Robustness bounds on the successful adversarial examples in probabilistic models: Implications from Gaussian processes

Hiroaki Maeshima, Akira Otsuka

Adversarial example (AE) is an attack method for machine learning, which is crafted by adding imperceptible perturbation to the data inducing misclassification. In the current pape…