メンバーシップ推論

Lost in the Averages: A New Specific Setup to Evaluate Membership Inference Attacks Against Machine Learning Models

Authors: Florent Guépin, Nataša Krčo, Matthieu Meeus, Yves-Alexandre de Montjoye | Published: 2024-05-24
メンバーシップ推論
評価手法

Tighter Privacy Auditing of DP-SGD in the Hidden State Threat Model

Authors: Tudor Cebere, Aurélien Bellet, Nicolas Papernot | Published: 2024-05-23 | Updated: 2024-10-14
データプライバシー評価
プライバシー保護手法
メンバーシップ推論

Information Leakage from Embedding in Large Language Models

Authors: Zhipeng Wan, Anda Cheng, Yinggui Wang, Lei Wang | Published: 2024-05-20 | Updated: 2024-05-22
LLM性能評価
メンバーシップ推論
モデル性能評価

Learnable Privacy Neurons Localization in Language Models

Authors: Ruizhe Chen, Tianxiang Hu, Yang Feng, Zuozhu Liu | Published: 2024-05-16
LLMセキュリティ
プライバシー保護手法
メンバーシップ推論

PLeak: Prompt Leaking Attacks against Large Language Model Applications

Authors: Bo Hui, Haolin Yuan, Neil Gong, Philippe Burlina, Yinzhi Cao | Published: 2024-05-10 | Updated: 2024-05-14
LLM性能評価
プロンプトインジェクション
メンバーシップ推論

Model Inversion Robustness: Can Transfer Learning Help?

Authors: Sy-Tuyen Ho, Koh Jun Hao, Keshigeyan Chandrasegaran, Ngoc-Bao Nguyen, Ngai-Man Cheung | Published: 2024-05-09
プライバシー保護手法
メンバーシップ推論
防御手法

IPFed: Identity protected federated learning for user authentication

Authors: Yosuke Kaga, Yusei Suzuki, Kenta Takahashi | Published: 2024-05-07
プライバシー保護手法
メンバーシップ推論
顔認識システム

The Federation Strikes Back: A Survey of Federated Learning Privacy Attacks, Defenses, Applications, and Policy Landscape

Authors: Joshua C. Zhao, Saurabh Bagchi, Salman Avestimehr, Kevin S. Chan, Somali Chaterji, Dimitris Dimitriadis, Jiacheng Li, Ninghui Li, Arash Nourian, Holger R. Roth | Published: 2024-05-06 | Updated: 2025-03-22
プライバシー保護手法
ポイズニング
メンバーシップ推論

Evaluations of Machine Learning Privacy Defenses are Misleading

Authors: Michael Aerni, Jie Zhang, Florian Tramèr | Published: 2024-04-26 | Updated: 2024-09-05
プライバシー保護手法
メンバーシップ推論
敵対的サンプル

Reliable Model Watermarking: Defending Against Theft without Compromising on Evasion

Authors: Hongyu Zhu, Sichu Liang, Wentao Hu, Fangqi Li, Ju Jia, Shilin Wang | Published: 2024-04-21
メンバーシップ推論
透かしの耐久性
透かし評価