バックドア攻撃手法

SGBA: A Stealthy Scapegoat Backdoor Attack against Deep Neural Networks

Authors: Ying He, Zhili Shen, Chang Xia, Jingyu Hua, Wei Tong, Sheng Zhong | Published: 2021-04-02 | Updated: 2022-05-16
バックドア攻撃手法
ポイズニング攻撃
敵対的サンプル

Simeon — Secure Federated Machine Learning Through Iterative Filtering

Authors: Nicholas Malecki, Hye-young Paik, Aleksandar Ignjatovic, Alan Blair, Elisa Bertino | Published: 2021-03-13
バックドア攻撃手法
ビザンチン合意メカニズム
敵対的攻撃手法

FLAME: Taming Backdoors in Federated Learning (Extended Version 1)

Authors: Thien Duc Nguyen, Phillip Rieger, Huili Chen, Hossein Yalame, Helen Möllering, Hossein Fereidooni, Samuel Marchal, Markus Miettinen, Azalia Mirhoseini, Shaza Zeitouni, Farinaz Koushanfar, Ahmad-Reza Sadeghi, Thomas Schneider | Published: 2021-01-06 | Updated: 2023-08-05
バックドア攻撃手法
ポイズニング
防御効果分析