Contrastive Normalizing Flows for Uncertainty-Aware Parameter Estimation

Ibrahim Elsharkawy, Yonatan Kahn

Estimating physical parameters from data is a crucial application of machine learning (ML) in the physical sciences. However, systematic uncertainties, such as detector miscalibrat…