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stat.ML2024★ 1 cited
Generative vs. Discriminative modeling under the lens of uncertainty quantification
Elouan Argouarc'h, François Desbouvries, Eric Barat +1
Learning a parametric model from a given dataset indeed enables to capture intrinsic dependencies between random variables via a parametric conditional probability distribution and…
stat.ML2022
Discretely Indexed Flows
Elouan Argouarc'h, François Desbouvries, Eric Barat +2
In this paper we propose Discretely Indexed flows (DIF) as a new tool for solving variational estimation problems. Roughly speaking, DIF are built as an extension of Normalizing Fl…