2 papers
stat.ML2023
Integrating Transformations in Probabilistic Circuits
Tom Schierenbeck, Vladimir Vutov, Thorsten Dickhaus +1
This study addresses the predictive limitation of probabilistic circuits and introduces transformations as a remedy to overcome it. We demonstrate this limitation in robotic scenar…
cs.LG2023
Joint Probability Trees
Daniel Nyga, Mareike Picklum, Tom Schierenbeck +1
We introduce Joint Probability Trees (JPT), a novel approach that makes learning of and reasoning about joint probability distributions tractable for practical applications. JPTs s…