Practical side-channel based model extraction attack on tree-based machine learning algorithm

• Main Authors: Jap, Dirmanto, Yli-Mäyry, Ville, Ito, Akira, Ueno, Rei, Bhasin, Shivam, Homma, Naofumi
• Other Authors: 1st ACNS Workshop on Artificial Intelligence in Hardware Security (AIHWS 2020)
• Format: Conference or Workshop Item
• Language: English
• Published: 2021
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Machine Learning Algorithms; Side-channel Attacks
• Online Access: https://hdl.handle.net/10356/147425
• Institution: Nanyang Technological University

Machine learning algorithms have been widely applied to solve various type of problems and applications. Among those, decision tree based algorithms have been considered for small Internet-of-Things (IoT) implementation, due to their simplicity. It has been shown in a recent publication, that Bonsai...