Reference

Trainable Calibration Measures for Neural Networks from Kernel Mean Embeddings, Aviral Kumar, Sunita Sarawagi, Ujjwal Jain. International Conference on Machine Learning(2018)

Abstract

Modern neural networks have recently been found to be poorly calibrated, primarily in the direction of over-confidence. Methods like entropy penalty and temperature smoothing improve calibration by...