YooJung Choi

According to our database, YooJung Choi authored at least 12 papers between 2017 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2023

Certifying Fairness of Probabilistic Circuits.

Nikil Roashan Selvam, Guy Van den Broeck, YooJung Choi

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

Probabilistic Reasoning and Learning for Trustworthy AI.

YooJung Choi

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Solving Marginal MAP Exactly by Probabilistic Circuit Transformations.

YooJung Choi, Tal Friedman, Guy Van den Broeck

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021

A Compositional Atlas of Tractable Circuit Operations: From Simple Transformations to Complex Information-Theoretic Queries.

Antonio Vergari, YooJung Choi, Anji Liu, Stefano Teso, Guy Van den Broeck

CoRR, 2021

A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference.

Antonio Vergari, YooJung Choi, Anji Liu, Stefano Teso, Guy Van den Broeck

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Group Fairness by Probabilistic Modeling with Latent Fair Decisions.

YooJung Choi, Meihua Dang, Guy Van den Broeck

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Handling Missing Data in Decision Trees: A Probabilistic Approach.

Pasha Khosravi, Antonio Vergari, YooJung Choi, Yitao Liang, Guy Van den Broeck

CoRR, 2020

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

YooJung Choi, Golnoosh Farnadi, Behrouz Babaki, Guy Van den Broeck

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

On Tractable Computation of Expected Predictions.

Pasha Khosravi, YooJung Choi, Yitao Liang, Antonio Vergari, Guy Van den Broeck

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

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

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

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

2018

On Robust Trimming of Bayesian Network Classifiers.

YooJung Choi, Guy Van den Broeck

Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

2017

Optimal Feature Selection for Decision Robustness in Bayesian Networks.

YooJung Choi, Adnan Darwiche, Guy Van den Broeck

Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017