Huo-Long Wu

An Interpretable Approach to PDE Solution Discovery via Structural Experience Distillation

PDE solution discovery aims to identify explicit symbolic expressions for unknown physical fields from observations under known physical constraints. Existing methods, however, collapse data fidelity and physical consistency into a single terminal score used as the sole feedback signal, providing little information abo...