Tuned feature-only MLPs nearly match graph neural networks on five common graph benchmarks, suggesting those benchmarks measure feature quality more than graph learning.
Graph neural networks use graphs when they shouldn't, 2024
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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.