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