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YooJung Choi
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Probabilistic circuits: A unifying framework for tractable probabilistic models
YJ Choi, A Vergari, G Van den Broeck
Technical report, 2020
112*2020
A compositional atlas of tractable circuit operations for probabilistic inference
A Vergari, YJ Choi, A Liu, S Teso, G Van den Broeck
Advances in Neural Information Processing Systems 34, 13189-13201, 2021
56*2021
On tractable computation of expected predictions
P Khosravi, YJ Choi, Y Liang, A Vergari, GV Broeck
Advances in Neural Information Processing Systems 32, 11169-11180, 2019
522019
What to expect of classifiers? reasoning about logistic regression with missing features
P Khosravi, Y Liang, YJ Choi, GV Broeck
Proceedings of the 28th International Joint Conference on Artificial …, 2019
522019
The institutional life of algorithmic risk assessment
A Solow-Niederman, YJ Choi, G Van den Broeck
Berkeley Tech. LJ 34, 705, 2019
432019
Learning fair naive bayes classifiers by discovering and eliminating discrimination patterns
YJ Choi, G Farnadi, B Babaki, G Van den Broeck
Proceedings of the AAAI Conference on Artificial Intelligence 34 (06), 10077 …, 2020
412020
Group Fairness by Probabilistic Modeling with Latent Fair Decisions
YJ Choi, M Dang, G Van den Broeck
Proceedings of the AAAI Conference on Artificial Intelligence 35 (13), 12051 …, 2020
372020
Handling missing data in decision trees: A probabilistic approach
P Khosravi, A Vergari, YJ Choi, Y Liang, GV Broeck
arXiv preprint arXiv:2006.16341, 2020
352020
Probabilistic circuits: Representations, inference, learning and applications
A Vergari, YJ Choi, R Peharz, G Van den Broeck
AAAI Tutorial, 2020
332020
Optimal feature selection for decision robustness in bayesian networks
YJ Choi, A Darwiche, G Van den Broeck
Proceedings of the 26th International Joint Conference on Artificial …, 2017
282017
On robust trimming of bayesian network classifiers
YJ Choi, GV Broeck
Proceedings of the 27th International Joint Conference on Artificial …, 2018
132018
Solving marginal map exactly by probabilistic circuit transformations
YJ Choi, T Friedman, G Van den Broeck
International Conference on Artificial Intelligence and Statistics, 10196-10208, 2022
122022
Certifying fairness of probabilistic circuits
NR Selvam, G Van den Broeck, YJ Choi
Proceedings of the AAAI Conference on Artificial Intelligence 37 (10), 12278 …, 2023
72023
Lecture notes: Probabilistic circuits: Representation and inference
YJ Choi, A Vergari, G Van den Broeck
February, 2020
42020
A Circus of Circuits: Connections Between Decision Diagrams, Circuits, and Automata
A Amarilli, M Arenas, YJ Choi, M Monet, GV Broeck, B Wang
arXiv preprint arXiv:2404.09674, 2024
22024
Probabilistic Reasoning for Fair and Robust Decision Making
YJ Choi
University of California, Los Angeles, 2022
22022
What to Expect of Classifiers?
P Khosravi, Y Liang, YJ Choi, G Van den Broeck
Reasoning about Logistic Regression with Missing Features. arXiv, 2019
12019
A Probabilistic Approach to Fairness under Label Bias
S Anchlia, YJ Choi
The 6th Workshop on Tractable Probabilistic Modeling, 0
1
Probabilistic reasoning and learning for trustworthy AI
YJ Choi
Proceedings of the AAAI Conference on Artificial Intelligence 37 (13), 15433 …, 2023
2023
Certifying Fairness of Probabilistic Circuits
N Roashan Selvam, G Van den Broeck, YJ Choi
arXiv e-prints, arXiv: 2212.02474, 2022
2022
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