敵対的攻撃手法

Composite Adversarial Attacks

Authors: Xiaofeng Mao, Yuefeng Chen, Shuhui Wang, Hang Su, Yuan He, Hui Xue | Published: 2020-12-10
攻撃の分類
敵対的攻撃手法
防御メカニズム

One-Pixel Attack Deceives Computer-Assisted Diagnosis of Cancer

Authors: Joni Korpihalkola, Tuomo Sipola, Samir Puuska, Tero Kokkonen | Published: 2020-12-01 | Updated: 2021-11-02
データラベリングの課題
医療AIの脅威
敵対的攻撃手法

Adversarial Attacks to Machine Learning-Based Smart Healthcare Systems

Authors: AKM Iqtidar Newaz, Nur Imtiazul Haque, Amit Kumar Sikder, Mohammad Ashiqur Rahman, A. Selcuk Uluagac | Published: 2020-10-07
スマートヘルスケア
敵対的サンプル
敵対的攻撃手法

Manifold attack

Authors: Khanh-Hung Tran, Fred-Maurice Ngole-Mboula, Jean-Luc Starck | Published: 2020-09-13 | Updated: 2021-03-17
メンバーシップ推論
性能評価
敵対的攻撃手法

Quantifying Membership Inference Vulnerability via Generalization Gap and Other Model Metrics

Authors: Jason W. Bentley, Daniel Gibney, Gary Hoppenworth, Sumit Kumar Jha | Published: 2020-09-11
メンバーシップ推論
メンバーシップ開示リスク
敵対的攻撃手法

Second Order Optimization for Adversarial Robustness and Interpretability

Authors: Theodoros Tsiligkaridis, Jay Roberts | Published: 2020-09-10
性能評価
敵対的攻撃手法
深層学習技術

Quantifying the Preferential Direction of the Model Gradient in Adversarial Training With Projected Gradient Descent

Authors: Ricardo Bigolin Lanfredi, Joyce D. Schroeder, Tolga Tasdizen | Published: 2020-09-10 | Updated: 2023-04-20
ポイズニング
性能評価
敵対的攻撃手法

Adversarial Attack on Large Scale Graph

Authors: Jintang Li, Tao Xie, Liang Chen, Fenfang Xie, Xiangnan He, Zibin Zheng | Published: 2020-09-08 | Updated: 2021-05-06
グラフ変換
敵対的攻撃手法
構造的攻撃

Black Box to White Box: Discover Model Characteristics Based on Strategic Probing

Authors: Josh Kalin, Matthew Ciolino, David Noever, Gerry Dozier | Published: 2020-09-07
敵対的攻撃手法
機械学習手法
画像処理

Dynamically Computing Adversarial Perturbations for Recurrent Neural Networks

Authors: Shankar A. Deka, Dušan M. Stipanović, Claire J. Tomlin | Published: 2020-09-07
マルチクラス分類
敵対的サンプル
敵対的攻撃手法