Tuned feature-only MLPs nearly match graph neural networks on five common graph benchmarks, suggesting those benchmarks measure feature quality more than graph learning.
Diffwire: Inductive graph rewiring via the lovasz bound
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Revisiting the Necessity of Graph Learning and Common Graph Benchmarks
Tuned feature-only MLPs nearly match graph neural networks on five common graph benchmarks, suggesting those benchmarks measure feature quality more than graph learning.