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 501–525 of 625 papers

Title	Date	Tasks	Status
Dueling Network Architectures for Deep Reinforcement Learning	Nov 20, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available
Distributional Reinforcement Learning with Quantile Regression	Oct 27, 2017	Atari GamesDistributional Reinforcement Learning	CodeCode Available
Distributional Reinforcement Learning with Regularized Wasserstein Loss	Feb 1, 2022	Atari GamesDistributional Reinforcement Learning	CodeCode Available
State of the Art Control of Atari Games Using Shallow Reinforcement Learning	Dec 4, 2015	Atari Gamesreinforcement-learning	CodeCode Available
Distributional Bellman Operators over Mean Embeddings	Dec 9, 2023	Atari GamesDeep Reinforcement Learning	CodeCode Available
Is Deep Reinforcement Learning Really Superhuman on Atari? Leveling the playing field	Aug 13, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning?	May 20, 2024	Atari GamesMamba	CodeCode Available
Unsupervised Task Clustering for Multi-Task Reinforcement Learning	Jan 1, 2021	Atari GamesClustering	CodeCode Available
Jointly Pre-training with Supervised, Autoencoder, and Value Losses for Deep Reinforcement Learning	Apr 3, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
Pseudo-Rehearsal: Achieving Deep Reinforcement Learning without Catastrophic Forgetting	Dec 6, 2018	Atari GamesContinual Learning	CodeCode Available
Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutes	Jan 9, 2018	Atari GamesCPU	CodeCode Available
DinerDash Gym: A Benchmark for Policy Learning in High-Dimensional Action Space	Jul 13, 2020	Atari Games	CodeCode Available
Unsupervised Video Object Segmentation for Deep Reinforcement Learning	May 20, 2018	Atari GamesDecision Making	CodeCode Available
ZPD Teaching Strategies for Deep Reinforcement Learning from Demonstrations	Oct 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
Q-Value Weighted Regression: Reinforcement Learning with Limited Data	Feb 12, 2021	Atari Gamescontinuous-control	CodeCode Available
An Atari Model Zoo for Analyzing, Visualizing, and Comparing Deep Reinforcement Learning Agents	Dec 17, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
R2D2: Reliable and Repeatable Detector and Descriptor	Dec 1, 2019	Atari GamesCamera Localization	CodeCode Available
Characterizing Attacks on Deep Reinforcement Learning	Jul 21, 2019	Atari GamesAutonomous Driving	CodeCode Available
Ranking Policy Decisions	Aug 31, 2020	Atari GamesReinforcement Learning (RL)	CodeCode Available
A Laplacian Framework for Option Discovery in Reinforcement Learning	Mar 2, 2017	Atari Gamesreinforcement-learning	CodeCode Available
Real-time Adversarial Perturbations against Deep Reinforcement Learning Policies: Attacks and Defenses	Jun 16, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available
Reconciling λ-Returns with Experience Replay	Dec 1, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
Recurrent Environment Simulators	Apr 7, 2017	Atari GamesCar Racing	CodeCode Available
Learning from the memory of Atari 2600	May 4, 2016	Atari Games	CodeCode Available
Recurrent Experience Replay in Distributed Reinforcement Learning	May 1, 2019	Atari Gamesreinforcement-learning	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-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