Posterior Uncertainty Quantification in Neural Networks using Data Augmentation

Luhuan Wu, Sinead Williamson

In this paper, we approach the problem of uncertainty quantification in deep learning through a predictive framework, which captures uncertainty in model parameters by specifying o…