Multi-Domain Riemannian Graph Gluing for Building Graph Foundation Models

TL;DR

From differential geometry perspective, we present a novel framework that merges multi-domain graphs into a unified, smooth manifold with geometric consistency, enabling quantifiable transferability and geometric scaling behavior.

Opening excerpt from the authors’ abstract. source