プライバシー保護

Vectorized Secure Evaluation of Decision Forests

Authors: Raghav Malik, Vidush Singhal, Benjamin Gottfried, Milind Kulkarni | Published: 2021-04-19
プライバシー保護
モデル設計
暗号化技術

Privacy-preserving Federated Learning based on Multi-key Homomorphic Encryption

Authors: Jing Ma, Si-Ahmed Naas, Stephan Sigg, Xixiang Lyu | Published: 2021-04-14
プライバシー保護
分散学習
暗号化技術

Towards Causal Federated Learning For Enhanced Robustness and Privacy

Authors: Sreya Francis, Irene Tenison, Irina Rish | Published: 2021-04-14
プライバシー保護
ポイズニング
脅威モデル

TenSEAL: A Library for Encrypted Tensor Operations Using Homomorphic Encryption

Authors: Ayoub Benaissa, Bilal Retiat, Bogdan Cebere, Alaa Eddine Belfedhal | Published: 2021-04-07 | Updated: 2021-04-28
プライバシー保護
暗号化技術
機械学習技術

Plinius: Secure and Persistent Machine Learning Model Training

Authors: Peterson Yuhala, Pascal Felber, Valerio Schiavoni, Alain Tchana | Published: 2021-04-07 | Updated: 2021-04-08
プライバシー保護
メモリ管理手法
モデル設計

Monte Carlo execution time estimation for Privacy-preserving Distributed Function Evaluation protocols

Authors: Stefano M P C Souza, Daniel G Silva | Published: 2021-04-03
シミュレーション環境
プライバシー保護
統計的仮説検定

Avoiding Occupancy Detection from Smart Meter using Adversarial Machine Learning

Authors: ibrahim Yilmaz, Ambareen Siraj | Published: 2020-10-23
データの隠蔽
プライバシー保護
機械学習アルゴリズム

COVID-19 Imaging Data Privacy by Federated Learning Design: A Theoretical Framework

Authors: Anwaar Ulhaq, Oliver Burmeister | Published: 2020-10-13
プライバシー保護
プライバシー設計原則
連合学習システム

Private data sharing between decentralized users through the privGAN architecture

Authors: Jean-Francois Rajotte, Raymond T Ng | Published: 2020-09-14
データ生成
プライバシー保護
倫理的考慮

Adversarial Privacy Preserving Graph Embedding against Inference Attack

Authors: Kaiyang Li, Guangchun Luo, Yang Ye, Wei Li, Shihao Ji, Zhipeng Cai | Published: 2020-08-30
プライバシー保護
メンバーシップ推論
敵対的攻撃