Author

Luís Paulo Reis

Universidade do PortoORCID 0000-0002-4709-1718Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Neuroscience· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Approach:graph neural network· 1 Organism:human· 1 Assay:imaging· 1

Frequent Co-Authors

Bruno DireitoiD· 1 shared José Diogo Marques dos SantosiD· 1 shared José Paulo Marques dos SantosiD· 1 shared Maria Beatriz RamosiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

4 top collaborators · 6 mutual co-author links

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1 shared paperNeuroscience

Bruno DireitoORCID

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1 paper

Recent·Most cited

NeurosciencebioRxivPreprintMar 25, 2026

Beyond Regional Activations: Structural Connectivity Message-Passing Shallow Neural Networks for Brain Decoding

Maria Beatriz Ramos, José Diogo Marques dos Santos, Bruno Direito…·José Paulo Marques dos Santos

This paper introduces a shallow neural network with structural connectivity message-passing for brain decoding, achieving 83.0% classification accuracy using fMRI data from 30 subjects.

DOI 10.64898/2026.03.22.713504

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