Ranking nodes with subgraph centrality and using those scores as structural features lets subgraph GNNs match full-bag performance with one or two marked subgraphs.
Subgraphormer: Unifying subgraph gnns and graph transformers via graph products
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Balancing Efficiency and Expressiveness: Subgraph GNNs with Walk-Based Centrality
Ranking nodes with subgraph centrality and using those scores as structural features lets subgraph GNNs match full-bag performance with one or two marked subgraphs.