Minimum-volume Rank-deficient Nonnegative Matrix Factorizations. - Valentin Leplat; Andersen Man Shun Ang; Nicolas Gillis (ICASSP, 2019)

Blind Audio Source Separation With Minimum-Volume Beta-Divergence NMF. - Valentin Leplat; Nicolas Gillis; Andersen Man Shun Ang (IEEE Trans. Signal Process., 2020)

Fast algorithm for complex-NMF with application to source separation. - Andersen Ang; Valentin Leplat; Nicolas Gillis (EUSIPCO, 2021)

Nonnegative Tucker Decomposition with Beta-divergence for Music Structure Analysis of audio signals. - Axel Marmoret; Florian Voorwinden; Valentin Leplat; Jérémy E. Cohen; Frédéric Bimbot (CoRR, 2021)

Multiplicative Updates for NMF with β-Divergences under Disjoint Equality Constraints. - Valentin Leplat; Nicolas Gillis; Jérôme Idier (SIAM J. Matrix Anal. Appl., 2021)

NAG-GS: Semi-Implicit, Accelerated and Robust Stochastic Optimizers. - Valentin Leplat; Daniil Merkulov; Aleksandr Katrutsa; Daniel Bershatsky; Ivan V. Oseledets (CoRR, 2022)

Distributionally Robust and Multi-Objective Nonnegative Matrix Factorization. - Nicolas Gillis; Le Thi Khanh Hien; Valentin Leplat; Vincent Y. F. Tan (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Multi-resolution beta-divergence NMF for blind spectral unmixing. - Valentin Leplat; Nicolas Gillis; Cédric Févotte (Signal Process., 2022)

Nonnegative Block-Term Decomposition with the β-Divergence: Joint Data Fusion and Blind Spectral Unmixing. - Clémence Prévost; Valentin Leplat (ICASSP, 2023)

Inexact higher-order proximal algorithms for tensor factorization. - Valentin Leplat; Anh Huy Phan 001; Andersen Man Shun Ang (SSP, 2023)

Conic optimization-based algorithms for nonnegative matrix factorization. - Valentin Leplat; Yurii E. Nesterov; Nicolas Gillis; François Glineur (Optim. Methods Softw., 2023)

Minimum-Volume Non-Negative Block-Term Decomposition: Blind Data Fusion and Unmixing with Estimation of the Number of Endmembers. - Clémence Prévost; Valentin Leplat (EUSIPCO, 2024)

Block Majorization Minimization with Extrapolation and Application to β-NMF. - Le Thi Khanh Hien; Valentin Leplat; Nicolas Gillis (CoRR, 2024)

Deep Nonnegative Matrix Factorization With Beta Divergences. - Valentin Leplat; Le Thi Khanh Hien; Akwum Onwunta; Nicolas Gillis (Neural Comput., 2024)

Nonnegative Tensor Decomposition via Collaborative Neurodynamic Optimization. - Salman Ahmadi-Asl; Valentin Leplat; Anh Huy Phan 001; Andrzej Cichocki (SIAM J. Sci. Comput., 2025)

Efficient Algorithms for Regularized Nonnegative Scale-Invariant Low-Rank Approximation Models. - Jeremy E. Cohen; Valentin Leplat (SIAM J. Math. Data Sci., 2025)

Pass-efficient Randomized Algorithms for Low-rank Approximation of Quaternion Matrices. - Salman Ahmadi-Asl; Malihe Nobakht Kooshkghazi; Valentin Leplat (CoRR, 2025)

GRAFT: Gradient-Aware Fast MaxVol Technique for Dynamic Data Sampling. - Ashish Jha; Anh Huy Phan 001; Razan Dibo; Valentin Leplat (CoRR, 2025)