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 51–75 of 625 papers

Title	Date	Tasks	Status	Hype
Adaptive Q-Network: On-the-fly Target Selection for Deep Reinforcement Learning	May 25, 2024	Atari GamesAutoML	—Unverified	0
Intelligent Go-Explore: Standing on the Shoulders of Giant Foundation Models	May 24, 2024	Atari GamesMathematical Reasoning	CodeCode Available	2
Interpretable and Editable Programmatic Tree Policies for Reinforcement Learning	May 23, 2024	Atari GamesDeep Reinforcement Learning	CodeCode Available	1
Learning To Play Atari Games Using Dueling Q-Learning and Hebbian Plasticity	May 22, 2024	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning?	May 20, 2024	Atari GamesMamba	CodeCode Available	0
Utilizing Maximum Mean Discrepancy Barycenter for Propagating the Uncertainty of Value Functions in Reinforcement Learning	Mar 31, 2024	Atari GamesQ-Learning	—Unverified	0
Stop Regressing: Training Value Functions via Classification for Scalable Deep RL	Mar 6, 2024	Atari GamesDeep Reinforcement Learning	—Unverified	0
Iterated Q-Network: Beyond One-Step Bellman Updates in Deep Reinforcement Learning	Mar 4, 2024	Atari Gamescontinuous-control	—Unverified	0
Disentangling the Causes of Plasticity Loss in Neural Networks	Feb 29, 2024	Atari GamesDeep Reinforcement Learning	—Unverified	0
Echoes of Socratic Doubt: Embracing Uncertainty in Calibrated Evidential Reinforcement Learning	Feb 11, 2024	Atari GamesDistributional Reinforcement Learning	CodeCode Available	0
Solving Deep Reinforcement Learning Tasks with Evolution Strategies and Linear Policy Networks	Feb 10, 2024	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Q-Star Meets Scalable Posterior Sampling: Bridging Theory and Practice via HyperAgent	Feb 5, 2024	Atari GamesAtari Games 100k	CodeCode Available	0
Neural Policy Style Transfer	Feb 1, 2024	Atari GamesDeep Reinforcement Learning	—Unverified	0
Control in Stochastic Environment with Delays: A Model-based Reinforcement Learning Approach	Feb 1, 2024	Atari GamesModel-based Reinforcement Learning	—Unverified	0
The Indoor-Training Effect: unexpected gains from distribution shifts in the transition function	Jan 29, 2024	Atari GamesReinforcement Learning (RL)	—Unverified	0
A Robust Quantile Huber Loss With Interpretable Parameter Adjustment In Distributional Reinforcement Learning	Jan 4, 2024	Atari GamesDistributional Reinforcement Learning	CodeCode Available	0
Active Reinforcement Learning for Robust Building Control	Dec 16, 2023	Atari GamesGame of Go	CodeCode Available	1
Distributional Bellman Operators over Mean Embeddings	Dec 9, 2023	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
Visual Encoders for Data-Efficient Imitation Learning in Modern Video Games	Dec 4, 2023	Atari GamesDecision Making	—Unverified	0
Minimax Exploiter: A Data Efficient Approach for Competitive Self-Play	Nov 28, 2023	Atari GamesDiversity	—Unverified	0
Agent-Aware Training for Agent-Agnostic Action Advising in Deep Reinforcement Learning	Nov 28, 2023	Atari GamesDeep Reinforcement Learning	—Unverified	0
Evaluating Pretrained models for Deployable Lifelong Learning	Nov 22, 2023	Atari Gamesclass-incremental learning	—Unverified	0
From "What" to "When" -- a Spiking Neural Network Predicting Rare Events and Time to their Occurrence	Nov 9, 2023	Atari GamesReinforcement Learning (RL)	—Unverified	0
Reward Scale Robustness for Proximal Policy Optimization via DreamerV3 Tricks	Oct 26, 2023	Atari Gamesreinforcement-learning	—Unverified	0
DSAC-C: Constrained Maximum Entropy for Robust Discrete Soft-Actor Critic	Oct 26, 2023	Atari Gamesreinforcement-learning	—Unverified	0

Show:10 25 50

← PrevPage 3 of 25Next →

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