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Xingqin Qi

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Book Open access Aug 2026

HyMAGE: Semantic-Aware Dynamic Hypergraph Generation

HyMAGE models each node as an autonomous agent and leverages LLMs for local-level semantic selection, so that hyperedge formation and dissolution emerge from local semantic affinity and structural context in a self-organizing manner.

B. Gu, Ji Zeng, Nuoran Zhou et al. · 0 citations
Book Open access Aug 2026

HyMAGE: Semantic-Aware Dynamic Hypergraph Generation

Understanding hypergraph evolution is essential for revealing high-order interaction patterns and generating credible synthetic data when real interaction records are scarce. Existing models suffer from two key limitations: (1) they rely on global topological heuristics that treat nodes as passive entities, yielding po...

B. Gu, Ji Zeng, Nuoran Zhou et al. · 0 citations

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