Privacy Enhancing Technology

DPack: Efficiency-Oriented Privacy Budget Scheduling

Authors: Pierre Tholoniat, Kelly Kostopoulou, Mosharaf Chowdhury, Asaf Cidon, Roxana Geambasu, Mathias Lécuyer, Junfeng Yang | Published: 2022-12-26 | Updated: 2024-10-10
Scheduling Method
Privacy Enhancing Technology
Optimization Methods

SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning

Authors: Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella-Béguelin | Published: 2022-12-21 | Updated: 2023-04-20
Data Privacy Assessment
Privacy Enhancing Technology
Membership Inference

Learned Systems Security

Authors: Roei Schuster, Jin Peng Zhou, Thorsten Eisenhofer, Paul Grubbs, Nicolas Papernot | Published: 2022-12-20 | Updated: 2023-01-10
Backdoor Attack
Privacy Enhancing Technology
Poisoning

Mobile Augmented Reality with Federated Learning in the Metaverse

Authors: Xinyu Zhou, Jun Zhao | Published: 2022-12-16 | Updated: 2023-11-07
Data Collection
Privacy Enhancing Technology
Optimization Methods

Do you pay for Privacy in Online learning?

Authors: Amartya Sanyal, Giorgia Ramponi | Published: 2022-10-10
Online Learning
Privacy Enhancing Technology

mPSAuth: Privacy-Preserving and Scalable Authentication for Mobile Web Applications

Authors: David Monschein, Oliver P. Waldhorst | Published: 2022-10-07
Privacy Enhancing Technology
User Behavior Analysis
Threat Model

Data Provenance via Differential Auditing

Authors: Xin Mu, Ming Pang, Feida Zhu | Published: 2022-09-04
Data Origins and Evolution
Privacy Enhancing Technology
Model Performance Evaluation

Exploiting Fairness to Enhance Sensitive Attributes Reconstruction

Authors: Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Mohamed Siala | Published: 2022-09-02
Privacy Enhancing Technology
Experimental Validation
Adversarial Attack Methods

MUD-PQFed: Towards Malicious User Detection in Privacy-Preserving Quantized Federated Learning

Authors: Hua Ma, Qun Li, Yifeng Zheng, Zhi Zhang, Xiaoning Liu, Yansong Gao, Said F. Al-Sarawi, Derek Abbott | Published: 2022-07-19
Attack Methods against DFL
Privacy Enhancing Technology
Poisoning

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