プライバシー保護

Differentially Private Coordinate Descent for Composite Empirical Risk Minimization

Authors: Paul Mangold, Aurélien Bellet, Joseph Salmon, Marc Tommasi | Published: 2021-10-22 | Updated: 2022-10-21
アルゴリズム設計
プライバシー保護
機械学習手法

PRECAD: Privacy-Preserving and Robust Federated Learning via Crypto-Aided Differential Privacy

Authors: Xiaolan Gu, Ming Li, Li Xiong | Published: 2021-10-22
プライバシー保護
ポイズニング
ロバスト性評価

Privacy in Open Search: A Review of Challenges and Solutions

Authors: Samuel Sousa, Christian Guetl, Roman Kern | Published: 2021-10-20 | Updated: 2022-04-04
プライバシー保護
レビューと調査
情報検索

GALA: Greedy ComputAtion for Linear Algebra in Privacy-Preserved Neural Networks

Authors: Qiao Zhang, Chunsheng Xin, Hongyi Wu | Published: 2021-05-05
データ管理システム
プライバシー保護
最適化手法

Citadel: Protecting Data Privacy and Model Confidentiality for Collaborative Learning with SGX

Authors: Chengliang Zhang, Junzhe Xia, Baichen Yang, Huancheng Puyang, Wei Wang, Ruichuan Chen, Istemi Ekin Akkus, Paarijaat Aditya, Feng Yan | Published: 2021-05-04 | Updated: 2021-11-08
データプライバシー評価
データ保護手法
プライバシー保護

Quantifying the Tradeoff Between Cybersecurity and Location Privacy

Authors: Dajiang Suo, M. Elena Renda, Jinhua Zhao | Published: 2021-05-04 | Updated: 2021-12-10
データプライバシー評価
データ保護手法
プライバシー保護

AirMixML: Over-the-Air Data Mixup for Inherently Privacy-Preserving Edge Machine Learning

Authors: Yusuke Koda, Jihong Park, Mehdi Bennis, Praneeth Vepakomma, Ramesh Raskar | Published: 2021-05-02
データプライバシー評価
プライバシー保護
通信解析

Privacy and Integrity Preserving Training Using Trusted Hardware

Authors: Hanieh Hashemi, Yongqin Wang, Murali Annavaram | Published: 2021-05-01
データプライバシー評価
データ整合性制約
プライバシー保護

Improved Matrix Gaussian Mechanism for Differential Privacy

Authors: Jungang Yang, Liyao Xiang, Weiting Li, Wei Liu, Xinbing Wang | Published: 2021-04-30
データプライバシー評価
プライバシー保護
統計的手法

Property Inference Attacks on Convolutional Neural Networks: Influence and Implications of Target Model’s Complexity

Authors: Mathias P. M. Parisot, Balazs Pejo, Dayana Spagnuelo | Published: 2021-04-27
データプライバシー評価
プライバシー保護
モデル性能評価