Search Results for author: Mirco Marchetti

Found 3 papers, 1 papers with code

Problem space structural adversarial attacks for Network Intrusion Detection Systems based on Graph Neural Networks

1 code implementation18 Mar 2024 Andrea Venturi, Dario Stabili, Mirco Marchetti

Machine Learning (ML) algorithms have become increasingly popular for supporting Network Intrusion Detection Systems (NIDS).

Network Intrusion Detection

Exploring the consequences of cyber attacks on Powertrain Cyber Physical Systems

no code implementations1 Feb 2022 Dario Stabili, Raffaele Romagnoli, Mirco Marchetti, Bruno Sinopoli, Michele Colajanni

This paper proposes a novel approach for the study of cyber-attacks against the powertrain of a generic vehicle.

Hardening Random Forest Cyber Detectors Against Adversarial Attacks

no code implementations9 Dec 2019 Giovanni Apruzzese, Mauro Andreolini, Michele Colajanni, Mirco Marchetti

The experimental results on millions of labelled network flows show that the new detector has a twofold value: it outperforms state-of-the-art detectors that are subject to adversarial attacks; it exhibits robust results both in adversarial and non-adversarial scenarios.

BIG-bench Machine Learning Intrusion Detection

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