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Hao Peng

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Aug 2026

DHMNN: A Hypergraph Motif-Based Framework for Directed Hyperlink Prediction.

A novel directed hypergraph motif-based neural network (DHMNN) for directed hyperlink prediction, which simultaneously captures higher order structural and connectivity information from the directed hypergraph topology and significantly outperforms state-of-the-art models.

Xihang Meng, Hao Peng, Guangjie Zeng et al. · 0 citations
Preprint Jul 2026

Comprehensive, Efficient Large-Scale Community Detection via Structural Entropy Game

A novel heuristic community detection algorithm, termed CoDeSEG, which identifies communities by minimizing the network's two-dimensional structural entropy within a potential game framework, and introduces a structural entropy-based node overlapping heuristic for detecting overlapping communities, with a near-linear time complexity.

Pu Li, Yantuan Xian, Hao Peng et al. · 0 citations