Empirical Frequentist Coverage of Deep Learning Uncertainty Quantification Procedures

Benjamin Kompa, Jasper Snoek, Andrew Beam

Uncertainty quantification for complex deep learning models is increasingly important as these techniques see growing use in high-stakes, real-world settings. Currently, the qualit…