A unifying point of view on expressive power of GNNs. - Giuseppe Alessio D'Inverno; Monica Bianchini; Maria Lucia Sampoli; Franco Scarselli (CoRR, 2021)

Extension of Recurrent Kernels to different Reservoir Computing topologies. - Giuseppe Alessio D'Inverno; Jonathan Dong (CoRR, 2024)

Physics-Informed GNN for non-linear constrained optimization: PINCO a solver for the AC-optimal power flow. - Anna Varbella; Damien Briens; Blazhe Gjorgiev; Giuseppe Alessio D'Inverno; Giovanni Sansavini (CoRR, 2024)

Weisfeiler-Lehman goes dynamic: An analysis of the expressive power of Graph Neural Networks for attributed and dynamic graphs. - Silvia Beddar-Wiesing; Giuseppe Alessio D'Inverno; Caterina Graziani; Veronica Lachi; Alice Moallemy-Oureh; Franco Scarselli; Josephine Maria Thomas (Neural Networks, 2024)

A topological description of loss surfaces based on Betti Numbers. - Maria Sofia Bucarelli; Giuseppe Alessio D'Inverno; Monica Bianchini; Franco Scarselli; Fabrizio Silvestri (Neural Networks, 2024)

On the approximation capability of GNNs in node classification/regression tasks. - Giuseppe Alessio D'Inverno; Monica Bianchini; Maria Lucia Sampoli; Franco Scarselli (Soft Comput., 2024)

Comparison of Reservoir Computing topologies using the Recurrent Kernel approach. - Giuseppe Alessio D'Inverno; Jonathan Dong (Neurocomputing, 2025)

Mesh-informed Reduced Order Models for aneurysm rupture risk prediction. - Giuseppe Alessio D'Inverno; Saeid Moradizadeh; Sajad Salavatidezfouli; Pasquale Claudio Africa; Gianluigi Rozza (J. Comput. Appl. Math., 2025)

Generalization limits of Graph Neural Networks in identity effects learning. - Giuseppe Alessio D'Inverno; Simone Brugiapaglia; Mirco Ravanelli (Neural Networks, 2025)

VC dimension of Graph Neural Networks with Pfaffian activation functions. - Giuseppe Alessio D'Inverno; Monica Bianchini; Franco Scarselli (Neural Networks, 2025)

Surrogate models for diffusion on graphs via sparse polynomials. - Giuseppe Alessio D'Inverno; Kylian Ajavon; Simone Brugiapaglia (CoRR, 2025)

Data-driven multi-agent modelling of calcium interactions in cell culture: PINN vs Regularized Least-squares. - Aurora Poggi; Giuseppe Alessio D'Inverno; Hjalmar Brismar; Ozan Öktem; Matthieu Barreau; Kateryna Morozovska (CoRR, 2025)

Hierarchical matrices for 3D Helmholtz problems in the multi-patch IgA-BEM setting. - L. Desiderio; Giuseppe Alessio D'Inverno; Maria Lucia Sampoli; Alessandra Sestini (Eng. Comput., 2025)

Revisiting Deep Information Propagation: Fractal Frontier and Finite-size Effects. - Giuseppe Alessio D'Inverno; Zhiyuan Hu; Leo Davy; Michael Unser; Gianluigi Rozza; Jonathan Dong (CoRR, 2025)