1 code implementation • 16 Oct 2023 • Paweł Czyż, Frederic Grabowski, Julia E. Vogt, Niko Beerenwinkel, Alexander Marx
Mutual information quantifies the dependence between two random variables and remains invariant under diffeomorphisms.
1 code implementation • 17 Feb 2023 • Albert Ziegler, Paweł Czyż
Understanding how different classes are distributed in an unlabeled data set is an important challenge for the calibration of probabilistic classifiers and uncertainty quantification.
1 code implementation • 24 Aug 2019 • Albert Ziegler, Paweł Czyż
Unsupervised recalibration (URC) is a general way to improve the accuracy of an already trained probabilistic classification or regression model upon encountering new data while deployed in the field.