Known Unknowns: Uncertainty Quality in Bayesian Neural Networks

Ramon Oliveira, Pedro Tabacof, Eduardo Valle

We evaluate the uncertainty quality in neural networks using anomaly detection. We extract uncertainty measures (e.g. entropy) from the predictions of candidate models, use those m…