@article{fromrewardfreerepresentationstopreferenc, title = {From Reward-Free Representations to Preferences: Rethinking Offline Preference-Based Reinforcement Learning}, author = {Jun-Jie Yang and Chia-Heng Hsu and Kui-Yuan Chen and Ping-Chun Hsieh}, year = {2026}, eprint = {2606.01123}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.01123}, }