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RMan's Blog
You are the SUN of my life
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You are the SUN of my life
发表于
2021-06-03
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更新于
2026-03-13
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文章作者:
Linhao Luo
文章链接:
https://www.rman.top/2021/06/03/You-are-the-SUN-of-my-life/
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Breaking the Limits of Message Passing Graph Neural Networks
Motivation Existing GNNs’ expressive power is limited to 1-WL test, thus they cannot count some substructures likes: triangle, tailed triangle, and 4-cycle graphlets Existing beyond 1-WL test GNNs is computational heavily $O(n^3)$ and memory hungry $O(n^2)$. Some methods introduce some handcrafted features that cannot be extracted by GNN into the node attributes to increase the GNN’s expressive power: Distance encoding, identity GNN, and some Jure’s works. Existing GNN focuses on the lo...
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