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 201–225 of 625 papers

Title	Date	Tasks	Status
Smaller World Models for Reinforcement Learning	Oct 12, 2020	Atari Gamesreinforcement-learning	—Unverified
In Hindsight: A Smooth Reward for Steady Exploration	Jun 24, 2019	Atari GamesQ-Learning	—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
Analysing Results from AI Benchmarks: Key Indicators and How to Obtain Them	Nov 20, 2018	AI AgentAtari Games	—Unverified
A Comparison of learning algorithms on the Arcade Learning Environment	Oct 31, 2014	Atari Gamesreinforcement-learning	—Unverified
Detecting Adversarial Directions in Deep Reinforcement Learning to Make Robust Decisions	Jun 9, 2023	Adversarial AttackAtari Games	—Unverified
An advantage actor-critic algorithm for robotic motion planning in dense and dynamic scenarios	Feb 5, 2021	Atari GamesMotion Planning	—Unverified
Evolutionary Reinforcement Learning via Cooperative Coevolutionary Negatively Correlated Search	Sep 8, 2020	Atari GamesEvolutionary Algorithms	—Unverified
Generalized Data Distribution Iteration	Jun 7, 2022	Atari GamesDeep Reinforcement Learning	—Unverified
Generalized Munchausen Reinforcement Learning using Tsallis KL Divergence	Jan 27, 2023	Atari Gamesreinforcement-learning	—Unverified
Group-Agent Reinforcement Learning with Heterogeneous Agents	Jan 21, 2025	Atari Gamesreinforcement-learning	—Unverified
Approximate Shielding of Atari Agents for Safe Exploration	Apr 21, 2023	Atari GamesSafe Exploration	—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
Constraining Action Sequences with Formal Languages for Deep Reinforcement Learning	Sep 27, 2018	Atari GamesDeep Reinforcement Learning	—Unverified
Bayesian Q-learning With Imperfect Expert Demonstrations	Oct 1, 2022	Atari GamesQ-Learning	—Unverified
Adversary Agnostic Robust Deep Reinforcement Learning	Aug 14, 2020	Adversarial RobustnessAtari Games	—Unverified
Explanation Augmented Feedback in Human-in-the-Loop Reinforcement Learning	Oct 15, 2020	Atari Gamesreinforcement-learning	—Unverified
A Benchmark for Low-Switching-Cost Reinforcement Learning	Dec 13, 2021	Atari Gamesreinforcement-learning	—Unverified
Bayesian Distributional Policy Gradients	Mar 20, 2021	Atari GamesContrastive Learning	—Unverified
Exploration by Random Network Distillation	Jan 17, 2022	Atari GamesDeep Reinforcement Learning	—Unverified
Deep Reinforcement Learning with Spiking Q-learning	Jan 21, 2022	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