| 2024 | ICASSP | From Convolutional Sparse Coding To *-NMF Factorization of Time-Frequency Coefficients. | Jean-Baptiste Malagnoux, Matthieu Kowalski |
| 2023 | ICML | Sliced-Wasserstein on Symmetric Positive Definite Matrices for M/EEG Signals. | Clment Bonet, Benot Malzieux, Alain Rakotomamonjy, Lucas Drumetz, Thomas Moreau, Matthieu Kowalski, Nicolas Courty |
| 2022 | ICASSP | Parameter Estimation in Sparse Inverse Problems Using Bernoulli-Gaussian Prior. | Pierre Barbault, Matthieu Kowalski, Charles Soussen |
| 2022 | ICLR | Understanding approximate and unrolled dictionary learning for pattern recovery. | Benot Malzieux, Thomas Moreau, Matthieu Kowalski |
| 2017 | ICASSP | Sparsity and low-rank amplitude based blind Source Separation. | Fangchen Feng, Matthieu Kowalski |
| 2017 | ICASSP | Drum extraction in single channel audio signals using multi-layer Non negative Matrix Factor Deconvolution. | Clement Laroche, Hlne Papadopoulos, Matthieu Kowalski, Gal Richard |
| 2015 | CBMI | A multi-dimensional meter-adaptive method for automatic segmentation of music. | Cyril Gaudefroy, Hlne Papadopoulos, Matthieu Kowalski |
| 2014 | ICASSP | Hybrid model and structured sparsity for under-determined convolutive audio source separation. | Fangchen Feng, Matthieu Kowalski |
| 2014 | ICASSP | Audio declipping with social sparsity. | Kai Siedenburg, Matthieu Kowalski, Monika Drfler |
| 2014 | ICIP | Thresholding RULES and iterative shrinkage/thresholding algorithm: A convergence study. | Matthieu Kowalski |
| 2011 | ICASSP | An unsupervised algorithm for hybrid/morphological signal decomposition. | Matthieu Kowalski, Thomas Rodet |
| 2009 | ICML | Multiple indefinite kernel learning with mixed norm regularization. | Matthieu Kowalski, Marie Szafranski, Liva Ralaivola |
| 2006 | ICASSP | a Family of Random Waveform Models for Audio Coding. | Matthieu Kowalski, Bruno Torrsani |