cs.LG, math.OC

Concave Certificates: Geometric Framework for Distributionally Robust Risk and Complexity Analysis

arXiv:2601.01311v2 Announce Type: replace-cross
Abstract: Distributionally Robust (DR) optimization aims to certify worst-case risk within a Wasserstein uncertainty set. Current certifications typically rely either on global Lipschitz bounds, which ar…