Privacy Enhancing Technology

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

A Framework for Verifiable and Auditable Federated Anomaly Detection

Authors: Gabriele Santin, Inna Skarbovsky, Fabiana Fournier, Bruno Lepri | Published: 2022-03-15
Training Protocol
Privacy Enhancing Technology
Blockchain Integration

The Right to be Forgotten in Federated Learning: An Efficient Realization with Rapid Retraining

Authors: Yi Liu, Lei Xu, Xingliang Yuan, Cong Wang, Bo Li | Published: 2022-03-14
Training Protocol
Privacy Enhancing Technology
Optimization Methods

One Parameter Defense — Defending against Data Inference Attacks via Differential Privacy

Authors: Dayong Ye, Sheng Shen, Tianqing Zhu, Bo Liu, Wanlei Zhou | Published: 2022-03-13
Privacy Enhancing Technology
Membership Inference
Defense Method

Differentially Private Label Protection in Split Learning

Authors: Xin Yang, Jiankai Sun, Yuanshun Yao, Junyuan Xie, Chong Wang | Published: 2022-03-04
Trade-off Analysis
Privacy Enhancing Technology
Label

Trends in Blockchain and Federated Learning for Data Sharing in Distributed Platforms

Authors: Haemin Lee, Joongheon Kim | Published: 2021-07-19
Privacy Enhancing Technology
Blockchain
Federated Learning

Longitudinal Compliance Analysis of Android Applications with Privacy Policies

Authors: Saad Sajid Hashmi, Nazar Waheed, Gioacchino Tangari, Muhammad Ikram, Stephen Smith | Published: 2021-06-18 | Updated: 2021-07-28
Data Collection
Data Leakage
Privacy Enhancing Technology

Optimal Accounting of Differential Privacy via Characteristic Function

Authors: Yuqing Zhu, Jinshuo Dong, Yu-Xiang Wang | Published: 2021-06-16 | Updated: 2022-05-31
Privacy Enhancing Technology
Convergence analysis
Optimization Problem