Defending against model extraction attacks via watermark-based method with knowledge distillation

• Main Author: Zhang, Siting
• Other Authors: Chang Chip Hong
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Engineering
• Online Access: https://hdl.handle.net/10356/176640
• Institution: Nanyang Technological University

Developing deep neural network (DNN) models often requires significant investment in computational resources, expertise, and vast amount of data. The increasing popularity of Machine Learning as a Service (MLaaS) offers convenient access to these powerful models, but it also raises concerns about In...