Unlabelled Data Improves Bayesian Uncertainty Calibration under Covariate Shift

Alex J. Chan, Ahmed M. Alaa, Zhaozhi Qian +1

Modern neural networks have proven to be powerful function approximators, providing state-of-the-art performance in a multitude of applications. They however fall short in their ab…