Privacy Protection

MERLIN — Malware Evasion with Reinforcement LearnINg

Authors: Tony Quertier, Benjamin Marais, Stéphane Morucci, Bertrand Fournel | Published: 2022-03-24 | Updated: 2022-03-30
Privacy Protection
Reinforcement Learning Algorithm
Defense Method

SoK: Differential Privacy on Graph-Structured Data

Authors: Tamara T. Mueller, Dmitrii Usynin, Johannes C. Paetzold, Daniel Rueckert, Georgios Kaissis | Published: 2022-03-17
Graph Privacy
Privacy Protection
Privacy Analysis

Quantum Differential Privacy: An Information Theory Perspective

Authors: Christoph Hirche, Cambyse Rouzé, Daniel Stilck França | Published: 2022-02-22 | Updated: 2023-04-06
Privacy Protection
Privacy Protection Method
Quantum Computing

EIFFeL: Ensuring Integrity for Federated Learning

Authors: Amrita Roy Chowdhury, Chuan Guo, Somesh Jha, Laurens van der Maaten | Published: 2021-12-23 | Updated: 2022-09-12
Data Integrity Constraints
Privacy Protection
Malicious Client

Mitigating Leakage from Data Dependent Communications in Decentralized Computing using Differential Privacy

Authors: Riad Ladjel, Nicolas Anciaux, Aurélien Bellet, Guillaume Scerri | Published: 2021-12-23
Data Dependency
Privacy Protection
Communication Efficiency

Flatee: Federated Learning Across Trusted Execution Environments

Authors: Arup Mondal, Yash More, Ruthu Hulikal Rooparaghunath, Debayan Gupta | Published: 2021-11-12
Privacy Risk Management
Privacy Protection
Federated Learning

Secure Machine Learning in the Cloud Using One Way Scrambling by Deconvolution

Authors: Yiftach Savransky, Roni Mateless, Gilad Katz | Published: 2021-11-04
Data Generation
Privacy Protection
Reconstruction Durability

A Cyber Threat Intelligence Sharing Scheme based on Federated Learning for Network Intrusion Detection

Authors: Mohanad Sarhan, Siamak Layeghy, Nour Moustafa, Marius Portmann | Published: 2021-11-04
Dataset evaluation
Privacy Protection
Federated Learning

DP-XGBoost: Private Machine Learning at Scale

Authors: Nicolas Grislain, Joan Gonzalvez | Published: 2021-10-25
Algorithm Design
Privacy Protection
Machine Learning Algorithm

Addressing Privacy Threats from Machine Learning

Authors: Mary Anne Smart | Published: 2021-10-25
Privacy Protection
Human-Centered Approach
Role of Machine Learning