activity
20172022
most citedWhy should we add early exits to neural networks?

109 citations · 176 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2022★ 1 cited

AFAFed -- Protocol analysis

Enzo Baccarelli, Michele Scarpiniti, Alireza Momenzadeh +1

In this paper, we design, analyze the convergence properties and address the implementation aspects of AFAFed. This is a novel Asynchronous Fair Adaptive Federated learning framewo…

cs.AI2021

Gomoku: analysis of the game and of the player Wine

Lorenzo Piazzo, Michele Scarpiniti, Enzo Baccarelli

Gomoku, also known as five in a row, is a classical board game, ideally suited for quickly testing novel Artificial Intelligence (AI) techniques. With the aim of facilitating a dev…

cs.NE2020★ 109 cited

Why should we add early exits to neural networks?

Simone Scardapane, Michele Scarpiniti, Enzo Baccarelli +1

Deep neural networks are generally designed as a stack of differentiable layers, in which a prediction is obtained only after running the full stack. Recently, some contributions h…

cs.NI2019★ 40 cited

EcoMobiFog -- Design and Dynamic Optimization of a 5G Mobile-Fog-Cloud Multi-Tier Ecosystem for the Real-Time Distributed Execution of Stream Applications

Enzo Baccarelli, Michele Scarpiniti, Alireza Momenzadeh

The emerging 5G paradigm will enable multi-radio smartphones to run high-rate stream applications. However, since current smartphones remain resource and battery-limited, the 5G er…

cs.NI2018★ 26 cited

Fog-supported delay-constrained energy-saving live migration of VMs over MultiPath TCP/IP 5G connections

Enzo Baccarelli, Michele Scarpiniti, Alireza Momenzadeh

The incoming era of the Fifth-Generation Fog Computing-supported Radio Access Networks (shortly, 5G FOGRANs) aims at exploiting computing/networking resource virtualization, in ord…

cs.NI2017

Bandwidth management VMs live migration in wireless fog computing for 5G networks

Danilo Amendola, Nicola Cordeschi, Enzo Baccarelli

Live virtual machine migration aims at enabling the dynamic balanced use of the networking/computing physical resources of virtualized data-centers, so to lead to reduced energy co…