Maico Cassel Dos Santos, Tianyu Jia, et al.
ICCAD 2022
We propose SoCurity, the first NoC counter-based hardware monitoring approach for enhancing heterogeneous SoC security. With SoCurity, we develop a fast, lightweight anomalous activity detection system leveraging semi-supervised machine learning models that require no prior attack knowledge for detecting anomalies. We demonstrate our techniques with a case study on a real SoC for a connected autonomous vehicle system and find up to 96% detection accuracy.
Maico Cassel Dos Santos, Tianyu Jia, et al.
ICCAD 2022
Hazar Yueksel, Ramon Bertran, et al.
MLSys 2020
Aporva Amarnath, Subhankar Pal, et al.
IEEE Computer Architecture Letters
Alper Buyuktosunoglu, David Trilla Rodriguez, et al.
HPCA 2024