Split personalities in Bayesian Neural Networks: the case for full marginalisation

David Yallup, Will Handley, Mike Hobson +2

The true posterior distribution of a Bayesian neural network is massively multimodal. Whilst most of these modes are functionally equivalent, we demonstrate that there remains a le…