Here are my publications. You can also see my Google Scholar profile.

Journal papers

2021

  • Time-frequency fading algorithms based on Gabor multipliers
    Ama Marina Kreme, Valentin Emiya, Caroline Chaux, Bruno Torrésani
    IEEE Journal on Selected Topics in Signal Processing, Jan. 2021.
    (pdf)

2020

  • An adapted linear discriminant analysis for the classification in high-dimension, and an application to medical data
    Khuyen Le, Caroline Chaux, Frédéric Richard, Eric Guedj
    Computational Statistics and Data Analysis, Vol. 152, Dec. 2020.
    (pdf)

2019

  • Challenges in the decomposition of 2D NMR spectra of mixtures of small molecules
    Afef Cherni, Elena Piersanti, Sandrine Anthoine, Caroline Chaux, Laetitia Shintu, Mehdi Yemloul, Bruno Torrésani
    Faraday Discussions, vol. 218, 2019, pp. 459 - 480.
    (pdf)

2017

  • A new penalized nonnegative third order tensor decomposition using a block coordinate proximal gradient approach: application to 3D fluorescence spectroscopy
    Xuan Thanh Vu, Caroline Chaux, Nadège Dorothée Thirion-Moreau, Sylvain Maire, and E. M. Carstea
    Journal of Chemometrics, vol. 31, No. 4, Apr. 2017
    (pdf)

2016

  • A Hamiltonian Monte Carlo Method for Non-Smooth Energy Sampling
    Lotfi Chaari, Jean-Yves Tourneret, Caroline Chaux, and Hadj Batatia
    IEEE Trans. on Signal Proc., vol. 64, No. 21, Nov. 2016, pp. 5585-5594.
    (pdf)

2015

  • A new stochastic optimization algorithm to decompose large nonnegative tensors
    Xuan Thanh Vu, Sylvain Maire, Caroline Chaux, Nadège Dorothée Thirion-Moreau
    IEEE Signal Process. Lett., Vol. 22, No. 10, Oct. 2015, pp.1713-1717.
    (pdf)

2014

  • An EM Approach for Time-Variant Poisson-Gaussian Model Parameter Estimation
    Anna Jezierska, Caroline Chaux, Jean-Christophe Pesquet, Hugues Talbot, Gilbert Engler
    IEEE Trans. on Signal Proc., vol. 62, No. 1, Jan. 2014, pp. 17-30.
  • A Primal-Dual Proximal Algorithm for Sparse Template-Based Adaptive Filtering: Application to Seismic Multiple Removal
    Mai Quyen Pham, Laurent Duval, Caroline Chaux, Jean-Christophe Pesquet
    IEEE Trans. on Signal Proc., vol. 62, No. 16, Aug. 2014, pp. 4256-4269.
    (pdf)

2013

  • A parallel proximal splitting method for disparity estimation from multicomponent images under illumination variation
    Caroline Chaux, Mireille El Gheche, Joumana Farah, Jean-Christophe Pesquet, Béatrice Pesquet-Popescu
    JMIV, Springer Netherlands, Vol. 47, No. 3, Nov. 2013, pp. 167-178.
    L(pdf)

2012

  • Relaxing Tight Frame Condition in Parallel Proximal Methods for Signal Restoration
    Nelly Pustelnik, Jean-Christophe Pesquet, Caroline Chaux
    IEEE Trans. on Signal Proc., correspondence, Vol. 60, No. 2, Feb. 2012, pp. 968 - 973.
    http://arxiv.org/abs/1105.5275

2011

  • A spatial regularization approach for vector quantization
    Caroline Chaux, Anna Jezierska, Jean-Christophe Pesquet, and Hugues Talbot
    JMIV, Springer Netherlands, Vol. 41, 2011, pp. 23-38.
    http://www.springerlink.com/content/q40173475471h736/
  • Parallel ProXimal Algorithm for image restoration using hybrid regularization
    Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet
    IEEE Trans. on Image Proc., Vol. 20, No. 9, Sep. 2011, pp. 2450 - 2462.
    (pdf)
  • A Panorama on Multiscale Geometric Representations, Intertwining Spatial, Directional and Frequency Selectivity
    Laurent Jacques, Laurent Duval, Caroline Chaux, Gabriel Peyré
    Elsevier Signal Processing - Special issue on Advances in Multirate Filter Bank Structures and Multiscale Representations, Vol. 91, No. 12, 2011.
    http://arxiv.org/abs/1101.5320
  • OPTIMED : Optimisation itérative pour la résolution de problèmes inverses de grande taille
    L. Chaari, E. Chouzenoux, N. Pustelnik, C. Chaux et S. Moussaoui
    Traitement du signal, Vol. 28, No. 3-4, pp. 329-374, 2011
    (pdf)

2010

  • Satellite image restoration in the context of a spatially varying point spread function
    Nasreddine Hajlaoui, Caroline Chaux, Guillaume Perrin, Frédéric Falzon, Amel Benazza-Benyahia
    J. Opt. Soc. Am. A, Vol. 27, No. 6, 2010, pp. 1473-1481.

2009

  • Nested iterative algorithms for convex constrained image recovery problems
    Caroline Chaux, Jean-Christophe Pesquet, Nelly Pustelnik
    SIAM Journal on Imaging Sciences, Vol. 2, No. 2, Jun. 2009, pp. 730-762.
    http://arxiv.org/abs/0806.3920
  • A SURE Approach for Digital Signal/Image Deconvolution Problems
    Jean-Christophe Pesquet, Amel Benazza-Benyahia, Caroline Chaux
    IEEE Transactions on Signal Processing, Vol. 57, No. 12, Dec. 2009, pp. 4616-4632.
    http://arxiv.org/abs/0810.4807

2008

  • A Nonlinear Stein Based Estimator for Multichannel Image Denoising
    Caroline Chaux, Laurent Duval, Amel Benazza-Benyahia and Jean-Christophe Pesquet
    IEEE Transactions on Signal Processing, Vol. 56, No. 8, Aug. 2008, pp. 3855-3870.
    (pdf)

2007

  • A variational formulation for frame based inverse problems
    Caroline Chaux, Patrick L. Combettes, Jean-Christophe Pesquet, and Valérie R. Wajs
    Inverse Problems, Vol. 23, June 2007, pp. 1495-1518
    (pdf)
  • Noise Covariance Properties in Dual-Tree Wavelet Decompositions
    Caroline Chaux, Jean-Christophe Pesquet and Laurent Duval
    IEEE Transactions on Information Theory, Vol. 53, No. 12, Dec. 2007, pp. 4680-4700.
    (pdf)

2006

  • Image Analysis Using a Dual-Tree M-Band Wavelet Transform
    Caroline Chaux, Laurent Duval and Jean-Christophe Pesquet
    IEEE Transactions on Image Processing, Vol. 15, No.8, Aug. 2006, p. 2397-2412
    L'article est disponible au format pdf ci-après. (Article)

2004

  • Lapped transforms and hidden Markov models for seismic data filtering
    Laurent Duval, Caroline Chaux
    International Journal of Wavelets, Multiresolution and Information Processing (IJWMIP), Vol. 2, No. 4, Dec. 2004, p. 455-476
    (pdf)

Conference papers

2020

  • β-NMF and sparsity promoting regularizations for complex mixture unmixing. Application to 2D HSQC NMR
    Afef Cherni, Sandrine Anthoine, Caroline Chaux
    ICASSP, Barcelone, Spain, 4-8 May 2020.
  • Filtering out time-frequency areas using Gabor Multipliers
    Ama Marina Kreme, Valentin Emiya, Caroline Chaux, Bruno Torrésani
    ICASSP, Barcelone, Spain, 4-8 May 2020.

2019

  • Challenges in the decomposition of 2D NMR spectra of mixtures of small molecules
    Afef Cherni, Elena Piersanti, Sandrine Anthoine, Caroline Chaux, Laetitia Shintu, Mehdi Yemloul, Bruno Torrésani
    Faraday Discussions meeting, Edinburgh, UK, 13-15 May 2019.
  • NMF-based sparse unmixing of complex mixtures
    Afef Cherni, Elena Piersanti, Caroline Chaux
    SPARS, Toulouse, France, 1-4 Jul. 2019.
  • Régularisation mixte et parcimonie pour la séparation aveugle de source en spectroscopie RMN 2D
    Afef Cherni, Caroline Chaux
    GRETSI, Lille, France, 26-29 Aug. 2019.

2018

  • Being low-rank in the time-frequency plane
    Valentin Emiya, Ronan Hamon, Caroline Chaux
    ICASSP, Calgary, Canada, Apr. 15-20 2018.
    (pdf)
  • Characterization of finite signals with low-rank STFT
    Konstantin Usevich, Valentin Emiya, David Brie, Caroline Chaux
    In Proc. IEEE Workshop Stat. Signal Process., Freiburg, Germany, 10-13 Jun. 2018.
    (pdf)
  • Phase reconstruction for time-frequency inpainting
    A. Marina Krémé, Valentin Emiya, Caroline Chaux
    LVA-ICA, Guildford, UK, Jul. 2-6 2018.

2017

  • A proximal approach for nonnegative tensor decomposition
    Xuan Thanh Vu, Caroline Chaux, Nadège Dorothée Thirion-Moreau, Sylvain Maire
    LVA-ICA, Grenoble, France, 21-23 Feb. 2017.
  • De la faiblesse de rang en temps-fréquence
    Ronan Hamon, Caroline Chaux, Valentin Emiya
    GRETSI, Juan-les-Pins, France, 5-8 Sep. 2017.

2016

  • A block parallel Majorize-Minimize memory gradient algorithm
    Sara Cadoni, Emilie Chouzenoux, Jean-Christophe Pesquet, Caroline Chaux
    ICIP, Phoenix, USA, 25-28 Sep. 2016.

2015

  • Sparse Signal Recovery Using A Bernoulli Generalized Gaussian Prior
    Lotfi Chaari, Jean-Yves Tourneret and Caroline Chaux
    EUSIPCO, Nice, France, 31 Aug. - 4 Sep. 2015.
  • Approche variationnelle pour la déconvolution rapide de données 3D en microscopie biphotonique
    Emilie Chouzenoux, Lisa Lamassé, Sandrine Anthoine, Caroline Chaux, Alexandre Jaouen, Ivo Vanzetta, Franck Debarbieux
    GRETSI, Lyon, France, 8-11 Sep. 2015
  • Sparse adaptive template matching and filtering for 2D seismic images with dual-tree wavelets and proximal methods
    Mai Quyen Pham, Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet
    ICIP, Québec city, Canada, 27-30 Sep. 2015.

2014

  • Study Of Different Strategies For The Canonical Polyadic Decomposition Of Nonnegative Third Order Tensors With Application To The Separation Of Spectra In 3D Fluorescence Spectroscopy
    Xuan Thanh Vu, Caroline Chaux, Sylvain Maire, Nadège Dorothée Thirion-Moreau
    MLSP, Reims, France, 21-24 Sep. 2014.

2013

  • ML estimation of wavelet regularization hyperparameters in inverse problems
    Roberto Cavicchioli, Caroline Chaux, Laure Blanc-Féraud, Luca Zanni
    ICASSP, Vancouver, Canada, 26-31 Mai 2013, pp. 1553-1557.
  • Seismic multiple removal with a Primal-Dual proximal algorithm
    Mai Quyen Pham, Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet
    ICASSP, Vancouver, Canada, 26-31 Mai 2013, pp. 2257-2261.
  • Filtrage de multiples sismiques par ondelettes et optimisation convexe
    Mai Quyen Pham, Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet
    GRETSI, Brest, France, 3-6 Sep. 2013.

2012

  • Poisson-Gaussian noise parameter estimation in fluorescence microscopy imaging
    Anna Jezierska, Hugues Talbot, Caroline Chaux, Jean-Christophe Pesquet, Gilbert Engler
    International Symposium on Biomedical Imaging (ISBI), Barcelona, May 2-5, 2012.
    (Article)
  • A convex variational approach for multiple removal in seismic data
    Diego Gragnaniello, Caroline Chaux, Jean-Christophe Pesquet, Laurent Duval
    European Signal Processing Conference (EUSIPCO), Bucharest, Romania, 27-31 Aug. 2012.

2011

  • An EM approach for Poisson-Gaussian noise modeling
    Anna Jezierska, Caroline Chaux, Jean-Christophe Pesquet, Hugues Talbot
    European Signal Processing Conference (EUSIPCO), Barcelona, Spain, 29 Aug. - 2 Sep. 2011.
    (Article)
  • Bancs de filtres et méthodes proximales pour la restauration d'images
    Nelly Pustelnik, Jean-Christophe Pesquet, Caroline Chaux
    GRETSI, Bordeaux, France, 5-8 Sep. 2011.
  • Méthodes proximales pour l'estimation du champ de disparité à partir d'une paire d'images stéréoscopiques en présence de variations d'illumination
    Mireille El Gheche, Caroline Chaux, Jean-Christophe Pesquet, Béatrice Pesquet-Popescu, Joumana Farah
    GRETSI, Bordeaux, France, 5-8 Sep. 2011.
    (Article)
  • Disparity map estimation under convex constraints using proximal algorithms
    Mireille El Gheche, Jean-Christophe Pesquet, Joumana Farah, Caroline Chaux, Béatrice Pesquet-Popescu
    IEEE Workshop on Signal Processing Systems (SiPS), Beirut, Lebanon, Oct. 4-7 2011.
    (Article)

2010

  • Proximal methods for image restoration using a class of non-tight frame representations
    Nelly Pustelnik, Jean-Christophe Pesquet, Caroline Chaux
    EUSIPCO 2010, Aalborg, Danemark, 23-27 Août 2010, pages 611-615.
    (Article)
  • Image quantization under spatial smoothness constraints
    Anna Jezierska, Caroline Chaux, Hugues Talbot, Jean-Christophe Pesquet
    ICIP 2010, Honk Kong, Sep. 26-29, 2010.
    (Article)
  • Parallel Algorithm and Hybrid Regularization for Dynamic PET Reconstruction
    Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet, Claude Comtat
    IEEE Medical Imaging Conference, Knoxville, Tennessee, Oct. 30 - Nov. 6 2010.
    (Article)

2009

  • A wavelet-based quadratic extension method for image deconvolution in the presence of Poisson noise
    Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet
    ICASSP 2009, Taipei, 19-24 avril 2009, 4 pages.
    (Article)
  • Adapted Convex Optimization Algorithm for Wavelet-Based Dynamic PET Reconstruction
    Nelly Pustelnik, Caroline Chaux, Jean.-Christophe Pesquet, Florent C. Sureau, Elodie Dusch, Claude Comtat,
    Fully3D, Beijing, Chine, 5-10 sept. 2009.
    (Article)
  • Extension des algorithmes imbriqués pour la résolution de problèmes d'optimisation convexe en imagerie
    Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet
    GRETSI 2009, Dijon, 8-11 sept. 2009.
    (Article)
  • Estimation d'hyperparamètres pour la résolution de problèmes inverses à l'aide d'ondelettes
    Caroline Chaux, Laure Blanc-Féraud
    GRETSI 2009, Dijon, 8-11 sept. 2009.

2008

  • A Constrained Forward-Backward Algorithm for Image Recovery Problems
    Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet
    EUSIPCO 2008, Lausanne, 25-29 août 2008, 5 pages.

2007

  • 2D Dual-Tree Complex Biorthogonal M-band Wavelet Transform
    Caroline Chaux, Jean-Christophe Pesquet and Laurent Duval
    IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2007), April 15-20, 2007
    pages : 845-848, Vol. 3
    (Article)
  • Coherent noise removal in seismic data with dual-tree M-band wavelets
    Laurent Duval, Caroline Chaux, Stéphane Ker
    SPIE 2007 Wavelets XII, San Diego, 26-29 août 2007, 11 pages.
  • Opérateurs proximaux pour la restauration bayésienne de signaux
    Caroline Chaux, Patrick L. Combettes, Jean-Christophe Pesquet, Valérie R. Wajs
    GRETSI 2007, Troyes, 11-14 sept. 2007
    pages : 1277-1280

2006

  • A new estimator for image denoising using a 2D Dual-Tree M-band Wavelet Decomposition
    Caroline Chaux, Laurent Duval, Amel Benazza-Benyahia and Jean-Christophe Pesquet
    IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2006), May 14-19 , 2006
    pages : 249-252, Vol. 3
    (Article)
  • Iterative Image Deconvolution Using Overcomplete Representations
    Caroline Chaux, Patrick L. Combettes, Jean-Christophe Pesquet and Valérie R. Wajs
    European Signal Processing Conference (EUSIPCO 2006), Sept. 4-8, 2006, 5 pages.
    (Article)

2005

  • 2D Dual-Tree M-band Wavelet Decomposition
    Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet
    In Proc. International Conference on Acoustics, Speech, and Signal Processing, ICASSP 05, Philadelphia, PA, USA, March. 18-23, 2005 pages : 537-540
    (Article)
  • Seismic data analysis and filtering with dual-tree M-band wavelets
    Laurent Duval, Caroline Chaux, Jean-Christophe Pesquet and Karine Broto
    SIAM Conference on Mathematical and Computational Issues in the Geosciences, Avignon, France, June 2005 (SIAM GS 2005)
  • Seismic data analysis with a dual-tree M-band wavelet transform
    Caroline Chaux, Laurent Duval and Jean-Christophe Pesquet
    67th European Assoc. of Geophysicists and Engineers (EAGE) Conference, Madrid, Spain, June 13-16, 2005, 4 pages.
  • Etude du bruit dans une analyse M-bandes en arbre dual
    Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet
    20ème colloque GRETSI (GRETSI 2005), Louvain, Belgium, Sept. 6-9, 2005
    pages : 229-232
  • A forward-backward algorithm for image restoration with sparse representations
    Caroline Chaux, Patrick L. Combettes, Jean-Christophe Pesquet, and Valérie R. Wajs
    Signal Processing with Adaptative Sparse Structured Representations (SPARS'05), Rennes, France, November 16-18, 2005
    pages : 49-52

2004

  • Hilbert Pairs of M-band Orthonormal Wavelet Bases
    Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet
    In Proc. European Signal and Image Processing Conference, EUSIPCO 04, Vienna, Austria, Sept. 6-10, 2004
    pages : 1187-1190
    (Article)

2003

  • Seismic data filtering with lapped transforms and hidden Markov models
    Laurent Duval, Caroline Chaux
    Wavelet and Statistics - Watering the seed, Villard de Lans, Grenoble, France, Sept. 4-7, 2003
    (Résumé)

Invited conference papers

2014

  • A constrained-based optimization approach for seismic data recovery problems
    Mai Quyen Pham, Caroline Chaux, Laurent Duval, and Jean-Christophe Pesquet
    ICASSP 2014, 4-9 Mai 2014, Florence, Italie, pp. 2377 - 2381.
  • Iterative Poisson-Gaussian Noise Parametric Estimation for Blind Image Denoising
    Anna Jezierska, Jean-Christophe Pesquet, Hugues Talbot, Caroline Chaux
    ICIP 2014, Oct. 2014, Paris, France.

2013

  • A Convex Optimization Approach for Image Resolution Enhancement from Compressed Representations
    Raffaele Gaetano, Béatrice Pesquet-Popescu, Caroline Chaux
    DSP 2013, 1-3 Juil. 2013, Santorini, Greece, 8 pages.

2011

  • Image reconstruction from multiple sensors using Stein's principle. Application to parallel MRI.
    Alexandru Marin, Caroline Chaux, Jean-Christophe Pesquet and Philippe Ciuciu
    ISBI 2011, Chicago, 30 Mar-2 Avr. 2011, 4 pages.
    L'article est disponible au format pdf ci-après. (Article)

2009

  • Solving inverse problems with overcomplete transforms and convex optimization techniques
    Lotfi Chaâri, Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet
    SPIE 2009 Wavelets XIII, San Diego, 2-4 août 2009.
  • Hybrid regularization for data restoration in the presence of Poisson noise
    Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet
    EUSIPCO 2009, Glasgow, 24-28 août 2009, 5 pages.
    L'article est disponible au format pdf ci-après. (Article)

2008

  • Image Denoising in the Wavelet Transform Domain Based on Stein's Principle (Tutorial)
    Amel Benazza-Benyahia, Jean-Christophe Pesquet, Caroline Chaux
    1st IEEE international Workshops on Image Processing Theory, Tools and Applications (IPTA'08), Sousse, Tunisia, Nov. 23-26, 2008, 9 pages.

2007

  • Wavelet-based restoration methods: application to 3D confocal microscopy images
    Caroline Chaux, Laure Blanc-Féraud, Josiane Zerubia
    SPIE 2007 Wavelets XII, San Diego, 26-29 août 2007, 11 pages.

2006

  • Use of Stein's principle for multichannel image denoising
    Caroline Chaux, Amel Benazza-Benyahia and Jean-Christophe Pesquet
    IEEE-EURASIP International Symposium on Control, Communications, and Signal Processing (ISCCSP 2006), Marrakech, March 13-15, 2006, 6 pages.
  • M-band filter banks and dual-tree wavelets for engine combustion and geophysical image analysis
    Laurent Duval, Caroline Chaux and Jean-Christophe Pesquet
    "Wavelet Applications in Industrial Processing IV", on SPIE Symposium Optics East, Boston, MA, USA, October 2006 (Optics East), 12 pages.

2005

  • A block-thresholding method for multispectral image denoising
    Caroline Chaux, Amel Benazza-Benyahia and Jean-Christophe Pesquet
    SPIE (Society of Photo-Optical Instrumentation Engineers) Conference, San Diego, CA, USA, 31 July - 4 August, 2005
    volume : 5914, pages : 1H-1 - 1H-13

Book chapters

2010

  • Wavelet transform for the denoising of multivariate images
    Book chapter in Multivariate Image Processing, C. Collet, J. Chanussot, K. Chehdi Eds.
    Caroline Chaux, Amel Benazza-Benyahia, Jean-Christophe Pesquet, Laurent Duval
    ISTE Ltd and John Wiley & Sons Inc. 2010. pp. 203-237.
    ISBN-10: 1848211392 - ISBN-13: 978-1848211391

Patents

2010

  • Procédé de traitement de réflexions multiples
    Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet, Mai Quyen Pham
    12/02.299 (24/08/2012) - France

Others

  • Directional image processing using wavelet pairs
    Caroline Chaux, Jean-Christophe Pesquet and Laurent Duval
    SPIE Newsroom, Paper online.
  • Frame-based Proximal Algorithms for Poisson Data Recovery
    Caroline Chaux, Jean-Christophe Pesquet, Nelly Pustelnik
    2010 SIAM Conference on Imaging Science, Chicago, 12-14 Apr. 2010.
  • Dynamic PET Reconstruction using Parallel ProXimal Algorithm
    Caroline Chaux, Claude Comtat, Jean-Christophe Pesquet, Nelly Pustelnik
    SIAM Conference on Optimization, Darmstadt, Germany, 16-19 May 2011.
  • A hybrid optimization approach for vector quantization
    Anna Jezierska, Caroline Chaux, Jean-Christophe Pesquet, Hugues Talbot
    International Traveling Workshop for Interacting Sparse Model and Technology (iTWIST), Marseille, France, May 2012.
  • Phase inpainting in time-frequency plane
    A. Marina Krémé, Valentin Emiya, Caroline Chaux
    iTWIST (international Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques), Marseille, France, Nov. 2018.
  • Unmixing 2D HSQC NMR mixtures with β-NMF and sparsity
    Afef Cherni, Sandrine Anthoine, Caroline Chaux
    iTWIST, Nantes, France, 2-4 Dec. 2020.
  • A numerical method for fast 3D photoacoustic tomography with arbitry geometry of sensors
    Jérôme Gâteau, Maxime Lafont, Paul Escande, Caroline Chaux
    Journées RITS, Brest, France, 22-25 May 2022.

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