GATFELPA integrates graph attention networks and enhanced label propagation for robust community detection

Abstract Community detection in graph networks is a fundamental yet challenging task due to limitations in existing methods. Traditional Graph Convolutional Network (GCN)–based models often suffer from over-smoothing, which results in indistinguishable node representations after excessive aggregatio...

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Bibliographic Details
Main Authors: Feiyi Tang, Junxian Li, Xi Liu, Chao Chang, Luyao Teng
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-024-84962-4
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