A two stages Deep Learning Architecture for Model Reduction of Parametric Time-Dependent Problems. - Isabella Carla Gonnella; Martin W. Hess; Giovanni Stabile; Gianluigi Rozza (CoRR, 2023)

A two-stage deep learning architecture for model reduction of parametric time-dependent problems. - Isabella Carla Gonnella; Martin W. Hess; Giovanni Stabile; Gianluigi Rozza (Comput. Math. Appl., 2023)

A stochastic perturbation approach to nonlinear bifurcating problems. - Isabella Carla Gonnella; Moaad Khamlich; Federico Pichi; Gianluigi Rozza (CoRR, 2024)

Nonlinear reduction strategies for data compression: a comprehensive comparison from diffusion to advection problems. - Isabella Carla Gonnella; Federico Pichi; Gianluigi Rozza (CoRR, 2025)