Efficient Uncertainty Quantification and Reduction for Over-Parameterized Neural Networks

Ziyi Huang, Henry Lam, Haofeng Zhang

Uncertainty quantification (UQ) is important for reliability assessment and enhancement of machine learning models. In deep learning, uncertainties arise not only from data, but al…