Building Calibrated Deep Models via Uncertainty Matching with Auxiliary Interval Predictors

Jayaraman J. Thiagarajan, Bindya Venkatesh, Prasanna Sattigeri +1

With rapid adoption of deep learning in critical applications, the question of when and how much to trust these models often arises, which drives the need to quantify the inherent…