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Probabilistic Generating Circuits -- Demystified
As our second main result, we show that there is a good reason for this: we prove that PGCs for categorial variables with larger image size do not support tractable marginalization unless NP = P. On the other hand, we show that we can model categorial variables with larger image size as PC with negative weights computing set-multilinear polynomials.
AppTechMiner: Mining Applications and Techniques from Scientific Articles
We also categorize individual research articles based on their application areas and the techniques proposed/improved in the article.
Which techniques does your application use?: An information extraction framework for scientific articles
Every field of research consists of multiple application areas with various techniques routinely used to solve problems in these wide range of application areas.
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