6 citations · 13 across the 6 of their papers we have counts for
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cs.LG2020
Group Fairness by Probabilistic Modeling with Latent Fair Decisions
YooJung Choi, Meihua Dang, Guy Van den Broeck
Machine learning systems are increasingly being used to make impactful decisions such as loan applications and criminal justice risk assessments, and as such, ensuring fairness of…
cs.LG2020★ 6 cited
Strudel: Learning Structured-Decomposable Probabilistic Circuits
Meihua Dang, Antonio Vergari, Guy Van den Broeck
Probabilistic circuits (PCs) represent a probability distribution as a computational graph. Enforcing structural properties on these graphs guarantees that several inference scenar…