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Author

Xinfeng Huang

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Open access Sep 2026

To Learn or Not to Learn? An In-depth Empirical Analysis of Community Search Approaches

Community search (CS) is a fundamental problem in graph analysis, which aims to identify a query-dependent cohesive subgraph that satisfies a specific community model and contains the given query vertices. While numerous CS approaches have been proposed, including non-learning-based and learning-based ones, existing re...

Yu-Han Zhou, Zheng Wu, Qing Liu et al. · 0 citations
Book Open access Aug 2026

When to Trust Whom: A Context-Aware Graph Routing Mechanism for Information Diffusion Prediction

CARD, a context-aware routing framework that replaces static fusion with step-wise evidence arbitration, is proposed, a context-aware routing framework that achieves state-of-the-art accuracy and stronger robustness.

Zi-Han Feng, Yajun Yang, Rui Wu et al. · 0 citations

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