Bias-Reduced Uncertainty Estimation for Deep Neural Classifiers

Yonatan Geifman, Guy Uziel, Ran El-Yaniv

We consider the problem of uncertainty estimation in the context of (non-Bayesian) deep neural classification. In this context, all known methods are based on extracting uncertaint…