Propagating Surrogate Uncertainty in Bayesian Inverse Problems

Andrew Gerard Roberts, Michael Dietze, Jonathan H. Huggins

Standard Bayesian inference schemes are infeasible for inverse problems with computationally expensive forward models. A common solution is to replace the model with a cheaper surr…