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<!DOCTYPE html>
<html lang="en">
<head>
<title>AI in Mental Health - Epics lab</title>
</head>
<body>
<div id="header"></div><br />
<div class="index_page">
<div class="container">
<!-- Jumbotron -->
<div class="jumbotron">
<h1 style="font-size:47px">AI in Mental Health - Epics lab
</h1>
<p>
We design open and reproducible AI models for mental health
</p>
</div>
</div>
<div class="container">
<!-- Jumbotron -->
<div class="jumbotron">
<h2>News</h2>
<div class="date">9 Jan 2026</div>
<p>New pre-print: <a href="https://www.biorxiv.org/content/10.64898/2026.01.09.698203v1"
target="_blank">The practical impact of numerical variability on structural MRI measures of
Parkinson’s disease</a></p>
<div class="date">24 Dec 2025</div>
<p>New pre-print: <a href="https://www.biorxiv.org/content/10.64898/2025.12.22.695524v1"
target="_blank">Numerical Variability of functional MRI Graph Measures</a></p>
<div class="date">5 Sep 2025</div>
<p>New pre-print: <a href="https://www.arxiv.org/pdf/2509.05238" target="_blank">Uncertain but Useful:
Leveraging CNN Variability into Data Augmentation</a></p>
<div class="date">1 Aug 2025</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/2508.00781" target="_blank">Numerical Uncertainty in
Linear Registration: An Experimental Study</a></p>
<div class="date">14 Nov 2024</div>
<p>New pre-print: <a href="https://www.biorxiv.org/content/10.1101/2024.11.11.623071v1"
target="_blank">The impact of FreeSurfer versions on structural neuroimaging analyses of
Parkinson's disease</a></p>
<div class="date">21 Oct 2024</div>
<p>New paper: <a
href="https://www.nature.com/articles/s41467-024-53743-y.epdf?sharing_token=Nw8dU972X_aiMeBQTiPXLdRgN0jAjWel9jnR3ZoTv0MaxP23KPpc8XyeJ01CPbpFpsHxydfki6ls2tCTsrdw-iNdq38CXVVxG9Rg7KOir7yJYM9xs1fM1L09wt0033UN5Z1yL9yoOEldhp-omtFqlogrxP5DlnRI9DtimzKOp1s%3D"
target="_blank">Why experimental variation in neuroimaging should be embraced</a></p>
<div class="date">17 Oct 2024</div>
<p>New pre-print: <a href="https://arxiv.org/abs/2410.19810" target="_blank">Training Compute-Optimal
Vision Transformers for Brain Encoding</a></p>
<div class="date">27 May 2024</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/2405.17650" target="_blank">An Analysis of Performance
Bottlenecks in MRI Pre-Processing</a></p>
<div class="date">2 May 2024</div>
<p>New pre-print: <a href="https://osf.io/preprints/osf/4xewj" target="_blank">Open-source tools and
platforms to investigate analytical variability in neuroimaging</a></p>
<div class="date">18 Apr 2024</div>
<p>New pre-print: <a href="https://arxiv.org/abs/2404.11556" target="_blank">Hierarchical storage
management in user space for neuroimaging applications</a></p>
<div class="date">28 Mar 2024</div>
<p>New pre-print: <a href="https://arxiv.org/abs/2403.19421" target="_blank">Scaling up ridge regression
for brain encoding in a massive individual fMRI dataset</a></p>
<div class="date">27 Feb 2024</div>
<p>New pre-print: <a href="https://hal.science/hal-04480308" target="_blank">The Impact of Hardware
Variability on Applications Packaged with Docker and Guix: a Case Study in Neuroimaging</a></p>
<div class="date">20 Feb 2024</div>
<p>New pre-print: <a href="https://inserm.hal.science/inserm-04465765" target="_blank">Predicting
Parkinson's disease trajectory using clinical and functional MRI features: a reproduction and
replication study</a></p>
<div class="date">30 Aug 2023</div>
<p>New pre-print: <a href="https://arxiv.org/abs/2308.16279" target="_blank">Classification of Anomalies
in Telecommunication Network KPI Time Series</a></p>
<div class="date">3 Aug 2023</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/2308.01939.pdf" target="_blank">Numerical Uncertainty
of Convolutional Neural Networks Inference for Structural Brain MRI Analysis</a></p>
<div class="date">3 July 2023</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/2307.01373" target="_blank">A numerical variability
approach to results stability tests and its application to neuroimaging</a></p>
<div class="date">5 May 2023</div>
<p>New pre-print: <a href="https://www.biorxiv.org/content/10.1101/2023.05.05.539590v1"
target="_blank">Predicting Parkinson's disease progression using MRI-based white matter radiomic
biomarker and machine learning: a reproducibility and replicability study</a></p>
<div class="date">29 Apr 2023</div>
<p>New pre-print: <a href="https://www.biorxiv.org/content/10.1101/2023.04.28.538743v1"
target="_blank">Longitudinal brain structure changes in Parkinson's disease: a replication
study</a></p>
<div class="date">13 Dec 2023</div>
<p>New pre-print: <a href="https://arxiv.org/abs/2212.06361" target="_blank">Numerical Stability of
DeepGOPlus Inference</a></p>
<div class="date">11 Oct 2022</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/2210.05704" target="_blank">Dynamic Ensemble Size
Adjustment for Memory Constrained Mondrian Forest</a></p>
<div class="date">6 Jul 2022</div>
<p>New pre-print: <a href="https://arxiv.org/abs/2207.01737" target="_blank">Sea: A lightweight
data-placement library for Big Data scientific computing</a></p>
<div class="date">31 May 2022</div>
<p>New pre-print: <a href="https://www.biorxiv.org/content/10.1101/2022.05.30.494062v1"
target="_blank">NeuroCI: Continuous Integration of Neuroimaging Results Across Software
Pipelines and Datasets</a></p>
<div class="date">18 May 2022</div>
<p>New pre-print: <a href="https://arxiv.org/abs/2205.07871" target="_blank">Mondrian Forest for Data
Stream Classification Under Memory Constraints</a></p>
<div class="date">21 Dec 2021</div>
<p>New pre-print: <a href="https://arxiv.org/abs/2112.11508" target="_blank">PyTracer: Automatically
profiling numerical instabilities in Python</a></p>
<div class="date">25 Aug 2021</div>
<p>New pre-print: <a href="http://arxiv.org/abs/2108.10496" target="_blank">The benefits of prefetching
for large-scale cloud-based neuroimaging analysis workflows</a></p>
<div class="date">23 Aug 2021</div>
<p>New pre-print: <a href="https://arxiv.org/abs/2108.09275" target="_blank">A Recommender System for
Scientific Datasets and Analysis Pipelines</a></p>
<div class="date">9 Aug 2021</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/2108.03129" target="_blank">Accurate simulation of
operating system updates in neuroimaging using Monte-Carlo arithmetic</a></p>
<div class="date">29 Jun 2021</div>
<p>New pre-print: <a href="https://arxiv.org/abs/2106.14340" target="_blank">Reducing numerical
precision preserves classification accuracy in Mondrian Forests</a></p>
<div class="date">5 Jan 2021</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/2101.01335" target="_blank">Modeling the Linux page
cache for accurate simulation of data-intensive applications</a></p>
<div class="date">17 Dec 2020</div>
<p>New pre-print: <a href="https://www.biorxiv.org/content/10.1101/2020.12.16.423084v1"
target="_blank">Data Augmentation Through Monte Carlo Arithmetic Leads to More Generalizable
Classification in Connectomics</a></p>
<div class="date">28 Oct 2020</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/2010.13970" target="_blank">An Analysis of Security
Vulnerabilities in Container Images for Scientific Data Analysis</a></p>
<div class="date">15 Oct 2020</div>
<p>New pre-print: <a href="https://www.biorxiv.org/content/10.1101/2020.10.15.341495v1"
target="_blank">Numerical Instabilities in Analytical Pipelines Lead to Large and Meaningful
Variability in Brain Networks.</a></p>
<div class="date">27 Aug 2020</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/2008.11880" target="_blank">A benchmark of data stream
classification for human activity recognition on connected objects.</a></p>
<div class="date">17 Jul 2020</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/2007.09167" target="_blank">Can we Estimate Truck
Accident Risk from Telemetric Data using Machine Learning?</a></p>
<div class="date">10 Jun 2020</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/2006.04684" target="_blank">File-based localization of
numerical perturbations in data analysis pipelines.</a></p>
<div class="date">26 Dec 2019</div>
<p>New pre-print: <a href="https://arxiv.org/pdf/1912.11794" target="_blank">Performance benefits of
Intel® Optane™ DC persistent memory for the parallel processing of large neuroimaging
data.</a></p>
</div>
</div>
</div>
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