Publications
You can also find my articles on my Google Scholar profile.
Submitted
- G. A. D'Inverno, Saeid Moradizadeh, Sajad Salavatidezfouli, Pasquale Claudio Africa, Gianluigi Rozza. Mesh-Informed Reduced Order Models for Aneurysm Rupture Risk Prediction. arXiv, 2024. [arXiv:2410.03802] (Biomechanics and Modeling in Mechanobiology, Under review)
Published
Peer-reviewed journals
- G. A. D'Inverno, M. Bianchini, F. Scarselli (2024). VC dimension of Graph Neural Networks with Pfaffian activation functions. Neural Networks, 106924. [https://doi.org/10.1016/j.neunet.2024.106924]
- G. A. D'Inverno, S. Brugiapaglia, M. Ravanelli (2024). Generalization Limits of Graph Neural Networks in Identity Effects Learning. Neural Networks, 106793. [https://doi.org/10.1016/j.neunet.2024.106793]
- G. A. D'Inverno, J. Dong (2024). Comparison of Reservoir Computing topologies using the Recurrent Kernel approach. Neurocomputing, 128679. https://doi.org/10.1016/j.neucom.2024.128679
- G. A. D’Inverno, M. Bianchini, M. L. Sampoli, F. Scarselli (2024). On the approximation capability of GNNs in node classification/regression tasks. Soft Computing, 28, 8527–8547. https://doi.org/10.1007/s00500-024-09676-1
- M. S. Bucarelli, G. A. D’Inverno, M. Bianchini, F. Scarselli, F. Silvestri (2024). A topological description of loss surfaces based on Betti Numbers. Neural Networks, 106465. https://doi.org/10.1016/j.neunet.2024.106465
- S. Beddar-Wiesing, G. A. D’Inverno, C. Graziani, V. Lachi, A. Moallemy-Oureh, F. Scarselli, J. M. Thomas (2024). Weisfeiler–Lehman goes dynamic: An analysis of the expressive power of graph neural networks for attributed and dynamic graphs. Neural Networks, 106213. https://doi.org/10.1016/j.neunet.2024.106213
- A. Falini, G. A. D'Inverno, M. L. Sampoli, F. Mazzia (2022). Splines Parameterization of Planar Domains by Physics-Informed Neural Networks. Mathematics, 11(10), 2406. https://doi.org/10.3390/math11102406
- G. A. D’Inverno, S. Brunetti, M. L. Sampoli, D. F. Muresanu, A. Rufa, M. Bianchini (2021). Visual Sequential Search Test Analysis: An Algorithmic Approach. Mathematics, 9(22), 2952. https://doi.org/10.3390/math9222952
Conference Papers
- C. Fontana, G. A. D’Inverno, N. Cappetti (2024). Diagnostic Enface Imaging of Retinal Vascularization: Topological Reconstruction and Intersection Identification. In: Carfagni, M., Furferi, R., Di Stefano, P., Governi, L., Gherardini, F. (eds) Design Tools and Methods in Industrial Engineering III. ADM 2023. Lecture Notes in Mechanical Engineering. Springer, Cham. [https://doi.org/10.1007/978-3-031-58094-9_5]
Doctoral thesis
- Giuseppe Alessio D'Inverno. Theoretical properties of Graph Neural Networks. PhD thesis, University of Siena, 2024. [url]