Author

Xavier Hinaut

Centre National de la Recherche ScientifiqueORCID 0000-0002-1924-1184Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Neuroscience· 2 Bioinformatics· 1

Signature Assays, Organisms & Methods

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Approach:statistical model· 3 Research Focus:benchmarking· 1 Assay:bulk RNA-seq· 1 Research Focus:deconvolution· 1 Assay:electronic health records· 1 Approach:machine learning (classical)· 1 Approach:optimal transport· 1

Frequent Co-Authors

Anthony StrockiD· 2 shared Boris P. HejblumiD· 1 shared Kalidou BaiD· 1 shared Nathan TrouvainiD· 1 shared Nicolas P. RougieriD· 1 shared Percy K. MistryiD· 1 shared Rodolphe ThiébautiD· 1 shared Trang-Anh E. NghiemiD· 1 shared

Activity by Year

2019-2026 · peak 1/yr

Co-Author Collaboration Network

9 top collaborators · 14 mutual co-author links

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2 shared papersNeuroscience

Anthony StrockORCID

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3 papers

Recent·Most cited

BioinformaticsbioRxivPreprintJun 22, 2026

When Less Is Not More: DICEPro Mitigates the Impact of Incomplete Reference Matrices on Cellular Frequency Deconvolution.

Kalidou Ba, Rodolphe Thiébaut, Xavier Hinaut, Boris P. Hejblum

The paper evaluates deconvolution methods' robustness to incomplete reference matrices and introduces DICEPro to improve performance by adjusting reference signatures.

DOI 10.64898/2026.06.17.732876

bulk RNA-seqstatistical model

𝕏 PostBluesky

NeurosciencebioRxivPreprintNov 6, 2025

Short-term synaptic depression in multiregional recurrent neural networks accounts for both MMN and P300-like responses and their attentional amplification

Anthony Strock, Trang-Anh E. Nghiem, Nathan Trouvain…·Vinod Menon

DOI 10.1101/2025.11.06.687057

electronic health recordsstatistical model

𝕏 PostBluesky

NeuroscienceNeural ComputationPeer-reviewedNov 8, 2019

A Robust Model of Gated Working Memory

Anthony Strock, Xavier Hinaut, Nicolas P. Rougier

The paper introduces a reservoir model of gated working memory using a random recurrent neural network, showing it can robustly store arbitrary information over time with minimal hypotheses.

9 citations

statistical modelmachine learning (classical)

𝕏 PostBluesky