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cs.AI2025
Restructuring Tractable Probabilistic Circuits
Honghua Zhang, Benjie Wang, Marcelo Arenas +1
Probabilistic circuits (PCs) are a unifying representation for probabilistic models that support tractable inference. Numerous applications of PCs like controllable text generation…
cs.AI2024
Polynomial Semantics of Tractable Probabilistic Circuits
Oliver Broadrick, Honghua Zhang, Guy Van den Broeck
Probabilistic circuits compute multilinear polynomials that represent multivariate probability distributions. They are tractable models that support efficient marginal inference. H…