68 citations · 102 across the 7 of their papers we have counts for
3 papers · 1 filter
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…
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…