Uncertainty in the Variational Information Bottleneck.

We present a simple case study, demonstrating that Variational Information Bottleneck (VIB) can improve a networku0027s classification calibration as well as its ability to detect out-of-distribution data. Without explicitly being designed to do so, VIB gives two natural metrics for handling and quantifying uncertainty.