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 26–50 of 625 papers

Title	Date	Tasks	Status	Hype
MTSpark: Enabling Multi-Task Learning with Spiking Neural Networks for Generalist Agents	Dec 6, 2024	Atari GamesEfficient Neural Network	—Unverified	0
From Code to Play: Benchmarking Program Search for Games Using Large Language Models	Dec 5, 2024	Atari GamesBenchmarking	—Unverified	0
Conformal Symplectic Optimization for Stable Reinforcement Learning	Dec 3, 2024	Atari GamesDeep Reinforcement Learning	CodeCode Available	2
Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games	Dec 1, 2024	Atari GamesDecision Making	CodeCode Available	0
Why the Agent Made that Decision: Explaining Deep Reinforcement Learning with Vision Masks	Nov 25, 2024	Atari Gamescounterfactual	—Unverified	0
Interpreting the Learned Model in MuZero Planning	Nov 7, 2024	Atari GamesBoard Games	—Unverified	0
Prosody as a Teaching Signal for Agent Learning: Exploratory Studies and Algorithmic Implications	Oct 31, 2024	Atari Gamesreinforcement-learning	CodeCode Available	0
CALE: Continuous Arcade Learning Environment	Oct 31, 2024	Atari GamesBenchmarking	CodeCode Available	7
Enhancing Chess Reinforcement Learning with Graph Representation	Oct 31, 2024	Atari GamesGraph Attention	CodeCode Available	1
Efficient Diversity-based Experience Replay for Deep Reinforcement Learning	Oct 27, 2024	Atari GamesDecision Making	—Unverified	0
Enhancing Two-Player Performance Through Single-Player Knowledge Transfer: An Empirical Study on Atari 2600 Games	Oct 22, 2024	Atari Gamesreinforcement-learning	CodeCode Available	0
Interpretable end-to-end Neurosymbolic Reinforcement Learning agents	Oct 18, 2024	Atari GamesDeep Reinforcement Learning	—Unverified	0
Streaming Deep Reinforcement Learning Finally Works	Oct 18, 2024	Atari GamesDeep Reinforcement Learning	CodeCode Available	3
Transforming Game Play: A Comparative Study of DCQN and DTQN Architectures in Reinforcement Learning	Oct 14, 2024	Atari GamesBenchmarking	—Unverified	0
Reinforcement Learning From Imperfect Corrective Actions And Proxy Rewards	Oct 8, 2024	Atari GamesAutonomous Driving	—Unverified	0
Scaling Offline Model-Based RL via Jointly-Optimized World-Action Model Pretraining	Oct 1, 2024	Atari Gamesmodel	CodeCode Available	1
Atari-GPT: Benchmarking Multimodal Large Language Models as Low-Level Policies in Atari Games	Aug 28, 2024	Atari GamesBenchmarking	—Unverified	0
Perceptual Similarity for Measuring Decision-Making Style and Policy Diversity in Games	Aug 12, 2024	Atari GamesBoard Games	CodeCode Available	0
Towards Generalizable Reinforcement Learning via Causality-Guided Self-Adaptive Representations	Jul 30, 2024	Atari Gamesreinforcement-learning	—Unverified	0
PG-Rainbow: Using Distributional Reinforcement Learning in Policy Gradient Methods	Jul 18, 2024	Atari GamesDecision Making	—Unverified	0
Normalization and effective learning rates in reinforcement learning	Jul 1, 2024	Atari GamesContinual Learning	—Unverified	0
Understanding and Diagnosing Deep Reinforcement Learning	Jun 23, 2024	Atari GamesDeep Reinforcement Learning	—Unverified	0
Investigating Pre-Training Objectives for Generalization in Vision-Based Reinforcement Learning	Jun 10, 2024	Atari GamesReinforcement Learning (RL)	CodeCode Available	1
FDQN: A Flexible Deep Q-Network Framework for Game Automation	May 29, 2024	Atari GamesDecision Making	CodeCode Available	0
Symmetric Reinforcement Learning Loss for Robust Learning on Diverse Tasks and Model Scales	May 27, 2024	Atari GamesMuJoCo	CodeCode Available	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