Compositional Probabilistic and Causal Inference using Tractable Circuit Models

Benjie Wang, Marta Kwiatkowska

Abstract: Probabilistic circuits (PCs) are a class of tractable probabilistic models, which admit efficient inference routines depending on their structural properties. In this paper, we introduce md-vtrees,...