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
Evolutionary Self-Replication as a Mechanism for Producing Artificial Intelligence	Sep 16, 2021	Atari Games	CodeCode Available	1
Intrinsic Reward Driven Imitation Learning via Generative Model	Jun 26, 2020	Atari GamesImitation Learning	CodeCode Available	1
IQ-Learn: Inverse soft-Q Learning for Imitation	Jun 23, 2021	Atari GamesContinuous Control	CodeCode Available	1
Large Batch Experience Replay	Oct 4, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Deep Hierarchical Planning from Pixels	Jun 8, 2022	Atari GamesHierarchical Reinforcement Learning	CodeCode Available	1
Decision Transformer: Reinforcement Learning via Sequence Modeling	Jun 2, 2021	Atari GamesD4RL	CodeCode Available	1
Deep Recurrent Q-Learning for Partially Observable MDPs	Jul 23, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Mastering Atari with Discrete World Models	Oct 5, 2020	Atari GamesGPU	CodeCode Available	1
A Distributional Perspective on Reinforcement Learning	Jul 21, 2017	Atari Gamesreinforcement-learning	CodeCode Available	1
Monte Carlo Tree Search for Asymmetric Trees	May 23, 2018	Atari GamesOpenAI Gym	CodeCode Available	1
Multi-Agent Trust Region Learning	Jan 1, 2021	Atari GamesMuJoCo	CodeCode Available	1
Munchausen Reinforcement Learning	Jul 28, 2020	Atari Gamesreinforcement-learning	CodeCode Available	1
A Game-Theoretic Approach to Multi-Agent Trust Region Optimization	Jun 12, 2021	Atari GamesMuJoCo	CodeCode Available	1
Atari-5: Distilling the Arcade Learning Environment down to Five Games	Oct 5, 2022	Atari Games	CodeCode Available	1
Asynchronous Methods for Deep Reinforcement Learning	Feb 4, 2016	Atari GamesCPU	CodeCode Available	1
Contrastive Variational Reinforcement Learning for Complex Observations	Aug 6, 2020	Atari GamesContinuous Control	CodeCode Available	1
Agent57: Outperforming the Atari Human Benchmark	Mar 30, 2020	Atari GamesReinforcement Learning	CodeCode Available	1
CURL: Contrastive Unsupervised Representations for Reinforcement Learning	Apr 8, 2020	Atari GamesAtari Games 100k	CodeCode Available	1
Active Reinforcement Learning for Robust Building Control	Dec 16, 2023	Atari GamesGame of Go	CodeCode Available	1
Augmenting Policy Learning with Routines Discovered from a Single Demonstration	Dec 23, 2020	Atari GamesImitation Learning	CodeCode Available	1
A coevolutionary approach to deep multi-agent reinforcement learning	Apr 12, 2021	Atari GamesDecision Making	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
Discriminative Particle Filter Reinforcement Learning for Complex Partial Observations	Feb 23, 2020	Atari GamesDecision Making	CodeCode Available	1
Deep Reinforcement Learning with Double Q-learning	Sep 22, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Evolution Strategies as a Scalable Alternative to Reinforcement Learning	Mar 10, 2017	Atari GamesMuJoCo	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-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