IB-UQ: Information bottleneck based uncertainty quantification for neural function regression and neural operator learning

Ling Guo, Hao Wu, Wenwen Zhou +2

We propose a novel framework for uncertainty quantification via information bottleneck (IB-UQ) for scientific machine learning tasks, including deep neural network (DNN) regression…