Probabilistic Generating Circuits: Unveiling the Power of Negative Weights

Probabilistic Generating Circuits (PGCs) are a powerful probabilistic model that subsume both Probabilistic Circuits (PCs) and Determinantal Point Processes (DPPs). The key insight is that the negative weights in PGCs, rather than the different representation, are responsible for their increased expressiveness.