GILT: An LLM-Free, Tuning-Free Graph Foundational Model for In-Context Learning

Weishuo Ma, Yanbo Wang, Xiyuan Wang +2

Graph Neural Networks (GNNs) are powerful tools for processing relational data but often struggle to generalize to unseen graphs, giving rise to the development of Graph Foundation…