The Adversarial Consistency of Surrogate Risks for Binary ClassificationNeural Information Processing Systems (NeurIPS), 2023 |
On the existence of solutions to adversarial training in multiclass
classificationEuropean journal of applied mathematics (EJAM), 2023 |
Gamma-convergence of a nonlocal perimeter arising in adversarial machine
learningCalculus of Variations and Partial Differential Equations (CVPDE), 2022 |
Existence and Minimax Theorems for Adversarial Surrogate Risks in Binary
ClassificationJournal of machine learning research (JMLR), 2022 |
The Multimarginal Optimal Transport Formulation of Adversarial
Multiclass ClassificationJournal of machine learning research (JMLR), 2022 |
The Many Faces of Adversarial RiskIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2022 |
Eikonal depth: an optimal control approach to statistical depthsFoundations of Data Science (FODS), 2022 |