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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–382 of 382 papers

TitleStatusHype
Provably Efficient Convergence of Primal-Dual Actor-Critic with Nonlinear Function Approximation—0
Proximal Policy Gradient: PPO with Policy Gradient—0
Proximal Policy Optimization with Continuous Bounded Action Space via the Beta Distribution—0
QF-tuner: Breaking Tradition in Reinforcement Learning—0
Qualitative Measurements of Policy Discrepancy for Return-Based Deep Q-Network—0
Quality Diversity Evolutionary Learning of Decision Trees—0
Reward Prediction Error as an Exploration Objective in Deep RL—0
RAIL: A modular framework for Reinforcement-learning-based Adversarial Imitation Learning—0
RangL: A Reinforcement Learning Competition Platform—0
The Smart Buildings Control Suite: A Diverse Open Source Benchmark to Evaluate and Scale HVAC Control Policies for Sustainability—0
Recommendation System-based Upper Confidence Bound for Online Advertising—0
A Learning Approach to Robot-Agnostic Force-Guided High Precision Assembly—0
WD3: Taming the Estimation Bias in Deep Reinforcement Learning—0
Refined Continuous Control of DDPG Actors via Parametrised Activation—0
REIN-2: Giving Birth to Prepared Reinforcement Learning Agents Using Reinforcement Learning Agents—0
Reinforcement Learning Approach for Multi-Agent Flexible Scheduling Problems—0
Reinforcement Learning for Robotics and Control with Active Uncertainty Reduction—0
Reinforcement Learning using Guided Observability—0
Relative Importance Sampling for off-Policy Actor-Critic in Deep Reinforcement Learning—0
Remember and Forget Experience Replay for Multi-Agent Reinforcement Learning—0
Resilient Control of Networked Microgrids using Vertical Federated Reinforcement Learning: Designs and Real-Time Test-Bed Validations—0
Rethinking Population-assisted Off-policy Reinforcement Learning—0
Robustness Evaluation of Offline Reinforcement Learning for Robot Control Against Action Perturbations—0
Sample-based Distributional Policy Gradient—0
Scaling Distributed Multi-task Reinforcement Learning with Experience Sharing—0
Scilab-RL: A software framework for efficient reinforcement learning and cognitive modeling research—0
Sepsis World Model: A MIMIC-based OpenAI Gym "World Model" Simulator for Sepsis Treatment—0
Sequential Learning of Movement Prediction in Dynamic Environments using LSTM Autoencoder—0
Session-Level Dynamic Ad Load Optimization using Offline Robust Reinforcement Learning—0
SIMILE: Introducing Sequential Information towards More Effective Imitation Learning—0
Soft Actor-Critic with Inhibitory Networks for Faster Retraining—0
State Distribution-aware Sampling for Deep Q-learning—0
Show:102550
← PrevPage 8 of 8Next →
All datasetsAnt-v4HalfCheetah-v4Hopper-v4Humanoid-v4Walker2d-v4Ant-v2CartPole-v1HalfCheetah-v2Hopper-v2LunarLander-v2Mountain CarPendulum-v1

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MEowAverage Return6,586.33—Unverified
2TD3Average Return5,942.55—Unverified
3SACAverage Return5,208.09—Unverified
4DDPGAverage Return1,712.12—Unverified
5PPOAverage Return608.97—Unverified
#ModelMetricClaimedVerifiedStatus
1SACAverage Return15,836.04—Unverified
2DDPGAverage Return14,934.86—Unverified
3TD3Average Return12,026.73—Unverified
4MEowAverage Return10,981.47—Unverified
5PPOAverage Return6,006.11—Unverified
#ModelMetricClaimedVerifiedStatus
1MEowAverage Return3,332.99—Unverified
2TD3Average Return3,319.98—Unverified
3SACAverage Return2,882.56—Unverified
4DDPGAverage Return1,290.24—Unverified
5PPOAverage Return790.77—Unverified
#ModelMetricClaimedVerifiedStatus
1MEowAverage Return6,923.22—Unverified
2SACAverage Return6,211.5—Unverified
3PPOAverage Return925.89—Unverified
4TD3Average Return198.44—Unverified
5DDPGAverage Return139.14—Unverified
#ModelMetricClaimedVerifiedStatus
1SACAverage Return5,745.27—Unverified
2MEowAverage Return5,526.66—Unverified
3DDPGAverage Return2,994.54—Unverified
4PPOAverage Return2,739.81—Unverified
5TD3Average Return2,612.74—Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward5,163.54—Unverified
2AWRMean Reward5,067—Unverified
#ModelMetricClaimedVerifiedStatus
1Orthogonal decision treeAverage Return500—Unverified
2Oblique decision treeAverage Return500—Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward9,571.99—Unverified
2AWRMean Reward9,136—Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward3,458.22—Unverified
2AWRMean Reward3,405—Unverified
#ModelMetricClaimedVerifiedStatus
1Oblique decision treeAverage Return272.14—Unverified
2AWRAverage Return229—Unverified
#ModelMetricClaimedVerifiedStatus
1Orthogonal decision treeAverage Return-101.72—Unverified
2Oblique decision treeAverage Return-106.02—Unverified
#ModelMetricClaimedVerifiedStatus
1TLA with Hierarchical Reward FunctionsMean Reward-125.02—Unverified
2TLAMean Reward-154.92—Unverified
#ModelMetricClaimedVerifiedStatus
1AWRMean Reward5,813—Unverified
2TLAMean Reward3,878.41—Unverified
#ModelMetricClaimedVerifiedStatus
1AWRAverage Return4,996—Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward9,356.67—Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward1,000—Unverified
#ModelMetricClaimedVerifiedStatus
1TLAMean Reward93.88—Unverified