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Open access Sep 2026

Multi-disease transmission with coupling and threshold perturbations on hypergraph structure

A hypergraph SIS transmission model based on dynamic thresholds is presented and the combined effects of coupling mechanisms, threshold variations and network structural characteristics on the transmission thresholds, propagation rates and infection scales of multiple diseases are analyzed.

Xie Yang, Jun Yin, Xiujuan Ma et al. · 0 citations
Open access 2026

CG-MAR: LLM-Based Multi-Agent Recommendation System via Community Graph

CG-MAR is proposed, a community-reasoning-enhanced multi-agent recommendation framework driven by LLMs that adopts a candidate closed-loop strategy and a deterministic five-agent pipeline consisting of retrieval, listwise reranking, pairwise tournament refinement, verification, and memory.

Xingfa Yang, Jun Yin · 0 citations

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