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

9 December 2024

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

4 / 4 papers shown

Title
The Challenges of the Nonlinear Regime for Physics-Informed Neural Networks Andrea Bonfanti Giuseppe Bruno Cristina Cipriani 32 7 0 06 Feb 2024
Deep learning soliton dynamics and complex potentials recognition for 1D and 2D PT-symmetric saturable nonlinear Schrödinger equations Jin Song Ilya Shenbin 89 25 0 29 Sep 2023
Data-driven peakon and periodic peakon travelling wave solutions of some nonlinear dispersive equations via deep learning Li Wang Zhenya Yan 76 47 0 12 Jan 2021
On the eigenvector bias of Fourier feature networks: From regression to solving multi-scale PDEs with physics-informed neural networks Sizhuang He Hanwen Wang P. Perdikaris 131 438 0 18 Dec 2020