MPCアルゴリズム

BLAZE: Blazing Fast Privacy-Preserving Machine Learning

Authors: Arpita Patra, Ajith Suresh | Published: 2020-05-18
MPCアルゴリズム
機械学習アルゴリズム
計算効率

Helen: Maliciously Secure Coopetitive Learning for Linear Models

Authors: Wenting Zheng, Raluca Ada Popa, Joseph E. Gonzalez, Ion Stoica | Published: 2019-07-16 | Updated: 2019-09-03
MPCアルゴリズム
ポイズニング
暗号化技術

QUOTIENT: Two-Party Secure Neural Network Training and Prediction

Authors: Nitin Agrawal, Ali Shahin Shamsabadi, Matt J. Kusner, Adrià Gascón | Published: 2019-07-08
MPCアルゴリズム
プライバシー保護
深層学習手法

Optimal Attack against Autoregressive Models by Manipulating the Environment

Authors: Yiding Chen, Xiaojin Zhu | Published: 2019-02-01 | Updated: 2019-12-01
MPCアルゴリズム
敵対的攻撃
最適化問題

PD-ML-Lite: Private Distributed Machine Learning from Lighweight Cryptography

Authors: Maksim Tsikhanovich, Malik Magdon-Ismail, Muhammad Ishaq, Vassilis Zikas | Published: 2019-01-23 | Updated: 2019-04-10
MPCアルゴリズム
分散学習
差分プライバシー