Boyan Deng

Multi-Domain Graph Foundation Models: Robust Knowledge Transfer via Topology Alignment

Recent advances in CV and NLP have inspired researchers to develop general-purpose graph foundation models through pre-training across diverse domains. However, a fundamental challenge arises from the substantial differences in graph topologies across domains. Additionally, real-world graphs are oft…