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Jun, 2023
无结构图压缩:从大规模图到压缩后的无图数据
Structure-free Graph Condensation: From Large-scale Graphs to Condensed Graph-free Data
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Xin Zheng, Miao Zhang, Chunyang Chen, Quoc Viet Hung Nguyen, Xingquan Zhu...
TL;DR
本文提出了一种结构自由图压缩范式(SFGC),该方法将大规模图形压缩为小规模无图结构的节点集,并介绍了一种训练轨迹元匹配方案和图神经特征评分指标检验了该方法的优越性。
Abstract
graph condensation
, which reduces the size of a large-scale graph by synthesizing a small-scale condensed graph as its substitution, has immediate benefits for various graph learning tasks. However, existing
graph conde
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