A review of privacy-preserving biometric identification and authentication protocols

L Zeng, P Shen, X Zhu, X Tian, C Chen - Computers & Security, 2025 - Elsevier
Biometrics now play a crucial role in user identification and authentication. However, storing
biometric features in plaintext and conducting authentication without protection pose a risk of …

Federated learning for biometric recognition: a survey

J Guo, H Mu, X Liu, H Ren, C Han - Artificial Intelligence Review, 2024 - Springer
Recently, deep learning (DL) has achieved great success in biometric recognition. The
application of DL has also led to a high demand for biometric data. However, as people …

A Survey on Federated Learning in Human Sensing

M Li, M Gjoreski, P Barbiero, G Slapničar… - arXiv preprint arXiv …, 2025 - arxiv.org
Human Sensing, a field that leverages technology to monitor human activities, psycho-
physiological states, and interactions with the environment, enhances our understanding of …

Towards Reliable Federated Learning Using Blockchain-Based Reverse Auctions and Reputation Incentives

K Ouyang, J Yu, X Cao, Z Liao - Symmetry, 2023 - mdpi.com
In recent years, the explosion of big data has presented unparalleled opportunities for the
advancement of machine learning (ML). However, the vast size and sensitive nature of these …