ポイズニング

A black-box adversarial attack for poisoning clustering

Authors: Antonio Emanuele Cinà, Alessandro Torcinovich, Marcello Pelillo | Published: 2020-09-09 | Updated: 2021-11-10
バックドア攻撃
ポイズニング
毒性攻撃に特化した内容

Local and Central Differential Privacy for Robustness and Privacy in Federated Learning

Authors: Mohammad Naseri, Jamie Hayes, Emiliano De Cristofaro | Published: 2020-09-08 | Updated: 2022-05-27
バックドア攻撃
ポイズニング
メンバーシップ開示リスク

Detection Defense Against Adversarial Attacks with Saliency Map

Authors: Dengpan Ye, Chuanxi Chen, Changrui Liu, Hao Wang, Shunzhi Jiang | Published: 2020-09-06
ポイズニング
敵対的サンプル
敵対的攻撃手法

Improving Resistance to Adversarial Deformations by Regularizing Gradients

Authors: Pengfei Xia, Bin Li | Published: 2020-08-29 | Updated: 2020-10-06
ポイズニング
敵対的サンプル
敵対的攻撃

Two Sides of the Same Coin: White-box and Black-box Attacks for Transfer Learning

Authors: Yinghua Zhang, Yangqiu Song, Jian Liang, Kun Bai, Qiang Yang | Published: 2020-08-25
ポイズニング
敵対的学習
深層学習

Defending Distributed Classifiers Against Data Poisoning Attacks

Authors: Sandamal Weerasinghe, Tansu Alpcan, Sarah M. Erfani, Christopher Leckie | Published: 2020-08-21
ポイズニング
攻撃手法
敵対的学習

Defending Regression Learners Against Poisoning Attacks

Authors: Sandamal Weerasinghe, Sarah M. Erfani, Tansu Alpcan, Christopher Leckie, Justin Kopacz | Published: 2020-08-21
バックドア攻撃
ポイズニング
毒性攻撃に特化した内容

Toward Smart Security Enhancement of Federated Learning Networks

Authors: Junjie Tan, Ying-Chang Liang, Nguyen Cong Luong, Dusit Niyato | Published: 2020-08-19
ポイズニング
ポイズニング攻撃
連合学習

WAFFLE: Watermarking in Federated Learning

Authors: Buse Gul Atli, Yuxi Xia, Samuel Marchal, N. Asokan | Published: 2020-08-17 | Updated: 2021-07-22
ウォーターマーキング
ポイズニング
機械学習の応用

Adversarial EXEmples: A Survey and Experimental Evaluation of Practical Attacks on Machine Learning for Windows Malware Detection

Authors: Luca Demetrio, Scott E. Coull, Battista Biggio, Giovanni Lagorio, Alessandro Armando, Fabio Roli | Published: 2020-08-17 | Updated: 2021-03-22
ポイズニング
マルウェア進化
メンバーシップ推論