SOTAVerified

OpenAI Gym

An open-source toolkit from OpenAI that implements several Reinforcement Learning benchmarks including: classic control, Atari, Robotics and MuJoCo tasks.

(Description by Evolutionary learning of interpretable decision trees)

(Image Credit: OpenAI Gym)

Papers

Showing 351382 of 382 papers

TitleStatusHype
Deep Reinforcement Learning for General Video Game AICode0
Multi-Goal Reinforcement Learning: Challenging Robotics Environments and Request for ResearchCode0
Benchmark Environments for Multitask Learning in Continuous DomainsCode0
MVFST-RL: An Asynchronous RL Framework for Congestion Control with Delayed ActionsCode0
Deep Q-learning: a robust control approachCode0
Reinforcement Learning with Quantum Variational CircuitsCode0
Relative Entropy Regularized Policy IterationCode0
Improving the Data-efficiency of Reinforcement Learning by Warm-starting with LLMCode0
TorchBeast: A PyTorch Platform for Distributed RLCode0
Deep Ordinal Reinforcement LearningCode0
Neuroevolution of Recurrent Architectures on Control TasksCode0
Neurogenetic Programming Framework for Explainable Reinforcement LearningCode0
Repairing Learning-Enabled Controllers While Preserving What WorksCode0
Deep Active LocalizationCode0
Towards a Reinforcement Learning Environment Toolbox for Intelligent Electric Motor ControlCode0
Resolving Implicit Coordination in Multi-Agent Deep Reinforcement Learning with Deep Q-Networks & Game TheoryCode0
V-MPO: On-Policy Maximum a Posteriori Policy Optimization for Discrete and Continuous ControlCode0
Deconfounding Reinforcement Learning in Observational SettingsCode0
Beating Atari with Natural Language Guided Reinforcement LearningCode0
Arena: a toolkit for Multi-Agent Reinforcement LearningCode0
Decision Making in Non-Stationary Environments with Policy-Augmented SearchCode0
Risk-Aware Reward Shaping of Reinforcement Learning Agents for Autonomous DrivingCode0
Unified Distributed EnvironmentCode0
Robust Policy Optimization in Deep Reinforcement LearningCode0
Creating Hierarchical Dispositions of Needs in an AgentCode0
Optimality-based Analysis of XCSF Compaction in Discrete Reinforcement LearningCode0
MobILE: Model-Based Imitation Learning From Observation AloneCode0
A quantum-classical reinforcement learning model to play Atari gamesCode0
Safe and Robust Experience Sharing for Deterministic Policy Gradient AlgorithmsCode0
Efficient Parallel Reinforcement Learning Framework using the Reactor ModelCode0
Towards Interactive Training of Non-Player Characters in Video GamesCode0
Control with adaptive Q-learningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MEowAverage Return6,586.33Unverified
2TD3Average Return5,942.55Unverified
3SACAverage Return5,208.09Unverified
4DDPGAverage Return1,712.12Unverified
5PPOAverage Return608.97Unverified
#ModelMetricClaimedVerifiedStatus
1SACAverage Return15,836.04Unverified
2DDPGAverage Return14,934.86Unverified
3TD3Average Return12,026.73Unverified
4MEowAverage Return10,981.47Unverified
5PPOAverage Return6,006.11Unverified
#ModelMetricClaimedVerifiedStatus
1MEowAverage Return3,332.99Unverified
2TD3Average Return3,319.98Unverified
3SACAverage Return2,882.56Unverified
4DDPGAverage Return1,290.24Unverified
5PPOAverage Return790.77Unverified
#ModelMetricClaimedVerifiedStatus
1MEowAverage Return6,923.22Unverified
2SACAverage Return6,211.5Unverified
3PPOAverage Return925.89Unverified
4TD3Average Return198.44Unverified
5DDPGAverage Return139.14Unverified
#ModelMetricClaimedVerifiedStatus
1SACAverage Return5,745.27Unverified
2MEowAverage Return5,526.66Unverified
3DDPGAverage Return2,994.54Unverified
4PPOAverage Return2,739.81Unverified
5TD3Average Return2,612.74Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward5,163.54Unverified
2AWRMean Reward5,067Unverified
#ModelMetricClaimedVerifiedStatus
1Orthogonal decision treeAverage Return500Unverified
2Oblique decision treeAverage Return500Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward9,571.99Unverified
2AWRMean Reward9,136Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward3,458.22Unverified
2AWRMean Reward3,405Unverified
#ModelMetricClaimedVerifiedStatus
1Oblique decision treeAverage Return272.14Unverified
2AWRAverage Return229Unverified
#ModelMetricClaimedVerifiedStatus
1Orthogonal decision treeAverage Return-101.72Unverified
2Oblique decision treeAverage Return-106.02Unverified
#ModelMetricClaimedVerifiedStatus
1TLA with Hierarchical Reward FunctionsMean Reward-125.02Unverified
2TLAMean Reward-154.92Unverified
#ModelMetricClaimedVerifiedStatus
1AWRMean Reward5,813Unverified
2TLAMean Reward3,878.41Unverified
#ModelMetricClaimedVerifiedStatus
1AWRAverage Return4,996Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward9,356.67Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward1,000Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward93.88Unverified