Posterior contraction under misspecification and heteroscedasticity in non-linear inverse problems

Fanny Seizilles, Maximilian Siebel

In many practical and numerical inverse problems, the exact data log-likelihood is not fully accessible, motivating the use of surrogate models. We study heteroscedastic nonparamet…