SOTAVerified

Offline RL

Papers

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Showing 401–410 of 755 papers

TitleStatusHype
Offline Reinforcement Learning with Additional Covering Distributions—0
Offline Primal-Dual Reinforcement Learning for Linear MDPs—0
FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex ManipulationCode2
Bayesian Reparameterization of Reward-Conditioned Reinforcement Learning with Energy-based Models—0
Reward-agnostic Fine-tuning: Provable Statistical Benefits of Hybrid Reinforcement Learning—0
SLiC-HF: Sequence Likelihood Calibration with Human Feedback—0
Revisiting the Minimalist Approach to Offline Reinforcement LearningCode1
Double Pessimism is Provably Efficient for Distributionally Robust Offline Reinforcement Learning: Generic Algorithm and Robust Partial Coverage—0
Towards Generalizable Reinforcement Learning for Trade Execution—0
Explaining RL Decisions with TrajectoriesCode0
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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