Uncertainty Quantification for Deep Learning

Peter Jan van Leeuwen, J. Christine Chiu, C. Kevin Yang

We present a critical survey on the consistency of uncertainty quantification used in deep learning and highlight partial uncertainty coverage and many inconsistencies. We then pro…