GNNs memorize node labels more on low-homophily graphs, a behavior NCMemo can quantify and graph rewiring can partially mitigate.
Towards bridging generalization and expressivity of graph neural networks, 2024
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
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.