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titleconferencedate
Approximating the TV Distance Between Two Product DistributionsProbabilistic Circuits and Logic 20232023-10-16
Proves FPRAS and FPTAS for total variation between general product distributions, using a greedy coupling and a ratio random variable estimator: sample from a…
Talk
Dynamic inference in probabilistic graphical modelsITCS 20212021-01-06
Presents an algorithm that updates samples and estimates after small edits to a graphical model with cost roughly proportional to the edit size rather than…
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