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Samra Sana

1 paper indexed

arxivcs.LG2026-07-10

Graph Neural Networks for Scalable and Transferable Node Centrality Approximation

Samra Sana, Giorgio Mantica, Saul Imbrici

Graph Neural Networks (GNNs) provide a learning-based framework for approximating graph quantities that are expensive to compute exactly. This paper investigates GNNs for scalable approximation of betweenness and closeness centrality, formulated as a node-ranking problem. Exact c…

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