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  • title: A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference
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            A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference
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            A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference

            Dec 6, 2021

            Speakers

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            Antonio Vergari

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            YC

            YooJung Choi

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            Anji Liu

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            About

            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 scenarios for these models that commonly arise in machine learning—from computing the expectations of decision tree ensembles to information-theoretic divergences of sum-product networks—can be represented in terms of tractable modular operations over circuits.Specifically, we characterize the tractability of simple transfo…

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