Pareto-Secure Machine Learning (PSML): Fingerprinting and Securing Inference Serving Systems

no code implementations • 3 Jul 2023 • Debopam Sanyal, Jui-Tse Hung, Manav Agrawal, Prahlad Jasti, Shahab Nikkhoo, Somesh Jha, Tianhao Wang, Sibin Mohan, Alexey Tumanov

Second, we counter the proposed attack with a noise-based defense mechanism that thwarts fingerprinting by adding noise to the specified performance metrics.

Model extraction