Mix-n-Match : Ensemble and Compositional Methods for Uncertainty Calibration in Deep Learning

Jize Zhang, Bhavya Kailkhura, T. Yong-Jin Han

Abstract: This paper studies the problem of post-hoc calibration of machine learning classifiers. We introduce the following desiderata for uncertainty calibration: (a) accuracy-preserving, (b) data-efficien...