Privacy Enhancing Technology

Towards Privacy-Preserving Neural Architecture Search

Authors: Fuyi Wang, Leo Yu Zhang, Lei Pan, Shengshan Hu, Robin Doss | Published: 2022-04-22
Privacy Protection Method
Privacy Enhancing Technology
Model Design

Homomorphic Encryption and Federated Learning based Privacy-Preserving CNN Training: COVID-19 Detection Use-Case

Authors: Febrianti Wibawa, Ferhat Ozgur Catak, Salih Sarp, Murat Kuzlu, Umit Cali | Published: 2022-04-16
Privacy Enhancing Technology
Cryptographic Protocol
Machine Learning Method

Just Fine-tune Twice: Selective Differential Privacy for Large Language Models

Authors: Weiyan Shi, Ryan Shea, Si Chen, Chiyuan Zhang, Ruoxi Jia, Zhou Yu | Published: 2022-04-15 | Updated: 2022-10-27
Privacy Enhancing Technology
Machine Learning Application
Secret Detector

Distributed learning optimisation of Cox models can leak patient data: Risks and solutions

Authors: Carsten Brink, Christian Rønn Hansen, Matthew Field, Gareth Price, David Thwaites, Nis Sarup, Uffe Bernchou, Lois Holloway | Published: 2022-04-12
Privacy Enhancing Technology
Machine Learning Application

User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition in Federated Learning

Authors: Tiantian Feng, Raghuveer Peri, Shrikanth Narayanan | Published: 2022-04-05 | Updated: 2022-05-17
Privacy Protection Mechanism
Privacy Enhancing Technology
Privacy Assessment

Leveraging Disentangled Representations to Improve Vision-Based Keystroke Inference Attacks Under Low Data

Authors: John Lim, Jan-Michael Frahm, Fabian Monrose | Published: 2022-04-05
Dataset Generation
Privacy Enhancing Technology
Machine Learning

Production of Categorical Data Verifying Differential Privacy: Conception and Applications to Machine Learning

Authors: Héber H. Arcolezi | Published: 2022-04-02
Privacy Enhancing Protocol
Privacy Enhancing Technology
Privacy Assessment

Privacy-Preserving Aggregation in Federated Learning: A Survey

Authors: Ziyao Liu, Jiale Guo, Wenzhuo Yang, Jiani Fan, Kwok-Yan Lam, Jun Zhao | Published: 2022-03-31 | Updated: 2022-07-13
Privacy Enhancing Protocol
Privacy Enhancing Technology
Poisoning

Cancellable Template Design for Privacy-Preserving EEG Biometric Authentication Systems

Authors: Min Wang, Song Wang, Jiankun Hu | Published: 2022-03-31
EEG Biometrics
Privacy Enhancing Technology
Signal Analysis

Semi-FedSER: Semi-supervised Learning for Speech Emotion Recognition On Federated Learning using Multiview Pseudo-Labeling

Authors: Tiantian Feng, Shrikanth Narayanan | Published: 2022-03-15
Dataset evaluation
Privacy Enhancing Technology
Semi-Supervised Learning