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YooJung Choi

A Compositional Atlas for Algebraic Circuits

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Dec 07, 2024
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Optimal Transport for Probabilistic Circuits

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Oct 16, 2024
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Certifying Fairness of Probabilistic Circuits

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Dec 05, 2022
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Solving Marginal MAP Exactly by Probabilistic Circuit Transformations

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Nov 08, 2021
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A Compositional Atlas of Tractable Circuit Operations: From Simple Transformations to Complex Information-Theoretic Queries

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Feb 11, 2021
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Group Fairness by Probabilistic Modeling with Latent Fair Decisions

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Sep 18, 2020
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Handling Missing Data in Decision Trees: A Probabilistic Approach

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Jun 29, 2020
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On Tractable Computation of Expected Predictions

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Oct 31, 2019
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Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns

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Jun 10, 2019
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What to Expect of Classifiers? Reasoning about Logistic Regression with Missing Features

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Mar 05, 2019
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