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 526–550 of 625 papers

Title	Date	Tasks	Status
Recurrent Independent Mechanisms	Sep 24, 2019	Atari Games	CodeCode Available
Learning of Generalizable and Interpretable Knowledge in Grid-Based Reinforcement Learning Environments	Sep 7, 2023	Atari GamesDecision Making	CodeCode Available
Learning on a Budget via Teacher Imitation	Apr 17, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available
Learning Powerful Policies by Using Consistent Dynamics Model	Jun 11, 2019	Atari Gamesmodel	CodeCode Available
Learning Relational Rules from Rewards	Mar 25, 2022	Atari Games	CodeCode Available
Recurrent Action Transformer with Memory	Jun 15, 2023	Atari GamesMuJoCo	CodeCode Available
Challenges of Context and Time in Reinforcement Learning: Introducing Space Fortress as a Benchmark	Sep 6, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
Learning State Representations from Random Deep Action-conditional Predictions	Feb 9, 2021	Atari GamesReinforcement Learning (RL)	CodeCode Available
Learning Time-Sensitive Strategies in Space Fortress	May 17, 2018	Atari GamesReinforcement Learning	CodeCode Available
Can Differentiable Decision Trees Enable Interpretable Reward Learning from Human Feedback?	Jun 22, 2023	Atari GamesDiagnostic	CodeCode Available
ToyBox: Better Atari Environments for Testing Reinforcement Learning Agents	Dec 6, 2018	Atari Gamesreinforcement-learning	CodeCode Available
Learning to Perceive in Deep Model-Free Reinforcement Learning	Jan 10, 2023	Atari GamesHard Attention	CodeCode Available
Learning To Play Atari Games Using Dueling Q-Learning and Hebbian Plasticity	May 22, 2024	Atari GamesDeep Reinforcement Learning	CodeCode Available
Learning to Play in a Day: Faster Deep Reinforcement Learning by Optimality Tightening	Nov 5, 2016	Atari GamesDeep Reinforcement Learning	CodeCode Available
Student-Initiated Action Advising via Advice Novelty	Oct 1, 2020	Atari GamesDeep Reinforcement Learning	CodeCode Available
Adapting to Reward Progressivity via Spectral Reinforcement Learning	Apr 29, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available
Surprising Negative Results for Generative Adversarial Tree Search	Jun 15, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
Using Natural Language for Reward Shaping in Reinforcement Learning	Mar 5, 2019	Atari GamesMontezuma's Revenge	CodeCode Available
Reinforcement Learning with Dynamic Boltzmann Softmax Updates	Mar 14, 2019	Atari GamesQ-Learning	CodeCode Available
Boosting Object Representation Learning via Motion and Object Continuity	Nov 16, 2022	Atari GamesObject	CodeCode Available
Let's Play Again: Variability of Deep Reinforcement Learning Agents in Atari Environments	Apr 12, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
Reinforcement Learning with Low-Complexity Liquid State Machines	Jun 4, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
Local and Global Explanations of Agent Behavior: Integrating Strategy Summaries with Saliency Maps	May 18, 2020	Atari GamesDecision Making	CodeCode Available
Reinforcement Learning with Perturbed Rewards	Oct 2, 2018	Atari GamesDeep Reinforcement Learning	CodeCode Available
Symmetric Reinforcement Learning Loss for Robust Learning on Diverse Tasks and Model Scales	May 27, 2024	Atari GamesMuJoCo	CodeCode Available

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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