On the extreme eigenvalues of the Gram Matrix in Physics-Informed Neural Networks for the Poisson Equation

Bangti Jin, Longjun Wu

The smallest and largest eigenvalues of the Gram matrix induced by the differential neural tangent kernel (DNTK) play a pivotal role in the analysis of over-parameterized PINNs tra…