@article{onlinelearningonhiddenconvexlossesviaalg, title = {Online Learning on Hidden-Convex Losses via Algorithmic Equivalence: Optimal Regret, Geometric Barrier, and Bandit Feedback}, author = {Anas Barakat and Andreas Kontogiannis and Vasilis Pollatos and Ioannis Panageas and Antonios Varvitsiotis}, year = {2026}, eprint = {2605.26373}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.26373}, }