Protecting deep learning algorithms from model theft

• Main Author: Pang, Song Chen
• Other Authors: Lam Siew Kei
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Deep neural networks
• Online Access: https://hdl.handle.net/10356/181174
• Institution: Nanyang Technological University

The rise of Deep Neural Network architectures deployed on edge Field Programmable Gate Arrays has introduced new security challenges. Such attacks can potentially reverse-engineer models, compromising their confidentiality and integrity. In this report, we present a defence mechanism aimed at...