Calibrated and Sharp Uncertainties in Deep Learning via Density Estimation

Volodymyr Kuleshov, Shachi Deshpande

Abstract: Accurate probabilistic predictions can be characterized by two properties{—}calibration and sharpness. However, standard maximum likelihood training yields models that are poorly calibrated and thu...