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 1–25 of 625 papers

Title	Date	Tasks	Status	Hype	Score
CALE: Continuous Arcade Learning Environment	Oct 31, 2024	Atari GamesBenchmarking	CodeCode Available	7	5
MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge	Jun 17, 2022	Atari GamesMinecraft	CodeCode Available	4	5
Distributed Prioritized Experience Replay	Mar 2, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	3	5
Rainbow: Combining Improvements in Deep Reinforcement Learning	Oct 6, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	3	5
Streaming Deep Reinforcement Learning Finally Works	Oct 18, 2024	Atari GamesDeep Reinforcement Learning	CodeCode Available	3	5
Intelligent Go-Explore: Standing on the Shoulders of Giant Foundation Models	May 24, 2024	Atari GamesMathematical Reasoning	CodeCode Available	2	5
Harfang3D Dog-Fight Sandbox: A Reinforcement Learning Research Platform for the Customized Control Tasks of Fighter Aircrafts	Oct 13, 2022	Atari GamesDecision Making	CodeCode Available	2	5
Benchmarking Deep Reinforcement Learning for Continuous Control	Apr 22, 2016	Action Triplet RecognitionAtari Games	CodeCode Available	2	5
Mastering Atari Games with Limited Data	Oct 30, 2021	Atari GamesAtari Games 100k	CodeCode Available	2	5
Conformal Symplectic Optimization for Stable Reinforcement Learning	Dec 3, 2024	Atari GamesDeep Reinforcement Learning	CodeCode Available	2	5
Accelerated Methods for Deep Reinforcement Learning	Mar 7, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available	2	5
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	Nov 19, 2019	Atari GamesAtari Games 100k	CodeCode Available	2	5
Deep Recurrent Q-Learning for Partially Observable MDPs	Jul 23, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	1	5
An Optimistic Perspective on Offline Deep Reinforcement Learning	Jan 1, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available	1	5
Deep Reinforcement Learning with Double Q-learning	Sep 22, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	1	5
Decision Transformer: Reinforcement Learning via Sequence Modeling	Jun 2, 2021	Atari GamesD4RL	CodeCode Available	1	5
CURL: Contrastive Unsupervised Representations for Reinforcement Learning	Apr 8, 2020	Atari GamesAtari Games 100k	CodeCode Available	1	5
Deep Hierarchical Planning from Pixels	Jun 8, 2022	Atari GamesHierarchical Reinforcement Learning	CodeCode Available	1	5
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	5
Agent57: Outperforming the Atari Human Benchmark	Mar 30, 2020	Atari GamesReinforcement Learning	CodeCode Available	1	5
A Game-Theoretic Approach to Multi-Agent Trust Region Optimization	Jun 12, 2021	Atari GamesMuJoCo	CodeCode Available	1	5
Reincarnating Reinforcement Learning: Reusing Prior Computation to Accelerate Progress	Jun 3, 2022	Atari GamesHumanoid Control	CodeCode Available	1	5
AdaRL: What, Where, and How to Adapt in Transfer Reinforcement Learning	Jul 6, 2021	Atari Gamesreinforcement-learning	CodeCode Available	1	5
Contrastive Variational Reinforcement Learning for Complex Observations	Aug 6, 2020	Atari GamesContinuous Control	CodeCode Available	1	5
Behavior From the Void: Unsupervised Active Pre-Training	Mar 8, 2021	Atari GamesReinforcement Learning (RL)	CodeCode Available	1	5

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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