GATE

Geometrically Aligned Transfer Encoder for generalizable materials discovery. Jointly learns 34 physicochemical properties in a shared geometric space. Used to screen billions of candidate molecules for immersion cooling fluids, identifying 90,000+ promising candidates with experimental validation outperforming commercial coolants.