Francesco Tudisco

Publications · Keyword

Hierarchical Semi-Separable Matrices

1 publication with this keyword.

Neural-HSS: Hierarchical Semi-Separable Neural PDE Solver

Pietro Sittoni, Emanuele Zangrando, Angelo A. Casulli, Nicola Guglielmi, Francesco Tudisco

International Conference on Machine Learning (ICML), 2026

Deep learning-based methods have shown remarkable effectiveness in solving PDEs, largely due to their ability to enable fast simulations once trained. However, despite the availability of high-performance computing infrastructure, many critical applications remain constrained by the substantial computational costs …