When Noise Estimation Hides Basis Misspecification in Repeated Bayesian Inverse Problems

Rares Dimitrie Grozavescu, Mark Girolami

Basis-restricted priors in Bayesian inverse problems can lose coverage when the truth has components outside the basis. We show that estimating the observation-noise variance can h…