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 301350 of 382 papers

TitleStatusHype
Neural-encoding Human Experts' Domain Knowledge to Warm Start Reinforcement LearningCode0
GRAC: Self-Guided and Self-Regularized Actor-CriticCode0
Unified Distributed EnvironmentCode0
Provably Efficient Imitation Learning from Observation AloneCode0
IN-RIL: Interleaved Reinforcement and Imitation Learning for Policy Fine-TuningCode0
Proximal Distilled Evolutionary Reinforcement LearningCode0
Generative Adversarial Neuroevolution for Control Behaviour ImitationCode0
Intelligent Trainer for Model-Based Reinforcement LearningCode0
Towards Interactive Training of Non-Player Characters in Video GamesCode0
Invariant Transform Experience Replay: Data Augmentation for Deep Reinforcement LearningCode0
Comparing the Efficacy of Fine-Tuning and Meta-Learning for Few-Shot Policy ImitationCode0
Investigating the Performance and Reliability, of the Q-Learning Algorithm in Various Unknown EnvironmentsCode0
Iroko: A Framework to Prototype Reinforcement Learning for Data Center Traffic ControlCode0
GAN Q-learningCode0
SwiftRL: Towards Efficient Reinforcement Learning on Real Processing-In-Memory SystemsCode0
Collaborative Deep Reinforcement LearningCode0
Catastrophic Interference in Reinforcement Learning: A Solution Based on Context Division and Knowledge DistillationCode0
Self-Supervised State-Control through Intrinsic Mutual Information RewardsCode0
Bridging Dimensions: Confident Reachability for High-Dimensional ControllersCode0
BindsNET: A machine learning-oriented spiking neural networks library in PythonCode0
Foresee then Evaluate: Decomposing Value Estimation with Latent Future PredictionCode0
Flappy Hummingbird: An Open Source Dynamic Simulation of Flapping Wing Robots and AnimalsCode0
Faults in Deep Reinforcement Learning Programs: A Taxonomy and A Detection ApproachCode0
Towards Generalization and Simplicity in Continuous ControlCode0
Evolutionary learning of interpretable decision treesCode0
Visual Transfer between Atari Games using Competitive Reinforcement LearningCode0
Quantum Deep Reinforcement Learning for Robot Navigation TasksCode0
VacSIM: Learning Effective Strategies for COVID-19 Vaccine Distribution using Reinforcement LearningCode0
Signal Novelty Detection as an Intrinsic Reward for RoboticsCode0
Sim-Env: Decoupling OpenAI Gym Environments from Simulation ModelsCode0
Optimizing Attention and Cognitive Control Costs Using Temporally-Layered ArchitecturesCode0
Estimation Error Correction in Deep Reinforcement Learning for Deterministic Actor-Critic MethodsCode0
Dynamic Observation Policies in Observation Cost-Sensitive Reinforcement LearningCode0
Advances in Experience ReplayCode0
Double Successive Over-Relaxation Q-Learning with an Extension to Deep Reinforcement LearningCode0
Discrete Action On-Policy Learning with Action-Value CriticCode0
MDP environments for the OpenAI GymCode0
SLM Lab: A Comprehensive Benchmark and Modular Software Framework for Reproducible Deep Reinforcement LearningCode0
MDP Playground: An Analysis and Debug Testbed for Reinforcement LearningCode0
Mining-Gym: A Configurable RL Benchmarking Environment for Truck Dispatch SchedulingCode0
Recurrent Predictive State Policy NetworksCode0
A novel DDPG method with prioritized experience replayCode0
The PlayStation Reinforcement Learning Environment (PSXLE)Code0
Soft-Bellman Equilibrium in Affine Markov Games: Forward Solutions and Inverse LearningCode0
Modular Deep Reinforcement Learning for Continuous Motion Planning with Temporal LogicCode0
Active inference: demystified and comparedCode0
Andes_gym: A Versatile Environment for Deep Reinforcement Learning in Power SystemsCode0
Deep Reinforcement Learning with Feedback-based ExplorationCode0
Deep Reinforcement Learning for Playing 2.5D Fighting GamesCode0
MORE-3S:Multimodal-based Offline Reinforcement Learning with Shared Semantic SpacesCode0
Show:102550
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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