Camille Maumet

On the benefits of self-taught learning for brain decoding

2022 · arXiv (Cornell University)

Context. We study the benefits of using a large public neuroimaging database composed of fMRI statistic maps, in a self-taught learning framework, for improving brain decoding on new tasks. First, we leverage the NeuroVault database …

CODE beyond FAIR: a roadmap for reusable research software

2025

FAIR principles are a set of guidelines aiming at simplifying the distribution of scientific data to enhance reuse and reproducibility. This article focuses on research software, which significantly differs from data in its living nature, …

In the Search for Truth: Refining and Exploring Variability in Neuroimaging Pipelines

2026 · HAL (Le Centre pour la Communication Scientifique Directe)

Neuroimaging pipelines can be designed as highly configurable software workflows whose variants may produce different analysis results and scientific conclusions. Managing this analytical variability is particularly challenging because outputs are complex, high-dimensional brain maps and …