Yong-Wang Li

From Physical Principles to ML-Ready Representations: A Unified Framework for Scanning Tunneling Microscopy

Scanning tunneling microscopy (STM) enables atomic-resolution imaging, but quantitative interpretation remains difficult because tunneling current depends nonlinearly on both surface geometry and electronic structure. We propose a physics-informed representation based on bond valence and tip-height deviation from the...