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 376–400 of 625 papers

Title	Date	Tasks	Status
Data Efficient Training for Reinforcement Learning with Adaptive Behavior Policy Sharing	Feb 12, 2020	Atari GamesDecision Making	—Unverified
Temporal-adaptive Hierarchical Reinforcement Learning	Feb 6, 2020	Atari GamesHierarchical Reinforcement Learning	—Unverified
FRESH: Interactive Reward Shaping in High-Dimensional State Spaces using Human Feedback	Jan 19, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
The Past and Present of Imitation Learning: A Citation Chain Study	Jan 8, 2020	Atari GamesAutonomous Driving	—Unverified
On Bonus Based Exploration Methods In The Arcade Learning Environment	Jan 1, 2020	Atari GamesMontezuma's Revenge	—Unverified
Deep Reinforcement Learning with Implicit Human Feedback	Jan 1, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
On the Role of Weight Sharing During Deep Option Learning	Dec 31, 2019	Atari GamesReinforcement Learning	—Unverified
Speeding up reinforcement learning by combining attention and agency features	Dec 29, 2019	Atari Gamesreinforcement-learning	—Unverified
SLM Lab: A Comprehensive Benchmark and Modular Software Framework for Reproducible Deep Reinforcement Learning	Dec 28, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
Explain Your Move: Understanding Agent Actions Using Specific and Relevant Feature Attribution	Dec 23, 2019	Atari GamesBoard Games	CodeCode Available
Adapting Behaviour for Learning Progress	Dec 14, 2019	Atari GamesReinforcement Learning	—Unverified
Deep Bayesian Reward Learning from Preferences	Dec 10, 2019	Atari GamesImitation Learning	—Unverified
Exploratory Not Explanatory: Counterfactual Analysis of Saliency Maps for Deep Reinforcement Learning	Dec 9, 2019	Atari Gamescounterfactual	—Unverified
No-Regret Exploration in Goal-Oriented Reinforcement Learning	Dec 7, 2019	Atari Gamesreinforcement-learning	—Unverified
Adversary A3C for Robust Reinforcement Learning	Dec 1, 2019	Atari Gamesreinforcement-learning	—Unverified
Reconciling λ-Returns with Experience Replay	Dec 1, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
Maximum Entropy Monte-Carlo Planning	Dec 1, 2019	Atari GamesDecision Making	—Unverified
R2D2: Reliable and Repeatable Detector and Descriptor	Dec 1, 2019	Atari GamesCamera Localization	CodeCode Available
Propagating Uncertainty in Reinforcement Learning via Wasserstein Barycenters	Dec 1, 2019	Atari GamesQ-Learning	CodeCode Available
Contrastive Learning of Structured World Models	Nov 27, 2019	Atari GamesContrastive Learning	CodeCode Available
GRIm-RePR: Prioritising Generating Important Features for Pseudo-Rehearsal	Nov 27, 2019	Atari GamesContinual Learning	—Unverified
Memory-Efficient Episodic Control Reinforcement Learning with Dynamic Online k-means	Nov 21, 2019	Atari GamesClustering	CodeCode Available
Sample-Efficient Reinforcement Learning with Maximum Entropy Mellowmax Episodic Control	Nov 21, 2019	Atari Gamesreinforcement-learning	CodeCode Available
Efficient decorrelation of features using Gramian in Reinforcement Learning	Nov 19, 2019	Atari Gamesreinforcement-learning	—Unverified
Gamifying the Vehicle Routing Problem with Stochastic Requests	Nov 14, 2019	Atari GamesDecision Making	—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-I3(200M frames)	Score	864	—	Unverified
2	GDI-H3(200M frames)	Score	864	—	Unverified
3	GDI-H3	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	IQN	Score	34	—	Unverified
2	QR-DQN-1	Score	34	—	Unverified
3	TRPO-hash	Score	34	—	Unverified
4	NoisyNet-Dueling	Score	34	—	Unverified
5	GDI-H3	Score	34	—	Unverified
6	GDI-H3(200M frames)	Score	34	—	Unverified
7	GDI-I3	Score	34	—	Unverified
8	Go-Explore	Score	34	—	Unverified
9	Bootstrapped DQN	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	Score	1,000,000	—	Unverified
2	GDI-H3(200M frames)	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