> Seraghiti, Giovanni, et al. "Accelerated algorithms for nonlinear matrix decomposition with the ReLU function." 2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP). IEEE, (2023). (link)
> Porcelli, Margherita, Giovanni Seraghiti, and Philippe L. Toint. "prunAdag: an adaptive pruning-aware gradient method." Computational Optimization and Applications 93.1: 85-119 (2026). (link)
Preprints
> Gillis Nicolas, Margherita Porcelli, and Giovanni Seraghiti. "An extrapolated and provably convergent algorithm for nonlinear matrix decomposition with the ReLU function." arXiv preprint arXiv:2503.23832 (2025). (code)
> Giovanni Seraghit, Kévin Dubrulle, Arnaud Vandaele, Nicolas Gillis. "Nonnegative Matrix Factorization in the Component-Wise L1-norm for Sparse Data". arXiv:2603.29715 (2026). (code)
Check also Google scholar, arXiv, Github