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 501–525 of 625 papers

Title	Date	Tasks	Status
Low Precision Policy Distillation with Application to Low-Power, Real-time Sensation-Cognition-Action Loop with Neuromorphic Computing	Sep 25, 2018	Atari Gamesreinforcement-learning	—Unverified
Transparency and Explanation in Deep Reinforcement Learning Neural Networks	Sep 17, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Object-sensitive Deep Reinforcement Learning	Sep 17, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Multi-task Deep Reinforcement Learning with PopArt	Sep 12, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
Monte Carlo Tree Search with Scalable Simulation Periods for Continuously Running Tasks	Sep 7, 2018	Atari Games	—Unverified
Improving On-policy Learning with Statistical Reward Accumulation	Sep 7, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Challenges of Context and Time in Reinforcement Learning: Introducing Space Fortress as a Benchmark	Sep 6, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
Transferring Deep Reinforcement Learning with Adversarial Objective and Augmentation	Sep 4, 2018	Atari GamesBoard Games	—Unverified
Visual Transfer between Atari Games using Competitive Reinforcement Learning	Sep 2, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
Count-Based Exploration with the Successor Representation	Jul 31, 2018	Atari GamesEfficient Exploration	CodeCode Available
Visual Analogies between Atari Games for Studying Transfer Learning in RL	Jul 29, 2018	Atari GamesTransfer Learning	—Unverified
Safe Option-Critic: Learning Safety in the Option-Critic Architecture	Jul 21, 2018	Atari GamesHierarchical Reinforcement Learning	CodeCode Available
An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution	Jul 9, 2018	Atari GamesImage Classification	CodeCode Available
Deep Reinforcement Learning for Doom using Unsupervised Auxiliary Tasks	Jul 5, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Solving Atari Games Using Fractals And Entropy	Jul 3, 2018	Atari Games	CodeCode Available
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization	Jul 2, 2018	Atari GamesReinforcement Learning	CodeCode Available
Deep Reinforcement Learning for NLP	Jul 1, 2018	Atari Gamescoreference-resolution	—Unverified
RUDDER: Return Decomposition for Delayed Rewards	Jun 20, 2018	Atari Gamesreinforcement-learning	CodeCode Available
Surprising Negative Results for Generative Adversarial Tree Search	Jun 15, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
Improving width-based planning with compact policies	Jun 15, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Self-Imitation Learning	Jun 14, 2018	Atari GamesImitation Learning	CodeCode Available
Implicit Quantile Networks for Distributional Reinforcement Learning	Jun 14, 2018	Atari GamesDistributional Reinforcement Learning	CodeCode Available
Evolving simple programs for playing Atari games	Jun 14, 2018	Atari Games	CodeCode Available
Continuous-time Value Function Approximation in Reproducing Kernel Hilbert Spaces	Jun 8, 2018	Atari GamesGaussian Processes	—Unverified
Deep Reinforcement Learning for General Video Game AI	Jun 6, 2018	Atari GamesBenchmarking	CodeCode Available

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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