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
The Effect of Planning Shape on Dyna-style Planning in High-dimensional State Spaces	Jun 5, 2018	Atari GamesModel-based Reinforcement Learning	—Unverified
Playing Atari with Six Neurons	Jun 4, 2018	Atari GamesDecision Making	CodeCode Available
Between Progress and Potential Impact of AI: the Neglected Dimensions	Jun 2, 2018	Atari GamesBoard Games	—Unverified
Efficient Entropy for Policy Gradient with Multidimensional Action Space	Jun 2, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
AGIL: Learning Attention from Human for Visuomotor Tasks	Jun 1, 2018	Atari GamesDecision Making	—Unverified
Observe and Look Further: Achieving Consistent Performance on Atari	May 29, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Unsupervised Video Object Segmentation for Deep Reinforcement Learning	May 20, 2018	Atari GamesDecision Making	CodeCode Available
Episodic Memory Deep Q-Networks	May 19, 2018	Atari GamesReinforcement Learning	—Unverified
Learning Time-Sensitive Strategies in Space Fortress	May 17, 2018	Atari GamesReinforcement Learning	CodeCode Available
Progress & Compress: A scalable framework for continual learning	May 16, 2018	Active LearningAtari Games	CodeCode Available
Fast Retinomorphic Event Stream for Video Recognition and Reinforcement Learning	May 16, 2018	Action RecognitionAtari Games	—Unverified
Metatrace Actor-Critic: Online Step-size Tuning by Meta-gradient Descent for Reinforcement Learning Control	May 10, 2018	Atari GamesMeta-Learning	—Unverified
State Distribution-aware Sampling for Deep Q-learning	Apr 23, 2018	Atari GamesOpenAI Gym	—Unverified
On Improving Deep Reinforcement Learning for POMDPs	Apr 17, 2018	Atari GamesDecision Making	—Unverified
On Learning Intrinsic Rewards for Policy Gradient Methods	Apr 17, 2018	Atari GamesDecision Making	CodeCode Available
A Human Mixed Strategy Approach to Deep Reinforcement Learning	Apr 5, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Fractal AI: A fragile theory of intelligence	Mar 13, 2018	Atari GamesReinforcement Learning	CodeCode Available
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari	Feb 24, 2018	Atari GamesBenchmarking	CodeCode Available
Efficient Exploration through Bayesian Deep Q-Networks	Feb 13, 2018	Atari GamesEfficient Exploration	CodeCode Available
Learning and Querying Fast Generative Models for Reinforcement Learning	Feb 8, 2018	Atari GamesDecision Making	—Unverified
Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutes	Jan 9, 2018	Atari GamesCPU	CodeCode Available
Sample-Efficient Reinforcement Learning through Transfer and Architectural Priors	Jan 7, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Latent forward model for Real-time Strategy game planning with incomplete information	Jan 1, 2018	Atari GamesDecision Making	—Unverified
Learning objects from pixels	Jan 1, 2018	Atari GamesObject	—Unverified
Learning Dynamic State Abstractions for Model-Based Reinforcement Learning	Jan 1, 2018	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