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 401–425 of 625 papers

Title	Date	Tasks	Status
Deep Reinforcement Learning Policies Learn Shared Adversarial Features Across MDPs	Dec 16, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning with Decorrelation	Mar 18, 2019	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning with Implicit Human Feedback	Jan 1, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning With Macro-Actions	Jun 15, 2016	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning with Quantum-inspired Experience Replay	Jan 6, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning with Spiking Q-learning	Jan 21, 2022	Atari GamesDeep Reinforcement Learning	—Unverified
Adversary Agnostic Robust Deep Reinforcement Learning	Aug 14, 2020	Adversarial RobustnessAtari Games	—Unverified
Detecting Adversarial Directions in Deep Reinforcement Learning to Make Robust Decisions	Jun 9, 2023	Adversarial AttackAtari Games	—Unverified
Smaller World Models for Reinforcement Learning	Oct 12, 2020	Atari Gamesreinforcement-learning	—Unverified
Disentangling Controllable Object through Video Prediction Improves Visual Reinforcement Learning	Feb 21, 2020	Atari GamesObject	—Unverified
Disentangling the Causes of Plasticity Loss in Neural Networks	Feb 29, 2024	Atari GamesDeep Reinforcement Learning	—Unverified
Distributional Perturbation for Efficient Exploration in Distributional Reinforcement Learning	Sep 29, 2021	Atari GamesDescriptive	—Unverified
Distributional Reinforcement Learning for Efficient Exploration	May 13, 2019	Atari GamesDistributional Reinforcement Learning	—Unverified
Double A3C: Deep Reinforcement Learning on OpenAI Gym Games	Mar 4, 2023	Atari GamesDeep Reinforcement Learning	—Unverified
Double Prioritized State Recycled Experience Replay	Jul 8, 2020	Atari Games	—Unverified
DQN with model-based exploration: efficient learning on environments with sparse rewards	Mar 22, 2019	Atari GamesOpenAI Gym	—Unverified
DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization	Dec 9, 2021	Atari GamesD4RL	—Unverified
DSAC-C: Constrained Maximum Entropy for Robust Discrete Soft-Actor Critic	Oct 26, 2023	Atari Gamesreinforcement-learning	—Unverified
Dynamic Frame skip Deep Q Network	May 17, 2016	Atari GamesDeep Reinforcement Learning	—Unverified
Effects of Different Optimization Formulations in Evolutionary Reinforcement Learning on Diverse Behavior Generation	Oct 15, 2021	Atari GamesDiversity	—Unverified
Efficient decorrelation of features using Gramian in Reinforcement Learning	Nov 19, 2019	Atari Gamesreinforcement-learning	—Unverified
Efficient Diversity-based Experience Replay for Deep Reinforcement Learning	Oct 27, 2024	Atari GamesDecision Making	—Unverified
Efficient Entropy for Policy Gradient with Multidimensional Action Space	Jun 2, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Memory Based Trajectory-conditioned Policies for Learning from Sparse Rewards	Jul 24, 2019	Atari GamesDiversity	—Unverified
Efficiently Guiding Imitation Learning Agents with Human Gaze	Feb 28, 2020	Atari GamesImitation 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-H3(200M frames)	Score	864	—	Unverified
2	GDI-H3	Score	864	—	Unverified
3	GDI-I3	Score	864	—	Unverified
4	GDI-I3(200M frames)	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-H3(200M frames)	Score	34	—	Unverified
2	IQN	Score	34	—	Unverified
3	NoisyNet-Dueling	Score	34	—	Unverified
4	QR-DQN-1	Score	34	—	Unverified
5	Go-Explore	Score	34	—	Unverified
6	GDI-I3	Score	34	—	Unverified
7	GDI-H3	Score	34	—	Unverified
8	TRPO-hash	Score	34	—	Unverified
9	C51 noop	Score	33.9	—	Unverified
10	ASL DDQN	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