Generative Posterior Networks for Approximately Bayesian Epistemic Uncertainty Estimation

Melrose Roderick, Felix Berkenkamp, Fatemeh Sheikholeslami +1

In many real-world problems, there is a limited set of training data, but an abundance of unlabeled data. We propose a new method, Generative Posterior Networks (GPNs), that uses u…