A Graph-Based Inspection and Intervention Tool for Assessing Mechanistic Learning in PINNs.

arXiv:2610.04939v1 Announce Type: cross Abstract: We ask whether physically meaningful correspondences discovered inside a trained scientific model remain meaningful outside the conditions under which they were discovered. We introduce GIIT (Graph-based Inspec