BioinformaticsbioRxivPreprint
PG-MLD: Physics-Guided Molecular Representation Learning via Dynamic 3D Trajectory Distillation
Zihe Liu, Zhonghan Wu, Zhuo Chen…·Bin Yu
PG-MLD transfers dynamic 3D physical knowledge to SMILES-based molecular models, improving property prediction without requiring 3D conformer generation.
DOI 10.64898/2026.07.29.741404