Author

Si-Qi Weng

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Open access Aug 2026

Community-driven network embedding via two-stage community structure refinement

Through this design, CDNE incorporates local node proximity and mesoscopic community semantics without relying on an open-ended iterative procedure, and achieves strong performance in link prediction, cross-layer network reconstruction, and community-quality evaluation.

Zhikai Chen, He-Gui Zhang, Yang Wu et al. · Scientific Reports · 0 citations