プライバシー問題

Bayesian Pseudo Posterior Mechanism for Differentially Private Machine Learning

Authors: Robert Chew, Matthew R. Williams, Elan A. Segarra, Alexander J. Preiss, Amanda Konet, Terrance D. Savitsky | Published: 2025-03-27
テキスト分類の応用
プライバシー問題
リスク評価

A Selective Homomorphic Encryption Approach for Faster Privacy-Preserving Federated Learning

Authors: Abdulkadir Korkmaz, Praveen Rao | Published: 2025-01-22 | Updated: 2025-03-27
プライバシー問題
透かし技術
連合学習

SAPAG: A Self-Adaptive Privacy Attack From Gradients

Authors: Yijue Wang, Jieren Deng, Dan Guo, Chenghong Wang, Xianrui Meng, Hang Liu, Caiwen Ding, Sanguthevar Rajasekaran | Published: 2020-09-14
プライバシー問題
再構築耐久性
分散学習

DarkneTZ: Towards Model Privacy at the Edge using Trusted Execution Environments

Authors: Fan Mo, Ali Shahin Shamsabadi, Kleomenis Katevas, Soteris Demetriou, Ilias Leontiadis, Andrea Cavallaro, Hamed Haddadi | Published: 2020-04-12
TEE実装
プライバシー問題
計算効率

PrivEdge: From Local to Distributed Private Training and Prediction

Authors: Ali Shahin Shamsabadi, Adria Gascon, Hamed Haddadi, Andrea Cavallaro | Published: 2020-04-12
プライバシー保護手法
プライバシー問題
画像処理

Private Knowledge Transfer via Model Distillation with Generative Adversarial Networks

Authors: Di Gao, Cheng Zhuo | Published: 2020-04-05
プライバシー問題
情報理論的プライバシー
最適化問題

Information Leakage in Embedding Models

Authors: Congzheng Song, Ananth Raghunathan | Published: 2020-03-31 | Updated: 2020-08-19
プライバシー保護手法
プライバシー問題
メンバーシップ推論

A machine-learning approach to Detect users’ suspicious behaviour through the Facebook wall

Authors: Aimilia Panagiotou, Bogdan Ghita, Stavros Shiaeles, Keltoum Bendiab | Published: 2019-10-31
オープンソース開示
プライバシー問題
将来の研究

Leveraging Hierarchical Representations for Preserving Privacy and Utility in Text

Authors: Oluwaseyi Feyisetan, Tom Diethe, Thomas Drake | Published: 2019-10-20
プライバシー保護手法
プライバシー問題
メンバーシップ推論

Decentralized & Collaborative AI on Blockchain

Authors: Justin D. Harris, Bo Waggoner | Published: 2019-07-16
プライバシー問題
ブロックチェーン経済学
機械学習手法