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 601–625 of 625 papers

Title	Date	Tasks	Status	Hype
Understanding Visual Concepts with Continuation Learning	Feb 22, 2016	Atari Games	—Unverified	0
Deep Exploration via Bootstrapped DQN	Feb 15, 2016	Atari GamesEfficient Exploration	CodeCode Available	0
Asynchronous Methods for Deep Reinforcement Learning	Feb 4, 2016	Atari GamesCPU	CodeCode Available	1
A Mathematical Theory of Deep Convolutional Neural Networks for Feature Extraction	Dec 19, 2015	Atari GamesImage Captioning	—Unverified	0
Increasing the Action Gap: New Operators for Reinforcement Learning	Dec 15, 2015	Atari GamesQ-Learning	CodeCode Available	0
True Online Temporal-Difference Learning	Dec 13, 2015	Atari GamesReinforcement Learning	CodeCode Available	0
Deep Attention Recurrent Q-Network	Dec 5, 2015	Atari GamesDeep Attention	CodeCode Available	0
Reuse of Neural Modules for General Video Game Playing	Dec 4, 2015	Atari GamesDecision Making	—Unverified	0
State of the Art Control of Atari Games Using Shallow Reinforcement Learning	Dec 4, 2015	Atari Gamesreinforcement-learning	CodeCode Available	0
Dueling Network Architectures for Deep Reinforcement Learning	Nov 20, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Actor-Mimic: Deep Multitask and Transfer Reinforcement Learning	Nov 19, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Prioritized Experience Replay	Nov 18, 2015	Atari Gamesreinforcement-learning	CodeCode Available	1
Deep Reinforcement Learning with Double Q-learning	Sep 22, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Action-Conditional Video Prediction using Deep Networks in Atari Games	Jul 31, 2015	Atari GamesReinforcement Learning	CodeCode Available	0
Deep Recurrent Q-Learning for Partially Observable MDPs	Jul 23, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Massively Parallel Methods for Deep Reinforcement Learning	Jul 15, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models	Jul 3, 2015	Atari Gamesreinforcement-learning	CodeCode Available	0
Human level control through deep reinforcement learning	Feb 25, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Trust Region Policy Optimization	Feb 19, 2015	Atari GamesPolicy Gradient Methods	CodeCode Available	1
Deep Learning for Real-Time Atari Game Play Using Offline Monte-Carlo Tree Search Planning	Dec 1, 2014	Atari GamesDeep Learning	—Unverified	0
A Comparison of learning algorithms on the Arcade Learning Environment	Oct 31, 2014	Atari Gamesreinforcement-learning	—Unverified	0
Playing Atari with Deep Reinforcement Learning	Dec 19, 2013	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Deep AutoRegressive Networks	Oct 31, 2013	Atari Gamesparameter estimation	—Unverified	0
Sketch-Based Linear Value Function Approximation	Dec 1, 2012	Atari Gamesreinforcement-learning	—Unverified	0
The Arcade Learning Environment: An Evaluation Platform for General Agents	Jul 19, 2012	Atari GamesBenchmarking	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-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