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 526–550 of 625 papers

Title	Date	Tasks	Status	Hype
Distributed Prioritized Experience Replay	Mar 2, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	3
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari	Feb 24, 2018	Atari GamesBenchmarking	CodeCode Available	0
Efficient Exploration through Bayesian Deep Q-Networks	Feb 13, 2018	Atari GamesEfficient Exploration	CodeCode Available	0
Learning and Querying Fast Generative Models for Reinforcement Learning	Feb 8, 2018	Atari GamesDecision Making	—Unverified	0
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures	Feb 5, 2018	Atari Gamesreinforcement-learning	CodeCode Available	1
Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutes	Jan 9, 2018	Atari GamesCPU	CodeCode Available	0
Sample-Efficient Reinforcement Learning through Transfer and Architectural Priors	Jan 7, 2018	Atari GamesDeep Reinforcement Learning	—Unverified	0
Latent forward model for Real-time Strategy game planning with incomplete information	Jan 1, 2018	Atari GamesDecision Making	—Unverified	0
Policy Gradient For Multidimensional Action Spaces: Action Sampling and Entropy Bonus	Jan 1, 2018	Atari GamesDeep Reinforcement Learning	—Unverified	0
Learning objects from pixels	Jan 1, 2018	Atari GamesObject	—Unverified	0
Learning Dynamic State Abstractions for Model-Based Reinforcement Learning	Jan 1, 2018	Atari GamesDecision Making	—Unverified	0
Avoiding Catastrophic States with Intrinsic Fear	Jan 1, 2018	Atari GamesDeep Reinforcement Learning	—Unverified	0
Learning to play slot cars and Atari 2600 games in just minutes	Jan 1, 2018	Atari GamesBIG-bench Machine Learning	—Unverified	0
Deep Reinforcement Learning Boosted by External Knowledge	Dec 12, 2017	Atari GamesDeep Reinforcement Learning	—Unverified	0
Assumed Density Filtering Q-learning	Dec 9, 2017	Atari GamesBayesian Inference	CodeCode Available	0
A Deeper Look at Experience Replay	Dec 4, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Natural Value Approximators: Learning when to Trust Past Estimates	Dec 1, 2017	Atari GamesInductive Bias	—Unverified	0
Crossmodal Attentive Skill Learner	Nov 28, 2017	Atari GamesCPU	CodeCode Available	0
Implementing the Deep Q-Network	Nov 20, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement Learning	Oct 31, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Eigenoption Discovery through the Deep Successor Representation	Oct 30, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Distributional Reinforcement Learning with Quantile Regression	Oct 27, 2017	Atari GamesDistributional Reinforcement Learning	CodeCode Available	0
Generalization Tower Network: A Novel Deep Neural Network Architecture for Multi-Task Learning	Oct 27, 2017	Atari GamesMulti-Task Learning	CodeCode Available	0
Rainbow: Combining Improvements in Deep Reinforcement Learning	Oct 6, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	3
Deep Reinforcement Learning that Matters	Sep 19, 2017	Atari GamesContinuous Control	CodeCode Available	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-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