@article{concavecertificatesgeometricframeworkfor, title = {Concave Certificates: Geometric Framework for Distributionally Robust Risk and Complexity Analysis}, author = {Hong T. M. Chu}, year = {2026}, eprint = {2601.01311}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.01311}, }