| 2025 | ICML | A Rescaling-Invariant Lipschitz Bound Based on Path-Metrics for Modern ReLU Network Parameterizations. | Antoine Gonon, Nicolas Brisebarre, Elisa Riccietti, Rmi Gribonval |
| 2025 | ICML | Transformative or Conservative? Conservation laws for ResNets and Transformers. | Sibylle Marcotte, Rmi Gribonval, Gabriel Peyr |
| 2024 | ICLR | A path-norm toolkit for modern networks: consequences, promises and challenges. | Antoine Gonon, Nicolas Brisebarre, Elisa Riccietti, Rmi Gribonval |
| 2024 | ICML | Keep the Momentum: Conservation Laws beyond Euclidean Gradient Flows. | Sibylle Marcotte, Rmi Gribonval, Gabriel Peyr |
| 2023 | ICLR | Self-supervised learning with rotation-invariant kernels. | Lon Zheng, Gilles Puy, Elisa Riccietti, Patrick Prez, Rmi Gribonval |
| 2023 | ICML | Private Statistical Estimation of Many Quantiles. | Clment Lalanne, Aurlien Garivier, Rmi Gribonval |
| 2022 | ICASSP | Fast Learning of Fast Transforms, with Guarantees. | Quoc-Tung Le, Lon Zheng, Elisa Riccietti, Rmi Gribonval |
| 2022 | ICASSP | Fast Multiscale Diffusion On Graphs. | Sibylle Marcotte, Amlie Barbe, Rmi Gribonval, Titouan Vayer, Marc Sebban, Pierre Borgnat, Paulo Gonalves |
| 2021 | ICASSP | Structured Support Exploration for Multilayer Sparse Matrix Factorization. | Quoc-Tung Le, Rmi Gribonval |
| 2021 | ICLR | Training with Quantization Noise for Extreme Model Compression. | Pierre Stock, Angela Fan, Benjamin Graham, Edouard Grave, Rmi Gribonval, Herv Jgou, Armand Joulin |
| 2021 | ICTAI | Optimization of the Diffusion Time in Graph Diffused-Wasserstein Distances: Application to Domain Adaptation. | Amlie Barbe, Paulo Gonalves, Marc Sebban, Pierre Borgnat, Rmi Gribonval, Titouan Vayer |
| 2020 | AISTATS | Learning with minibatch Wasserstein : asymptotic and gradient properties. | Kilian Fatras, Younes Zine, Rmi Flamary, Rmi Gribonval, Nicolas Courty |
| 2020 | ICASSP | Blaster: An Off-Grid Method for Blind and Regularized Acoustic Echoes Retrieval. | Diego Di Carlo, Clement Elvira, Antoine Deleforge, Nancy Bertin, Rmi Gribonval |
| 2020 | ICASSP | Fast Optical System Identification by Numerical Interferometry. | Sidharth Gupta, Rmi Gribonval, Laurent Daudet, Ivan Dokmanic |
| 2020 | ICLR | And the Bit Goes Down: Revisiting the Quantization of Neural Networks. | Pierre Stock, Armand Joulin, Rmi Gribonval, Benjamin Graham, Herv Jgou |
| 2019 | ICASSP | OMP and Continuous Dictionaries: Is k-step Recovery Possible? | Clment Elvira, Rmi Gribonval, Charles Soussen, Cdric Herzet |
| 2019 | ICASSP | Differentially Private Compressive K-means. | Vincent Schellekens, Antoine Chatalic, Florimond Houssiau, Yves-Alexandre de Montjoye, Laurent Jacques, Rmi Gribonval |
| 2019 | ICLR | Equi-normalization of Neural Networks. | Pierre Stock, Benjamin Graham, Rmi Gribonval, Herv Jgou |
| 2018 | CVPR | Learning a Complete Image Indexing Pipeline. | Himalaya Jain, Joaquin Zepeda, Patrick Prez, Rmi Gribonval |
| 2018 | ICASSP | Large-Scale High-Dimensional Clustering with Fast Sketching. | Antoine Chatalic, Rmi Gribonval, Nicolas Keriven |
| 2018 | ICASSP | Faster and Still Safe: Combining Screening Techniques and Structured Dictionaries to Accelerate the Lasso. | Cssio Fraga Dantas, Rmi Gribonval |
| 2018 | ICASSP | Cascade: Channel-Aware Structured Cosparse Audio Declipper. | Clment Gaultier, Nancy Bertin, Rmi Gribonval |
| 2017 | ACSSC | Sketched clustering via hybrid approximate message passing. | Evan Byrne, Rmi Gribonval, Philip Schniter |
| 2017 | ACSSC | Analyzing the approximation error of the fast graph Fourier transform. | Luc Le Magoarou, Nicolas Tremblay, Rmi Gribonval |
| 2017 | ICASSP | Compressive K-means. | Nicolas Keriven, Nicolas Tremblay, Yann Traonmilin, Rmi Gribonval |
| 2017 | ICCV | SuBiC: A Supervised, Structured Binary Code for Image Search. | Himalaya Jain, Joaquin Zepeda, Patrick Prez, Rmi Gribonval |
| 2017 | MICCAI | Multi-modal EEG and fMRI Source Estimation Using Sparse Constraints. | Saman Noorzadeh, Pierre Maurel, Thomas Oberlin, Rmi Gribonval, Christian Barillot |
| 2016 | ECCV | Approximate Search with Quantized Sparse Representations. | Himalaya Jain, Patrick Prez, Rmi Gribonval, Joaquin Zepeda, Herv Jgou |
| 2016 | ICASSP | Joint estimation of sound source location and boundary impedance with physics-driven cosparse regularization. | Nancy Bertin, Srdan Kitic, Rmi Gribonval |
| 2016 | ICASSP | Sketching for large-scale learning of mixture models. | Nicolas Keriven, Anthony Bourrier, Rmi Gribonval, Patrick Prez |
| 2016 | ICASSP | Are there approximate fast fourier transforms on graphs? | Luc Le Magoarou, Rmi Gribonval |
| 2016 | ICASSP | Membrane shape and boundary conditions estimation using eigenmode decomposition. | Thibault Nowakowski, Nancy Bertin, Rmi Gribonval, Julien de Rosny, Laurent Daudet |
| 2016 | ICASSP | Accelerated spectral clustering using graph filtering of random signals. | Nicolas Tremblay, Gilles Puy, Pierre Borgnat, Rmi Gribonval, Pierre Vandergheynst |
| 2016 | ICML | Compressive Spectral Clustering. | Nicolas Tremblay, Gilles Puy, Rmi Gribonval, Pierre Vandergheynst |
| 2016 | ITW | A framework for low-complexity signal recovery and its application to structured sparsity. | Yann Traonmilin, Rmi Gribonval |
| 2016 | VTC | Adaptive Tone Reservation for Better BER Performance in a Frequency Selective Fading Channel. | Marwa Chafii, Mamadou Lamarana Diallo, Jacques Palicot, Faouzi Bader, Rmi Gribonval |
| 2015 | ICASSP | Chasing butterflies: In search of efficient dictionaries. | Luc Le Magoarou, Rmi Gribonval |
| 2014 | ICASSP | A performance study of various brain source imaging approaches. | Hanna Becker, Laurent Albera, Pierre Comon, Rmi Gribonval, Fabrice Wendling, Isabelle Merlet |
| 2014 | ICASSP | Compressed sensing with unknown sensor permutation. | Valentin Emiya, Antoine Bonnefoy, Laurent Daudet, Rmi Gribonval |
| 2014 | ICASSP | Hearing behind walls: Localizing sources in the room next door with cosparsity. | Srdan Kitic, Nancy Bertin, Rmi Gribonval |
| 2014 | ICASSP | Projection onto the cosparse set is NP-hard. | Andreas M. Tillmann, Rmi Gribonval, Marc E. Pfetsch |
| 2013 | ICASSP | A fundamental pitfall in blind deconvolution with sparse and shift-invariant priors. | Alexis Benichoux, Emmanuel Vincent, Rmi Gribonval |
| 2013 | ICASSP | Compressive Gaussian Mixture estimation. | Anthony Bourrier, Rmi Gribonval, Patrick Prez |
| 2012 | ICASSP | Blind calibration for compressed sensing by convex optimization. | Rmi Gribonval, Gilles Chardon, Laurent Daudet |
| 2012 | ICASSP | Physics-driven structured cosparse modeling for source localization. | Sangnam Nam, Rmi Gribonval |
| 2012 | ICASSP | Sparse underwater acoustic imaging: A case study. | Nikolaos Stefanakis, Jacques Marchal, Valentin Emiya, Nancy Bertin, Rmi Gribonval, Pierre Cervenka |
| 2012 | ICASSP | Noise aware analysis operator learning for approximately cosparse signals. | Mehrdad Yaghoobi, Sangnam Nam, Rmi Gribonval, Michael E. Davies |
| 2011 | ACSSC | Cyclic pure greedy algorithms for recovering compressively sampled sparse signals. | Bob L. T. Sturm, Mads Grsbll Christensen, Rmi Gribonval |
| 2011 | ICASSP | A constrained matching pursuit approach to audio declipping. | Amir Adler, Valentin Emiya, Maria G. Jafari, Michael Elad, Rmi Gribonval, Mark D. Plumbley |
| 2011 | ICASSP | A wideband doubly-sparse approach for MITO sparse filter estimation. | Simon Arberet, Prasad Sudhakar, Rmi Gribonval |
| 2011 | ICASSP | Multichannel harmonic and percussive component separation by joint modeling of spatial and spectral continuity. | Ngoc Q. K. Duong, Hideyuki Tachibana, Emmanuel Vincent, Nobutaka Ono, Rmi Gribonval, Shigeki Sagayama |
| 2011 | ICASSP | An acoustically-motivated spatial prior for under-determined reverberant source separation. | Ngoc Q. K. Duong, Emmanuel Vincent, Rmi Gribonval |
| 2011 | ICASSP | Cosparse analysis modeling - uniqueness and algorithms. | Sangnam Nam, Michael E. Davies, Michael Elad, Rmi Gribonval |
| 2010 | ICASSP | Under-determined convolutive blind source separation using spatial covariance models. | Ngoc Q. K. Duong, Emmanuel Vincent, Rmi Gribonval |
| 2010 | ICASSP | An L1 criterion for dictionary learning by subspace identification. | Florent Jaillet, Rmi Gribonval, Mark D. Plumbley, Hadi Zayyani |
| 2009 | ICASSP | Dictionary learning for the sparse modelling of atrial fibrillation in ECG signals. | Boris Mailh, Rmi Gribonval, Frdric Bimbot, Mathieu Lemay, Pierre Vandergheynst, Jean-Marc Vesin |
| 2009 | ICASSP | A low complexity Orthogonal Matching Pursuit for sparse signal approximation with shift-invariant dictionaries. | Boris Mailh, Rmi Gribonval, Frdric Bimbot, Pierre Vandergheynst |
| 2009 | ICASSP | Compressive sampling of pulse trains: Spread the spectrum! | Farid M. Naini, Rmi Gribonval, Laurent Jacques, Pierre Vandergheynst |
| 2009 | IDA | Blind Spectral-GMM Estimation for Underdetermined Instantaneous Audio Source Separation. | Simon Arberet, Alexey Ozerov, Rmi Gribonval, Frdric Bimbot |
| 2009 | IDA | A Sparsity-Based Method to Solve Permutation Indeterminacy in Frequency-Domain Convolutive Blind Source Separation. | Prasad Sudhakar, Rmi Gribonval |
| 2009 | IDA | Underdetermined Instantaneous Audio Source Separation via Local Gaussian Modeling. | Emmanuel Vincent, Simon Arberet, Rmi Gribonval |
| 2008 | ICASSP | Blind audiovisual separation based on redundant representations. | Anna Llagostera Casanovas, Gianluca Monaci, Pierre Vandergheynst, Rmi Gribonval |
| 2007 | ICASSP | A Robust Method to Count and Locate Audio Sources in a Stereophonic Linear Anechoic Mixture. | Simon Arberet, Rmi Gribonval, Frdric Bimbot |
| 2007 | ICASSP | Average Case Analysis of Multichannel Thresholding. | Rmi Gribonval, Boris Mailh, Holger Rauhut, Karin Schnass, Pierre Vandergheynst |
| 2006 | ESANN | A survey of Sparse Component Analysis for blind source separation: principles, perspectives, and new challenges. | Rmi Gribonval, Sylvain Lesage |
| 2006 | ICASSP | MoTIF: An Efficient Algorithm for Learning Translation Invariant Dictionaries. | Philippe Jost, Pierre Vandergheynst, Sylvain Lesage, Rmi Gribonval |
| 2006 | ICASSP | Mptk: Matching Pursuit Made Tractable. | Sacha Krstulovic, Rmi Gribonval |
| 2005 | ICASSP | Nonlinear approximation with redundant dictionaries. | Lasse Borup, Morten Nielsen, Rmi Gribonval |
| 2005 | ICASSP | A simple test to check the optimality of sparse signal approximations. | Rmi Gribonval, Rosa M. Figueras i Ventura, Pierre Vandergheynst |
| 2005 | ICASSP | Learning unions of orthonormal bases with thresholded singular value decomposition. | Sylvain Lesage, Rmi Gribonval, Frdric Bimbot, Laurent Benaroya |
| 2005 | Interspeech | Decision trees with improved efficiency for fast speaker verification. | Gilles Gonon, Rmi Gribonval, Frdric Bimbot |
| 2003 | ICASSP | Non negative sparse representation for Wiener based source separation with a single sensor. | Laurent Benaroya, Lorcan Mc Donagh, Frdric Bimbot, Rmi Gribonval |
| 2003 | ICASSP | A granular approach for the analysis of monophonic audio signals. | Lorcan Mc Donagh, Frdric Bimbot, Rmi Gribonval |
| 2003 | ICIP | Sparse decompositions in "incoherent" dictionaries. | Rmi Gribonval, Morten Nielsen |
| 2002 | ICASSP | Sparse decomposition of stereo signals with Matching Pursuit and application to blind separation of more than two sources from a stereo mixture. | Rmi Gribonval |