@article{offlinereinforcementlearningwithuniversa, title = {Offline Reinforcement Learning with Universal Horizon Models}, author = {Hojun Chung and Junseo Lee and Songhwai Oh}, year = {2026}, eprint = {2605.15603}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.15603}, }