Billion-Scale Graph Foundation Models. - Maya Bechler-Speicher; Yoel Gottlieb; Andrey Isakov; David Abensur; Ami Tavory; Daniel Haimovich; Ido Guy; Udi Weinsberg (CoRR, 2026)