Author

Yifan Zhang

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Preprint Aug 2026

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

A two-axis post-training diagnosis is introduced that separates finite-sample resolution under a specified observation-and-estimation protocol from the signed parameter preference encoded by the final learned field and residual metric.

Yifan Zhang, Qian Tao · 0 citations