Preconditioned One-Step Generative Modeling for Bayesian Inverse Problems in Function Spaces

Zilan Cheng, Li-Lian Wang, Zhongjian Wang

We propose a machine-learning algorithm for Bayesian inverse problems in the function-space regime. Based on one-step generative transport, the method learns an amortized neural op…