2 citations · 2 across the 2 of their papers we have counts for
2 papers
cs.LG2022
Certifying Fairness of Probabilistic Circuits
Nikil Roashan Selvam, Guy Van den Broeck, YooJung Choi
With the increased use of machine learning systems for decision making, questions about the fairness properties of such systems start to take center stage. Most existing work on al…
cs.AI2021★ 2 cited
Solving Marginal MAP Exactly by Probabilistic Circuit Transformations
YooJung Choi, Tal Friedman, Guy Van den Broeck
Probabilistic circuits (PCs) are a class of tractable probabilistic models that allow efficient, often linear-time, inference of queries such as marginals and most probable explana…