363 citations · 603 across the 8 of their papers we have counts for
4 papers · 1 filter
Introducing Packet-Level Analysis in Programmable Data Planes to Advance Network Intrusion Detection
Roberto Doriguzzi-Corin, Luis Augusto Dias Knob, Luca Mendozzi +2
Programmable data planes offer precise control over the low-level processing steps applied to network packets, serving as a valuable tool for analysing malicious flows in the field…
FLAD: Adaptive Federated Learning for DDoS Attack Detection
Roberto Doriguzzi-Corin, Domenico Siracusa
Federated Learning (FL) has been recently receiving increasing consideration from the cybersecurity community as a way to collaboratively train deep learning models with distribute…
GADoT: GAN-based Adversarial Training for Robust DDoS Attack Detection
Maged Abdelaty, Sandra Scott-Hayward, Roberto Doriguzzi-Corin +1
Machine Learning (ML) has proven to be effective in many application domains. However, ML methods can be vulnerable to adversarial attacks, in which an attacker tries to fool the c…
LUCID: A Practical, Lightweight Deep Learning Solution for DDoS Attack Detection
Roberto Doriguzzi-Corin, Stuart Millar, Sandra Scott-Hayward +2
Distributed Denial of Service (DDoS) attacks are one of the most harmful threats in today's Internet, disrupting the availability of essential services. The challenge of DDoS detec…