Diagnosing model misspecification and performing generalized Bayes' updates via probabilistic classifiers

Owen Thomas, Jukka Corander

Model misspecification is a long-standing enigma of the Bayesian inference framework as posteriors tend to get overly concentrated on ill-informed parameter values towards the larg…