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 376–400 of 625 papers

Title	Date	Tasks	Status
Strategic Attentive Writer for Learning Macro-Actions	Jun 15, 2016	Atari GamesReinforcement Learning	—Unverified
Strategy and Benchmark for Converting Deep Q-Networks to Event-Driven Spiking Neural Networks	Sep 30, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Striving for Simplicity in Off-Policy Deep Reinforcement Learning	Sep 25, 2019	Atari GamesDeep Reinforcement Learning	—Unverified
Successor-Predecessor Intrinsic Exploration	May 24, 2023	Atari GamesDeep Reinforcement Learning	—Unverified
SwitchMT: An Adaptive Context Switching Methodology for Scalable Multi-Task Learning in Intelligent Autonomous Agents	Apr 18, 2025	Atari GamesMulti-Task Learning	—Unverified
Tactics of Adversarial Attack on Deep Reinforcement Learning Agents	Mar 8, 2017	Adversarial AttackAtari Games	—Unverified
CopyCAT: Taking Control of Neural Policies with Constant Attacks	May 29, 2019	Atari GamesDeep Reinforcement Learning	—Unverified
Target Entropy Annealing for Discrete Soft Actor-Critic	Dec 6, 2021	Atari GamesScheduling	—Unverified
Target Return Optimizer for Multi-Game Decision Transformer	Mar 4, 2025	Atari Games	—Unverified
Temporal-adaptive Hierarchical Reinforcement Learning	Feb 6, 2020	Atari GamesHierarchical Reinforcement Learning	—Unverified
Terminal Prediction as an Auxiliary Task for Deep Reinforcement Learning	Jul 24, 2019	Atari GamesDeep Reinforcement Learning	—Unverified
The Effect of Planning Shape on Dyna-style Planning in High-dimensional State Spaces	Jun 5, 2018	Atari GamesModel-based Reinforcement Learning	—Unverified
The Past and Present of Imitation Learning: A Citation Chain Study	Jan 8, 2020	Atari GamesAutonomous Driving	—Unverified
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	Apr 15, 2017	Atari GamesDistributional Reinforcement Learning	—Unverified
The RL Perceptron: Generalisation Dynamics of Policy Learning in High Dimensions	Jun 17, 2023	Atari GamesReinforcement Learning (RL)	—Unverified
The Value-Improvement Path: Towards Better Representations for Reinforcement Learning	Jun 3, 2020	Atari Gamesreinforcement-learning	—Unverified
Towards automatic construction of multi-network models for heterogeneous multi-task learning	Mar 21, 2019	Atari GamesMulti-Task Learning	—Unverified
Reconstructing Actions To Explain Deep Reinforcement Learning	Sep 17, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
Towards Consistent Performance on Atari using Expert Demonstrations	May 1, 2019	Atari GamesDeep Reinforcement Learning	—Unverified
Towards continual learning in medical imaging	Nov 6, 2018	Atari GamesContinual Learning	—Unverified
Towards Control-Centric Representations in Reinforcement Learning from Images	Oct 25, 2023	Atari Gamesreinforcement-learning	—Unverified
Towards Generalizable Reinforcement Learning via Causality-Guided Self-Adaptive Representations	Jul 30, 2024	Atari Gamesreinforcement-learning	—Unverified
Towards Practical Credit Assignment for Deep Reinforcement Learning	Jun 8, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
The Benefits of Being Categorical Distributional: Uncertainty-aware Regularized Exploration in Reinforcement Learning	Oct 7, 2021	Atari GamesAttribute	—Unverified
Towards Understanding Distributional Reinforcement Learning: Regularization, Optimization, Acceleration and Sinkhorn Algorithm	Sep 29, 2021	Atari GamesDistributional Reinforcement 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