@article{whendoestrajectorylevelsupervisionpermit, title = {When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning?}, author = {Xuanfei Ren and Tengyang Xie}, year = {2026}, eprint = {2606.18531}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.18531}, }