PINNsFailureRegion Localization and Refinement through White-box AdversarialAttack

Shengzhu Shi, Yao Li, Zhichang Guo +2

Physics-informed neural networks (PINNs) have shown great promise in solving partial differential equations (PDEs). However, vanilla PINNs often face challenges when solving comple…