2 papers
cs.LG2025
Reliable Vertical Federated Learning in 5G Core Network Architecture
Mohamad Mestoukirdi, Mourad Khanfouci
This work proposes a new algorithm to mitigate model generalization loss in Vertical Federated Learning (VFL) operating under client reliability constraints within 5G Core Networks…
cs.LG2023
User-Centric Federated Learning: Trading off Wireless Resources for Personalization
Mohamad Mestoukirdi, Matteo Zecchin, David Gesbert +1
Statistical heterogeneity across clients in a Federated Learning (FL) system increases the algorithm convergence time and reduces the generalization performance, resulting in a lar…