利用粗图训练图神经网络实现网络对齐
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钱峰, 张蕾, 赵姝, 陈洁
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Training of graph neural networks on coarsening graphs for network alignment
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Feng Qian, Lei Zhang, Shu Zhao, Jie Chen
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表6 flickr/lastfm数据集上FAROS算法与对比算法的对比
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Table 6 of FAROS and baselines on the flickr/lastfm dataset
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| 1 | 5 | 10 | 15 | 20 | 25 | 30 |
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| REGAL | 0.0000 | 0.0022 | 0.0067 | 0.0177 | 0.0244 | 0.0443 | 0.0554 | | GAlign | 0.0044 | 0.0044 | 0.0155 | 0.0200 | 0.0244 | 0.0310 | 0.0377 | | NAWAL | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | | WAlign | 0.0000 | 0.0044 | 0.0133 | 0.0200 | 0.0266 | 0.0310 | 0.0377 | | Grad⁃Align | 0.0044 | 0.0288 | 0.0510 | 0.0710 | 0.0953 | 0.1153 | 0.1397 | | FAROS | 0.0133 | 0.0355 | 0.0732 | 0.1109 | 0.1463 | 0.1840 | 0.1973 |
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