Scalable Lipschitz Estimation for CNNs

no code implementations • 27 Mar 2024 • Yusuf Sulehman, Tingting Mu

We prove an upper-bound on the Lipschitz constant of the larger block in terms of the Lipschitz constants of the smaller blocks.

Adversarial Robustness

Data-driven Approaches to Surrogate Machine Learning Model Development

no code implementations • 6 Oct 2022 • H. Rhys Jones, Tingting Mu, Andrei C. Popescu, Yusuf Sulehman

Each of these methods have seen widespread use in the field of machine learning, however, here we apply them specifically to surrogate machine learning model development.

Data Augmentation Transfer Learning