Neural Network Perturbation Theory (NNPT): Learning Residual Corrections from Exact Solutions

Zhenhao Chen, Mutian Shen, Boris Fain +1

Many complex physical systems naturally decompose into an exactly solvable component augmented by a perturbative correction. Rather than directly employing neural networks to analy…