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pro vyhledávání: '"Descours, Arnaud"'
In this paper, we rigorously derive Central Limit Theorems (CLT) for Bayesian two-layerneural networks in the infinite-width limit and trained by variational inference on a regression task. The different networks are trained via different maximizatio
Externí odkaz:
http://arxiv.org/abs/2406.09048
We provide a rigorous analysis of training by variational inference (VI) of Bayesian neural networks in the two-layer and infinite-width case. We consider a regression problem with a regularized evidence lower bound (ELBO) which is decomposed into th
Externí odkaz:
http://arxiv.org/abs/2307.04779
In this work, we consider a wide two-layer neural network and study the behavior of its empirical weights under a dynamics set by a stochastic gradient descent along the quadratic loss with mini-batches and noise. Our goal is to prove a trajectorial
Externí odkaz:
http://arxiv.org/abs/2207.12734
Akademický článek
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We provide a rigorous analysis of training by variational inference (VI) of Bayesian neural networks in the two-layer and infinite-width case. We consider a regression problem with a regularized evidence lower bound (ELBO) which is decomposed into th
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::aa706c25b670f02d9a398c2648361315
Autor:
Bernardelli, Patrick *, Lorthiois, Edwige, Vergne, Fabrice, Oliveira, Chrystelle, Mafroud, Abdel-Kader, Proust, Emmanuelle, Pham, Nga, Ducrot, Pierre, Moreau, François, Idrissi, Moulay, Tertre, Anita, Bertin, Bernadette, Coupe, Magali, Chevalier, Eric, Descours, Arnaud, Berlioz-Seux, Françoise, Berna, Patrick, Li, Mei
Publikováno v:
In Bioorganic & Medicinal Chemistry Letters 2004 14(18):4627-4631
Autor:
Vergne, Fabrice, Bernardelli, Patrick, Lorthiois, Edwige, Pham, Nga, Proust, Emmanuelle, Oliveira, Chrystelle, Mafroud, Abdel-Kader, Ducrot, Pierre, Wrigglesworth, Roger, Berlioz-Seux, Françoise, Coleon, Francis, Chevalier, Eric, Moreau, François, Idrissi, Moulay, Tertre, Anita, Descours, Arnaud, Berna, Patrick, Li, Mei
Publikováno v:
In Bioorganic & Medicinal Chemistry Letters 2004 14(18):4615-4621
Autor:
Lorthiois, Edwige, Bernardelli, Patrick, Vergne, Fabrice, Oliveira, Chrystelle, Mafroud, Abdel-Kader, Proust, Emmanuelle, Heuze, Lamia, Moreau, François, Idrissi, Moulay, Tertre, Anita, Bertin, Bernadette, Coupe, Magali, Wrigglesworth, Roger, Descours, Arnaud, Soulard, Patricia, Berna, Patrick
Publikováno v:
In Bioorganic & Medicinal Chemistry Letters 2004 14(18):4623-4626