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YooJung Choi
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Year
Probabilistic circuits: A unifying framework for tractable probabilistic models
YJ Choi, A Vergari, G Van den Broeck
Technical report, 2020
199*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
1152021
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
642019
What to Expect of Classifiers? Reasoning about Logistic Regression with Missing Features
P Khosravi, Y Liang, YJ Choi, G Van den Broeck
arXiv, 2019
622019
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
592020
The institutional life of algorithmic risk assessment
A Solow-Niederman, YJ Choi, G Van den Broeck
Berkeley Tech. LJ 34, 705, 2019
572019
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
532020
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
502020
Probabilistic circuits: Representations, inference, learning and applications
A Vergari, YJ Choi, R Peharz, G Van den Broeck
AAAI Tutorial, 2020
412020
Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence
Y Choi, A Darwiche, G Van den Broeck
IJCAI, 2017
382017
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
332017
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
202022
A Compositional Atlas for Algebraic Circuits
B Wang, D Mauá, G Van den Broeck, YJ Choi
The Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024
132024
On robust trimming of bayesian network classifiers
YJ Choi, GV Broeck
Proceedings of the 27th International Joint Conference on Artificial …, 2018
132018
A circus of circuits: Connections between decision diagrams, circuits, and automata
A Amarilli, M Arenas, YJ Choi, MÃĢ Monet, GV Broeck, B Wang
arXiv preprint arXiv:2404.09674, 2024
122024
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
102023
GV d. Broeck. Handling missing data in decision trees: A probabilistic approach
P Khosravi, A Vergari, Y Choi, Y Liang
arXiv preprint arXiv:2006.16341, 2020
82020
Lecture notes: Probabilistic circuits: Representation and inference
Y Choi, A Vergari, G Van den Broeck
February, 2020
52020
Probabilistic Reasoning for Fair and Robust Decision Making
YJ Choi
University of California, Los Angeles, 2022
42022
Optimal Transport for Probabilistic Circuits
A Ciotinga, YJ Choi
arXiv preprint arXiv:2410.13061, 2024
22024
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Articles 1–20