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Published in ICLR 2022, 2022
We automatically derive a variational family dual to a plate-enriched Hierarchical Bayesian Network and perform amortized inference.
Recommended citation: ADAVI: Automatic Dual Amortized Variational Inference Applied To Pyramidal Bayesian Models, Rouillard & Wassermann, ICLR2022 https://openreview.net/forum?id=CgIEctmcXx1
Published in Preprint - TMLR, 2023
Through an original combination of amortization and stochastic training, we scale inference to very large problems.
Recommended citation: PAVI: Plate-Amortized Variational Inference, Rouillard et al., Preprint https://openreview.net/forum?id=vlY9GDCCA6
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Undergraduate course, University 1, Department, 2014
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Workshop, University 1, Department, 2015
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