D'Inverno, Giuseppe Alessio
D'Inverno, Giuseppe Alessio
A topological description of loss surfaces based on Betti Numbers
2024-01-01 Bucarelli Maria, Sofia; D'Inverno, Giuseppe Alessio; Bianchini, Monica; Scarselli, Franco; Silvestri, Fabrizio
Comparison of Reservoir Computing topologies using the Recurrent Kernel approach
2025-01-01 D'Inverno, Giuseppe Alessio; Dong, Jonathan
Diagnostic Enface Imaging of Retinal Vascularization: Topological Reconstruction and Intersection Identification
2024-01-01 Fontana, Carlotta; D'Inverno, Giuseppe Alessio; Cappetti, Nicola
Generalization limits of Graph Neural Networks in identity effects learning
2024-01-01 D'Inverno, Giuseppe Alessio; Brugiapaglia, Simone; Ravanelli, Mirco
On the approximation capability of GNNs in node classification/regression tasks
2024-01-01 D'Inverno, Giuseppe Alessio; Bianchini, Monica; Sampoli MARIA, Lucia; Scarselli, Franco
Splines Parameterization of Planar Domains by Physics-Informed Neural Networks
2023-01-01 Falini, A.; D'Inverno, G. A.; Sampoli, M. L.; Mazzia, F.
VC dimension of Graph Neural Networks with Pfaffian activation functions
2025-01-01 D'Inverno, Giuseppe Alessio; Bianchini, Monica; Scarselli, Franco
Visual Sequential Search Test Analysis: An Algorithmic Approach
2021-01-01 D'Inverno, Giuseppe Alessio; Brunetti, Sara; Sampoli MARIA, Lucia; Fior Muresanu, Dafin; Rufa, Alessandra; Bianchini, Monica
Weisfeiler–Lehman goes dynamic: An analysis of the expressive power of Graph Neural Networks for attributed and dynamic graphs
2024-01-01 Beddar-Wiesing, Silvia; D'Inverno, Giuseppe Alessio; Graziani, Caterina; Lachi, Veronica; Moallemy-Oureh, Alice; Scarselli, Franco; Thomas Josephine, Maria