Optimization and generalization analysis for two-layer physics-informed neural networks without over-parametrization

Zhihan Zeng, Yiqi Gu

This work focuses on the behavior of stochastic gradient descent (SGD) in solving least-squares regression with physics-informed neural networks (PINNs). Past work on this topic ha…