プライバシー保護手法

PrivEdge: From Local to Distributed Private Training and Prediction

Authors: Ali Shahin Shamsabadi, Adria Gascon, Hamed Haddadi, Andrea Cavallaro | Published: 2020-04-12
プライバシー保護手法
プライバシー問題
画像処理

PrivFL: Practical Privacy-preserving Federated Regressions on High-dimensional Data over Mobile Networks

Authors: Kalikinkar Mandal, Guang Gong | Published: 2020-04-05
プライバシー保護手法
線形回帰
連合学習

Information Leakage in Embedding Models

Authors: Congzheng Song, Ananth Raghunathan | Published: 2020-03-31 | Updated: 2020-08-19
プライバシー保護手法
プライバシー問題
メンバーシップ推論

Differentially Private Naive Bayes Classifier using Smooth Sensitivity

Authors: Farzad Zafarani, Chris Clifton | Published: 2020-03-31 | Updated: 2021-07-19
プライバシー保護手法
機械学習の応用
計算効率

Systematic Evaluation of Privacy Risks of Machine Learning Models

Authors: Liwei Song, Prateek Mittal | Published: 2020-03-24 | Updated: 2020-12-09
プライバシー保護手法
メンバーシップ推論
防御手法

DYSAN: Dynamically sanitizing motion sensor data against sensitive inferences through adversarial networks

Authors: Claude Rosin Ngueveu, Antoine Boutet, Carole Frindel, Sébastien Gambs, Théo Jourdan, Claude Rosin | Published: 2020-03-23 | Updated: 2020-10-08
トレーニング手法
プライバシー保護手法
ユーザー活動解析

Neural Fuzzy Extractors: A Secure Way to Use Artificial Neural Networks for Biometric User Authentication

Authors: Abhishek Jana, Bipin Paudel, Md Kamruzzaman Sarker, Monireh Ebrahimi, Pascal Hitzler, George T Amariucai | Published: 2020-03-18 | Updated: 2023-12-19
エラー訂正コード
トレーニング手法
プライバシー保護手法

Deep Quaternion Features for Privacy Protection

Authors: Hao Zhang, Yiting Chen, Liyao Xiang, Haotian Ma, Jie Shi, Quanshi Zhang | Published: 2020-03-18 | Updated: 2020-06-21
DNN IP保護手法
プライバシー保護手法
量子暗号技術

Privacy-preserving Weighted Federated Learning within Oracle-Aided MPC Framework

Authors: Huafei Zhu, Zengxiang Li, Mervyn Cheah, Rick Siow Mong Goh | Published: 2020-03-17 | Updated: 2020-04-08
セキュアアグリゲーション
プライバシー保護手法
連合学習

privGAN: Protecting GANs from membership inference attacks at low cost

Authors: Sumit Mukherjee, Yixi Xu, Anusua Trivedi, Juan Lavista Ferres | Published: 2019-12-31 | Updated: 2020-12-13
プライバシー保護手法
メンバーシップ推論
最適化手法