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 326–350 of 625 papers

Title	Date	Tasks	Status	Hype
A Simple Imitation Learning Method via Contrastive Regularization	May 16, 2020	Atari GamesImitation Learning	—Unverified	0
Accelerating Deep Neuroevolution on Distributed FPGAs for Reinforcement Learning Problems	May 10, 2020	Atari GamesComputational Efficiency	—Unverified	0
Explain Your Move: Understanding Agent Actions Using Focused Feature Saliency	May 1, 2020	Atari GamesBoard Games	CodeCode Available	0
Model Based Reinforcement Learning for Atari	May 1, 2020	Atari Gamesmodel	—Unverified	0
Episodic Reinforcement Learning with Associative Memory	May 1, 2020	Atari GamesDeep Reinforcement Learning	—Unverified	0
First return, then explore	Apr 27, 2020	Atari GamesMontezuma's Revenge	CodeCode Available	1
Learning Dialog Policies from Weak Demonstrations	Apr 23, 2020	Atari GamesDeep Reinforcement Learning	—Unverified	0
Self Punishment and Reward Backfill for Deep Q-Learning	Apr 10, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
CURL: Contrastive Unsupervised Representations for Reinforcement Learning	Apr 8, 2020	Atari GamesAtari Games 100k	CodeCode Available	1
Using Generative Adversarial Nets on Atari Games for Feature Extraction in Deep Reinforcement Learning	Apr 6, 2020	Atari GamesDeep Reinforcement Learning	—Unverified	0
Agent57: Outperforming the Atari Human Benchmark	Mar 30, 2020	Atari GamesReinforcement Learning	CodeCode Available	1
Self-Supervised Discovering of Interpretable Features for Reinforcement Learning	Mar 16, 2020	Atari GamesDecision Making	CodeCode Available	1
Exploring Unknown States with Action Balance	Mar 10, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Relevance-Guided Modeling of Object Dynamics for Reinforcement Learning	Mar 3, 2020	Atari GamesDeep Reinforcement Learning	—Unverified	0
On Catastrophic Interference in Atari 2600 Games	Feb 28, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Efficiently Guiding Imitation Learning Agents with Human Gaze	Feb 28, 2020	Atari GamesImitation Learning	—Unverified	0
A Self-Tuning Actor-Critic Algorithm	Feb 28, 2020	Atari Gamesreinforcement-learning	—Unverified	0
ConQUR: Mitigating Delusional Bias in Deep Q-learning	Feb 27, 2020	Atari GamesQ-Learning	CodeCode Available	0
Discriminative Particle Filter Reinforcement Learning for Complex Partial Observations	Feb 23, 2020	Atari GamesDecision Making	CodeCode Available	1
Safe Imitation Learning via Fast Bayesian Reward Inference from Preferences	Feb 21, 2020	Atari GamesBayesian Inference	CodeCode Available	1
Disentangling Controllable Object through Video Prediction Improves Visual Reinforcement Learning	Feb 21, 2020	Atari GamesObject	—Unverified	0
Value-driven Hindsight Modelling	Feb 19, 2020	Atari GamesReinforcement Learning	—Unverified	0
Never Give Up: Learning Directed Exploration Strategies	Feb 14, 2020	Atari GamesReinforcement Learning	CodeCode Available	1
Data Efficient Training for Reinforcement Learning with Adaptive Behavior Policy Sharing	Feb 12, 2020	Atari GamesDecision Making	—Unverified	0
Temporal-adaptive Hierarchical Reinforcement Learning	Feb 6, 2020	Atari GamesHierarchical Reinforcement Learning	—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