Maria-Irina Nicolae

Adversarial Phenomenon in the Eyes of Bayesian Deep Learning

2017 · arXiv (Cornell University)

Deep Learning models are vulnerable to adversarial examples, i.e.\ images obtained via deliberate imperceptible perturbations, such that the model misclassifies them with high confidence. However, class confidence by itself is an incomplete picture of uncertainty. …