Privacy Enhancing Technology

Impact of using a privacy model on smart buildings data for CO2 prediction

Authors: Marlon P. da Silva, Henry C. Nunes, Charles V. Neu, Luana T. Thomas, Avelino F. Zorzo, Charles Morisset | Published: 2023-06-01
CO2 Identification Model
Data Privacy Assessment
Privacy Enhancing Technology

Differential Privacy with Random Projections and Sign Random Projections

Authors: Ping Li, Xiaoyun Li | Published: 2023-05-22 | Updated: 2023-06-13
Data Privacy Assessment
Privacy Enhancing Technology
Watermark Evaluation

When approximate design for fast homomorphic computation provides differential privacy guarantees

Authors: Arnaud Grivet Sébert, Martin Zuber, Oana Stan, Renaud Sirdey, Cédric Gouy-Pailler | Published: 2023-04-06
Watermarking
Privacy Enhancing Technology
Machine Learning Method

Side Channel-Assisted Inference Leakage from Machine Learning-based ECG Classification

Authors: Jialin Liu, Ning Miao, Chongzhou Fang, Houman Homayoun, Han Wang | Published: 2023-04-04
Cyber Attack
Privacy Enhancing Technology
Attack Method

On Mitigating the Utility-Loss in Differentially Private Learning: A new Perspective by a Geometrically Inspired Kernel Approach

Authors: Mohit Kumar, Bernhard A. Moser, Lukas Fischer | Published: 2023-04-03 | Updated: 2024-02-07
Privacy Enhancing Technology
Machine Learning Method
Regularization

Score Attack: A Lower Bound Technique for Optimal Differentially Private Learning

Authors: T. Tony Cai, Yichen Wang, Linjun Zhang | Published: 2023-03-13
Privacy Enhancing Technology
Risk Assessment Method
Convergence Property

From Noisy Fixed-Point Iterations to Private ADMM for Centralized and Federated Learning

Authors: Edwige Cyffers, Aurélien Bellet, Debabrota Basu | Published: 2023-02-24 | Updated: 2023-07-12
Privacy Enhancing Technology
Convergence Analysis
Fixed Point Iteration Method

WW-FL: Secure and Private Large-Scale Federated Learning

Authors: Felix Marx, Thomas Schneider, Ajith Suresh, Tobias Wehrle, Christian Weinert, Hossein Yalame | Published: 2023-02-20 | Updated: 2025-10-14
Trigger Detection
Privacy Enhancing Technology
Poisoning

Certified private data release for sparse Lipschitz functions

Authors: Konstantin Donhauser, Johan Lokna, Amartya Sanyal, March Boedihardjo, Robert Hönig, Fanny Yang | Published: 2023-02-19 | Updated: 2023-08-28
Watermarking
Privacy Enhancing Technology
Model Performance Evaluation

Marich: A Query-efficient Distributionally Equivalent Model Extraction Attack using Public Data

Authors: Pratik Karmakar, Debabrota Basu | Published: 2023-02-16 | Updated: 2023-10-18
Privacy Enhancing Technology
Model Performance Evaluation
Model Extraction Attack