プライバシー保護

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

Collaborative Information Sharing for ML-Based Threat Detection

Authors: Talha Ongun, Simona Boboila, Alina Oprea, Tina Eliassi-Rad, Alastair Nottingham, Jason Hiser, Jack Davidson | Published: 2021-04-23
プライバシー保護
機械学習技術
脅威モデル

Encrypted Distributed Lasso for Sparse Data Predictive Control

Authors: Andreea B. Alexandru, Anastasios Tsiamis, George J. Pappas | Published: 2021-04-23
プライバシー保護
暗号化技術
最適化問題

CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU

Authors: Sijun Tan, Brian Knott, Yuan Tian, David J. Wu | Published: 2021-04-22
プライバシー保護
モデル設計
暗号化技術