Search Results for author: Tom Schierenbeck

Found 2 papers, 0 papers with code

Integrating Transformations in Probabilistic Circuits

no code implementations6 Oct 2023 Tom Schierenbeck, Vladimir Vutov, Thorsten Dickhaus, Michael Beetz

This study addresses the predictive limitation of probabilistic circuits and introduces transformations as a remedy to overcome it.

Joint Probability Trees

no code implementations14 Feb 2023 Daniel Nyga, Mareike Picklum, Tom Schierenbeck, Michael Beetz

We introduce Joint Probability Trees (JPT), a novel approach that makes learning of and reasoning about joint probability distributions tractable for practical applications.

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