Unveiling the critical factors in crystal structure graph representation: a comparative analysis using streamlined MLPSets frameworks

Hongwei Du, Hong Wang

Graph Neural Networks have rapidly advanced in materials science and chemistry,with their performance critically dependent on comprehensive representations of crystal or molecular…