research
∙
08/10/2023
Symmetry Defense Against XGBoost Adversarial Perturbation Attacks
We examine whether symmetry can be used to defend tree-based ensemble cl...
share
research
∙
10/08/2022
Symmetry Subgroup Defense Against Adversarial Attacks
Adversarial attacks and defenses disregard the lack of invariance of con...
research
∙
06/21/2021
Delving into the pixels of adversarial samples
Despite extensive research into adversarial attacks, we do not know how ...
research
∙
02/09/2021
Target Training Does Adversarial Training Without Adversarial Samples
Neural network classifiers are vulnerable to misclassification of advers...
research
∙
06/08/2020
Tricking Adversarial Attacks To Fail
Recent adversarial defense approaches have failed. Untargeted gradient-b...
research
∙
02/04/2020
Minimax Defense against Gradient-based Adversarial Attacks
State-of-the-art adversarial attacks are aimed at neural network classif...
research
∙
12/08/2018