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 176–200 of 625 papers

Title	Date	Tasks	Status	Hype
Improving Experience Replay with Successor Representation	Nov 29, 2021	Atari Games	—Unverified	0
A Review for Deep Reinforcement Learning in Atari: Benchmarks, Challenges, and Solutions	Nov 24, 2021	Atari GamesDeep Reinforcement Learning	—Unverified	0
GDI: Rethinking What Makes Reinforcement Learning Different from Supervised Learning	Nov 24, 2021	Atari GamesDeep Reinforcement Learning	—Unverified	0
Fast and Data-Efficient Training of Rainbow: an Experimental Study on Atari	Nov 19, 2021	Atari GamesGPU	CodeCode Available	1
Improving Experience Replay through Modeling of Similar Transitions' Sets	Nov 12, 2021	Atari Gamesreinforcement-learning	CodeCode Available	0
Mastering Atari Games with Limited Data	Oct 30, 2021	Atari GamesAtari Games 100k	CodeCode Available	2
Effects of Different Optimization Formulations in Evolutionary Reinforcement Learning on Diverse Behavior Generation	Oct 15, 2021	Atari GamesDiversity	—Unverified	0
Explaining Deep Reinforcement Learning Agents In The Atari Domain through a Surrogate Model	Oct 7, 2021	Atari GamesDecision Making	—Unverified	0
The Benefits of Being Categorical Distributional: Uncertainty-aware Regularized Exploration in Reinforcement Learning	Oct 7, 2021	Atari GamesAttribute	—Unverified	0
How to Sense the World: Leveraging Hierarchy in Multimodal Perception for Robust Reinforcement Learning Agents	Oct 7, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Large Batch Experience Replay	Oct 4, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
An Unsupervised Video Game Playstyle Metric via State Discretization	Oct 3, 2021	Atari GamesCar Racing	CodeCode Available	0
Is Policy Learning Overrated?: Width-Based Planning and Active Learning for Atari	Sep 30, 2021	Active LearningAtari Games	CodeCode Available	0
Self-Supervised Structured Representations for Deep Reinforcement Learning	Sep 29, 2021	Atari GamesDeep Reinforcement Learning	—Unverified	0
Deep Learning of Intrinsically Motivated Options in the Arcade Learning Environment	Sep 29, 2021	Atari GamesBenchmarking	—Unverified	0
P4O: Efficient Deep Reinforcement Learning with Predictive Processing Proximal Policy Optimization	Sep 29, 2021	Atari GamesDeep Reinforcement Learning	—Unverified	0
Training with Worst-Case Distributional Shift causes Overestimation and Inaccuracies in State-Action Value Functions	Sep 29, 2021	Atari GamesSelf-Learning	—Unverified	0
Distributional Perturbation for Efficient Exploration in Distributional Reinforcement Learning	Sep 29, 2021	Atari GamesDescriptive	—Unverified	0
Maximizing Ensemble Diversity in Deep Reinforcement Learning	Sep 29, 2021	Atari GamesDecision Making	—Unverified	0
Towards Understanding Distributional Reinforcement Learning: Regularization, Optimization, Acceleration and Sinkhorn Algorithm	Sep 29, 2021	Atari GamesDistributional Reinforcement Learning	—Unverified	0
CrowdPlay: Crowdsourcing human demonstration data for offline learning in Atari games	Sep 29, 2021	Atari GamesDecision Making	—Unverified	0
Faster Reinforcement Learning with Value Target Lower Bounding	Sep 29, 2021	Atari Gamescontinuous-control	—Unverified	0
EqR: Equivariant Representations for Data-Efficient Reinforcement Learning	Sep 29, 2021	Atari GamesInductive Bias	—Unverified	0
Should I Run Offline Reinforcement Learning or Behavioral Cloning?	Sep 29, 2021	Atari GamesDiagnostic	—Unverified	0
On Bonus-Based Exploration Methods in the Arcade Learning Environment	Sep 22, 2021	Atari GamesMontezuma's Revenge	—Unverified	0

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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