78 citations · 205 across the 34 of their papers we have counts for
9 papers · 1 filter
Knowledge Transfer for Collaborative Misbehavior Detection in Untrusted Vehicular Environments
Roshan Sedar, Charalampos Kalalas, Paolo Dini +3
Vehicular mobility underscores the need for collaborative misbehavior detection at the vehicular edge. However, locally trained misbehavior detection models are susceptible to adve…
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…
Federated Spatial Reuse Optimization in Next-Generation Decentralized IEEE 802.11 WLANs
Francesc Wilhelmi, Jernej Hribar, Selim F. Yilmaz +10
As wireless standards evolve, more complex functionalities are introduced to address the increasing requirements in terms of throughput, latency, security, and efficiency. To unlea…
End-to-End Latency Analysis and Optimal Block Size of Proof-of-Work Blockchain Applications
Francesc Wilhelmi, Sergio Barrachina-Muñoz, Paolo Dini
Due to the increasing interest in blockchain technology for fostering secure, auditable, decentralized applications, a set of challenges associated with this technology need to be…
Distributed Deep Reinforcement Learning for Functional Split Control in Energy Harvesting Virtualized Small Cells
Dagnachew Azene Temesgene, Marco Miozzo, Deniz Gündüz +1
To meet the growing quest for enhanced network capacity, mobile network operators (MNOs) are deploying dense infrastructures of small cells. This, in turn, increases the power cons…
Recurrent Neural Networks for Handover Management in Next-Generation Self-Organized Networks
Zoraze Ali, Marco Miozzo, Lorenza Giupponi +3
In this paper, we discuss a handover management scheme for Next Generation Self-Organized Networks. We propose to extract experience from full protocol stack data, to make smart ha…
Optimal Placement of Baseband Functions for Energy Harvesting Virtual Small Cells
Dagnachew A. Temesgene, Nicola Piovesan, Marco Miozzo +1
Flexible functional split in Cloud Radio Access Network (CRAN) greatly overcomes fronthaul capacity and latency challenges. In such architecture, part of the baseband processing is…
Energy sustainable paradigms and methods for future mobile networks: A survey
Nicola Piovesan, Angel Fernandez Gambin, Marco Miozzo +2
In this survey, we discuss the role of energy in the design of future mobile networks and, in particular, we advocate and elaborate on the use of energy harvesting (EH) hardware as…
Interworking Scheme Using Optimized SIP Mobility for MultiHomed Mobile Nodes in Wireless Heterogeneous Networks
Paolo Dini, Jaume Nin-Guerrero, Josep Mangues-Bafalluy +2
Nowadays, mobile users wish to use their multi-interface mobile devices to access the Internet through network points of attachment (PoA) based on heterogeneous wireless technologi…