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Critical Analysis of Deconfounded Pretraining to Improve Visio-Linguistic Models

An important problem with many current visio-linguistic models is that they often depend on spurious correlations. A typical example of a spurious correlation between two variables is one that is due to a third variable causing both (a “confounder”). Recent work has addressed this by adjusting for s...

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Detalles Bibliográficos
Autores principales: Cornille, Nathan, Laenen, Katrien, Moens, Marie-Francine
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8993511/
https://www.ncbi.nlm.nih.gov/pubmed/35402901
http://dx.doi.org/10.3389/frai.2022.736791