Uncertainty in Artificial Intelligence
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David Sontag
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Publications in UAI

:: Lifted Tree-Reweighted Variational Inference
:: Understanding the Bethe Approximation: When and How can it go Wrong?

:: Unsupervised Learning of Noisy-Or Bayesian Networks
:: SparsityBoost: A New Scoring Function for Learning Bayesian Network Structure

:: Efficiently Searching for Frustrated Cycles in MAP Inference

:: Tightening LP Relaxations for MAP using Message Passing

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