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YooJung Choi

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titleconferencedate
Probabilistic Reasoning and Learning for Trustworthy AI9th Annual Simons Institute Industry Day2023-11-02
Frames fairness, robustness and explainability as probabilistic inference problems and builds a backend that actually answers those queries under uncertainty…
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Solving Marginal MAP Exactly by Probabilistic Circuit TransformationsProbabilistic Circuits and Logic 20232023-10-16
Presents an exact marginal MAP solver that never performs search but iteratively transforms probabilistic circuits by alternating prune irrelevant edges and…
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Logic and Probabilistic Circuits 2Logic and Algorithms in Database Theory and AI Boot Camp2023-08-21
Probabilistic circuits use decomposability and smoothness to push integrals down to leaves and compute marginals by dynamic programming in linear time, with…
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Logic and Probabilistic Circuits 3Logic and Algorithms in Database Theory and AI Boot Camp2023-08-21
Defines SDD-style circuits with structured decomposability and a stronger partition (strong) determinism, proves that computing P(formula) requires compiling…
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