Beyond Derivative Pathology of PINNs: Variable Splitting Strategy with Convergence Analysis

Yesom Park, Changhoon Song, Myungjoo Kang

Physics-informed neural networks (PINNs) have recently emerged as effective methods for solving partial differential equations (PDEs) in various problems. Substantial research focu…