This repository contains the paper and the supplementary material to reproduce The Unreasonable Effectiveness of Deep Evidential Regression:

• unreasonable_effective_der.pdf: The paper and the Appendix.
• understanding_sota.ipynb: Introduction and high-level overview.
• x3_indepth.ipynb: Analysis of one-dimensional cubic regression data set.
• binpulse.ipynb: Analysis of binary pulse experiment.
• depth_estimation.ipynb: Notebook that was used to generate the figures of the Monocular Depth Estimation experiment.