SOTAVerified

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

Showing 101150 of 625 papers

TitleStatusHype
Mastering Atari with Discrete World ModelsCode1
Eigenoption Discovery through the Deep Successor RepresentationCode1
Prioritized Experience ReplayCode1
Re-understanding Finite-State Representations of Recurrent Policy NetworksCode1
Distributional Reinforcement Learning via Moment MatchingCode1
Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari GamesCode0
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI gamesCode0
Improving Experience Replay through Modeling of Similar Transitions' SetsCode0
Importance Prioritized Policy DistillationCode0
CROP: Certifying Robust Policies for Reinforcement Learning through Functional SmoothingCode0
Improve Agents without Retraining: Parallel Tree Search with Off-Policy CorrectionCode0
Incentivizing Exploration In Reinforcement Learning With Deep Predictive ModelsCode0
Count-Based Exploration with Neural Density ModelsCode0
A Robust Quantile Huber Loss With Interpretable Parameter Adjustment In Distributional Reinforcement LearningCode0
Count-Based Exploration in Feature Space for Reinforcement LearningCode0
Q-Star Meets Scalable Posterior Sampling: Bridging Theory and Practice via HyperAgentCode0
IGN : Implicit Generative NetworksCode0
Count-Based Exploration with the Successor RepresentationCode0
Hybrid Reinforcement Learning with Expert State SequencesCode0
Crossmodal Attentive Skill LearnerCode0
Implementing the Deep Q-NetworkCode0
Implicit Quantile Networks for Distributional Reinforcement LearningCode0
Contrastive Learning of Structured World ModelsCode0
Assumed Density Filtering Q-learningCode0
A quantum-classical reinforcement learning model to play Atari gamesCode0
Human level control through deep reinforcement learningCode0
Increasing the Action Gap: New Operators for Reinforcement LearningCode0
Continual Learning In Environments With Polynomial Mixing TimesCode0
Hierarchical Width-Based Planning and LearningCode0
A Deeper Look at Experience ReplayCode0
Conservative Optimistic Policy Optimization via Multiple Importance SamplingCode0
Harnessing Structures for Value-Based Planning and Reinforcement LearningCode0
Hindsight Trust Region Policy OptimizationCode0
ConQUR: Mitigating Delusional Bias in Deep Q-learningCode0
Conjugated Discrete Distributions for Distributional Reinforcement LearningCode0
Approximate Model-Based Shielding for Safe Reinforcement LearningCode0
Action-Conditional Video Prediction using Deep Networks in Atari GamesCode0
Graph Backup: Data Efficient Backup Exploiting Markovian TransitionsCode0
Generalized Adaptive Transfer Network: Enhancing Transfer Learning in Reinforcement Learning Across DomainsCode0
An Unsupervised Video Game Playstyle Metric via State DiscretizationCode0
Combining Experience Replay with Exploration by Random Network DistillationCode0
Action Advising with Advice Imitation in Deep Reinforcement LearningCode0
Combinational Q-Learning for Dou Di ZhuCode0
A Metric Learning Approach to Anomaly Detection in Video GamesCode0
Absolute Policy OptimizationCode0
Characterizing Attacks on Deep Reinforcement LearningCode0
An Intriguing Failing of Convolutional Neural Networks and the CoordConv SolutionCode0
Generalization Tower Network: A Novel Deep Neural Network Architecture for Multi-Task LearningCode0
Accelerating Reinforcement Learning through GPU Atari EmulationCode0
How to Sense the World: Leveraging Hierarchy in Multimodal Perception for Robust Reinforcement Learning AgentsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GDI-H3(200M frames)Score864Unverified
2GDI-H3Score864Unverified
3GDI-I3(200M frames)Score864Unverified
4GDI-I3Score864Unverified
5Bootstrapped DQNScore855Unverified
6FQFScore854.2Unverified
7R2D2Score837.7Unverified
8Ape-XScore800.9Unverified
9Agent57Score790.4Unverified
10IMPALA (deep)Score787.34Unverified
#ModelMetricClaimedVerifiedStatus
1GDI-I3Score34Unverified
2NoisyNet-DuelingScore34Unverified
3GDI-H3Score34Unverified
4TRPO-hashScore34Unverified
5IQNScore34Unverified
6QR-DQN-1Score34Unverified
7GDI-H3(200M frames)Score34Unverified
8Go-ExploreScore34Unverified
9ASL DDQNScore33.9Unverified
10C51 noopScore33.9Unverified
#ModelMetricClaimedVerifiedStatus
1Agent57Score580,328.14Unverified
2QR-DQN-1Score572,510Unverified
3R2D2Score408,850Unverified
4IMPALA (deep)Score351,200.12Unverified
5Ape-XScore302,391.3Unverified
6A2C + SILScore104,975.6Unverified
7MuZero (Res2 Adam)Score94,906.25Unverified
8DreamerV2Score94,688Unverified
9MuZeroScore72,276Unverified
10DNAScore52,398Unverified
#ModelMetricClaimedVerifiedStatus
1GDI-H3(200M frames)Score1,000,000Unverified
2GDI-H3Score1,000,000Unverified
3Agent57Score999,997.63Unverified
4R2D2Score999,996.7Unverified
5MuZeroScore999,976.52Unverified
6MuZero (Res2 Adam)Score999,659.18Unverified
7GDI-I3Score943,910Unverified
8Ape-XScore392,952.3Unverified
9C51 noopScore266,434Unverified
10Duel noopScore50,254.2Unverified