プライバシー保護手法

Adversarial Robustness in Unsupervised Machine Learning: A Systematic Review

Authors: Mathias Lundteigen Mohus, Jinyue Li | Published: 2023-06-01
プライバシー保護手法
ポイズニング
敵対的攻撃手法

A Note On Interpreting Canary Exposure

Authors: Matthew Jagielski | Published: 2023-05-31 | Updated: 2023-06-02
プライバシー保護手法
メンバーシップ推論
透かし評価

Inferring Private Personal Attributes of Virtual Reality Users from Head and Hand Motion Data

Authors: Vivek Nair, Christian Rack, Wenbo Guo, Rui Wang, Shuixian Li, Brandon Huang, Atticus Cull, James F. O'Brien, Marc Latoschik, Louis Rosenberg, Dawn Song | Published: 2023-05-30 | Updated: 2023-06-10
サンプリング手法
プライバシー保護手法
機械学習手法

Membership Inference Attacks against Language Models via Neighbourhood Comparison

Authors: Justus Mattern, Fatemehsadat Mireshghallah, Zhijing Jin, Bernhard Schölkopf, Mrinmaya Sachan, Taylor Berg-Kirkpatrick | Published: 2023-05-29 | Updated: 2023-08-07
LLM性能評価
プライバシー保護手法
防御手法

LLMs Can Understand Encrypted Prompt: Towards Privacy-Computing Friendly Transformers

Authors: Xuanqi Liu, Zhuotao Liu | Published: 2023-05-28 | Updated: 2023-12-15
DNN IP保護手法
LLM性能評価
プライバシー保護手法

Improved Privacy-Preserving PCA Using Optimized Homomorphic Matrix Multiplication

Authors: Xirong Ma | Published: 2023-05-27 | Updated: 2023-08-17
プライバシー保護手法
収束特性
暗号化手法

Evaluating Privacy Leakage in Split Learning

Authors: Xinchi Qiu, Ilias Leontiadis, Luca Melis, Alex Sablayrolles, Pierre Stock | Published: 2023-05-22 | Updated: 2024-01-19
プライバシー侵害
プライバシー保護手法
攻撃手法

Quantifying Association Capabilities of Large Language Models and Its Implications on Privacy Leakage

Authors: Hanyin Shao, Jie Huang, Shen Zheng, Kevin Chen-Chuan Chang | Published: 2023-05-22 | Updated: 2024-02-09
LLM性能評価
プライバシー侵害
プライバシー保護手法

In the Name of Fairness: Assessing the Bias in Clinical Record De-identification

Authors: Yuxin Xiao, Shulammite Lim, Tom Joseph Pollard, Marzyeh Ghassemi | Published: 2023-05-18 | Updated: 2024-01-03
プライバシー保護手法
公平性評価
医療AIの脅威

Quadratic Functional Encryption for Secure Training in Vertical Federated Learning

Authors: Shuangyi Chen, Anuja Modi, Shweta Agrawal, Ashish Khisti | Published: 2023-05-15 | Updated: 2023-06-19
DNN IP保護手法
トレーニングプロトコル
プライバシー保護手法