SOTAVerified

Offline RL

Papers

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Showing 31–40 of 755 papers

TitleStatusHype
Think-J: Learning to Think for Generative LLM-as-a-JudgeCode0
Your Offline Policy is Not Trustworthy: Bilevel Reinforcement Learning for Sequential Portfolio Optimization—0
Prior-Guided Diffusion Planning for Offline Reinforcement Learning—0
ImagineBench: Evaluating Reinforcement Learning with Large Language Model RolloutsCode1
Reinforcement Learning for Individual Optimal Policy from Heterogeneous Data—0
Feasibility-Aware Pessimistic Estimation: Toward Long-Horizon Safety in Offline RL—0
What Matters for Batch Online Reinforcement Learning in Robotics?—0
Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains—0
Video-Enhanced Offline Reinforcement Learning: A Model-Based Approach—0
Pretraining a Shared Q-Network for Data-Efficient Offline Reinforcement Learning—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