Certifying Fairness of Probabilistic Circuits
Nikil Roashan Selvam, Guy Van den Broeck, and YooJung Choi.
In Proceedings of the 37th AAAI Conference on Artificial Intelligence, 2023.
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Publications
Solving Marginal MAP Exactly by Probabilistic Circuit Transformations
YooJung Choi, Tal Friedman, and Guy Van den Broeck.
In Proceedings of the 25th International Conference on Artificial Intelligence and Statistics (AISTATS), 2022.
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A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference
Antonio Vergari, YooJung Choi, Anji Liu, Stefano Teso, and Guy Van den Broeck.
In Advances in Neural Information Processing Systems 35 (NeurIPS), 2021.
Oral presentation (acceptance rate 55/9122 = 0.6%)
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Group Fairness by Probabilistic Modeling with Latent Fair Decisions
YooJung Choi, Meihua Dang, and Guy Van den Broeck.
In Proceedings of the 35th AAAI Conference on Artificial Intelligence, 2021.
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Probabilistic Circuits: A Unifying Framework for Tractable Probabilistic Models
YooJung Choi, Antonio Vergari, and Guy Van den Broeck.
(Unpublished manuscript), 2020.
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Handling Missing Data in Decision Trees: A Probabilistic Approach
Pasha Khosravi, Antonio Vergari, YooJung Choi, Yitao Liang, and Guy Van den Broeck.
In The Art of Learning with Missing Values Workshop at ICML (Artemiss), 2020.
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Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns
YooJung Choi*, Golnoosh Farnadi*, Behrouz Babaki*, and Guy Van den Broeck.
In Proceedings of the 34th AAAI Conference on Artificial Intelligence, 2020.
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The Institutional Life of Algorithmic Risk Assessment
Alicia Solow-Niederman, YooJung Choi, and Guy Van den Broeck.
In Berkeley Technology Law Journal (BTLJ), 2019.
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On Tractable Computation of Expected Predictions
Pasha Khosravi, YooJung Choi, Yitao Liang, Antonio Vergari, and Guy Van den Broeck.
In Advances in Neural Information Processing Systems 32 (NeurIPS), 2019.
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What to Expect of Classifiers? Reasoning about Logistic Regression with Missing Features
Pasha Khosravi, Yitao Liang, YooJung Choi, and Guy Van den Broeck.
In Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI), 2019.
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The Institutional Life of Algorithms: Lessons from California’s Money Bail Reform Act
Alicia Solow-Niederman, Guy Van den Broeck, and YooJung Choi.
In The 8th Annual Conference On Robotics, Law & Policy (WeRobot), 2019.
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On Robust Trimming of Bayesian Network Classifiers
YooJung Choi and Guy Van den Broeck.
In Proceedings of the 27th International Joint Conference on Artificial Intelligence (IJCAI), 2018.
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Optimal Feature Selection for Decision Robustness in Bayesian Networks
YooJung Choi, Adnan Darwiche, and Guy Van den Broeck.
In Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI), 2017.
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