Giuseppe Alessio D'Inverno

According to our database, Giuseppe Alessio D'Inverno authored at least 8 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Comparison of Reservoir Computing topologies using the Recurrent Kernel approach.

Giuseppe Alessio D'Inverno, Jonathan Dong

Neurocomputing, 2025

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., July, 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

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

Extension of Recurrent Kernels to different Reservoir Computing topologies.

Giuseppe Alessio D'Inverno, Jonathan Dong

CoRR, 2024

VC dimension of Graph Neural Networks with Pfaffian activation functions.

Giuseppe Alessio D'Inverno, Monica Bianchini, Franco Scarselli

CoRR, 2024

2023

Generalization Limits of Graph Neural Networks in Identity Effects Learning.

Giuseppe Alessio D'Inverno, Simone Brugiapaglia, Mirco Ravanelli

CoRR, 2023

2021

A unifying point of view on expressive power of GNNs.

Giuseppe Alessio D'Inverno, Monica Bianchini, Maria Lucia Sampoli, Franco Scarselli

CoRR, 2021