Uncertainty quantification using martingales for misspecified Gaussian processes

Willie Neiswanger, Aaditya Ramdas

We address uncertainty quantification for Gaussian processes (GPs) under misspecified priors, with an eye towards Bayesian Optimization (BO). GPs are widely used in BO because they…