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 426–450 of 625 papers

Title	Date	Tasks	Status
Elastic Decision Transformer	Jul 5, 2023	Atari GamesD4RL	—Unverified
Emergence of Novelty in Evolutionary Algorithms	Jun 27, 2022	Atari GamesEvolutionary Algorithms	—Unverified
Emphatic Algorithms for Deep Reinforcement Learning	Jun 21, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
Enabling surrogate-assisted evolutionary reinforcement learning via policy embedding	Jan 31, 2023	Atari GamesEvolutionary Algorithms	—Unverified
Ensemble Bootstrapping for Q-Learning	Feb 28, 2021	Atari GamesQ-Learning	—Unverified
Episodic Memory Deep Q-Networks	May 19, 2018	Atari GamesReinforcement Learning	—Unverified
Episodic Reinforcement Learning with Associative Memory	May 1, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
EqR: Equivariant Representations for Data-Efficient Reinforcement Learning	Sep 29, 2021	Atari GamesInductive Bias	—Unverified
Escape Room: A Configurable Testbed for Hierarchical Reinforcement Learning	Dec 22, 2018	Atari GamesHierarchical Reinforcement Learning	—Unverified
Evaluating Pretrained models for Deployable Lifelong Learning	Nov 22, 2023	Atari Gamesclass-incremental learning	—Unverified
Evolutionary Reinforcement Learning via Cooperative Coevolutionary Negatively Correlated Search	Sep 8, 2020	Atari GamesEvolutionary Algorithms	—Unverified
Execute Order 66: Targeted Data Poisoning for Reinforcement Learning	Jan 3, 2022	Atari GamesData Poisoning	—Unverified
Explaining Deep Reinforcement Learning Agents In The Atari Domain through a Surrogate Model	Oct 7, 2021	Atari GamesDecision Making	—Unverified
Explanation Augmented Feedback in Human-in-the-Loop Reinforcement Learning	Oct 15, 2020	Atari Gamesreinforcement-learning	—Unverified
Exploration by Random Network Distillation	Jan 17, 2022	Atari GamesDeep Reinforcement Learning	—Unverified
Exploration by Uncertainty in Reward Space	Sep 27, 2018	Atari GamesEfficient Exploration	—Unverified
Exploratory Not Explanatory: Counterfactual Analysis of Saliency Maps for Deep Reinforcement Learning	Dec 9, 2019	Atari Gamescounterfactual	—Unverified
Expressiveness in Deep Reinforcement Learning	Sep 27, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Faster Reinforcement Learning with Value Target Lower Bounding	Sep 29, 2021	Atari Gamescontinuous-control	—Unverified
Fast Retinomorphic Event Stream for Video Recognition and Reinforcement Learning	May 16, 2018	Action RecognitionAtari Games	—Unverified
FRESH: Interactive Reward Shaping in High-Dimensional State Spaces using Human Feedback	Jan 19, 2020	Atari GamesDeep Reinforcement Learning	—Unverified
From Code to Play: Benchmarking Program Search for Games Using Large Language Models	Dec 5, 2024	Atari GamesBenchmarking	—Unverified
From "What" to "When" -- a Spiking Neural Network Predicting Rare Events and Time to their Occurrence	Nov 9, 2023	Atari GamesReinforcement Learning (RL)	—Unverified
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning	Jun 11, 2021	Atari GamesDeep Reinforcement Learning	—Unverified
GDI: Rethinking What Makes Reinforcement Learning Different from Supervised Learning	Nov 24, 2021	Atari GamesDeep 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