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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Bibliographic Details
Main Authors: Nathan Cornille, Katrien Laenen, Marie-Francine Moens
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-03-01
Series:Frontiers in Artificial Intelligence
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2022.736791/full