Diffusing the Periodic Table: How Hierarchy Fixes Molecular AI
A molecule can fail for a very small reason. Not a grand theoretical reason. Not because the model lacks a cinematic vision of drug discovery. Sometimes the failure is an aromatic nitrogen that should carry hydrogen but does not. Sometimes it is a formal charge that disappears because the token vocabulary decided that “nitrogen” was enough detail. Chemistry, unfortunately, does not reward this sort of minimalism. ...