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 176–200 of 625 papers

Title	Date	Tasks	Status
Elastic Decision Transformer	Jul 5, 2023	Atari GamesD4RL	—Unverified
Action Q-Transformer: Visual Explanation in Deep Reinforcement Learning with Encoder-Decoder Model using Action Query	Jun 24, 2023	Atari GamesDecision Making	—Unverified
Can Differentiable Decision Trees Enable Interpretable Reward Learning from Human Feedback?	Jun 22, 2023	Atari GamesDiagnostic	CodeCode Available
The RL Perceptron: Generalisation Dynamics of Policy Learning in High Dimensions	Jun 17, 2023	Atari GamesReinforcement Learning (RL)	—Unverified
Vanishing Bias Heuristic-guided Reinforcement Learning Algorithm	Jun 17, 2023	Atari GamesQ-Learning	—Unverified
Recurrent Action Transformer with Memory	Jun 15, 2023	Atari GamesMuJoCo	CodeCode Available
Detecting Adversarial Directions in Deep Reinforcement Learning to Make Robust Decisions	Jun 9, 2023	Adversarial AttackAtari Games	—Unverified
Successor-Predecessor Intrinsic Exploration	May 24, 2023	Atari GamesDeep Reinforcement Learning	—Unverified
Learnable Behavior Control: Breaking Atari Human World Records via Sample-Efficient Behavior Selection	May 9, 2023	Atari GamesDeep Reinforcement Learning	—Unverified
Unlocking the Power of Representations in Long-term Novelty-based Exploration	May 2, 2023	Atari GamesClustering	—Unverified
Proto-Value Networks: Scaling Representation Learning with Auxiliary Tasks	Apr 25, 2023	Atari GamesDeep Reinforcement Learning	—Unverified
Approximate Shielding of Atari Agents for Safe Exploration	Apr 21, 2023	Atari GamesSafe Exploration	—Unverified
Unsupervised Representation Learning in Partially Observable Atari Games	Mar 13, 2023	Atari GamesRepresentation Learning	CodeCode Available
Loss of Plasticity in Continual Deep Reinforcement Learning	Mar 13, 2023	Atari GamesContinual Learning	—Unverified
Double A3C: Deep Reinforcement Learning on OpenAI Gym Games	Mar 4, 2023	Atari GamesDeep Reinforcement Learning	—Unverified
Understanding plasticity in neural networks	Mar 2, 2023	Atari GamesDeep Reinforcement Learning	—Unverified
Self-supervised network distillation: an effective approach to exploration in sparse reward environments	Feb 22, 2023	Atari GamesDecision Making	CodeCode Available
Read and Reap the Rewards: Learning to Play Atari with the Help of Instruction Manuals	Feb 9, 2023	Atari Games	—Unverified
Enabling surrogate-assisted evolutionary reinforcement learning via policy embedding	Jan 31, 2023	Atari GamesEvolutionary Algorithms	—Unverified
Revisiting Bellman Errors for Offline Model Selection	Jan 31, 2023	Atari Gamesmodel	CodeCode Available
Generalized Munchausen Reinforcement Learning using Tsallis KL Divergence	Jan 27, 2023	Atari Gamesreinforcement-learning	—Unverified
Scalable Real-Time Recurrent Learning Using Columnar-Constructive Networks	Jan 20, 2023	Atari Games	CodeCode Available
Multi-compartment Neuron and Population Encoding Powered Spiking Neural Network for Deep Distributional Reinforcement Learning	Jan 18, 2023	Atari GamesDistributional Reinforcement Learning	—Unverified
Learning to Perceive in Deep Model-Free Reinforcement Learning	Jan 10, 2023	Atari GamesHard Attention	CodeCode Available
Local-Guided Global: Paired Similarity Representation for Visual Reinforcement Learning	Jan 1, 2023	Atari Gamesreinforcement-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