Can I read Byzantine-Robust and Communication-Efficient Personalized Federated Learning on EtoBox?

Byzantine-Robust and Communication-Efficient Personalized Federated Learning by 8zb05lz7j is a document available to read on EtoBox.

What is Byzantine-Robust and Communication-Efficient Personalized Federated Learning about?

This paper presents a projected stochastic gradient descent algorithm for Byzantine-robust and communication-efficient personalized federated learning (PFL), addressing the challenges of data heterogeneity and Byzantine worker attacks. The proposed method incorporates an adaptive threshold-selecting strategy for robust aggregation and employs random communication to enhance efficiency, allowing multiple local updates per communication round. Numerical experiments demonstrate the algorithm

Author

8zb05lz7j

Language

EN