Choi, Yoojung

16 publications

NeurIPS 2025 On the Hardness of Approximating Distributions with Tractable Probabilistic Models John Leland, YooJung Choi
UAI 2025 Optimal Transport for Probabilistic Circuits Adrian Ciotinga, YooJung Choi
NeurIPS 2024 A Compositional Atlas for Algebraic Circuits Benjie Wang, Denis Deratani Mauá, Guy Van den Broeck, YooJung Choi
NeurIPSW 2024 Fair Image Generation from Pre-Trained Models by Probabilistic Modeling Mahdi Ahmadi, John Leland, Agneet Chatterjee, YooJung Choi
NeurIPSW 2024 Optimal Transport for Probabilistic Circuits Adrian Ciotinga, YooJung Choi
AAAI 2023 Certifying Fairness of Probabilistic Circuits Nikil Roashan Selvam, Guy Van den Broeck, YooJung Choi
AAAI 2023 Probabilistic Reasoning and Learning for Trustworthy AI YooJung Choi
AISTATS 2022 Solving Marginal MAP Exactly by Probabilistic Circuit Transformations Yoojung Choi, Tal Friedman, Guy Van Den Broeck
NeurIPS 2021 A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference Antonio Vergari, YooJung Choi, Anji Liu, Stefano Teso, Guy Van den Broeck
AAAI 2021 Group Fairness by Probabilistic Modeling with Latent Fair Decisions YooJung Choi, Meihua Dang, Guy Van den Broeck
ICMLW 2020 Handling Missing Data in Decision Trees: A Probabilistic Approach Pasha Khosravi, Antonio Vergari, YooJung Choi, Yitao Liang, Guy Van den Broeck
AAAI 2020 Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns YooJung Choi, Golnoosh Farnadi, Behrouz Babaki, Guy Van den Broeck
NeurIPS 2019 On Tractable Computation of Expected Predictions Pasha Khosravi, YooJung Choi, Yitao Liang, Antonio Vergari, Guy Van den Broeck
IJCAI 2019 What to Expect of Classifiers? Reasoning About Logistic Regression with Missing Features Pasha Khosravi, Yitao Liang, YooJung Choi, Guy Van den Broeck
IJCAI 2018 On Robust Trimming of Bayesian Network Classifiers YooJung Choi, Guy Van den Broeck
IJCAI 2017 Optimal Feature Selection for Decision Robustness in Bayesian Networks YooJung Choi, Adnan Darwiche, Guy Van den Broeck