TFE-GNN: A Temporal Fusion Encoder Using Graph Neural Networks for Fine-grained Encrypted Traffic Classification

no code implementations • 31 Jul 2023 • Haozhen Zhang, Le Yu, Xi Xiao, Qing Li, Francesco Mercaldo, Xiapu Luo, Qixu Liu

Encrypted traffic classification is receiving widespread attention from researchers and industrial companies.

graph construction Traffic Classification

Towards Resilient Artificial Intelligence: Survey and Research Issues

no code implementations • 18 Sep 2021 • Oliver Eigner, Sebastian Eresheim, Peter Kieseberg, Lukas Daniel Klausner, Martin Pirker, Torsten Priebe, Simon Tjoa, Fiammetta Marulli, Francesco Mercaldo

Artificial intelligence (AI) systems are becoming critical components of today's IT landscapes.

BIG-bench Machine Learning

On the Effectiveness of System API-Related Information for Android Ransomware Detection

no code implementations • 24 May 2018 • Michele Scalas, Davide Maiorca, Francesco Mercaldo, Corrado Aaron Visaggio, Fabio Martinelli, Giorgio Giacinto

The attained results showed that systems based on System API could detect ransomware and generic malware with very good accuracy, comparable to systems that employed more complex information.

Android Malware Detection Malware Detection