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 301–325 of 625 papers

Title	Date	Tasks	Status	Score
Real-time Adversarial Perturbations against Deep Reinforcement Learning Policies: Attacks and Defenses	Jun 16, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Reconciling λ-Returns with Experience Replay	Dec 1, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Recurrent Environment Simulators	Apr 7, 2017	Atari GamesCar Racing	CodeCode Available	5
Recurrent Experience Replay in Distributed Reinforcement Learning	May 1, 2019	Atari Gamesreinforcement-learning	CodeCode Available	5
Recurrent Independent Mechanisms	Sep 24, 2019	Atari Games	CodeCode Available	5
Recurrent Action Transformer with Memory	Jun 15, 2023	Atari GamesMuJoCo	CodeCode Available	5
Fractal AI: A fragile theory of intelligence	Mar 13, 2018	Atari GamesReinforcement Learning	CodeCode Available	5
Value-driven Hindsight Modelling	Feb 19, 2020	Atari GamesReinforcement Learning	—Unverified	0
Vanishing Bias Heuristic-guided Reinforcement Learning Algorithm	Jun 17, 2023	Atari GamesQ-Learning	—Unverified	0
Vision-Based Mobile Robotics Obstacle Avoidance With Deep Reinforcement Learning	Mar 8, 2021	Atari GamesAutonomous Navigation	—Unverified	0
Visual Analogies between Atari Games for Studying Transfer Learning in RL	Jul 29, 2018	Atari GamesTransfer Learning	—Unverified	0
Visual Encoders for Data-Efficient Imitation Learning in Modern Video Games	Dec 4, 2023	Atari GamesDecision Making	—Unverified	0
VisualHints: A Visual-Lingual Environment for Multimodal Reinforcement Learning	Oct 26, 2020	Atari Gamesreinforcement-learning	—Unverified	0
Visual Rationalizations in Deep Reinforcement Learning for Atari Games	Feb 1, 2019	Atari GamesDecision Making	—Unverified	0
WAD: A Deep Reinforcement Learning Agent for Urban Autonomous Driving	Aug 27, 2021	Atari GamesAutonomous Driving	—Unverified	0
When Should We Prefer Offline Reinforcement Learning Over Behavioral Cloning?	Apr 12, 2022	Atari GamesDiagnostic	—Unverified	0
Why the Agent Made that Decision: Explaining Deep Reinforcement Learning with Vision Masks	Nov 25, 2024	Atari Gamescounterfactual	—Unverified	0
Width-based Lookaheads with Learnt Base Policies and Heuristics Over the Atari-2600 Benchmark	Jun 23, 2021	Atari Games	—Unverified	0
Learnable Behavior Control: Breaking Atari Human World Records via Sample-Efficient Behavior Selection	May 9, 2023	Atari GamesDeep Reinforcement Learning	—Unverified	0
A Benchmark for Low-Switching-Cost Reinforcement Learning	Dec 13, 2021	Atari Gamesreinforcement-learning	—Unverified	0
Accelerated Target Updates for Q-learning	May 7, 2019	Atari GamesQ-Learning	—Unverified	0
Accelerated Value Iteration via Anderson Mixing	Sep 27, 2018	Atari GamesQ-Learning	—Unverified	0
Accelerating Deep Neuroevolution on Distributed FPGAs for Reinforcement Learning Problems	May 10, 2020	Atari GamesComputational Efficiency	—Unverified	0
Between Progress and Potential Impact of AI: the Neglected Dimensions	Jun 2, 2018	Atari GamesBoard Games	—Unverified	0
A Comparison of learning algorithms on the Arcade Learning Environment	Oct 31, 2014	Atari Gamesreinforcement-learning	—Unverified	0

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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(200M frames)	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	GDI-I3	Score	34	—	Unverified
2	NoisyNet-Dueling	Score	34	—	Unverified
3	GDI-H3	Score	34	—	Unverified
4	TRPO-hash	Score	34	—	Unverified
5	IQN	Score	34	—	Unverified
6	QR-DQN-1	Score	34	—	Unverified
7	GDI-H3(200M frames)	Score	34	—	Unverified
8	Go-Explore	Score	34	—	Unverified
9	ASL DDQN	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(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