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 251–275 of 625 papers

Title	Date	Tasks	Status
A Benchmark for Low-Switching-Cost Reinforcement Learning	Dec 13, 2021	Atari Gamesreinforcement-learning	—Unverified
Generalized Munchausen Reinforcement Learning using Tsallis KL Divergence	Jan 27, 2023	Atari Gamesreinforcement-learning	—Unverified
GMAC: A Distributional Perspective on Actor-Critic Framework	May 24, 2021	Atari Games	—Unverified
Bayesian Distributional Policy Gradients	Mar 20, 2021	Atari GamesContrastive Learning	—Unverified
Deep Reinforcement Learning with Spiking Q-learning	Jan 21, 2022	Atari GamesDeep Reinforcement Learning	—Unverified
A Mathematical Theory of Deep Convolutional Neural Networks for Feature Extraction	Dec 19, 2015	Atari GamesImage Captioning	—Unverified
Deep Reinforcement Learning with Quantum-inspired Experience Replay	Jan 6, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning With Macro-Actions	Jun 15, 2016	Atari GamesDeep Reinforcement Learning	—Unverified
Bag of Policies for Distributional Deep Exploration	Aug 3, 2023	Atari GamesEfficient Exploration	—Unverified
Deep Reinforcement Learning with Implicit Human Feedback	Jan 1, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Adapting Behaviour for Learning Progress	Dec 14, 2019	Atari GamesReinforcement Learning	—Unverified
Adapting Auxiliary Losses Using Gradient Similarity	Dec 5, 2018	Atari Gamesreinforcement-learning	—Unverified
Iterated Q-Network: Beyond One-Step Bellman Updates in Deep Reinforcement Learning	Mar 4, 2024	Atari Gamescontinuous-control	—Unverified
Deep Reinforcement Learning with Decorrelation	Mar 18, 2019	Atari GamesDeep Reinforcement Learning	—Unverified
BACKDOORL: Backdoor Attack against Competitive Reinforcement Learning	May 2, 2021	Atari GamesBackdoor Attack	—Unverified
Deep Reinforcement Learning Policies Learn Shared Adversarial Features Across MDPs	Dec 16, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
Avoiding Catastrophic States with Intrinsic Fear	Jan 1, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
A Human Mixed Strategy Approach to Deep Reinforcement Learning	Apr 5, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Averaged-DQN: Variance Reduction and Stabilization for Deep Reinforcement Learning	Nov 7, 2016	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning for NLP	Jul 1, 2018	Atari Gamescoreference-resolution	—Unverified
AGIL: Learning Attention from Human for Visuomotor Tasks	Jun 1, 2018	Atari GamesDecision Making	—Unverified
Deep Reinforcement Learning for Doom using Unsupervised Auxiliary Tasks	Jul 5, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
A Unified Perspective on Value Backup and Exploration in Monte-Carlo Tree Search	Feb 11, 2022	Atari GamesDecision Making	—Unverified
Investigating Recurrence and Eligibility Traces in Deep Q-Networks	Apr 18, 2017	Atari Gamesreinforcement-learning	—Unverified
KF-LAX: Kronecker-factored curvature estimation for control variate optimization in reinforcement learning	Dec 11, 2018	Atari Gamesreinforcement-learning	—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