3 papers
cs.NI2026
Lightweight GenAI for Network Traffic Synthesis: Fidelity, Augmentation, and Classification
Giampaolo Bovenzi, Domenico Ciuonzo, Jonatan Krolikowski +4
Accurate Network Traffic Classification (NTC) is increasingly constrained by limited labeled data and strict privacy requirements. While Network Traffic Generation (NTG) provides a…
cs.NI2026
From Prompts to Packets: A View from the Network on ChatGPT, Copilot, and Gemini
Antonio Montieri, Alfredo Nascita, Antonio Pescapè
GenAI chatbots are now pervasive in digital ecosystems, fundamentally reshaping user interactions over the Internet. Their reliance on an always-online, cloud-centric operating mod…
cs.NI2025
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…