プライバシー保護手法

Differentially Private Linear Regression with Linked Data

Authors: Shurong Lin, Elliot Paquette, Eric D. Kolaczyk | Published: 2023-08-01 | Updated: 2024-05-08
セキュアロジスティック回帰
データ生成
プライバシー保護手法

Compressed Private Aggregation for Scalable and Robust Federated Learning over Massive Networks

Authors: Natalie Lang, Nir Shlezinger, Rafael G. L. D'Oliveira, Salim El Rouayheb | Published: 2023-08-01
スケーラビリティ分析
プライバシー保護手法
連合学習

Optimal Differentially Private Model Training with Public Data

Authors: Andrew Lowy, Zeman Li, Tianjian Huang, Meisam Razaviyayn | Published: 2023-06-26 | Updated: 2024-09-09
プライバシー保護手法
最適化問題
連合学習

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