ICLR 2025 "offline reinforcement learning" Papers

11 papers found

$q$-exponential family for policy optimization

Lingwei Zhu, Haseeb Shah, Han Wang et al.

ICLR 2025posterarXiv:2408.07245

Adversarial Policy Optimization for Offline Preference-based Reinforcement Learning

Hyungkyu Kang, Min-hwan Oh

ICLR 2025posterarXiv:2503.05306
3
citations

DoF: A Diffusion Factorization Framework for Offline Multi-Agent Reinforcement Learning

Chao Li, Ziwei Deng, Chenxing Lin et al.

ICLR 2025poster

Efficient Online Reinforcement Learning Fine-Tuning Need Not Retain Offline Data

Zhiyuan Zhou, Andy Peng, Qiyang Li et al.

ICLR 2025posterarXiv:2412.07762
27
citations

Energy-Weighted Flow Matching for Offline Reinforcement Learning

Shiyuan Zhang, Weitong Zhang, Quanquan Gu

ICLR 2025posterarXiv:2503.04975
24
citations

Fewer May Be Better: Enhancing Offline Reinforcement Learning with Reduced Dataset

Yiqin Yang, Quanwei Wang, Chenghao Li et al.

ICLR 2025posterarXiv:2502.18955

Model-Free Offline Reinforcement Learning with Enhanced Robustness

Chi Zhang, Zain Ulabedeen Farhat, George Atia et al.

ICLR 2025poster
5
citations

OGBench: Benchmarking Offline Goal-Conditioned RL

Seohong Park, Kevin Frans, Benjamin Eysenbach et al.

ICLR 2025posterarXiv:2410.20092
74
citations

Scaling Offline Model-Based RL via Jointly-Optimized World-Action Model Pretraining

Jie Cheng, Ruixi Qiao, ma yingwei et al.

ICLR 2025oralarXiv:2410.00564
7
citations

Semantic Temporal Abstraction via Vision-Language Model Guidance for Efficient Reinforcement Learning

Tian-Shuo Liu, Xu-Hui Liu, Ruifeng Chen et al.

ICLR 2025oral

Value-aligned Behavior Cloning for Offline Reinforcement Learning via Bi-level Optimization

Xingyu Jiang, Ning Gao, Xiuhui Zhang et al.

ICLR 2025poster