Invariant-Based Diagnostics for Graph Benchmarks
arXiv:2605.06462v1 Announce Type: new
Abstract: Progress on graph foundation models is hindered by benchmark practices that conflate the contributions of node features and graph structure, making it hard to tell whether a model actually learns from co…