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Sergio Maldonado

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#machine learning Preprint Oct 2026

The importance of tensor handling and implementation of physics-informed DeepONets

Physics-informed neural networks (PINNs) reduce or eliminate the need for large labelled datasets by enforcing governing equations during training. Physics-informed Deep Operator Networks (PI-DeepONets) extend this approach to learning solution operators, enabling rapid prediction across families of problems. Despite t...

Nahum Banks, G. D. de Almeida, Sergio Maldonado · 0 citations

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