Continuity of Optimal Transport Maps and Convexity of Injectivity Domains on Small Deformations of S2

Summary: This study examines a family of adversarial multiclass classification problems and provides equivalent reformulations using two different approaches. The results reveal the geometric structure of these problems and extend previous findings in binary classification. Furthermore, computational implications suggest that our solutions can recover optimal classification rules and adversarial strategies for the original problem.