3 citations · 4 across the 8 of their papers we have counts for
8 papers
Resource-aware Deployment of Dynamic DNNs over Multi-tiered Interconnected Systems
Chetna Singhal, Yashuo Wu, Francesco Malandrino +2
The increasing pervasiveness of intelligent mobile applications requires to exploit the full range of resources offered by the mobile-edge-cloud network for the execution of infere…
Eavesdropping with Intelligent Reflective Surfaces: Near-Optimal Configuration Cycling
Francesco Malandrino, Alessandro Nordio, Carla Fabiana Chiasserini
Intelligent reflecting surfaces (IRSs) have several prominent advantages, including improving the level of wireless communication security and privacy. In this work, we focus on th…
Dependable Distributed Training of Compressed Machine Learning Models
Francesco Malandrino, Giuseppe Di Giacomo, Marco Levorato +1
The existing work on the distributed training of machine learning (ML) models has consistently overlooked the distribution of the achieved learning quality, focusing instead on its…
Performance and EMF Exposure Trade-offs in Human-centric Cell-free Networks
Francesco Malandrino, Emma Chiaramello, Marta Parazzini +1
In cell-free wireless networks, multiple connectivity options and technologies are available to serve each user. Traditionally, such options are ranked and selected solely based on…
How Close to the Edge? Delay/utilization tradeoffs in MEC
Francesco Malandrino, Scott Kirkpatrick, Carla-Fabiana Chiasserini
Virtually all of the rapidly increasing data traffic consumed by mobile users requires some kind of processing, normally performed at cloud servers. A recent thrust, {\em mobile ed…
The Impact of Vehicular Traffic Demand on 5G Caching Architectures: a Data-Driven Study
Francesco Malandrino, Carla-Fabiana Chiasserini, Scott Kirkpatrick
The emergence of in-vehicle entertainment systems and self-driving vehicles, and the latter's need for high-resolution, up-to-date maps, will bring a further increase in the amount…