63.6k citations · 66.4k across the 51 of their papers we have counts for
56 papers
Causal mediation analysis with one or multiple mediators: a comparative study
Judith Abécassis, Houssam Zenati, Sami Boumaïza +2
Mediation analysis breaks down the causal effect of a treatment on an outcome into an indirect effect, acting through a third group of variables called mediators, and a direct effe…
Probing Brain Context-Sensitivity with Masked-Attention Generation
Alexandre Pasquiou, Yair Lakretz, Bertrand Thirion +1
Two fundamental questions in neurolinguistics concerns the brain regions that integrate information beyond the lexical level, and the size of their window of integration. To addres…
Information-Restricted Neural Language Models Reveal Different Brain Regions' Sensitivity to Semantics, Syntax and Context
Alexandre Pasquiou, Yair Lakretz, Bertrand Thirion +1
A fundamental question in neurolinguistics concerns the brain regions involved in syntactic and semantic processing during speech comprehension, both at the lexical (word processin…
FDP control in multivariate linear models using the bootstrap
Samuel Davenport, Bertrand Thirion, Pierre Neuvial
In this article we develop a method for performing post hoc inference of the False Discovery Proportion (FDP) over multiple contrasts of interest in the multivariate linear model.…
Neural Language Models are not Born Equal to Fit Brain Data, but Training Helps
Alexandre Pasquiou, Yair Lakretz, John Hale +2
Neural Language Models (NLMs) have made tremendous advances during the last years, achieving impressive performance on various linguistic tasks. Capitalizing on this, studies in ne…
Aligning individual brains with Fused Unbalanced Gromov-Wasserstein
Alexis Thual, Huy Tran, Tatiana Zemskova +4
Individual brains vary in both anatomy and functional organization, even within a given species. Inter-individual variability is a major impediment when trying to draw generalizabl…