Efficient Iterative Solver for Shallow Neural Network Approximation of 1D Diffusion Problems

An effective and efficient iterative method, a damped block Newton (dBN) method, is introduced for solving the non-convex minimization problem arising from the shallow Ritz approximation to one-dimensional diffusion problems.