Training Uncertainty-Aware Classifiers with Conformalized Deep Learning

Bat-Sheva Einbinder, Yaniv Romano, Matteo Sesia +1

Deep neural networks are powerful tools to detect hidden patterns in data and leverage them to make predictions, but they are not designed to understand uncertainty and estimate re…