| 2025 | ICASSP | Boolean Matrix Tri-Factorization. | Christos Kolomvakis, Arnaud Vandaele, Nicolas Gillis |
| 2024 | ICLR | Subtractive Mixture Models via Squaring: Representation and Learning. | Lorenzo Loconte, Aleksanteri M. Sladek, Stefan Mengel, Martin Trapp, Arno Solin, Nicolas Gillis, Antonio Vergari |
| 2023 | ICASSP | Robust Binary Component Decompositions. | Christos Kolomvakis, Nicolas Gillis |
| 2022 | ICASSP | Subspace Clustering Using Unsupervised Data Augmentation. | Maryam Abdolali, Nicolas Gillis |
| 2022 | ICASSP | Bounded Simplex-Structured Matrix Factorization. | Olivier Vu Thanh, Nicolas Gillis, Fabian Lecron |
| 2021 | ICASSP | Nonnegative Unimodal Matrix Factorization. | Andersen Man Shun Ang, Nicolas Gillis, Arnaud Vandaele, Hans De Sterck |
| 2020 | ICASSP | Extrapolated Alternating Algorithms for Approximate Canonical Polyadic Decomposition. | Andersen Man Shun Ang, Jeremy E. Cohen, Le Thi Khanh Hien, Nicolas Gillis |
| 2020 | ICASSP | Exact Sparse Nonnegative Least Squares. | Nicolas Nadisic, Arnaud Vandaele, Nicolas Gillis, Jeremy E. Cohen |
| 2020 | ICML | Inertial Block Proximal Methods for Non-Convex Non-Smooth Optimization. | Hien Le, Nicolas Gillis, Panagiotis Patrinos |
| 2019 | ICASSP | Nonnegative Low-rank Sparse Component Analysis. | Jeremy E. Cohen, Nicolas Gillis |
| 2019 | ICASSP | Separable Simplex-structured Matrix Factorization: Robustness of Combinatorial Approaches. | Nicolas Gillis |
| 2019 | ICASSP | Minimum-volume Rank-deficient Nonnegative Matrix Factorizations. | Valentin Leplat, Andersen Man Shun Ang, Nicolas Gillis |
| 2013 | ESANN | ONP-MF: An Orthogonal Nonnegative Matrix Factorization Algorithm with Application to Clustering. | Filippo Pompili, Nicolas Gillis, Franois Glineur, Pierre-Antoine Absil |
| 2009 | ISCAS | Document Classification using Nonnegative Matrix Factorization and Underapproximation. | Michael W. Berry, Nicolas Gillis, Franois Glineur |