WCCM ECCOMAS 2026

MS011B Advances in Neural Network Approximations of Partial Differential Equations II

Main Organizer: Dr. David Pardo Zubiaur ( University of the Basque Country (UPV/EHU) , Spain )

Mon, 20/07/2026
14:00 - 14:45
ICM - 13b
MS011B

Chaired by:
Dr. Jamie M Taylor (CUNEF Universidad , Spain) , Dr. Pablo Herrera (Basque Center for Applied Mathematics , Spain)

Scheduled presentations:

Scalable Natural Gradient Descent for Neural PDE Solvers: Low-Rank Preconditioning and Efficient Implementations
*I. Bioli (University of Pavia), G. Sangalli (University of Pavia), C. Marcati (Institut Camille Jordan)
Edge-of-Stability Dynamics in Physics-Informed Neural Networks
*A. AliAhmad (Brown University), K. Shukla (Brown University)
Deep Learning-based Trust Region Method for PDE-constrained Optimization Problems with Low-Dimensional Controls
*S. Halilovic (Technical University of Munich), T. Hamacher (Technical University of Munich)