Search Results for author: Louis Rouillard

Found 3 papers, 0 papers with code

PAVI: Plate-Amortized Variational Inference

no code implementations30 Aug 2023 Louis Rouillard, Alexandre Le Bris, Thomas Moreau, Demian Wassermann

Given observed data and a probabilistic generative model, Bayesian inference searches for the distribution of the model's parameters that could have yielded the data.

Bayesian Inference Variational Inference

PAVI: Plate-Amortized Variational Inference

no code implementations10 Jun 2022 Louis Rouillard, Thomas Moreau, Demian Wassermann

Given some observed data and a probabilistic generative model, Bayesian inference aims at obtaining the distribution of a model's latent parameters that could have yielded the data.

Bayesian Inference Variational Inference

ADAVI: Automatic Dual Amortized Variational Inference Applied To Pyramidal Bayesian Models

no code implementations ICLR 2022 Louis Rouillard, Demian Wassermann

Frequently, population studies feature pyramidally-organized data represented using Hierarchical Bayesian Models (HBM) enriched with plates.

Density Estimation Variational Inference

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