215 citations · 1.1k across the 21 of their papers we have counts for
21 papers
Lightweight GenAI for Network Traffic Generation: Fidelity, Augmentation, and Classification
Giampaolo Bovenzi, Domenico Ciuonzo, Jonatan Krolikowski +4
Network Traffic Classification (NTC) increasingly relies on data-driven models, yet its practical deployment is often constrained by limited labeled data, strict privacy requiremen…
Mapping the Landscape of Generative AI in Network Monitoring and Management
Giampaolo Bovenzi, Francesco Cerasuolo, Domenico Ciuonzo +5
Generative Artificial Intelligence (GenAI) models such as LLMs, GPTs, and Diffusion Models have recently gained widespread attention from both the research and the industrial commu…
Distributed Detection Fusion in Clustered Sensor Networks over Multiple Access Fading Channels
Sami Aldalahmeh, Domenico Ciuonzo
In this paper, we tackle decision fusion for distributed detection in a randomly-deployed clustered wireless sensor networks (WSNs) operating over a non-ideal multiple access chann…
A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification
Giampaolo Bovenzi, Lixuan Yang, Alessandro Finamore +4
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 t…
Wideband Collaborative Spectrum Sensing using Massive MIMO Decision Fusion
I. Dey, D. Ciuonzo, P. Salvo Rossi
In this paper, in order to tackle major challenges of spectrum exploration \& allocation in Cognitive Radio (CR) networks, we apply the general framework of Decision Fusion (DF) to…
On Time-Reversal Imaging by Statistical Testing
D. Ciuonzo
This letter is focused on the design and analysis of computational wideband time-reversal imaging algorithms, designed to be adaptive with respect to the noise levels pertaining to…