Privacy Assessment

You Can’t Hide Behind Your Headset: User Profiling in Augmented and Virtual Reality

Authors: Pier Paolo Tricomi, Federica Nenna, Luca Pajola, Mauro Conti, Luciano Gamberini | Published: 2022-09-22
Dataset Generation
Privacy Assessment
User Authentication System

Bayesian Estimation of Differential Privacy

Authors: Santiago Zanella-Béguelin, Lukas Wutschitz, Shruti Tople, Ahmed Salem, Victor Rühle, Andrew Paverd, Mohammad Naseri, Boris Köpf, Daniel Jones | Published: 2022-06-10 | Updated: 2022-06-15
Privacy Assessment
Bayesian Security
Deep Learning Method

Muffliato: Peer-to-Peer Privacy Amplification for Decentralized Optimization and Averaging

Authors: Edwige Cyffers, Mathieu Even, Aurélien Bellet, Laurent Massoulié | Published: 2022-06-10 | Updated: 2024-06-11
Graph Construction
Privacy Assessment
Communication Model

A Critical Review on the Use (and Misuse) of Differential Privacy in Machine Learning

Authors: Alberto Blanco-Justicia, David Sanchez, Josep Domingo-Ferrer, Krishnamurty Muralidhar | Published: 2022-06-09 | Updated: 2022-07-05
Privacy Assessment
Impact of Generalization
Adversarial Example

Analytical Composition of Differential Privacy via the Edgeworth Accountant

Authors: Hua Wang, Sheng Gao, Huanyu Zhang, Milan Shen, Weijie J. Su | Published: 2022-06-09
Privacy Assessment
Federated Learning
Function Definition

Rate Distortion Tradeoff in Private Read Update Write in Federated Submodel Learning

Authors: Sajani Vithana, Sennur Ulukus | Published: 2022-06-07
Data Management System
Privacy Assessment
Federated Learning

Group privacy for personalized federated learning

Authors: Filippo Galli, Sayan Biswas, Kangsoo Jung, Tommaso Cucinotta, Catuscia Palamidessi | Published: 2022-06-07 | Updated: 2022-09-04
Privacy Assessment
Poisoning
Federated Learning

Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?

Authors: Huiyu Li, Nicholas Ayache, Hervé Delingette | Published: 2022-06-07
Attack Methods against DFL
Privacy Assessment
Membership Inference

Defense Against Gradient Leakage Attacks via Learning to Obscure Data

Authors: Yuxuan Wan, Han Xu, Xiaorui Liu, Jie Ren, Wenqi Fan, Jiliang Tang | Published: 2022-06-01
Attack Methods against DFL
Privacy Assessment
Poisoning

Federated Learning in Non-IID Settings Aided by Differentially Private Synthetic Data

Authors: Huancheng Chen, Haris Vikalo | Published: 2022-06-01 | Updated: 2023-04-20
Training Protocol
Privacy Assessment
Poisoning