敵対的訓練

Minimax rates of convergence for nonparametric regression under adversarial attacks

Authors: Jingfu Peng, Yuhong Yang | Published: 2024-10-12
敵対的サンプル
敵対的訓練

LOTOS: Layer-wise Orthogonalization for Training Robust Ensembles

Authors: Ali Ebrahimpour-Boroojeny, Hari Sundaram, Varun Chandrasekaran | Published: 2024-10-07
敵対的サンプル
敵対的訓練

AdvSecureNet: A Python Toolkit for Adversarial Machine Learning

Authors: Melih Catal, Manuel Günther | Published: 2024-09-04
ツールキット比較
敵対的訓練
評価手法

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

Authors: Kuo Gai, Sicong Wang, Shihua Zhang | Published: 2024-08-01
敵対的訓練
最適化問題
防御手法

How to beat a Bayesian adversary

Authors: Zihan Ding, Kexin Jin, Jonas Latz, Chenguang Liu | Published: 2024-07-11
収束分析
敵対的訓練
最適化問題

Diffusion-based Adversarial Purification for Intrusion Detection

Authors: Mohamed Amine Merzouk, Erwan Beurier, Reda Yaich, Nora Boulahia-Cuppens, Frédéric Cuppens | Published: 2024-06-25
データ前処理
敵対的訓練
自動化された侵入検知システム

Adversarial Tuning: Defending Against Jailbreak Attacks for LLMs

Authors: Fan Liu, Zhao Xu, Hao Liu | Published: 2024-06-07
LLMセキュリティ
プロンプトインジェクション
敵対的訓練

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アルゴリズム
攻撃手法
敵対的訓練

Can Implicit Bias Imply Adversarial Robustness?

Authors: Hancheng Min, René Vidal | Published: 2024-05-24 | Updated: 2024-06-05
アルゴリズム
バイアス
敵対的訓練

Cross-Input Certified Training for Universal Perturbations

Authors: Changming Xu, Gagandeep Singh | Published: 2024-05-15 | Updated: 2024-09-09
UAPトレーニング手法
損失関数
敵対的訓練