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A Multi-Branch Training Strategy for Enhancing Neighborhood Signals in GNNs for Community Detection

The tasks of community detection in complex networks have garnered increasing attention from researchers. Concurrently, with the emergence of graph neural networks (GNNs), these models have rapidly become the mainstream approach for solving this task. However, GNNs frequently encounter the Laplacian...

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Principais autores: Yuning Guo, Qiang Wu, Linyuan Lü
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2025-12-01
coleção:Entropy
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Acesso em linha:https://www.mdpi.com/1099-4300/28/1/46
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