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Emilio Ferrara

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Jul 2026

Community Detection as Adaptive Diffusion

This work introduces ECHO (Encoding Communities via High-Order Operators), a scalable, self-supervised framework that treats communities as regions of adaptive diffusion on semantic manifolds that recovers communities from topology when node features are weak, while feature isolation is preferable when features are strong.

Emilio Ferrara · 0 citations