On the existence of solutions to adversarial training in multiclass
classificationEuropean journal of applied mathematics (EJAM), 2023 |
Consistency of Fractional Graph-Laplacian Regularization in
Semi-Supervised Learning with Finite LabelsSIAM Journal on Mathematical Analysis (SIAM J. Math. Anal.), 2023 |
Gamma-convergence of a nonlocal perimeter arising in adversarial machine
learningCalculus of Variations and Partial Differential Equations (CVPDE), 2022 |
Rates of Convergence for Regression with the Graph Poly-LaplacianSampling Theory, Signal Processing, and Data Analysis (TSPDA), 2022 |
Robust Certification for Laplace Learning on Geometric GraphsMathematical and Scientific Machine Learning (MSML), 2021 Matthew Thorpe Bao Wang |
Adversarial Classification: Necessary conditions and geometric flowsJournal of machine learning research (JMLR), 2020 |