Normalizing field flows: Solving forward and inverse stochastic differential equations using physics-informed flow models

Ling Guo, Hao Wu, Tao Zhou

We introduce in this work the normalizing field flows (NFF) for learning random fields from scattered measurements. More precisely, we construct a bijective transformation (a norma…