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 551–575 of 625 papers

Title	Date	Tasks	Status
Learning to play slot cars and Atari 2600 games in just minutes	Jan 1, 2018	Atari GamesBIG-bench Machine Learning	—Unverified
Avoiding Catastrophic States with Intrinsic Fear	Jan 1, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Policy Gradient For Multidimensional Action Spaces: Action Sampling and Entropy Bonus	Jan 1, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning Boosted by External Knowledge	Dec 12, 2017	Atari GamesDeep Reinforcement Learning	—Unverified
Assumed Density Filtering Q-learning	Dec 9, 2017	Atari GamesBayesian Inference	CodeCode Available
A Deeper Look at Experience Replay	Dec 4, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available
Natural Value Approximators: Learning when to Trust Past Estimates	Dec 1, 2017	Atari GamesInductive Bias	—Unverified
Crossmodal Attentive Skill Learner	Nov 28, 2017	Atari GamesCPU	CodeCode Available
Implementing the Deep Q-Network	Nov 20, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available
TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement Learning	Oct 31, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available
Distributional Reinforcement Learning with Quantile Regression	Oct 27, 2017	Atari GamesDistributional Reinforcement Learning	CodeCode Available
Generalization Tower Network: A Novel Deep Neural Network Architecture for Multi-Task Learning	Oct 27, 2017	Atari GamesMulti-Task Learning	CodeCode Available
Deep Reinforcement Learning that Matters	Sep 19, 2017	Atari GamesContinuous Control	CodeCode Available
Shared Learning : Enhancing Reinforcement in Q-Ensembles	Sep 14, 2017	Atari Gamescontinuous-control	—Unverified
When Waiting is not an Option : Learning Options with a Deliberation Cost	Sep 14, 2017	Atari Games	CodeCode Available
Pre-training Neural Networks with Human Demonstrations for Deep Reinforcement Learning	Sep 12, 2017	Atari GamesDeep Reinforcement Learning	—Unverified
Mean Actor Critic	Sep 1, 2017	Atari Gamesreinforcement-learning	CodeCode Available
Trial without Error: Towards Safe Reinforcement Learning via Human Intervention	Jul 17, 2017	Atari Gamesreinforcement-learning	CodeCode Available
Value Prediction Network	Jul 11, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available
ELF: An Extensive, Lightweight and Flexible Research Platform for Real-time Strategy Games	Jul 4, 2017	Atari GamesGPU	CodeCode Available
Noisy Networks for Exploration	Jun 30, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available
Count-Based Exploration in Feature Space for Reinforcement Learning	Jun 25, 2017	Atari GamesEfficient Exploration	CodeCode Available
Deep reinforcement learning from human preferences	Jun 12, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available
Shallow Updates for Deep Reinforcement Learning	May 21, 2017	Atari GamesDeep Reinforcement Learning	—Unverified
Atari games and Intel processors	May 19, 2017	Atari GamesBIG-bench Machine Learning	—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