Giuseppe Alessio D'Inverno

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 9

Top Topics

Reservoir Computing

Expressive Power

Top Venues

Neural Networks

Publications

Giuseppe Alessio D'Inverno, Monica Bianchini, Maria Lucia Sampoli, Franco Scarselli
On the approximation capability of GNNs in node classification/regression tasks. Soft Comput. 28 (13-14) (2024)
Maria Sofia Bucarelli, Giuseppe Alessio D'Inverno, Monica Bianchini, Franco Scarselli, Fabrizio Silvestri
A topological description of loss surfaces based on Betti Numbers. CoRR (2024)
Giuseppe Alessio D'Inverno, Jonathan Dong
Extension of Recurrent Kernels to different Reservoir Computing topologies. CoRR (2024)
Giuseppe Alessio D'Inverno, Monica Bianchini, Franco Scarselli
VC dimension of Graph Neural Networks with Pfaffian activation functions. CoRR (2024)
Silvia Beddar-Wiesing, Giuseppe Alessio D'Inverno, Caterina Graziani, Veronica Lachi, Alice Moallemy-Oureh, Franco Scarselli, Josephine Maria Thomas
Weisfeiler-Lehman goes dynamic: An analysis of the expressive power of Graph Neural Networks for attributed and dynamic graphs. Neural Networks 173 (2024)
Maria Sofia Bucarelli, Giuseppe Alessio D'Inverno, Monica Bianchini, Franco Scarselli, Fabrizio Silvestri
A topological description of loss surfaces based on Betti Numbers. Neural Networks 178 (2024)
Giuseppe Alessio D'Inverno, Simone Brugiapaglia, Mirco Ravanelli
Generalization Limits of Graph Neural Networks in Identity Effects Learning. CoRR (2023)
Silvia Beddar-Wiesing, Giuseppe Alessio D'Inverno, Caterina Graziani, Veronica Lachi, Alice Moallemy-Oureh, Franco Scarselli, Josephine Maria Thomas
Weisfeiler-Lehman goes Dynamic: An Analysis of the Expressive Power of Graph Neural Networks for Attributed and Dynamic Graphs. CoRR (2022)
Giuseppe Alessio D'Inverno, Monica Bianchini, Maria Lucia Sampoli, Franco Scarselli
A unifying point of view on expressive power of GNNs. CoRR (2021)