M Sato

State-Constrained SHAP Distills Polymer Property Models into Transferable Structural Rules for Fixed-Interval Screening

Abstract Polymer informatics has accelerated data-driven prediction of polymer properties, yet accurate prediction does not directly enable discovery. Here, we introduce state-constrained SHAP (SC-SHAP), an attribution-to-rule distillation framework for fixed-interval polymer scr...