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High-Precision Phase-Shift Transferable Neural Networks for High-Frequency Function Approximation and PDE Solution

Numerical Analysis 2026-04-06 v1 Numerical Analysis

Abstract

Neural network based methods have emerged as a promising paradigm for scientific computing, yet they face critical bottlenecks in high frequency function approximation and partial differential equation (PDE) solving.

Keywords

Cite

@article{arxiv.2604.03186,
  title  = {High-Precision Phase-Shift Transferable Neural Networks for High-Frequency Function Approximation and PDE Solution},
  author = {Xuyang Gao and Liang Chen and Minqiang Xu and Jing Niu},
  journal= {arXiv preprint arXiv:2604.03186},
  year   = {2026}
}
R2 v1 2026-07-01T11:53:05.770Z