A Simple and Effective Method for Uncertainty Quantification and OOD Detection

Yaxin Ma, Benjamin Colburn, Jose C. Principe

Bayesian neural networks and deep ensemble methods have been proposed for uncertainty quantification; however, they are computationally intensive and require large storage. By util…