SOTAVerified

Offline RL

Papers

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Showing 301–325 of 755 papers

TitleStatusHype
Bridging Offline Reinforcement Learning and Imitation Learning: A Tale of Pessimism—0
A Conservative Q-Learning approach for handling distribution shift in sepsis treatment strategies—0
Diffusion-DICE: In-Sample Diffusion Guidance for Offline Reinforcement Learning—0
ADG: Ambient Diffusion-Guided Dataset Recovery for Corruption-Robust Offline Reinforcement Learning—0
Diffusion-Based Offline RL for Improved Decision-Making in Augmented ARC Task—0
Diffused Task-Agnostic Milestone Planner—0
A Primal-Dual Algorithm for Offline Constrained Reinforcement Learning with Linear MDPs—0
Accelerating Diffusion Models in Offline RL via Reward-Aware Consistency Trajectory Distillation—0
DiffStitch: Boosting Offline Reinforcement Learning with Diffusion-based Trajectory Stitching—0
DiffPoGAN: Diffusion Policies with Generative Adversarial Networks for Offline Reinforcement Learning—0
BRAC+: Going Deeper with Behavior Regularized Offline Reinforcement Learning—0
Bootstrapped Transformer for Offline Reinforcement Learning—0
How to Provably Improve Return Conditioned Supervised Learning?—0
Boosting Offline Reinforcement Learning with Residual Generative Modeling—0
DIAR: Diffusion-model-guided Implicit Q-learning with Adaptive Revaluation—0
A Perspective of Q-value Estimation on Offline-to-Online Reinforcement Learning—0
Dialogue Evaluation with Offline Reinforcement Learning—0
Development and Validation of Heparin Dosing Policies Using an Offline Reinforcement Learning Algorithm—0
Boosting Offline Reinforcement Learning via Data Rebalancing—0
Addressing Extrapolation Error in Deep Offline Reinforcement Learning—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
LLQL: Logistic Likelihood Q-Learning for Reinforcement Learning—0
Launchpad: Learning to Schedule Using Offline and Online RL Methods—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