Position: There Is No Free Bayesian Uncertainty Quantification

Ivan Melev, Goeran Kauermann

Due to their intuitive appeal, Bayesian methods of modeling and uncertainty quantification have become popular in modern machine and deep learning. When providing a prior distribut…