Gábor Pituk

Do Bayesian Neural Networks Actually Behave Like Bayesian Models?

We empirically investigate how well popular approximate inference algorithms for Bayesian Neural Networks (BNNs) respect the theoretical properties of Bayesian belief updating. We find strong evidence on synthetic regression and real-world image classification tasks that common BNN algorithms such a…