SOTAVerified

Offline RL

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 451–475 of 755 papers

TitleStatusHype
Uncertainty Estimation Using Riemannian Model~Dynamics for Offline Reinforcement Learning—0
Generalize by Touching: Tactile Ensemble Skill Transfer for Robotic Furniture Assembly—0
Generative Probabilistic Planning for Optimizing Supply Chain Networks—0
GenPO: Generative Diffusion Models Meet On-Policy Reinforcement Learning—0
Goal-Conditioned Data Augmentation for Offline Reinforcement Learning—0
Learning Goal-Conditioned Policies from Sub-Optimal Offline Data via Metric Learning—0
Goal-Conditioned Predictive Coding for Offline Reinforcement Learning—0
Graph Decision Transformer—0
GriddlyJS: A Web IDE for Reinforcement Learning—0
Guided Data Augmentation for Offline Reinforcement Learning and Imitation Learning—0
H2O+: An Improved Framework for Hybrid Offline-and-Online RL with Dynamics Gaps—0
Harnessing Density Ratios for Online Reinforcement Learning—0
H-GAP: Humanoid Control with a Generalist Planner—0
How to Leverage Unlabeled Data in Offline Reinforcement Learning—0
How to Spend Your Robot Time: Bridging Kickstarting and Offline Reinforcement Learning for Vision-based Robotic Manipulation—0
Human-centric Dialog Training via Offline Reinforcement Learning—0
Hundreds Guide Millions: Adaptive Offline Reinforcement Learning with Expert Guidance—0
Unified Preference Optimization: Language Model Alignment Beyond the Preference Frontier—0
Hybrid Reinforcement Learning Breaks Sample Size Barriers in Linear MDPs—0
Hyperparameter Selection for Offline Reinforcement Learning—0
Implicit Offline Reinforcement Learning via Supervised Learning—0
Importance of Empirical Sample Complexity Analysis for Offline Reinforcement Learning—0
Improving Dynamic Object Interactions in Text-to-Video Generation with AI Feedback—0
Improving Long-Term Metrics in Recommendation Systems using Short-Horizon Reinforcement Learning—0
Improving Multi-Step Reasoning Abilities of Large Language Models with Direct Advantage Policy Optimization—0
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All datasetsD4RLWalker2d

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1KFCAverage Reward81.8—Unverified
2ADMPOAverage Reward81—Unverified
3Decision Transformer (DT)Average Reward73.5—Unverified
#ModelMetricClaimedVerifiedStatus
1ParPID4RL Normalized Score151.4—Unverified