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 51–75 of 625 papers

Title	Date	Tasks	Status	Hype
MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning	Jun 5, 2021	Atari GamesCPU	CodeCode Available	1
Decision Transformer: Reinforcement Learning via Sequence Modeling	Jun 2, 2021	Atari GamesD4RL	CodeCode Available	1
Online and Offline Reinforcement Learning by Planning with a Learned Model	Apr 13, 2021	Atari GamesContinuous Control	CodeCode Available	1
Muesli: Combining Improvements in Policy Optimization	Apr 13, 2021	Atari Gamescontinuous-control	CodeCode Available	1
A coevolutionary approach to deep multi-agent reinforcement learning	Apr 12, 2021	Atari GamesDecision Making	CodeCode Available	1
Generalizable Episodic Memory for Deep Reinforcement Learning	Mar 11, 2021	Atari Gamescontinuous-control	CodeCode Available	1
Behavior From the Void: Unsupervised Active Pre-Training	Mar 8, 2021	Atari GamesReinforcement Learning (RL)	CodeCode Available	1
Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings	Mar 4, 2021	Atari GamesComputational Efficiency	CodeCode Available	1
Adaptive Rational Activations to Boost Deep Reinforcement Learning	Feb 18, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Developing an OpenAI Gym-compatible framework and simulation environment for testing Deep Reinforcement Learning agents solving the Ambulance Location Problem	Jan 12, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Evolving Reinforcement Learning Algorithms	Jan 8, 2021	Atari GamesMeta-Learning	CodeCode Available	1
Reinforcement Learning with Latent Flow	Jan 6, 2021	Atari Gamescontinuous-control	CodeCode Available	1
Multi-Agent Trust Region Learning	Jan 1, 2021	Atari GamesMuJoCo	CodeCode Available	1
Augmenting Policy Learning with Routines Discovered from a Single Demonstration	Dec 23, 2020	Atari GamesImitation Learning	CodeCode Available	1
High-Throughput Synchronous Deep RL	Dec 17, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Revisiting Rainbow: Promoting more Insightful and Inclusive Deep Reinforcement Learning Research	Nov 20, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Masked Contrastive Representation Learning for Reinforcement Learning	Oct 15, 2020	Atari GamesContrastive Learning	CodeCode Available	1
Mastering Atari with Discrete World Models	Oct 5, 2020	Atari GamesGPU	CodeCode Available	1
Contrastive Variational Reinforcement Learning for Complex Observations	Aug 6, 2020	Atari GamesContinuous Control	CodeCode Available	1
Robust Deep Reinforcement Learning through Adversarial Loss	Aug 5, 2020	Adversarial AttackAtari Games	CodeCode Available	1
Munchausen Reinforcement Learning	Jul 28, 2020	Atari Gamesreinforcement-learning	CodeCode Available	1
Distributional Reinforcement Learning via Moment Matching	Jul 24, 2020	Atari GamesDistributional Reinforcement Learning	CodeCode Available	1
Discovering Reinforcement Learning Algorithms	Jul 17, 2020	Atari GamesMeta-Learning	CodeCode Available	1
Intrinsic Reward Driven Imitation Learning via Generative Model	Jun 26, 2020	Atari GamesImitation Learning	CodeCode Available	1
Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation	Jun 26, 2020	Atari GamesData Augmentation	CodeCode Available	1

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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