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 351–375 of 625 papers

Title	Date	Tasks	Status
Return-Based Contrastive Representation Learning for Reinforcement Learning	Feb 22, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
Return-based Scaling: Yet Another Normalisation Trick for Deep RL	May 11, 2021	Atari Gamesreinforcement-learning	—Unverified
Reuse of Neural Modules for General Video Game Playing	Dec 4, 2015	Atari GamesDecision Making	—Unverified
Rewarding Episodic Visitation Discrepancy for Exploration in Reinforcement Learning	Sep 19, 2022	Atari GamesBenchmarking	—Unverified
Reward Scale Robustness for Proximal Policy Optimization via DreamerV3 Tricks	Oct 26, 2023	Atari Gamesreinforcement-learning	—Unverified
Sample Efficient Deep Neuroevolution in Low Dimensional Latent Space	Sep 27, 2018	Atari Games	—Unverified
Sample-Efficient Reinforcement Learning through Transfer and Architectural Priors	Jan 7, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Sample Efficient Reinforcement Learning In Continuous State Spaces: A Perspective Beyond Linearity	Jun 15, 2021	Atari Gamesreinforcement-learning	—Unverified
Selective Eye-gaze Augmentation To Enhance Imitation Learning In Atari Games	Dec 5, 2020	Atari GamesGaze Prediction	—Unverified
Self-Imitation Advantage Learning	Dec 22, 2020	Atari GamesImitation Learning	—Unverified
Relevance-Guided Modeling of Object Dynamics for Reinforcement Learning	Mar 3, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Self-Supervised Structured Representations for Deep Reinforcement Learning	Sep 29, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
A Self-Tuning Actor-Critic Algorithm	Feb 28, 2020	Atari Gamesreinforcement-learning	—Unverified
Shallow Updates for Deep Reinforcement Learning	May 21, 2017	Atari GamesDeep Reinforcement Learning	—Unverified
Shared Learning : Enhancing Reinforcement in Q-Ensembles	Sep 14, 2017	Atari Gamescontinuous-control	—Unverified
Should I Run Offline Reinforcement Learning or Behavioral Cloning?	Sep 29, 2021	Atari GamesDiagnostic	—Unverified
Sigmoid-Weighted Linear Units for Neural Network Function Approximation in Reinforcement Learning	Feb 10, 2017	Atari GamesDeep Reinforcement Learning	—Unverified
Simultaneously Updating All Persistence Values in Reinforcement Learning	Nov 21, 2022	AllAtari Games	—Unverified
Sketch-Based Linear Value Function Approximation	Dec 1, 2012	Atari Gamesreinforcement-learning	—Unverified
Slot Contrastive Networks: A Contrastive Approach for Representing Objects	Jul 18, 2020	Atari Games	—Unverified
Soft Decomposed Policy-Critic: Bridging the Gap for Effective Continuous Control with Discrete RL	Aug 20, 2023	Atari Gamescontinuous-control	—Unverified
Reinforcement Learning With Sparse-Executing Actions via Sparsity Regularization	May 18, 2021	Atari GamesAutonomous Driving	—Unverified
Speeding up reinforcement learning by combining attention and agency features	Dec 29, 2019	Atari Gamesreinforcement-learning	—Unverified
State Distribution-aware Sampling for Deep Q-learning	Apr 23, 2018	Atari GamesOpenAI Gym	—Unverified
Stop Regressing: Training Value Functions via Classification for Scalable Deep RL	Mar 6, 2024	Atari GamesDeep 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