A Unified Framework for Human-Allied Learning of Probabilistic Circuits

A Karanam, S Mathur, S Sidheekh… - arXiv preprint arXiv …, 2024 - arxiv.org
Probabilistic Circuits (PCs) have emerged as an efficient framework for representing and
learning complex probability distributions. Nevertheless, the existing body of research on …

Probabilistic circuits with constraints via convex optimization

S Ghandi, B Quost, C de Campos - Joint European Conference on …, 2024 - Springer
This work addresses integrating probabilistic propositional logic constraints into the
distribution encoded by a probabilistic circuit (PC). PCs are a class of tractable models that …