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
Muesli: Combining Improvements in Policy OptimizationCode1
Going Beyond Linear Transformers with Recurrent Fast Weight ProgrammersCode1
MiniZero: Comparative Analysis of AlphaZero and MuZero on Go, Othello, and Atari GamesCode1
Adaptive Rational Activations to Boost Deep Reinforcement LearningCode1
WILD-SCAV: Benchmarking FPS Gaming AI on Unity3D-based EnvironmentsCode1
Incentivizing Exploration In Reinforcement Learning With Deep Predictive ModelsCode0
Improving Experience Replay through Modeling of Similar Transitions' SetsCode0
Increasing the Action Gap: New Operators for Reinforcement LearningCode0
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI gamesCode0
Crossmodal Attentive Skill LearnerCode0
CROP: Certifying Robust Policies for Reinforcement Learning through Functional SmoothingCode0
Information-Directed Exploration for Deep Reinforcement LearningCode0
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
Implementing the Deep Q-NetworkCode0
Q-Star Meets Scalable Posterior Sampling: Bridging Theory and Practice via HyperAgentCode0
Count-Based Exploration with the Successor RepresentationCode0
Contrastive Learning of Structured World ModelsCode0
A quantum-classical reinforcement learning model to play Atari gamesCode0
Importance Prioritized Policy DistillationCode0
Improve Agents without Retraining: Parallel Tree Search with Off-Policy CorrectionCode0
Hybrid Reinforcement Learning with Expert State SequencesCode0
Assumed Density Filtering Q-learningCode0
IGN : Implicit Generative NetworksCode0
Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari GamesCode0
Implicit Quantile Networks for Distributional Reinforcement LearningCode0
Continual Learning In Environments With Polynomial Mixing TimesCode0
Hindsight Trust Region Policy OptimizationCode0
A Deeper Look at Experience ReplayCode0
Conservative Optimistic Policy Optimization via Multiple Importance SamplingCode0
How to Sense the World: Leveraging Hierarchy in Multimodal Perception for Robust Reinforcement Learning AgentsCode0
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
Harnessing Structures for Value-Based Planning and Reinforcement LearningCode0
Hierarchical Width-Based Planning and LearningCode0
Human level control through deep reinforcement learningCode0
An Unsupervised Video Game Playstyle Metric via State DiscretizationCode0
Accelerating Reinforcement Learning through GPU Atari EmulationCode0
Combining Experience Replay with Exploration by Random Network DistillationCode0
Action Advising with Advice Imitation in Deep Reinforcement LearningCode0
Graph Backup: Data Efficient Backup Exploiting Markovian TransitionsCode0
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
Challenges of Context and Time in Reinforcement Learning: Introducing Space Fortress as a BenchmarkCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GDI-H3Score864Unverified
2GDI-H3(200M frames)Score864Unverified
3GDI-I3(200M frames)Score864Unverified
4GDI-I3Score864Unverified
5Bootstrapped DQNScore855Unverified
6FQFScore854.2Unverified
7R2D2Score837.7Unverified
8Ape-XScore800.9Unverified
9Agent57Score790.4Unverified
10IMPALA (deep)Score787.34Unverified
#ModelMetricClaimedVerifiedStatus
1IQNScore34Unverified
2TRPO-hashScore34Unverified
3Go-ExploreScore34Unverified
4QR-DQN-1Score34Unverified
5NoisyNet-DuelingScore34Unverified
6GDI-H3Score34Unverified
7GDI-H3(200M frames)Score34Unverified
8GDI-I3Score34Unverified
9Bootstrapped DQNScore33.9Unverified
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