Learning unions of orthonormal bases with thresholded singular value decomposition. - Sylvain Lesage; Rémi Gribonval; Frédéric Bimbot; Laurent Benaroya (ICASSP (5), 2005)

A survey of Sparse Component Analysis for blind source separation: principles, perspectives, and new challenges. - Rémi Gribonval; Sylvain Lesage (ESANN, 2006)

Under-Determined Source Separation: Comparison of Two Approaches Based on Sparse Decompositions. - Sylvain Lesage; Sacha Krstulovic; Rémi Gribonval (ICA, 2006)

MoTIF: An Efficient Algorithm for Learning Translation Invariant Dictionaries. - Philippe Jost; Pierre Vandergheynst; Sylvain Lesage; Rémi Gribonval (ICASSP (5), 2006)

Learning Multi-modal Dictionaries: Application to Audiovisual Data. - Gianluca Monaci; Philippe Jost; Pierre Vandergheynst; Boris Mailhé; Sylvain Lesage; Rémi Gribonval (MRCS, 2006)

Learning Multimodal Dictionaries. - Gianluca Monaci; Philippe Jost; Pierre Vandergheynst; Boris Mailhé; Sylvain Lesage; Rémi Gribonval (IEEE Trans. Image Process., 2007)

Shift-invariant dictionary learning for sparse representations: Extending K-SVD. - Boris Mailhé; Sylvain Lesage; Rémi Gribonval; Frédéric Bimbot; Pierre Vandergheynst (EUSIPCO, 2008)

Croissant: A Metadata Format for ML-Ready Datasets. - Mubashara Akhtar; Omar Benjelloun; Costanza Conforti; Luca Foschini 002; Joan Giner-Miguelez; Pieter Gijsbers; Sujata S. Goswami; Nitisha Jain; Michalis Karamousadakis; Michael Kuchnik; Satyapriya Krishna; Sylvain Lesage; et al. (NeurIPS, 2024)