@article{adaptivityanduniversalityproblemdependen, title = {Adaptivity and Universality: Problem-dependent Universal Regret for Online Convex Optimization}, author = {Peng Zhao and Yu-Hu Yan and Hang Yu and Zhi-Hua Zhou}, year = {2025}, eprint = {2511.19937}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.19937}, }