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Co-embedding of edges and nodes with deep graph convolutional neural networks

Abstract Graph neural networks (GNNs) have significant advantages in dealing with non-Euclidean data and have been widely used in various fields. However, most of the existing GNN models face two main challenges: (1) Most GNN models built upon the message-passing framework exhibit a shallow structur...

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主要な著者: Yuchen Zhou, Hongtao Huo, Zhiwen Hou, Lingbin Bu, Jingyi Mao, Yifan Wang, Xiaojun Lv, Fanliang Bu
フォーマット: Artigo
言語:Inglês
出版事項: Nature Portfolio 2023-10-01
シリーズ:Scientific Reports
オンライン・アクセス:https://doi.org/10.1038/s41598-023-44224-1
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