The Multimarginal Optimal Transport Formulation of Adversarial Multiclass Classification

27 April 2022

Papers citing "The Multimarginal Optimal Transport Formulation of Adversarial Multiclass Classification"

16 / 16 papers shown

Title
Uniform Convergence of Adversarially Robust Classifiers Rachel Morris Ryan Murray AAML 40 1 0 20 Jun 2024
Genetic Column Generation for Computing Lower Bounds for Adversarial Classification Maximilian Penka 35 0 0 12 Jun 2024
Contrasting Multiple Representations with the Multi-Marginal Matching Gap Zoe Piran Michal Klein James Thornton Marco Cuturi 38 2 0 29 May 2024
Adversarial Consistency and the Uniqueness of the Adversarial Bayes Classifier Natalie S. Frank 154 0 0 26 Apr 2024
A Notion of Uniqueness for the Adversarial Bayes Classifier Natalie S. Frank 32 1 0 25 Apr 2024
A mean curvature flow arising in adversarial training Leon Bungert Tim Laux Kerrek Stinson AAML 25 3 0 22 Apr 2024
An Optimal Transport Approach for Computing Adversarial Training Lower Bounds in Multiclass Classification Nicolas García Trillos Matt Jacobs Jakwang Kim Matthew Werenski AAML 43 2 0 17 Jan 2024
The Adversarial Consistency of Surrogate Risks for Binary Classification Natalie Frank Jonathan Niles-Weed AAML 19 5 0 17 May 2023
On the existence of solutions to adversarial training in multiclass classification Nicolas García Trillos Matt Jacobs Jakwang Kim 18 8 0 28 Apr 2023
Characterizing the Optimal 0-1 Loss for Multi-class Classification with a Test-time Attacker Sihui Dai Wen-Luan Ding A. Bhagoji Daniel Cullina Ben Y. Zhao Haitao Zheng Prateek Mittal AAML 27 2 0 21 Feb 2023
On the Role of Randomization in Adversarially Robust Classification Lucas Gnecco-Heredia Y. Chevaleyre Benjamin Négrevergne Laurent Meunier Muni Sreenivas Pydi AAML 16 5 0 14 Feb 2023
On adversarial robustness and the use of Wasserstein ascent-descent dynamics to enforce it Camilo A. Garcia Trillos Nicolas García Trillos 16 5 0 09 Jan 2023
Gamma-convergence of a nonlocal perimeter arising in adversarial machine learning Leon Bungert Kerrek Stinson 24 12 0 28 Nov 2022
Existence and Minimax Theorems for Adversarial Surrogate Risks in Binary Classification Natalie Frank Jonathan Niles-Weed AAML 13 14 0 18 Jun 2022
The Many Faces of Adversarial Risk Muni Sreenivas Pydi Varun Jog AAML 43 29 0 22 Jan 2022
Wasserstein barycenters are NP-hard to compute Jason M. Altschuler Enric Boix-Adserà OT 155 40 0 04 Jan 2021