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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
Conference papers 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⟩
Journal articles hal-03346892v1
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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
Conference papers hal-03139916v3
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Multivariate semi-blind deconvolution of fMRI time series

Hamza Cherkaoui , Thomas Moreau , Abderrahim Halimi , Claire Leroy , Philippe Ciuciu
Journal articles hal-03005584v2
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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
Conference papers hal-01966685v1

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

Guillaume Staerman , Cédric Allain , Alexandre Gramfort , Thomas Moreau
2022
Preprints, Working Papers, ... hal-03811810v1
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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
Conference papers hal-03258196v4

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
Preprints, Working Papers, ... hal-02995319v1
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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⟩
Journal articles hal-03853329v1
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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
Conference papers hal-02954181v2
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PAVI: Plate-Amortized Variational Inference

Louis Rouillard , Thomas Moreau , Demian Wassermann
2022
Preprints, Working Papers, ... hal-03684389v1
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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
Conference papers 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
Journal articles hal-02371715v2
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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
Conference papers hal-02888867v3
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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
Conference papers hal-03691742v1
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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
Conference papers hal-03483570v3
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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
Conference papers hal-03246167v3
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Extraction of Nystagmus Patterns from Eye-Tracker Data with Convolutional Sparse Coding

Clément Lalanne , Maxence Rateaux , Laurent Oudre , Matthieu Robert , Thomas Moreau
EMBC 2020 - 42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society in conjunction with the 43rd Annual Conference of the Canadian Medical and Biological Engineering Society, Jul 2020, Montreal / Virtuel, Canada. pp.928-931, ⟨10.1109/EMBC44109.2020.9175621⟩
Conference papers hal-03022547v1
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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
Conference papers hal-03020214v1
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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⟩
Journal articles hal-03379679v1
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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
Conference papers hal-03830604v1
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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
Conference papers hal-03562151v2
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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
Conference papers hal-03858828v1

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
Conference papers hal-02941922v1