Privacy Enhancing Technology

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
2022.04.12 2025.05.28
Literature Database

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
2022.04.05 2025.05.28
Literature Database

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
2022.04.05 2025.05.28
Literature Database

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
2022.04.02 2025.05.28
Literature Database

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
2022.03.31 2025.05.28
Literature Database

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
2022.03.31 2025.05.28
Literature Database

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
2022.03.15 2025.05.28
Literature Database

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
2022.03.15 2025.05.28
Literature Database

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
2022.03.14 2025.05.28
Literature Database

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
2022.03.13 2025.05.28
Literature Database
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