Search Results for author: Frederic Grabowski

Found 2 papers, 2 papers with code

On the Properties and Estimation of Pointwise Mutual Information Profiles

1 code implementation16 Oct 2023 Paweł Czyż, Frederic Grabowski, Julia E. Vogt, Niko Beerenwinkel, Alexander Marx

The pointwise mutual information profile, or simply profile, is the distribution of pointwise mutual information for a given pair of random variables.

Mutual Information Estimation Uncertainty Quantification

Beyond Normal: On the Evaluation of Mutual Information Estimators

2 code implementations NeurIPS 2023 Paweł Czyż, Frederic Grabowski, Julia E. Vogt, Niko Beerenwinkel, Alexander Marx

Mutual information is a general statistical dependency measure which has found applications in representation learning, causality, domain generalization and computational biology.

Benchmarking Domain Generalization +1

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