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图向量函数架构(Graph Vector Function Architecture)
Graph Vector Function Architecture (GVFA)是一种基于超维计算(HDC)的零样本方法,通过固定超维向量代数操作(如结合和叠加)生成图表示,无需训练。实验表明,GVFA在节点和图分类任务中优于经典GNN,且训练时间显著减少,验证了其高效性和泛化能力。 本文提出了一 ...
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