Uniform convergence of the smooth calibration error and its relationship with functional gradient

Futoshi Futami, Atsushi Nitanda

Calibration is a critical requirement for reliable probabilistic prediction, especially in high-risk applications. However, the theoretical understanding of which learning algorith…