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

Have it your way: Individualized Privacy Assignment for DP-SGD

Authors: Franziska Boenisch, Christopher Mühl, Adam Dziedzic, Roy Rinberg, Nicolas Papernot | Published: 2023-03-29 | Updated: 2024-01-19
カスタマイズ手法
プライバシー保護手法
プライバシー評価

On the Query Complexity of Training Data Reconstruction in Private Learning

Authors: Prateeti Mukherjee, Satya Lokam | Published: 2023-03-29 | Updated: 2024-01-11
プライバシー保護手法
プライバシー分析
プライバシー評価

Dissecting Distribution Inference

Authors: Anshuman Suri, Yifu Lu, Yanjin Chen, David Evans | Published: 2022-12-15 | Updated: 2024-04-05
プライバシーリスク管理
プライバシー保護手法
メンバーシップ推論

Towards Fleet-wide Sharing of Wind Turbine Condition Information through Privacy-preserving Federated Learning

Authors: Lorin Jenkel, Stefan Jonas, Angela Meyer | Published: 2022-12-07 | Updated: 2023-07-12
プライバシー保護手法
モデル選択
条件モニタリング

StyleGAN as a Utility-Preserving Face De-identification Method

Authors: Seyyed Mohammad Sadegh Moosavi Khorzooghi, Shirin Nilizadeh | Published: 2022-12-05 | Updated: 2023-08-31
プライバシー保護手法
プライバシー評価
顔識別手法