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On the regularized risk of distributionally robust learning over deep
  neural networks

On the regularized risk of distributionally robust learning over deep neural networks

13 September 2021
Camilo A. Garcia Trillos
Nicolas García Trillos
    OOD
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Papers citing "On the regularized risk of distributionally robust learning over deep neural networks"

7 / 7 papers shown
Title
Wasserstein distributional adversarial training for deep neural networks
Wasserstein distributional adversarial training for deep neural networks
Xingjian Bai
Guangyi He
Yifan Jiang
Jan Obloj
OOD
56
0
0
13 Feb 2025
A minimax optimal control approach for robust neural ODEs
A minimax optimal control approach for robust neural ODEs
Cristina Cipriani
Alessandro Scagliotti
Tobias Wöhrer
AAML
11
4
0
26 Oct 2023
Wasserstein distributional robustness of neural networks
Wasserstein distributional robustness of neural networks
Xingjian Bai
Guangyi He
Yifan Jiang
J. Obłój
OOD
AAML
21
6
0
16 Jun 2023
On adversarial robustness and the use of Wasserstein ascent-descent
  dynamics to enforce it
On adversarial robustness and the use of Wasserstein ascent-descent dynamics to enforce it
Camilo A. Garcia Trillos
Nicolas García Trillos
18
5
0
09 Jan 2023
Gamma-convergence of a nonlocal perimeter arising in adversarial machine
  learning
Gamma-convergence of a nonlocal perimeter arising in adversarial machine learning
Leon Bungert
Kerrek Stinson
29
12
0
28 Nov 2022
The Geometry of Adversarial Training in Binary Classification
The Geometry of Adversarial Training in Binary Classification
Leon Bungert
Nicolas García Trillos
Ryan W. Murray
AAML
27
22
0
26 Nov 2021
Robust Certification for Laplace Learning on Geometric Graphs
Robust Certification for Laplace Learning on Geometric Graphs
Matthew Thorpe
Bao Wang
OOD
AAML
14
1
0
22 Apr 2021
1