R. Bentivoglio, S. N. Jonkman, E. Isufi and R. Taormina, Probabilistic Flood Hazard Mapping for Dike-breach Floods via Graph Neural Networks, Natural Hazards and Earth System Sciences (NHESS). Mar. 2026.

R. Bentivoglio, E. Isufi, S. N. Jonkman and R. Taormina, Multi-scale Graph Neural Networks for Flood Modeling, Natural Hazards and Earth System Sciences (NHESS). Aug. 2024. [PDF]

R. Bentivoglio, E. Isufi, S. N. Jonkman and R. Taormina, Rapid Spatio-Temporal Flood Modeling via Hydraulics-Based Graph Neural Networks, in the Hydrology and Earth System Sciences. Nov. 2023 [PDF] [Video] (top 3 downloaded articles)

B. Kerimov, R. Bentivoglio, J. A. G. Diaz, E. Isufi, F. Tscheikner-Grati, D. B. Steffelbauer, R. Taormina, Assessing the Performance and Transferability of Graph Neural Network Metamodels for Water Distribution Systems, Journal of Hydroinformatics, Sep. 2023. [PDF]

C. A. do Lago, M. H.  Giacomoni, R.  Bentivoglio, R. Taormina, M. N. G. Junior and E. M. Mendiondo Probabilistic Generalizing Rapid Flood Predictions to Unseen Urban Catchments with Conditional Generative Adversarial Networks, Journal of Hydrology, 2023. 

A. J. Sørensen, R. Bentivoglio, P. S. Mikkelsen, R. Taormina, R. Löwe, Neural Networks for the Simulation of Pluvial Urban Flooding, In 13th Urban Drainage Modeling Conference, Innsbruck, Austria, 2025