available
RUDDER: Return Decomposition for Delayed Rewards	Jun 20, 2018	Atari Gamesreinforcement-learning	CodeCode Available
Safe and Efficient Off-Policy Reinforcement Learning	Jun 8, 2016	Atari Gamesreinforcement-learning	CodeCode Available
Assumed Density Filtering Q-learning	Dec 9, 2017	Atari GamesBayesian Inference	CodeCode Available
Momentum-based Accelerated Q-learning	Oct 23, 2019	Atari GamesQ-Learning	CodeCode Available
Safe Option-Critic: Learning Safety in the Option-Critic Architecture	Jul 21, 2018	Atari GamesHierarchical Reinforcement Learning	CodeCode Available
Deep Exploration via Bootstrapped DQN	Feb 15, 2016	Atari GamesEfficient Exploration	CodeCode Available
Temporal Alignment for History Representation in Reinforcement Learning	Apr 7, 2022	Atari Gamesreinforcement-learning	CodeCode Available
Temporal Regularization for Markov Decision Process	Dec 1, 2018	Atari Gamesreinforcement-learning	CodeCode Available
Deep Attention Recurrent Q-Network	Dec 5, 2015	Atari GamesDeep Attention	CodeCode Available
Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games	Dec 1, 2024	Atari GamesDecision Making	CodeCode Available
Temporal Regularization in Markov Decision Process	Nov 1, 2018	Atari Gamesreinforcement-learning	CodeCode Available
Multi-Game Decision Transformers	May 30, 2022	Atari GamesOffline RL	CodeCode Available
Sample-Efficient Reinforcement Learning with Maximum Entropy Mellowmax Episodic Control	Nov 21, 2019	Atari Gamesreinforcement-learning	CodeCode Available
Multi-task Deep Reinforcement Learning with PopArt	Sep 12, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
Crossmodal Attentive Skill Learner	Nov 28, 2017	Atari GamesCPU	CodeCode Available
A Robust Quantile Huber Loss With Interpretable Parameter Adjustment In Distributional Reinforcement Learning	Jan 4, 2024	Atari GamesDistributional Reinforcement Learning	CodeCode Available
CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing	Jun 17, 2021	Atari GamesAutonomous Vehicles	CodeCode Available
Scalable agent alignment via reward modeling: a research direction	Nov 19, 2018	Atari Gamesreinforcement-learning	CodeCode Available
A quantum-classical reinforcement learning model to play Atari games	Dec 11, 2024	Atari GamesBenchmarking	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