データプライバシー評価

A Review of Confidentiality Threats Against Embedded Neural Network Models

Authors: Raphaël Joud, Pierre-Alain Moellic, Rémi Bernhard, Jean-Baptiste Rigaud | Published: 2021-05-04
アクティブラーニング
データプライバシー評価
モデル抽出攻撃

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

Dataset Inference: Ownership Resolution in Machine Learning

Authors: Pratyush Maini, Mohammad Yaghini, Nicolas Papernot | Published: 2021-04-21
データプライバシー評価
知的財産保護
統計的仮説検定

FoggySight: A Scheme for Facial Lookup Privacy

Authors: Ivan Evtimov, Pascal Sturmfels, Tadayoshi Kohno | Published: 2020-12-15
データプライバシー評価
敵対的サンプル
顔認識

On Lightweight Privacy-Preserving Collaborative Learning for Internet of Things by Independent Random Projections

Authors: Linshan Jiang, Rui Tan, Xin Lou, Guosheng Lin | Published: 2020-12-11
データプライバシー評価
データ保護手法
連合学習