Conferences
Conferences
Lecturer / Keynote speaker
Summer school: "Numerical methods for high-dimensional data". Rome, Italy, September 15-19, 2025.
Lesson title: "Neural Networks from the viewpoint of Numerical Analysis".
Indo-French Workshop on Innovative Numerical Methods for Modern Engineering Problems. Roorkee, India, January 6-10, 2025.
Lesson title: "Learning from data and physics: an introduction to physics-informed neural networks".
Minisymposium organizer
8th ECCOMAS Young Investigators Conference YIC 2025. Pescara, Italy, September 17-19, 2025.
Minisymposium title: "Various aspects of machine learning enhanced numerical methods to solve differential problems".
Invited speaker
CEA-SMAI/GAMNI 38ème séminaire de mécanique des fluides numérique. Paris, France, January 26-27, 2026.
Talk title: "The hybrid method Volume of Fluid–Machine Learning and its three-dimensional extension".
SIMAI Conference 2025. Trieste, Italy, September 1-5, 2025.
Talk title: "A Continuous formulation of the Neural Approximated Virtual Element Method".
ECCOMAS Congress 2024. Lisbon, Portugal, June 3-7, 2024.
Talk title: "NAVEM: the lowest-order Neural Approximated Virtual Element Method".
ECCOMAS YIC 2023. Porto, Portugal, June 19-21, 2023.
Talk title: "Improving Physics-Informed Neural Networks: alternative approaches to enforce Dirichlet boundary conditions".
SIAM CSE Congress 2023. Amsterdam, The Netherlands, February 26‑March 3, 2023.
Talk title: "Some mathematical aspects of PINN-VPINN discretization of PDEs".
Analysis Junior Seminar. Online because of Covid restrictions, December 10, 2021.
Talk title: "Variational Physics Informed Neural Networks: the role of quadrature and test functions".
Contributed talks
SIMAI 8th ECCOMAS Young Investigators Conference YIC 2025. Pescara, Italy, September 17-19, 2025.
Talk title: "The three-dimensional Volume Of Fluid - Machine Learning method".
Eccomas Math2Product. Valencia, Spain, June 4-6, 2025.
Talk title: "The three-dimensional extension of the Volume Of Fluid - Machine Learning method".
Joint event Euromech Colloquium on Data-Driven Fluid Dynamics/2nd ERCOFTAC Workshop on Machine Learning for Fluid Dynamics. London, UK, April 2-4, 2025.
Talk title: "A Machine Learning Volume Of Fluid method for three-dimensional advection problems".
PEPR IA Days. Saclay, France, March 18-20, 2025.
Talk title: "A machine-learning based VOF method for three-dimensional advection problems".
DTE & AICOMAS Congress 2025. Paris, France, February 17-21, 2025.
Talk title: "A Three-Dimensional Machine Learning Volume Of Fluid Method".
3rd Workshop of UMI Group Mathematics for Artificial Intelligence and Machine Learning. Bari, Italy, January 29-31, 2025.
Talk title: "The Neural Approximated Virtual Element Method on general polygons".
6th Dolomites Workshop on Constructive Approximation and Applications. Alba di Canazei (TN), Italy, September 9-13, 2024.
Talk title: "Computable and sharp upper bounds for the Lipschitz constant of neural networks".
Matematica per l’Intelligenza Artificiale e il Machine Learning. Turin, Italy, November 24-26, 2022.
Talk title: "Enforcing Dirichlet boundary conditions in Physics-Informed Neural Networks and Variational Physics-Informed Neural Networks".
GIMC SIMAI YOUNG 2022. Pavia, Italy, September 29-30, 2022.
Talk title: "Variational Physics Informed Neural Networks: an a posteriori error analysis".
ECCOMAS Congress 2022. Oslo, Norway, June 5-9, 2022.
Talk title: "Variational Physics Informed Neural Networks: an a priori error estimate".
8th SmartData@PoliTO Workshop. Arenzano, Italy, February 25-26, 2021.
Talk title: "New approaches to solve parametrized differential equations using neural networks".
PRIMO Workshop. Bologna, Italy, October 11-13, 2021.
Talk title: "Variational Physics Informed Neural Networks: the role of quadrature and test functions".
Posters
Workshop on Scientific Machine Learning. Strasbourg, France, July 8-12, 2024.
Poster title: "Certified upper bounds for the Lipschitz constant of neural networks" .
COMinDS Workshop 2024. Delft, The Netherlands, April 25-26, 2024.
Poster title: "An introduction to the lowest-order Neural Approximated Virtual Element Method".