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WalkGCN: a biased sampling strategy for GNNs on non-attributed graphs

Abstract Graph Neural Networks (GNNs) typically assume the presence of node attributes to capture interactions in a graph structure. However, real-world graph data often has incomplete or completely-missing attribute information. GNN approaches to dealing with incomplete attributes are widely implem...

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Príomhchruthaitheoirí: Mincheol Shin, Taeyoung Choe, Yejong Ryu, Yanggon Kim, Mucheol Kim
Formáid: Artigo
Teanga:Inglês
Foilsithe / Cruthaithe: SpringerOpen 2025-09-01
Sraith:Journal of Big Data
Ábhair:
Rochtain ar líne:https://doi.org/10.1186/s40537-025-01270-y
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