Matteo Caldana

According to our database, Matteo Caldana authored at least 6 papers between 2021 and 2025.

Collaborative distances:

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

2025

MAGNET: an open-source library for mesh agglomeration by graph neural networks.

Paola F. Antonietti, Matteo Caldana, Ilario Mazzieri, Andrea Re Fraschini

Eng. Comput., December, 2025

Deep Learning Accelerated Algebraic Multigrid Methods for Polytopal Discretizations of Second-Order Differential Problems.

Paola F. Antonietti, Matteo Caldana, Lorenzo Gentile, Marco Verani

CoRR, October, 2025

Discovering artificial viscosity models for discontinuous Galerkin approximation of conservation laws using physics-informed machine learning.

Matteo Caldana, Paola F. Antonietti, Luca Dede'

J. Comput. Phys., 2025

2024

Neural Ordinary Differential Equations for Model Order Reduction of Stiff Systems.

Matteo Caldana, Jan S. Hesthaven

CoRR, 2024

A deep learning algorithm to accelerate algebraic multigrid methods in finite element solvers of 3D elliptic PDEs.

Matteo Caldana, Paola F. Antonietti, Luca Dede'

Comput. Math. Appl., 2024

2021

Accelerating Algebraic Multigrid Methods via Artificial Neural Networks.

Paola F. Antonietti, Matteo Caldana, Luca Dedè

CoRR, 2021