SOTAVerified

Offline RL

Papers

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Showing 26–50 of 755 papers

TitleStatusHype
Diffusion Self-Weighted Guidance for Offline Reinforcement Learning—0
PyTupli: A Scalable Infrastructure for Collaborative Offline Reinforcement Learning ProjectsCode0
Efficient Online RL Fine Tuning with Offline Pre-trained Policy Only—0
Offline Guarded Safe Reinforcement Learning for Medical Treatment Optimization Strategies—0
Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning—0
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
Taming OOD Actions for Offline Reinforcement Learning: An Advantage-Based Approach—0
Exploring the Potential of Offline RL for Reasoning in LLMs: A Preliminary Study—0
Analytic Energy-Guided Policy Optimization for Offline Reinforcement Learning—0
Offline Robotic World Model: Learning Robotic Policies without a Physics Simulator—0
VIPO: Value Function Inconsistency Penalized Offline Reinforcement Learning—0
A Clean Slate for Offline Reinforcement LearningCode3
Towards Optimal Differentially Private Regret Bounds in Linear MDPs—0
Decision SpikeFormer: Spike-Driven Transformer for Decision Making—0
Model-Based Offline Reinforcement Learning with Adversarial Data Augmentation—0
Offline Reinforcement Learning with Discrete Diffusion Skills—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