Get Global Guarantees: On the Probabilistic Nature of Perturbation Robustness

Wenchuan Mu, Kwan Hui Lim

In safety-critical deep learning applications, robustness measures the ability of neural models that handle imperceptible perturbations in input data, which may lead to potential s…