Investigations on convergence behaviour of Physics Informed Neural Networks across spectral ranges and derivative orders

Mayank Deshpande, Siddharth Agarwal, Vukka Snigdha +1

An important inference from Neural Tangent Kernel (NTK) theory is the existence of spectral bias (SB), that is, low frequency components of the target function of a fully connected…