Sparse Probabilistic Circuits via Pruning and Growing

Meihua Dang, Anji Liu, Guy Van den Broeck

Probabilistic circuits (PCs) are a tractable representation of probability distributions allowing for exact and efficient computation of likelihoods and marginals. There has been s…