The Institutional Life of Algorithmic Risk Assessment

Guy Van den Broeck , Alicia Solow-Niederman , YooJung Choi
Social Science Research Network

33
2019
On Tractable Computation of Expected Predictions

Guy Van den Broeck , Antonio Vergari , YooJung Choi , Yitao Liang
neural information processing systems 32 11167 -11178

13
2019
Optimal Feature Selection for Decision Robustness in Bayesian Networks

YooJung Choi , Adnan Darwiche , Guy Van den Broeck
international joint conference on artificial intelligence 1554 -1560

9
2017
Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns.

YooJung Choi , Golnoosh Farnadi , Behrouz Babaki , Guy Van den Broeck
national conference on artificial intelligence 34 ( 06) 10077 -10084

4
2020
A compositional atlas of tractable circuit operations for probabilistic inference

Antonio Vergari , YooJung Choi , Anji Liu , Stefano Teso
Advances in Neural Information Processing Systems 34 13189 -13201

15
2021
What to Expect of Classifiers? Reasoning about Logistic Regression with Missing Features

Pasha Khosravi , Yitao Liang , YooJung Choi , Guy Van den Broeck
IJCAI

49
2019
Group Fairness by Probabilistic Modeling with Latent Fair Decisions

YooJung Choi , Meihua Dang , Guy Van den Broeck
AAAI 2021

32
2020
Handling missing data in decision trees: A probabilistic approach

Pasha Khosravi , Antonio Vergari , YooJung Choi , Yitao Liang
arXiv preprint arXiv:2006.16341

31
2020
On Robust Trimming of Bayesian Network Classifiers

YooJung Choi , Guy Van den Broeck
IJCAI

13
2018
Solving marginal map exactly by probabilistic circuit transformations

YooJung Choi , Tal Friedman , Guy Van den Broeck
International Conference on Artificial Intelligence and Statistics 10196 -10208

12
2022
Certifying Fairness of Probabilistic Circuits

Nikil Roashan Selvam , Guy Van den Broeck , YooJung Choi
arXiv e-prints arXiv: 2212.02474 -arXiv: 2212.02474

7
2022
Lecture notes: probabilistic circuits: representation and inference

YooJung Choi , Antonio Vergari , Guy Van den Broeck
Feb 12 -12

3
2020
A Circus of Circuits: Connections Between Decision Diagrams, Circuits, and Automata

Antoine Amarilli , Marcelo Arenas , YooJung Choi , Mikaël Monet
arXiv preprint arXiv:2404.09674

1
2024
Probabilistic circuits: Representations, inference, learning and applications

Antonio Vergari , YooJung Choi , Robert Peharz , Guy Van den Broeck
Tutorial at the The 34th AAAI Conference on Artificial Intelligence

32
2020
A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference

YooJung Choi , Anji Liu , Stefano Teso , Guy Van den Broeck
The 4th Workshop on Tractable Probabilistic Modeling

Probabilistic Reasoning for Fair and Robust Decision Making

YooJung Choi
University of California, Los Angeles

2
2022
What to Expect of Classifiers?

Pasha Khosravi , Yitao Liang , YooJung Choi , Guy Van den Broeck
Reasoning about Logistic Regression with Missing Features. arXiv

1
2019
A Probabilistic Approach to Fairness under Label Bias

Saurav Anchlia , YooJung Choi
The 6th Workshop on Tractable Probabilistic Modeling

1
Probabilistic reasoning and learning for trustworthy AI

YooJung Choi
Proceedings of the AAAI Conference on Artificial Intelligence 37 ( 13) 15433 -15433

2023
Probabilistic circuits: A unifying framework for tractable probabilistic models

Y Choi , Antonio Vergari , Guy Van den Broeck
UCLA. URL: http://starai. cs. ucla. edu/papers/ProbCirc20. pdf 6 -6

87
2020