SCGFM-ART: Amortized Relational Transport for Structure-Centric Graph Foundation Models.

arXiv:2609.20419v1 Announce Type: cross Abstract: Graph foundation models (GFMs) aim to learn transferable representations across severely heterogeneous graph domains. However, severe domain shifts in topology, graph scale, and feature semantics impede the con