Search Results for author: Alessandro Finamore

Found 7 papers, 0 papers with code

How Much is Enough? A Study on Diffusion Times in Score-based Generative Models

no code implementations10 Jun 2022 Giulio Franzese, Simone Rossi, Lixuan Yang, Alessandro Finamore, Dario Rossi, Maurizio Filippone, Pietro Michiardi

Score-based diffusion models are a class of generative models whose dynamics is described by stochastic differential equations that map noise into data.

A Lightweight, Efficient and Explainable-by-Design Convolutional Neural Network for Internet Traffic Classification

no code implementations11 Feb 2022 Kevin Fauvel, Alessandro Finamore, Fuxing Chen, Dario Rossi

Traffic classification, i. e. the identification of the type of applications flowing in a network, is a strategic task for numerous activities (e. g., intrusion detection, routing).

Intrusion Detection Traffic Classification

Accelerating Deep Learning Classification with Error-controlled Approximate-key Caching

no code implementations13 Dec 2021 Alessandro Finamore, James Roberts, Massimo Gallo, Dario Rossi

While Deep Learning (DL) technologies are a promising tool to solve networking problems that map to classification tasks, their computational complexity is still too high with respect to real-time traffic measurements requirements.

Classification

A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification

no code implementations9 Jul 2021 Giampaolo Bovenzi, Lixuan Yang, Alessandro Finamore, Giuseppe Aceto, Domenico Ciuonzo, Antonio Pescapè, Dario Rossi

The recent popularity growth of Deep Learning (DL) re-ignited the interest towards traffic classification, with several studies demonstrating the accuracy of DL-based classifiers to identify Internet applications' traffic.

class-incremental learning Incremental Learning +1

FENXI: Deep-learning Traffic Analytics at the Edge

no code implementations25 May 2021 Massimo Gallo, Alessandro Finamore, Gwendal Simon, Dario Rossi

The design of FENXI decouples forwarding operations and traffic analytics which operates at different granularities i. e., packet and flow levels.

Back in control -- An extensible middle-box on your phone

no code implementations14 Dec 2020 James Newman, Abbas Razaghpanah, Narseo Vallina-Rodriguez, Fabian E. Bustamante, Mark Allman, Diego Perino, Alessandro Finamore

The closed design of mobile devices -- with the increased security and consistent user interfaces -- is in large part responsible for their becoming the dominant platform for accessing the Internet.

Networking and Internet Architecture

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