Towards Numerical Method-Informed Neural Networks for PDE Learning

Solving stiff partial differential equations with neural networks remains challenging due to the presence of multiple time scales and numerical instabilities that arise during training. This paper addresses these limitations by embedding the mathematical structure of implicit–explicit time integrati...

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Bibliographic Details
Main Authors: Pasquale De Luca, Livia Marcellino
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/13/15/2392
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