Privacy Protection

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

Authors: Sofiane Mahiou, Kai Xu, Georgi Ganev | Published: 2022-07-12
Algorithm Design
Privacy Protection
Privacy Enhancing Technology

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

Authors: Ehsan Hallaji, Roozbeh Razavi-Far, Mehrdad Saif | Published: 2022-07-05
Privacy Protection
Poisoning
Defense Method

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
Privacy Protection
Efficiency of Distributed Learning
Challenges of Generative Models

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
Privacy Protection
Matrix Multiplication Methods
evaluation metrics

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

Authors: Prajwal Panzade, Daniel Takabi | Published: 2022-04-11 | Updated: 2022-09-02
Watermarking
Privacy Protection
Privacy Protection in Machine Learning

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
Privacy Protection
Generalization Performance
Loss Function

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
Smart Contract
Privacy Protection
Distributed Learning

Distributed data analytics

Authors: Richard Mortier, Hamed Haddadi, Sandra Servia, Liang Wang | Published: 2022-03-26
Backdoor Attack
Privacy Protection
Communication Model

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