1 citations · 1 across the 6 of their papers we have counts for
7 papers
The Implications of Decentralization in Blockchained Federated Learning: Evaluating the Impact of Model Staleness and Inconsistencies
Francesc Wilhelmi, Nima Afraz, Elia Guerra +1
Blockchain promises to enhance distributed machine learning (ML) approaches such as federated learning (FL) by providing further decentralization, security, immutability, and trust…
Towards Energy-Aware Federated Traffic Prediction for Cellular Networks
Vasileios Perifanis, Nikolaos Pavlidis, Selim F. Yilmaz +6
Cellular traffic prediction is a crucial activity for optimizing networks in fifth-generation (5G) networks and beyond, as accurate forecasting is essential for intelligent network…
On the Decentralization of Blockchain-enabled Asynchronous Federated Learning
Francesc Wilhelmi, Elia Guerra, Paolo Dini
Federated learning (FL), thanks in part to the emergence of the edge computing paradigm, is expected to enable true real-time applications in production environments. However, its…
Analysis and Evaluation of Synchronous and Asynchronous FLchain
Francesc Wilhelmi, Lorenza Giupponi, Paolo Dini
Motivated by the heterogeneous nature of devices participating in large-scale Federated Learning (FL) optimization, we focus on an asynchronous server-less FL solution empowered by…
Blockchain-enabled Network Sharing for O-RAN in 5G and Beyond
Lorenza Giupponi, Francesc Wilhelmi
The innovation provided by network virtualization in 5G, together with standardization and openness boosted by the Open Radio Access Network (O-RAN) Alliance, has paved the way to…
On the Performance of Blockchain-enabled RAN-as-a-service in Beyond 5G Networks
Francesc Wilhelmi, Lorenza Giupponi
Blockchain (BC) technology can revolutionize the future of communications by enabling decentralized and open sharing networks. In this paper, we propose the application of BC to fa…
Discrete-Time Analysis of Wireless Blockchain Networks
Francesc Wilhelmi, Lorenza Giupponi
Blockchain (BC) technology can revolutionize future networks by providing a distributed, secure, and unalterable way to boost collaboration among operators, users, and other stakeh…