Renato Lui Geh

Scalable Learning of Probabilistic Circuits

2023

Probabilistic circuits (PCs) are a family of tractable probabilistic models capable of answering a wide range of queries exactly and in polytime. While inference is usually straightforward, learning PCs that both obey the needed restrictions …