GNNs memorize node labels more on low-homophily graphs, a behavior NCMemo can quantify and graph rewiring can partially mitigate.
How attentive are graph attention networks? In International Conference on Learning Representations, 2022
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Memorization in Graph Neural Networks
GNNs memorize node labels more on low-homophily graphs, a behavior NCMemo can quantify and graph rewiring can partially mitigate.