Enhancing Deep Neural Network Reliability with Refinement and Calibration

Ramya Hebbalaguppe, Ajay Shastry, Soumya Suvra Ghosal +1

Although deep neural networks (DNNs) achieve high predictive accuracy, their confidence estimates are often unreliable, potentially compromising user trust in their decisions. This…