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Using convolutional dictionary learning to detect task-related neuromagnetic transients and ageing trends in a large open-access dataset

Lindsey Power , Cédric Allain , Thomas Moreau , Alexandre Gramfort , Timothy Bardouille
NeuroImage, 2023, 267, pp.119809. ⟨10.1016/j.neuroimage.2022.119809⟩
Article dans une revue hal-04397451v1
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fMRI BOLD signal decomposition using a multivariate low-rank model

Hamza Cherkaoui , Thomas Moreau , Abderrahim Halimi , Philippe Ciuciu
Eusipco 2019 - 27th European Signal Processing Conference, Sep 2019, Corunna, Spain
Communication dans un congrès hal-02163497v2
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Wavelets in the deep learning era

Zaccharie Ramzi , Kevin Michalewicz , Jean-Luc Starck , Thomas Moreau , Philippe Ciuciu
Journal of Mathematical Imaging and Vision, 2022, 65, ⟨10.1007/s10851-022-01123-w⟩
Article dans une revue hal-03346892v1
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Data augmentation for learning predictive models on EEG: a systematic comparison

Cédric Rommel , Joseph Paillard , Thomas Moreau , Alexandre Gramfort
Journal of Neural Engineering, 2022, 19 (6), ⟨10.1088/1741-2552/aca220⟩
Article dans une revue hal-03853329v1

Hydroxychloroquine with or without azithromycin and in-hospital mortality or discharge in patients hospitalized for COVID-19 infection: a cohort study of 4,642 in-patients in France

Emilie Sbidian , Julie Josse , Guillaume Lemaître , Imke Mayer , Melodie Bernaux , et al.
2020
Pré-publication, Document de travail hal-02995319v1
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Learning to solve TV regularized problems with unrolled algorithms

Hamza Cherkaoui , Jeremias Sulam , Thomas Moreau
NeurIPS 2020 - 34th Conference on Neural Information Processing Systems, Dec 2020, Vancouver / Virtuel, Canada
Communication dans un congrès hal-02954181v2

Meta-Prior: Meta learning for Adaptive Inverse Problem Solvers

Matthieu Terris , Thomas Moreau
2023
Pré-publication, Document de travail hal-04346460v1
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A Data Set for the Study of Human Locomotion with Inertial Measurements Units

Charles Truong , Rémi Barrois-Müller , Thomas Moreau , Clément Provost , Aliénor Vienne-Jumeau , et al.
Image Processing On Line, 2019, 9, pp.381-390. ⟨10.5201/ipol.2019.265⟩
Article dans une revue hal-02442702v1
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Multivariate semi-blind deconvolution of fMRI time series

Hamza Cherkaoui , Thomas Moreau , Abderrahim Halimi , Claire Leroy , Philippe Ciuciu
Article dans une revue hal-03005584v2
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HNPE: Leveraging Global Parameters for Neural Posterior Estimation

Pedro Luiz Coelho Rodrigues , Thomas Moreau , Gilles Louppe , Alexandre Gramfort
NeurIPS 2021, Dec 2021, Sydney (Online), Australia
Communication dans un congrès hal-03139916v3
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Multivariate Convolutional Sparse Coding for Electromagnetic Brain Signals

Tom Dupré La Tour , Thomas Moreau , Mainak Jas , Alexandre Gramfort
Advances in Neural Information Processing Systems (NeurIPS), Dec 2018, Montréal, Canada
Communication dans un congrès hal-01966685v1
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NeuMiss networks: differentiable programming for supervised learning with missing values

Marine Le Morvan , Julie Josse , Thomas Moreau , Erwan Scornet , Gaël Varoquaux
NeurIPS 2020 - 34th Conference on Neural Information Processing Systems, Dec 2020, Vancouver / Virtual, Canada
Communication dans un congrès hal-02888867v3
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DriPP: Driven point processes to model stimuli induced patterns in M/EEG signals

Cédric Allain , Alexandre Gramfort , Thomas Moreau
ICLR 2022 - 10th International Conference on Learning Representations, Apr 2022, online, France
Communication dans un congrès hal-03470630v2
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DiCoDiLe: Distributed Convolutional Dictionary Learning

Thomas Moreau , Alexandre Gramfort
IEEE Transactions on Pattern Analysis and Machine Intelligence, In press
Article dans une revue hal-02371715v2
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Understanding approximate and unrolled dictionary learning for pattern recovery

Benoît Malézieux , Thomas Moreau , Matthieu Kowalski
International Conference on Learning Representations, Apr 2022, Online, France
Communication dans un congrès hal-03258196v4

FaDIn: Fast Discretized Inference for Hawkes Processes with General Parametric Kernels

Guillaume Staerman , Cédric Allain , Alexandre Gramfort , Thomas Moreau
International Conference on Machine Learning, Jul 2023, Honololu, Hawaii, United States. pp.32575-32597
Communication dans un congrès hal-03811810v1

Sliced-Wasserstein on Symmetric Positive Definite Matrices for M/EEG Signals

Clément Bonet , Benoît Malézieux , Alain Rakotomamonjy , Lucas Drumetz , Thomas Moreau , et al.
ICML 2023 - Fortieth International Conference on Machine Learning, Jul 2023, Honololu, United States. pp.1-29
Communication dans un congrès hal-04250921v1
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A lower bound and a near-optimal algorithm for bilevel empirical risk minimization

Mathieu Dagréou , Thomas Moreau , Samuel Vaiter , Pierre Ablin
International Conference on Artificial Intelligence and Statistics (AISTATS), May 2024, Valencia, Spain. ⟨10.48550/arXiv.2302.08766⟩
Communication dans un congrès hal-04302861v3
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The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

Sylvain Chevallier , Igor Carrara , Bruno Aristimunha , Pierre Guetschel , Sara Sedlar , et al.
2024
Pré-publication, Document de travail hal-04537061v1
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Benchopt: Reproducible, efficient and collaborative optimization benchmarks

Thomas Moreau , Mathurin Massias , Alexandre Gramfort , Pierre Ablin , Pierre-Antoine Bannier , et al.
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems, Nov 2022, New Orleans, United States
Communication dans un congrès hal-03830604v1
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Wavelets in the Deep Learning ERA

Zaccharie Ramzi , Jean-Luc Starck , Thomas Moreau , Philippe Ciuciu
EUSIPCO 2020 - 28th European Signal Processing Conference, Jan 2021, Amsterdam, Netherlands
Communication dans un congrès hal-03020214v1
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Neural Posterior Estimation of hierarchical models in neuroscience

Julia Linhart , Pedro Luiz Coelho Rodrigues , Thomas Moreau , Gilles Louppe , Alexandre Gramfort
GRETSI 2022 - XXVIIIème Colloque Francophone de Traitement du Signal et des Images, Sep 2022, Nancy, France. pp.1-3
Communication dans un congrès hal-03858828v1
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A framework for bilevel optimization that enables stochastic and global variance reduction algorithms

Mathieu Dagréou , Pierre Ablin , Samuel Vaiter , Thomas Moreau
Advances in Neural Information Processing Systems (NeurIPS), Nov 2022, New Orleans, United States
Communication dans un congrès hal-03562151v2

Equivariant plug-and-play image reconstruction

Matthieu Terris , Thomas Moreau , Nelly Pustelnik , Julian Tachella
2023
Pré-publication, Document de travail hal-04346463v1
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Clinical Characteristics, Care Trajectories and Mortality Rate of SARS-CoV-2 Infected Cancer Patients: A Multicenter Cohort Study

Marc-Antoine Benderra , Ainhoa Aparicio , Judith Leblanc , Demian Wassermann , Emmanuelle Kempf , et al.
Cancers, 2021, 13 (19), pp.4749. ⟨10.3390/cancers13194749⟩
Article dans une revue hal-03379679v1

Super-efficiency of automatic differentiation for functions defined as a minimum

Pierre Ablin , Gabriel Peyré , Thomas Moreau
International Conference on Machine Learning, Aug 2020, Vienna, Austria
Communication dans un congrès hal-02941922v1
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PAVI: Plate-Amortized Variational Inference

Louis Rouillard , Alexandre Le Bris , Thomas Moreau , Demian Wassermann
Transactions on Machine Learning Research Journal, 2023
Article dans une revue hal-03684389v2
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CADDA: Class-wise automatic differentiable data augmentation for EEG signals

Cédric Rommel , Thomas Moreau , Joseph Paillard , Alexandre Gramfort
ICLR 2022 - Tenth International Conference on Learning Representations, Apr 2022, Virtual event, France
Communication dans un congrès hal-03483570v3
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Deep invariant networks with differentiable augmentation layers

Cédric Rommel , Thomas Moreau , Alexandre Gramfort
Thirty-sixth Conference on Neural Information Processing Systems, Nov 2022, New Orleans, United States
Communication dans un congrès hal-03691742v1
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SHINE: SHaring the INverse Estimate from the forward pass for bi-level optimization and implicit models

Zaccharie Ramzi , Florian Mannel , Shaojie Bai , Jean-Luc Starck , Philippe Ciuciu , et al.
ICLR 2022 - International Conference on Learning Representations, Apr 2022, Virtual, United States
Communication dans un congrès hal-03246167v3