A shape optimization pipeline for marine propellers by means of reduced order modeling techniques. - Anna Ivagnes; Nicola Demo; Gianluigi Rozza (CoRR, 2023)

Physics-Informed Neural networks for Advanced modeling. - Dario Coscia; Anna Ivagnes; Nicola Demo; Gianluigi Rozza (J. Open Source Softw., 2023)

Pressure data-driven variational multiscale reduced order models. - Anna Ivagnes; Giovanni Stabile; Andrea Mola; Traian Iliescu; Gianluigi Rozza (J. Comput. Phys., 2023)

Towards a Machine Learning Pipeline in Reduced Order Modelling for Inverse Problems: Neural Networks for Boundary Parametrization, Dimensionality Reduction and Solution Manifold Approximation. - Anna Ivagnes; Nicola Demo; Gianluigi Rozza (J. Sci. Comput., 2023)

PINA: Physics-Informed Neural networks for Advanced modeling. - Dario Coscia; Anna Ivagnes; Nicola Demo; Gianluigi Rozza (Zenodo, 2023)

Hybrid data-driven closure strategies for reduced order modeling. - Anna Ivagnes; Giovanni Stabile; Andrea Mola; Traian Iliescu; Gianluigi Rozza (Appl. Math. Comput., 2023)

Enhancing non-intrusive Reduced Order Models with space-dependent aggregation methods. - Anna Ivagnes; Niccolò Tonicello; Paola Cinnella; Gianluigi Rozza (CoRR, 2024)

Parametric Intrusive Reduced Order Models enhanced with Machine Learning Correction Terms. - Anna Ivagnes; Giovanni Stabile; Gianluigi Rozza (CoRR, 2024)

Data-driven Optimization for the Evolve-Filter-Relax regularization of convection-dominated flows. - Anna Ivagnes; Maria Strazzullo; Michele Girfoglio; Traian Iliescu; Gianluigi Rozza (CoRR, 2025)

Data-driven Closure Strategies for Parametrized Reduced Order Models via Deep Operator Networks. - Anna Ivagnes; Giovanni Stabile; Gianluigi Rozza (CoRR, 2025)

Machine Learning-based quadratic closures for non-intrusive Reduced Order Models. - Gabriele Codega; Anna Ivagnes; Nicola Demo; Gianluigi Rozza (CoRR, 2025)

A new data-driven energy-stable Evolve-Filter-Relax model for turbulent flow simulation. - Anna Ivagnes; Toby van Gastelen; Syver Døving Agdestein; Benjamin Sanderse; Giovanni Stabile; Gianluigi Rozza (CoRR, 2025)