| 2025 | ICASSP | Learning Permutations in Monarch Factorization. | Mimoun Mohamed, Valentin Emiya, Caroline Chaux |
| 2024 | ICML | Straight-Through Meets Sparse Recovery: the Support Exploration Algorithm. | Mimoun Mohamed, Franois Malgouyres, Valentin Emiya, 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 |
| 2018 | ICASSP | Sparse Non-Local Similarity Modeling for Audio Inpainting. | Ichrak Toumi, Valentin Emiya |
| 2017 | ICASSP | Assessment of musical noise using localization of isolated peaks in time-frequency domain. | Ronan Hamon, Valentin Emiya, Lucas Rencker, Wenwu Wang, Mark D. Plumbley |
| 2014 | ICASSP | Compressed sensing with unknown sensor permutation. | Valentin Emiya, Antoine Bonnefoy, Laurent Daudet, Rmi Gribonval |
| 2012 | ICASSP | Sparse underwater acoustic imaging: A case study. | Nikolaos Stefanakis, Jacques Marchal, Valentin Emiya, Nancy Bertin, Rmi Gribonval, Pierre Cervenka |
| 2011 | ICASSP | A constrained matching pursuit approach to audio declipping. | Amir Adler, Valentin Emiya, Maria G. Jafari, Michael Elad, Rmi Gribonval, Mark D. Plumbley |
| 2009 | ICASSP | Expectation-maximization algorithm for multi-pitch estimation and separation of overlapping harmonic spectra. | Roland Badeau, Valentin Emiya, Bertrand David |
| 2007 | ICASSP | A Parametric Method for Pitch Estimation of Piano Tones. | Valentin Emiya, Bertrand David, Roland Badeau |