@inproceedings{xue2026beyond, title = {Beyond the Lower Bound: Bridging Regret Minimization and Best Arm Identification in Lexicographic Bandits}, author = {Xue, Bo and Wan, Yuanyu and Lu, Zhichao and Zhang, Qingfu}, booktitle = {Proceedings of the 40th AAAI Conference on Artificial Intelligence}, pages = {27414 -- 27422}, year = {2026} }