1 citations · 1 across the 1 of their papers we have counts for
2 papers
cs.LG2024
Soft Learning Probabilistic Circuits
Soroush Ghandi, Benjamin Quost, Cassio de Campos
Probabilistic Circuits (PCs) are prominent tractable probabilistic models, allowing for a range of exact inferences. This paper focuses on the main algorithm for training PCs, Lear…
cs.LG2024★ 1 cited
Probabilistic Circuits with Constraints via Convex Optimization
Soroush Ghandi, Benjamin Quost, Cassio de Campos
This work addresses integrating probabilistic propositional logic constraints into the distribution encoded by a probabilistic circuit (PC). PCs are a class of tractable models tha…