Adversarial Training

Minimax rates of convergence for nonparametric regression under adversarial attacks

Authors: Jingfu Peng, Yuhong Yang | Published: 2024-10-12 | Updated: 2025-05-13
Adversarial Example
Adversarial Training

LOTOS: Layer-wise Orthogonalization for Training Robust Ensembles

Authors: Ali Ebrahimpour-Boroojeny, Hari Sundaram, Varun Chandrasekaran | Published: 2024-10-07
Adversarial Example
Adversarial Training

AdvSecureNet: A Python Toolkit for Adversarial Machine Learning

Authors: Melih Catal, Manuel Günther | Published: 2024-09-04
Toolkit Comparison
Adversarial Training
Evaluation Method

OTAD: An Optimal Transport-Induced Robust Model for Agnostic Adversarial Attack

Authors: Kuo Gai, Sicong Wang, Shihua Zhang | Published: 2024-08-01
Adversarial Training
Optimization Problem
Defense Method

How to beat a Bayesian adversary

Authors: Zihan Ding, Kexin Jin, Jonas Latz, Chenguang Liu | Published: 2024-07-11
Convergence Analysis
Adversarial Training
Optimization Problem

Diffusion-based Adversarial Purification for Intrusion Detection

Authors: Mohamed Amine Merzouk, Erwan Beurier, Reda Yaich, Nora Boulahia-Cuppens, Frédéric Cuppens | Published: 2024-06-25
Data Preprocessing
Adversarial Training
Automated Intrusion Detection System

Adversarial Tuning: Defending Against Jailbreak Attacks for LLMs

Authors: Fan Liu, Zhao Xu, Hao Liu | Published: 2024-06-07
LLM Security
Prompt Injection
Adversarial Training

Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data

Authors: Thibault Simonetto, Salah Ghamizi, Maxime Cordy | Published: 2024-06-02
CAPGD Algorithm
Attack Method
Adversarial Training

Can Implicit Bias Imply Adversarial Robustness?

Authors: Hancheng Min, René Vidal | Published: 2024-05-24 | Updated: 2024-06-05
Algorithm
Bias
Adversarial Training

Cross-Input Certified Training for Universal Perturbations

Authors: Changming Xu, Gagandeep Singh | Published: 2024-05-15 | Updated: 2024-09-09
UAP Training Method
Loss Function
Adversarial Training