SafeFL: MPC-friendly framework for private and robust federated learning

T Gehlhar, F Marx, T Schneider… - 2023 IEEE Security …, 2023 - ieeexplore.ieee.org
Federated learning (FL) has gained widespread popularity in a variety of industries due to its
ability to locally train models on devices while preserving privacy. However, FL systems are …

Enhancing federated learning robustness through randomization and mixture

S Nabavirazavi, R Taheri, SS Iyengar - Future Generation Computer …, 2024 - Elsevier
Protecting data privacy is a significant challenge in machine learning (ML), and federated
learning (FL) has emerged as a decentralized learning solution to address this issue …