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
The Past and Present of Imitation Learning: A Citation Chain Study	Jan 8, 2020	Atari GamesAutonomous Driving	—Unverified
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	Apr 15, 2017	Atari GamesDistributional Reinforcement Learning	—Unverified
The RL Perceptron: Generalisation Dynamics of Policy Learning in High Dimensions	Jun 17, 2023	Atari GamesReinforcement Learning (RL)	—Unverified
The Value-Improvement Path: Towards Better Representations for Reinforcement Learning	Jun 3, 2020	Atari Gamesreinforcement-learning	—Unverified
Towards automatic construction of multi-network models for heterogeneous multi-task learning	Mar 21, 2019	Atari GamesMulti-Task Learning	—Unverified
Reconstructing Actions To Explain Deep Reinforcement Learning	Sep 17, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Towards Consistent Performance on Atari using Expert Demonstrations	May 1, 2019	Atari GamesDeep Reinforcement Learning	—Unverified
Towards continual learning in medical imaging	Nov 6, 2018	Atari GamesContinual Learning	—Unverified
Towards Control-Centric Representations in Reinforcement Learning from Images	Oct 25, 2023	Atari Gamesreinforcement-learning	—Unverified
Towards Generalizable Reinforcement Learning via Causality-Guided Self-Adaptive Representations	Jul 30, 2024	Atari Gamesreinforcement-learning	—Unverified
Towards Practical Credit Assignment for Deep Reinforcement Learning	Jun 8, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
The Benefits of Being Categorical Distributional: Uncertainty-aware Regularized Exploration in Reinforcement Learning	Oct 7, 2021	Atari GamesAttribute	—Unverified
Towards Understanding Distributional Reinforcement Learning: Regularization, Optimization, Acceleration and Sinkhorn Algorithm	Sep 29, 2021	Atari GamesDistributional Reinforcement Learning	—Unverified
Training with Worst-Case Distributional Shift causes Overestimation and Inaccuracies in State-Action Value Functions	Sep 29, 2021	Atari GamesSelf-Learning	—Unverified
Transferring Deep Reinforcement Learning with Adversarial Objective and Augmentation	Sep 4, 2018	Atari GamesBoard Games	—Unverified
Transforming Game Play: A Comparative Study of DCQN and DTQN Architectures in Reinforcement Learning	Oct 14, 2024	Atari GamesBenchmarking	—Unverified
Transparency and Explanation in Deep Reinforcement Learning Neural Networks	Sep 17, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Understanding and Diagnosing Deep Reinforcement Learning	Jun 23, 2024	Atari GamesDeep Reinforcement Learning	—Unverified
Understanding plasticity in neural networks	Mar 2, 2023	Atari GamesDeep Reinforcement Learning	—Unverified
Understanding Visual Concepts with Continuation Learning	Feb 22, 2016	Atari Games	—Unverified
Unlocking the Power of Representations in Long-term Novelty-based Exploration	May 2, 2023	Atari GamesClustering	—Unverified
Unsupervised Active Pre-Training for Reinforcement Learning	Jan 1, 2021	Atari GamesContrastive Learning	—Unverified
Using Generative Adversarial Nets on Atari Games for Feature Extraction in Deep Reinforcement Learning	Apr 6, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Continual Learning Using World Models for Pseudo-Rehearsal	Mar 6, 2019	Atari GamesContinual Learning	—Unverified
Utilizing Maximum Mean Discrepancy Barycenter for Propagating the Uncertainty of Value Functions in Reinforcement Learning	Mar 31, 2024	Atari GamesQ-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-I3(200M frames)	Score	864	—	Unverified
3	GDI-I3	Score	864	—	Unverified
4	GDI-H3	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	QR-DQN-1	Score	34	—	Unverified
2	IQN	Score	34	—	Unverified
3	TRPO-hash	Score	34	—	Unverified
4	NoisyNet-Dueling	Score	34	—	Unverified
5	Go-Explore	Score	34	—	Unverified
6	GDI-I3	Score	34	—	Unverified
7	GDI-H3(200M frames)	Score	34	—	Unverified
8	GDI-H3	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