Two Sides of Miscalibration: Identifying Over and Under-Confidence Prediction for Network Calibration

Shuang Ao, Stefan Rueger, Advaith Siddharthan

Proper confidence calibration of deep neural networks is essential for reliable predictions in safety-critical tasks. Miscalibration can lead to model over-confidence and/or under-…