Probabilistic circuits: A unifying framework for tractable probabilistic models YJ Choi, A Vergari, G Van den Broeck Technical report, 2020 | 119* | 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 | 61* | 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 | 55 | 2019 |
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 | 54 | 2019 |
The institutional life of algorithmic risk assessment A Solow-Niederman, YJ Choi, G Van den Broeck Berkeley Tech. LJ 34, 705, 2019 | 45 | 2019 |
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 | 42 | 2020 |
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 | 38 | 2020 |
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 | 36 | 2020 |
Probabilistic circuits: Representations, inference, learning and applications A Vergari, YJ Choi, R Peharz, G Van den Broeck AAAI Tutorial, 2020 | 33 | 2020 |
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 | 28 | 2017 |
On robust trimming of bayesian network classifiers YJ Choi, GV Broeck Proceedings of the 27th International Joint Conference on Artificial …, 2018 | 13 | 2018 |
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 | 12 | 2022 |
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 | 8 | 2023 |
Lecture notes: Probabilistic circuits: Representation and inference YJ Choi, A Vergari, G Van den Broeck February, 2020 | 4 | 2020 |
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 | 2 | 2024 |
Probabilistic Reasoning for Fair and Robust Decision Making YJ Choi University of California, Los Angeles, 2022 | 2 | 2022 |
What to Expect of Classifiers? P Khosravi, Y Liang, YJ Choi, G Van den Broeck Reasoning about Logistic Regression with Missing Features. arXiv, 2019 | 1 | 2019 |
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 |