
MS039B Deep Learning-based Reduced Order Models in Scientific Computing II
Main Organizer:
Phd.
Stefania Fresca
(
Politecnico di Milano
, Italy
)
Chaired by:
Dr. Federico Pichi (SISSA , Italy) , Dr. Nicola Rares Franco (MOX, Politecnico di Milano , Italy)
Dr. Federico Pichi (SISSA , Italy) , Dr. Nicola Rares Franco (MOX, Politecnico di Milano , Italy)
Scheduled presentations:
-
Keynote
Statistical Learning Theory for Neural Operators
-
Student
Data-Driven Dimension Reduction Through Symmetry-Promoting Regularization
-
Student
Graph Neural Diffusion for Accelerated Adaptive Mesh Refinement in Finite Element Methods
-
Student
Neural Ordinary Differential Equations for Model Order Reduction of Stiff Systems
-
Student
A Parametric Framework for Kernel-Based Dynamic Mode Decomposition Using Deep Learning