Beyond Field Accuracy: Two-Axis Diagnosis of Inverse-PINN Parameter Error

Yifan Zhang, Qian Tao

Inverse physics-informed neural networks (PINNs) can reconstruct a field accurately while returning an incorrect physical parameter. We introduce a two-axis post-training diagnosis…