An Underexplored Dilemma between Confidence and Calibration in Quantized Neural Networks

Guoxuan Xia, Sangwon Ha, Tiago Azevedo +1

Modern convolutional neural networks (CNNs) are known to be overconfident in terms of their calibration on unseen input data. That is to say, they are more confident than they are…