| 2025 | ICASSP | Learning Permutations in Monarch Factorization. | Mimoun Mohamed, Valentin Emiya, Caroline Chaux |
| 2025 | ICASSP | Learning Weighted Least Squares Data Term for Poisson Image Deconvolution. | Abhijit Singh, Emmanuel Soubies, Caroline Chaux |
| 2024 | ICML | Straight-Through Meets Sparse Recovery: the Support Exploration Algorithm. | Mimoun Mohamed, Franois Malgouyres, Valentin Emiya, Caroline Chaux |
| 2023 | ICIP | Map-Informed Unrolled Algorithms for Hyper-Parameter Estimation. | Pascal Nguyen, Emmanuel Soubies, Caroline Chaux |
| 2020 | ICASSP | β-NMF and Sparsity Promoting Regularizations for Complex Mixture Unmixing. Application to 2D HSQC NMR. | Afef Cherni, Sandrine Anthoine, Caroline Chaux |
| 2020 | ICASSP | Filtering Out Time-Frequency Areas Using Gabor Multipliers. | A. Marina Krm, Valentin Emiya, Caroline Chaux, Bruno Torrsani |
| 2018 | ICASSP | Being Low-Rank in the Time-Frequency Plane. | Valentin Emiya, Ronan Hamon, Caroline Chaux |
| 2016 | ICIP | A block parallel majorize-minimize memory gradient algorithm. | Sara Cadoni, Emilie Chouzenoux, Jean-Christophe Pesquet, Caroline Chaux |
| 2015 | ICIP | 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 |
| 2014 | ICASSP | A constrained-based optimization approach for seismic data recovery problems. | Mai Quyen Pham, Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet |
| 2014 | ICIP | Iterative poisson-Gaussian noise parametric estimation for blind image denoising. | Anna Jezierska, Jean-Christophe Pesquet, Hugues Talbot, Caroline Chaux |
| 2013 | ICASSP | ML estimation of wavelet regularization hyperparameters in inverse problems. | Roberto Cavicchioli, Caroline Chaux, Laure Blanc-Fraud, Luca Zanni |
| 2013 | ICASSP | Seismic multiple removal with a primal-dual proximal algorithm. | Mai Quyen Pham, Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet |
| 2010 | ICIP | Image quantization under spatial smoothness constraints. | Anna Jezierska, Caroline Chaux, Hugues Talbot, Jean-Christophe Pesquet |
| 2009 | ICASSP | A wavelet-based quadratic extension method for image deconvolution in the presence of poisson noise. | Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet |
| 2007 | ICASSP | 2D Dual-Tree Complex Biorthogonal M-Band Wavelet Transform. | Caroline Chaux, Jean-Christophe Pesquet, Laurent Duval |
| 2006 | ICASSP | A New Estimator for Image Denoising Using a 2D Dual-Tree M-Band Wavelet Decomposition. | Caroline Chaux, Laurent Duval, Amel Benazza-Benyahia, Jean-Christophe Pesquet |
| 2005 | ICASSP | 2D dual-tree M-band wavelet decomposition. | Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet |