Monotonicity and Double Descent in Uncertainty Estimation with Gaussian Processes

Liam Hodgkinson, Chris van der Heide, Fred Roosta +1

Despite their importance for assessing reliability of predictions, uncertainty quantification (UQ) measures for machine learning models have only recently begun to be rigorously ch…