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Research on plant knowledge graph reasoning based on dual-channel attention and topological perception

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Knowledge graphs (KGs) in the plant domain frequently contain "long-range dependency" paths (e.g., taxonomic hierarchies or ecological association chains of 4 or more hops), which pose significant challenges to existing KG reasoning models. Traditional Graph... ...