A deep surrogate approach to efficient Bayesian inversion in PDE and integral equation models

Teo Deveney, Eike Mueller, Tony Shardlow

We investigate a deep learning approach to efficiently perform Bayesian inference in partial differential equation (PDE) and integral equation models over potentially high-dimensio…