プライバシー保護

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

SoK: Privacy Preserving Machine Learning using Functional Encryption: Opportunities and Challenges

Authors: Prajwal Panzade, Daniel Takabi | Published: 2022-04-11 | Updated: 2022-09-02
ウォーターマーキング
プライバシー保護
機械学習のプライバシー保護

Stability and Generalization of Differentially Private Minimax Problems

Authors: Yilin Kang, Yong Liu, Jian Li, Weiping Wang | Published: 2022-04-11 | Updated: 2022-04-22
プライバシー保護
一般化性能
損失関数

HBFL: A Hierarchical Blockchain-based Federated Learning Framework for a Collaborative IoT Intrusion Detection

Authors: Mohanad Sarhan, Wai Weng Lo, Siamak Layeghy, Marius Portmann | Published: 2022-04-08
スマートコントラクト
プライバシー保護
分散学習

Distributed data analytics

Authors: Richard Mortier, Hamed Haddadi, Sandra Servia, Liang Wang | Published: 2022-03-26
バックドア攻撃
プライバシー保護
通信モデル