51 citations · 108 across the 37 of their papers we have counts for
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cs.LG2021
Lossless Compression with Probabilistic Circuits
Anji Liu, Stephan Mandt, Guy Van den Broeck
Despite extensive progress on image generation, common deep generative model architectures are not easily applied to lossless compression. For example, VAEs suffer from a compressi…
cs.LG2021★ 9 cited
Tractable Regularization of Probabilistic Circuits
Anji Liu, Guy Van den Broeck
Probabilistic Circuits (PCs) are a promising avenue for probabilistic modeling. They combine advantages of probabilistic graphical models (PGMs) with those of neural networks (NNs)…
stat.ML2021★ 3 cited
A Compositional Atlas of Tractable Circuit Operations: From Simple Transformations to Complex Information-Theoretic Queries
Antonio Vergari, YooJung Choi, Anji Liu +2
Circuit representations are becoming the lingua franca to express and reason about tractable generative and discriminative models. In this paper, we show how complex inference scen…