Beyond Lipschitz: Data-Driven Robustness via Discrete Modulus of Continuity

Jürgen Dölz, Michael Multerer, Michele Palma

Robustness of neural networks is commonly quantified via local or global Lipschitz constants. However, Lipschitz continuity can be overly coarse or overly restrictive as global rob…