Can Graph Foundation Models Generalize Over Architecture?

Benjamin Gutteridge, Michael Bronstein, Xiaowen Dong

Graph foundation models (GFMs) have recently attracted interest due to the promise of graph neural network (GNN) architectures that generalize zero-shot across graphs of arbitrary…