プライバシー保護

Private Federated Learning in Gboard

Authors: Yuanbo Zhang, Daniel Ramage, Zheng Xu, Yanxiang Zhang, Shumin Zhai, Peter Kairouz | Published: 2023-06-26
プライバシー保護
連合学習

Locally Differentially Private Distributed Online Learning with Guaranteed Optimality

Authors: Ziqin Chen, Yongqiang Wang | Published: 2023-06-25 | Updated: 2024-08-23
アルゴリズム設計
プライバシー保護
収束保証

Synthetic Text Generation with Differential Privacy: A Simple and Practical Recipe

Authors: Xiang Yue, Huseyin A. Inan, Xuechen Li, Girish Kumar, Julia McAnallen, Hoda Shajari, Huan Sun, David Levitan, Robert Sim | Published: 2022-10-25 | Updated: 2023-07-18
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

Analyzing Privacy Leakage in Machine Learning via Multiple Hypothesis Testing: A Lesson From Fano

Authors: Chuan Guo, Alexandre Sablayrolles, Maziar Sanjabi | Published: 2022-10-24 | Updated: 2023-08-10
プライバシー保護
メンバーシップ推論
統計的仮説検定

Machine and Deep Learning for IoT Security and Privacy: Applications, Challenges, and Future Directions

Authors: Subrato Bharati, Prajoy Podder | Published: 2022-10-24
IoTセキュリティリスク
プライバシー保護
深層学習技術

Android Private Compute Core Architecture

Authors: Eugenio Marchiori, Sarah de Haas, Sergey Volnov, Ronnie Falcon, Roxanne Pinto, Marco Zamarato | Published: 2022-09-21 | Updated: 2022-09-22
プライバシー保護
プライバシー手法
動的アクセス制御

dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data Generation

Authors: Sofiane Mahiou, Kai Xu, Georgi Ganev | Published: 2022-07-12
アルゴリズム設計
プライバシー保護
プライバシー保護技術

Federated and Transfer Learning: A Survey on Adversaries and Defense Mechanisms

Authors: Ehsan Hallaji, Roozbeh Razavi-Far, Mehrdad Saif | Published: 2022-07-05
プライバシー保護
ポイズニング
防御手法

Federated Split GANs

Authors: Pranvera Kortoçi, Yilei Liang, Pengyuan Zhou, Lik-Hang Lee, Abbas Mehrabi, Pan Hui, Sasu Tarkoma, Jon Crowcroft | Published: 2022-07-04
プライバシー保護
分散学習の効率
生成モデルの課題

Scalable privacy-preserving cancer type prediction with homomorphic encryption

Authors: Esha Sarkar, Eduardo Chielle, Gamze Gursoy, Leo Chen, Mark Gerstein, Michail Maniatakos | Published: 2022-04-12
プライバシー保護
行列乗算手法
評価指標