Neural network surrogates with uncertainty quantification for inverse problems in partial differential equations

Christian Jimenez-Beltran, Aretha L. Teckentrup, Antonio Vergari +1

Inverse problems for differential equations arise throughout science and engineering, where one seeks to infer unknown model parameters from noisy or incomplete observations. Tradi…