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 201–225 of 625 papers

Title	Date	Tasks	Status	Score
Enhancing Two-Player Performance Through Single-Player Knowledge Transfer: An Empirical Study on Atari 2600 Games	Oct 22, 2024	Atari Gamesreinforcement-learning	CodeCode Available	5
Ensemble and Auxiliary Tasks for Data-Efficient Deep Reinforcement Learning	Jul 5, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Active inference: demystified and compared	Sep 24, 2019	Atari GamesOpenAI Gym	CodeCode Available	5
Implementing the Deep Q-Network	Nov 20, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Deep Reinforcement Learning with Swin Transformers	Jun 30, 2022	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Q-Star Meets Scalable Posterior Sampling: Bridging Theory and Practice via HyperAgent	Feb 5, 2024	Atari GamesAtari Games 100k	CodeCode Available	5
IGN : Implicit Generative Networks	Jun 13, 2022	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Implicit Quantile Networks for Distributional Reinforcement Learning	Jun 14, 2018	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
A Laplacian Framework for Option Discovery in Reinforcement Learning	Mar 2, 2017	Atari Gamesreinforcement-learning	CodeCode Available	5
Hybrid Reinforcement Learning with Expert State Sequences	Mar 11, 2019	Atari GamesImitation Learning	CodeCode Available	5
Conjugated Discrete Distributions for Distributional Reinforcement Learning	Dec 14, 2021	Atari GamesDistributional Reinforcement Learning	CodeCode Available	5
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari	Feb 24, 2018	Atari GamesBenchmarking	CodeCode Available	5
Human level control through deep reinforcement learning	Feb 25, 2015	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Importance Prioritized Policy Distillation	Aug 25, 2022	Atari GamesDecision Making	CodeCode Available	5
Evolving simple programs for playing Atari games	Jun 14, 2018	Atari Games	CodeCode Available	5
Conservative Optimistic Policy Optimization via Multiple Importance Sampling	Mar 4, 2021	Atari GamesGame of Go	CodeCode Available	5
Deep Reinforcement Learning that Matters	Sep 19, 2017	Atari GamesContinuous Control	CodeCode Available	5
Explain Your Move: Understanding Agent Actions Using Focused Feature Saliency	May 1, 2020	Atari GamesBoard Games	CodeCode Available	5
Hindsight Trust Region Policy Optimization	Jul 29, 2019	Atari GamesPolicy Gradient Methods	CodeCode Available	5
Harnessing Structures for Value-Based Planning and Reinforcement Learning	Sep 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Continual Learning In Environments With Polynomial Mixing Times	Dec 13, 2021	Atari GamesContinual Learning	CodeCode Available	5
Deep reinforcement learning from human preferences	Jun 12, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Hierarchical Width-Based Planning and Learning	Jan 15, 2021	Atari Games	CodeCode Available	5
Deep Reinforcement Learning framework for Autonomous Driving	Apr 8, 2017	Atari GamesAutonomous Driving	CodeCode Available	5
Accelerating Reinforcement Learning through GPU Atari Emulation	Jul 19, 2019	Atari GamesCPU	CodeCode Available	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