$L_2$-Regularized Empirical Risk Minimization Guarantees Small Smooth Calibration Error

Masahiro Fujisawa, Futoshi Futami

Calibration of predicted probabilities is critical for reliable machine learning, yet it is poorly understood how standard training procedures yield well-calibrated models. This wo…