Sum-Product Loop Programming: From Probabilistic Circuits to Loop Programming

Viktor Pfanschilling, Hikaru Shindo, Devendra Singh Dhami, Kristian Kersting

Abstract: Recently, Probabilistic Circuits such as Sum-Product Networks have received growing attention, as they can represent complex features but still provide tractable inference. Although quite successfu...