SOTAVerified

Offline RL

Papers

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Showing 301–310 of 755 papers

TitleStatusHype
Leveraging Unlabeled Data Sharing through Kernel Function Approximation in Offline Reinforcement LearningCode0
Offline Reinforcement Learning from Datasets with Structured Non-StationarityCode0
From Novelty to Imitation: Self-Distilled Rewards for Offline Reinforcement Learning—0
FOSP: Fine-tuning Offline Safe Policy through World Models—0
Contrastive Value Learning: Implicit Models for Simple Offline RL—0
Behavioral Entropy-Guided Dataset Generation for Offline Reinforcement Learning—0
Flow-Based Single-Step Completion for Efficient and Expressive Policy Learning—0
Flexible Blood Glucose Control: Offline Reinforcement Learning from Human Feedback—0
Contrastive Learning as Goal-Conditioned Reinforcement Learning—0
BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based 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