ラベル推論攻撃

Attribute Inference Attacks for Federated Regression Tasks

Authors: Francesco Diana, Othmane Marfoq, Chuan Xu, Giovanni Neglia, Frédéric Giroire, Eoin Thomas | Published: 2024-11-19 | Updated: 2025-04-16
プライバシー保護プロトコル
ラベル推論攻撃
連合学習

Learn What You Want to Unlearn: Unlearning Inversion Attacks against Machine Unlearning

Authors: Hongsheng Hu, Shuo Wang, Tian Dong, Minhui Xue | Published: 2024-04-04
ウォーターマーキング
メンバーシップ推論
ラベル推論攻撃

A Survey of Privacy Threats and Defense in Vertical Federated Learning: From Model Life Cycle Perspective

Authors: Lei Yu, Meng Han, Yiming Li, Changting Lin, Yao Zhang, Mingyang Zhang, Yan Liu, Haiqin Weng, Yuseok Jeon, Ka-Ho Chow, Stacy Patterson | Published: 2024-02-06
プライバシー保護手法
ラベル推論攻撃
防御手法

Eliminating Label Leakage in Tree-Based Vertical Federated Learning

Authors: Hideaki Takahashi, Jingjing Liu, Yang Liu | Published: 2023-07-19 | Updated: 2023-10-22
メンバーシップ推論
ラベル推論攻撃
透かし評価

BadVFL: Backdoor Attacks in Vertical Federated Learning

Authors: Mohammad Naseri, Yufei Han, Emiliano De Cristofaro | Published: 2023-04-18 | Updated: 2023-08-23
バックドア攻撃
ラベル推論攻撃

The Privacy Onion Effect: Memorization is Relative

Authors: Nicholas Carlini, Matthew Jagielski, Chiyuan Zhang, Nicolas Papernot, Andreas Terzis, Florian Tramer | Published: 2022-06-21 | Updated: 2022-06-22
メンバーシップ推論
ラベル推論攻撃
敵対的学習

Pervasive Label Errors in Test Sets Destabilize Machine Learning Benchmarks

Authors: Curtis G. Northcutt, Anish Athalye, Jonas Mueller | Published: 2021-03-26 | Updated: 2021-11-07
データキュレーション
ラベル推論攻撃
性能評価指標

Quantifying and Mitigating Privacy Risks of Contrastive Learning

Authors: Xinlei He, Yang Zhang | Published: 2021-02-08 | Updated: 2021-09-21
ポイズニング
メンバーシップ推論
ラベル推論攻撃

Exploiting Unintended Feature Leakage in Collaborative Learning

Authors: Luca Melis, Congzheng Song, Emiliano De Cristofaro, Vitaly Shmatikov | Published: 2018-05-10 | Updated: 2018-11-01
データ漏洩
メンバーシップ推論
ラベル推論攻撃