SOTAVerified

Offline RL

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 326–350 of 755 papers

TitleStatusHype
MOORL: A Framework for Integrating Offline-Online Reinforcement Learning—0
More Benefits of Being Distributional: Second-Order Bounds for Reinforcement Learning—0
Learning to Clarify by Reinforcement Learning Through Reward-Weighted Fine-Tuning—0
Dialogue Evaluation with Offline Reinforcement Learning—0
Addressing Extrapolation Error in Deep Offline Reinforcement Learning—0
Learning Pseudometric-based Action Representations for Offline Reinforcement Learning—0
Learning Value Functions from Undirected State-only Experience—0
Boosting Offline Reinforcement Learning with Residual Generative Modeling—0
Design from Policies: Conservative Test-Time Adaptation for Offline Policy Optimization—0
Learning Dexterous Manipulation from Suboptimal Experts—0
Boosting Offline Reinforcement Learning for Autonomous Driving with Hierarchical Latent Skills—0
Model Generation with Provable Coverability for Offline Reinforcement Learning—0
Launchpad: Learning to Schedule Using Offline and Online RL Methods—0
Leveraging Optimal Transport for Enhanced Offline Reinforcement Learning in Surgical Robotic Environments—0
DiffPoGAN: Diffusion Policies with Generative Adversarial Networks for Offline Reinforcement Learning—0
LLM-Based Offline Learning for Embodied Agents via Consistency-Guided Reward Ensemble—0
LLQL: Logistic Likelihood Q-Learning for Reinforcement Learning—0
Language Decision Transformers with Exponential Tilt for Interactive Text Environments—0
Deploying Offline Reinforcement Learning with Human Feedback—0
Large-Scale Retrieval for Reinforcement Learning—0
Delphic Offline Reinforcement Learning under Nonidentifiable Hidden Confounding—0
Bi-Level Offline Policy Optimization with Limited Exploration—0
Multi-Objective-Optimization Multi-AUV Assisted Data Collection Framework for IoUT Based on Offline Reinforcement Learning—0
Nearly Minimax Optimal Offline Reinforcement Learning with Linear Function Approximation: Single-Agent MDP and Markov Game—0
Large Language Model driven Policy Exploration for Recommender Systems—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