Characterizing Model Robustness via Natural Input Gradients

Adrián Rodríguez-Muñoz, Tongzhou Wang, Antonio Torralba

Adversarially robust models are locally smooth around each data sample so that small perturbations cannot drastically change model outputs. In modern systems, such smoothness is us…