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20192024
most citedData-driven rogue waves and parameter discovery in the defocusing NLS equation with a potential using the PINN deep learning

148 citations · 324 across the 13 of their papers we have counts for

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stat.ML2024

Is the neural tangent kernel of PINNs deep learning general partial differential equations always convergent ?

Zijian Zhou, Zhenya Yan

In this paper, we study the neural tangent kernel (NTK) for general partial differential equations (PDEs) based on physics-informed neural networks (PINNs). As we all know, the tra…