AG
Alexandre Gramfort
cs.LGstat.MLeess.SPneuroscienceq-bio.NCstat.APmath.OCcs.AIModels, NeurologicalEEG
On Valency
published · living versionsW_dwtmxhph·v1 · currentpublished
Scikit-learn: Machine Learning in Python
with Fabian Pedregosa, Gaël Varoquaux, Vincent Michel, Bertrand Thirion +14
1 version
Preprints & journals
177 papers in the corpus · 2007–2026EMG-BIDS: an extension to the Brain Imaging Data Structure for electromyography.42538927 · Shirazi, Seyed Yahya, McCloy, Daniel, Oostenveld, Robert et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Learning Regularization Structure for Biosignal Template Estimation2607.23232v1 · Yonathan Murin, Alexandre Gramfort2026 · 0 citationsarXiv
How Forgiving are M/EEG Inverse Solutions to Noise Level Misspecification? An Excursion into the BSI-Zoo.42485196 · Negi, Anuja, Haufe, Stefan, Gramfort, Alexandre et al.2026 · 0 citationsIEEE transactions on bio-medical engineering. 2026;PP
MVICAD2: Multi-View Independent Component Analysis With Delays and Dilations.41564109 · Heurtebise, Ambroise, Chehab, Omar, Ablin, Pierre et al.2026 · 0 citationsIEEE transactions on bio-medical engineering. 2026;73(2):945-952
Alpha power indexes working memory load for durations.41488787 · Herbst, Sophie K, Mangione, Izem, Segerie, Charbel-Raphaël et al.2026 · 0 citationsiScience. 2026;29(1):114212
Alpha-delta ratio as a robust marker of the impact of cerebral blood flow on EEG signal during general anesthesia.41038341 · Manquat, Elsa, Vallée, Fabrice, Gayat, Etienne et al.2026 · 0 citationsAnaesthesia, critical care & pain medicine. 2026;45(2):101636
EEG Foundation Challenge: From Cross-Task to Cross-Subject EEG Decoding2506.19141v3 · Bruno Aristimunha, Dung Truong, Pierre Guetschel et al.2025 · 0 citationsThe Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS), 2025
Cycling on the Freeway: The perilous state of open-source neuroscience software.40800958 · Westner, Britta U, McCloy, Daniel R, Larson, Eric et al.2025 · 6 citationsImaging neuroscience (Cambridge, Mass.). 2025;3
PSDNorm: Test-Time Temporal Normalization for Deep Learning in Sleep Staging2503.04582v3 · Th'eo Gnassounou, Antoine Collas, R'emi Flamary et al.2025 · 0 citationsarXiv
Multi-View Causal Discovery without Non-Gaussianity: Identifiability and Algorithms2502.20115v5 · Ambroise Heurtebise, Omar Chehab, Pierre Ablin et al.2025 · 0 citationsarXiv
MVICAD2: Multi-View Independent Component Analysis with Delays and Dilations2501.07426v2 · Ambroise Heurtebise, Omar Chehab, Pierre Ablin et al.2025 · 0 citationsarXiv
emg2qwerty: A Large Dataset with Baselines for Touch Typing using Surface Electromyography2410.20081v3 · Viswanath Sivakumar, Jeffrey Seely, Alan Du et al.2024 · 5 citationsarXiv
Multi-Source and Test-Time Domain Adaptation on Multivariate Signals using Spatio-Temporal Monge Alignment2407.14303v1 · Th'eo Gnassounou, Antoine Collas, R'emi Flamary et al.2024 · 1 citationarXiv
SKADA-Bench: Benchmarking Unsupervised Domain Adaptation Methods with Realistic Validation On Diverse Modalities2407.11676v4 · Yanis Lalou, Th'eo Gnassounou, Antoine Collas et al.2024 · 0 citationsarXiv
Geodesic Optimization for Predictive Shift Adaptation on EEG data2407.03878v2 · Apolline Mellot, Antoine Collas, Sylvain Chevallier et al.2024 · 5 citationsarXiv
Do try this at home: Age prediction from sleep and meditation with large-scale low-cost mobile EEG.40800520 · Banville, Hubert, Jaoude, Maurice Abou, Wood, Sean U N et al.2025 · 12 citationsImaging neuroscience (Cambridge, Mass.). 2024;2
Diffusion posterior sampling for simulation-based inference in tall data settings2404.07593v3 · Julia Linhart, Gabriel Victorino Cardoso, Alexandre Gramfort et al.2024 · 0 citationsarXiv
The past, present, and future of the brain imaging data structure (BIDS).39308505 · Poldrack, Russell A, Markiewicz, Christopher J, Appelhoff, Stefan et al.2026 · 60 citationsImaging neuroscience (Cambridge, Mass.). 2024;2:1-19
Physics-informed and Unsupervised Riemannian Domain Adaptation for Machine Learning on Heterogeneous EEG Datasets2403.15415v2 · Apolline Mellot, Antoine Collas, Sylvain Chevallier et al.2024 · 7 citationsarXiv
Weakly supervised covariance matrices alignment through Stiefel matrices estimation for MEG applications2402.03345v1 · Antoine Collas, R'emi Flamary, Alexandre Gramfort2024 · 0 citationsarXiv
The Past, Present, and Future of the Brain Imaging Data Structure (BIDS).37744469 · Poldrack, Russell A, Markiewicz, Christopher J, Appelhoff, Stefan et al.2026 · 0 citationsArXiv. 2024
Harmonizing and aligning M/EEG datasets with covariance-based techniques to enhance predictive regression modeling.40799715 · Mellot, Apolline, Collas, Antoine, Rodrigues, Pedro L C et al.2025 · 16 citationsImaging neuroscience (Cambridge, Mass.). 2023;1
MultiView Independent Component Analysis with Delays2312.00484v1 · Ambroise Heurtebise, Pierre Ablin, Alexandre Gramfort2023 · 2 citationsarXiv
Imaging Neuroscience opening editorial.40799716 · Smith, Stephen, Bergmann, Til Ole, Forstmann, Birte et al.2025 · 4 citationsImaging neuroscience (Cambridge, Mass.). 2023;1
Evaluating the structure of cognitive tasks with transfer learning2308.02408v1 · Bruno Aristimunha, Raphael Y. de Camargo, Walter H. Lopez Pinaya et al.2023 · 4 citationsarXiv
Repurposing electroencephalogram monitoring of general anaesthesia for building biomarkers of brain ageing: an exploratory study.37638087 · Sabbagh, David, Cartailler, Jérôme, Touchard, Cyril et al.2023 · 9 citationsBJA open. 2023;7:100145
L-C2ST: Local Diagnostics for Posterior Approximations in Simulation-Based Inference2306.03580v2 · Julia Linhart, Alexandre Gramfort, Pedro L. C. Rodrigues2023 · 4 citationsarXiv
Convolutional Monge Mapping Normalization for learning on sleep data2305.18831v3 · Th'eo Gnassounou, R'emi Flamary, Alexandre Gramfort2023 · 0 citationsarXiv
Methods and considerations for estimating parameters in biophysically detailed neural models with simulation based inference.37131818 · Tolley, Nicholas, Rodrigues, Pedro L C, Gramfort, Alexandre et al.2026 · 26 citationsbioRxiv : the preprint server for biology. 2023
Evidence of a predictive coding hierarchy in the human brain listening to speech.36864133 · Caucheteux, Charlotte, Gramfort, Alexandre, King, Jean-Rémi2023 · 308 citationsNature human behaviour. 2023;7(3):430-441
Optimizing the Noise in Self-Supervised Learning: from Importance Sampling to Noise-Contrastive Estimation2301.09696v1 · Omar Chehab, Alexandre Gramfort, Aapo Hyvarinen2023 · 0 citationsarXiv
Using convolutional dictionary learning to detect task-related neuromagnetic transients and ageing trends in a large open-access dataset.36584759 · Power, Lindsey, Allain, Cédric, Moreau, Thomas et al.2023 · 11 citationsNeuroImage. 2023;267:119809
Data augmentation for learning predictive models on EEG: a systematic comparison.36368035 · Rommel, Cédric, Paillard, Joseph, Moreau, Thomas et al.2022 · 116 citationsJournal of neural engineering. 2022;19(6)
Validation Diagnostics for SBI algorithms based on Normalizing Flows2211.09602v2 · Julia Linhart, Alexandre Gramfort, Pedro L. C. Rodrigues2022 · 1 citationarXiv
FaDIn: Fast Discretized Inference for Hawkes Processes with General Parametric Kernels2210.04635v3 · Guillaume Staerman, C'edric Allain, Alexandre Gramfort et al.2022 · 1 citationarXiv
Deep language algorithms predict semantic comprehension from brain activity.36175483 · Caucheteux, Charlotte, Gramfort, Alexandre, King, Jean-Rémi2022 · 91 citationsScientific reports. 2022;12(1):16327
A reusable benchmark of brain-age prediction from M/EEG resting-state signals.35905809 · Engemann, Denis A, Mellot, Apolline, Höchenberger, Richard et al.2022 · 79 citationsNeuroImage. 2022;262:119521
Predicting future cognitive decline from non-brain and multimodal brain imaging data in healthy and pathological aging.35878565 · Hebling Vieira, Bruno, Liem, Franziskus, Dadi, Kamalaker et al.2022 · 28 citationsNeurobiology of aging. 2022;118:55-65
Benchopt: Reproducible, efficient and collaborative optimization benchmarks2206.13424v3 · Thomas Moreau, Mathurin Massias, Alexandre Gramfort et al.2022 · 20 citationsarXiv
A large, curated, open-source stroke neuroimaging dataset to improve lesion segmentation algorithms.35710678 · Liew, Sook-Lei, Tavenner, Bethany P, Donnelly, Miranda R et al.2022 · 174 citationsScientific data. 2022;9(1):320
Toward a realistic model of speech processing in the brain with self-supervised learning2206.01685v2 · Juliette Millet, Charlotte Caucheteux, Pierre Orhan et al.2022 · 89 citationsNeural Information Processing Systems (NeurIPS), 2022
Repurposing EEG monitoring of general anaesthesia for building biomarkers of brain ageing: An exploratory study10.1101/2022.05.05.22274610v2 · Sabbagh, D., Cartailler, J., Touchard, C. et al.2022 · 3 citationsmedRxiv
Editorial: From Raw MEG/EEG to Publication: How to Perform MEG/EEG Group Analysis With Free Academic Software.35495048 · Delorme, Arnaud, Oostenveld, Robert, Tadel, Francois et al.2022 · 9 citationsFrontiers in neuroscience. 2022;16:854471
DiCoDiLe: Distributed Convolutional Dictionary Learning.33211653 · Moreau, Thomas, Gramfort, Alexandre2022 · 6 citationsIEEE transactions on pattern analysis and machine intelligence. 2022;44(5):2426-2437
Averaging Spatio-temporal Signals using Optimal Transport and Soft Alignments2203.05813v2 · Hicham Janati, Marco Cuturi, Alexandre Gramfort2022 · 0 citationsarXiv
The Optimal Noise in Noise-Contrastive Learning Is Not What You Think2203.01110v2 · Omar Chehab, Alexandre Gramfort, Aapo Hyvarinen2022 · 3 citationsarXiv
Robust learning from corrupted EEG with dynamic spatial filtering.35181552 · Banville, Hubert, Wood, Sean U N, Aimone, Chris et al.2022 · 45 citationsNeuroImage. 2022;251:118994
2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets2202.12950v1 · Xiaoxi Wei, A. Aldo Faisal, Moritz Grosse-Wentrup et al.2022 · 1 citationarXiv
Deep invariant networks with differentiable augmentation layers2202.02142v6 · C'edric Rommel, Thomas Moreau, Alexandre Gramfort2022 · 6 citationsarXiv
Intracranial Electrode Location and Analysis in MNE-Python.35992635 · Rockhill, Alexander P, Larson, Eric, Stedelin, Brittany et al.2022 · 13 citationsJournal of open source software. 2022;7(70)
Career total: 396 works. 177 are in this corpus.Showing the 50 most recent.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.