SOTAVerified

Offline RL

Papers

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Showing 326–350 of 755 papers

TitleStatusHype
Diffusion-DICE: In-Sample Diffusion Guidance for Offline Reinforcement Learning—0
Language-Conditioned Offline RL for Multi-Robot Navigation—0
Diffusion Models as Optimizers for Efficient Planning in Offline RLCode0
ROLeR: Effective Reward Shaping in Offline Reinforcement Learning for Recommender SystemsCode0
Sparsity-based Safety Conservatism for Constrained Offline Reinforcement Learning—0
BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinforcement Learning—0
Pessimism Meets Risk: Risk-Sensitive Offline Reinforcement Learning—0
FOSP: Fine-tuning Offline Safe Policy through World Models—0
Robust Decision Transformer: Tackling Data Corruption in Offline RL via Sequence Modeling—0
To Switch or Not to Switch? Balanced Policy Switching in Offline Reinforcement Learning—0
Model-based Offline Reinforcement Learning with Lower Expectile Q-Learning—0
Benchmarks for Reinforcement Learning with Biased Offline Data and Imperfect Simulators—0
Preference Elicitation for Offline Reinforcement Learning—0
Equivariant Offline Reinforcement Learning—0
Urban-Focused Multi-Task Offline Reinforcement Learning with Contrastive Data Sharing—0
Order-Optimal Instance-Dependent Bounds for Offline Reinforcement Learning with Preference Feedback—0
The Role of Inherent Bellman Error in Offline Reinforcement Learning with Linear Function Approximation—0
Binary Reward Labeling: Bridging Offline Preference and Reward-Based Reinforcement Learning—0
SeMOPO: Learning High-quality Model and Policy from Low-quality Offline Visual Datasets—0
A Dual Approach to Imitation Learning from Observations with Offline Datasets—0
DiffPoGAN: Diffusion Policies with Generative Adversarial Networks for Offline Reinforcement Learning—0
Augmenting Offline RL with Unlabeled Data—0
CDSA: Conservative Denoising Score-based Algorithm for Offline Reinforcement Learning—0
Integrating Domain Knowledge for handling Limited Data in Offline RL—0
Discovering Multiple Solutions from a Single Task in 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