暗号化手法

Improved Privacy-Preserving PCA Using Optimized Homomorphic Matrix Multiplication

Authors: Xirong Ma | Published: 2023-05-27 | Updated: 2023-08-17
プライバシー保護手法
収束特性
暗号化手法

Effect of Homomorphic Encryption on the Performance of Training Federated Learning Generative Adversarial Networks

Authors: Ignjat Pejic, Rui Wang, Kaitai Liang | Published: 2022-07-01
将来の研究
暗号化手法
生成モデルの課題

Enabling Homomorphically Encrypted Inference for Large DNN Models

Authors: Guillermo Lloret-Talavera, Marc Jorda, Harald Servat, Fabian Boemer, Chetan Chauhan, Shigeki Tomishima, Nilesh N. Shah, Antonio J. Peña | Published: 2021-03-30 | Updated: 2021-04-29
メモリゼーションの測定
暗号化手法
最適化手法

InstaHide: Instance-hiding Schemes for Private Distributed Learning

Authors: Yangsibo Huang, Zhao Song, Kai Li, Sanjeev Arora | Published: 2020-10-06 | Updated: 2021-02-24
攻撃タイプ
暗号化手法
暗号化技術

Efficient Private Machine Learning by Differentiable Random Transformations

Authors: Fei Zheng | Published: 2020-08-18
メンバーシップ推論
暗号化手法
機械学習

AutoPrivacy: Automated Layer-wise Parameter Selection for Secure Neural Network Inference

Authors: Qian Lou, Song Bian, Lei Jiang | Published: 2020-06-07 | Updated: 2020-10-15
パフォーマンス評価
プライバシー評価
暗号化手法

Attacks on Image Encryption Schemes for Privacy-Preserving Deep Neural Networks

Authors: Alex Habeen Chang, Benjamin M. Case | Published: 2020-04-28 | Updated: 2020-04-29
アルゴリズム
攻撃パターン抽出
暗号化手法

Collaborative Homomorphic Computation on Data Encrypted under Multiple Keys

Authors: Asma Aloufi, Peizhao Hu | Published: 2019-11-11
セキュアな通信チャネル
プライバシー保護アルゴリズム
暗号化手法

SEALion: a Framework for Neural Network Inference on Encrypted Data

Authors: Tim van Elsloo, Giorgio Patrini, Hamish Ivey-Law | Published: 2019-04-29
フレームワーク
暗号化手法
深層学習技術

Secure Phrase Search for Intelligent Processing of Encrypted Data in Cloud-Based IoT

Authors: Meng Shen, Baoli Ma, Liehuang Zhu, Xiaojiang Du, Ke Xu | Published: 2018-09-21
データ保護手法
プライバシーリスク管理
暗号化手法