Designing the Topology of Graph Neural Networks: A Novel Feature Fusion Perspective

Author:

Wei Lanning1,Zhao Huan2,He Zhiqiang3

Affiliation:

1. Institute of Computing Technology, Chinese Academy of Sciences, China and University of Chinese Academy of Sciences, China

2. 4Paradigm. Inc, China

3. Institute of Computing Technology, Chinese Academy of Sciences, China and Lenovo, China

Publisher

ACM

Reference60 articles.

1. Sami Abu-El-Haija , Bryan Perozzi , Amol Kapoor , Nazanin Alipourfard , Kristina Lerman , Hrayr Harutyunyan , Greg Ver Steeg , and Aram Galstyan . 2019 . Mixhop: Higher-order graph convolutional architectures via sparsified neighborhood mixing. In ICML. PMLR, 21–29. Sami Abu-El-Haija, Bryan Perozzi, Amol Kapoor, Nazanin Alipourfard, Kristina Lerman, Hrayr Harutyunyan, Greg Ver Steeg, and Aram Galstyan. 2019. Mixhop: Higher-order graph convolutional architectures via sparsified neighborhood mixing. In ICML. PMLR, 21–29.

2. Aleksandar Bojchevski and Stephan Günnemann. 2018. Deep gaussian embedding of graphs: Unsupervised inductive learning via ranking. ICLR. Aleksandar Bojchevski and Stephan Günnemann. 2018. Deep gaussian embedding of graphs: Unsupervised inductive learning via ranking. ICLR.

3. Shaofei Cai , Liang Li , Jincan Deng , Beichen Zhang , Zheng-Jun Zha , Li Su , and Qingming Huang . 2021. Rethinking Graph Neural Network Search from Message-passing. CVPR ( 2021 ). Shaofei Cai, Liang Li, Jincan Deng, Beichen Zhang, Zheng-Jun Zha, Li Su, and Qingming Huang. 2021. Rethinking Graph Neural Network Search from Message-passing. CVPR (2021).

4. Deli Chen Yankai Lin Wei Li Peng Li Jie Zhou and Xu Sun. 2020. Measuring and relieving the over-smoothing problem for graph neural networks from the topological view. In AAAI Vol. 34. 3438–3445. Deli Chen Yankai Lin Wei Li Peng Li Jie Zhou and Xu Sun. 2020. Measuring and relieving the over-smoothing problem for graph neural networks from the topological view. In AAAI Vol. 34. 3438–3445.

5. Jiamin Chen Jianliang Gao Yibo Chen Moctard Babatounde Oloulade Tengfei Lyu and Zhao Li. 2021. GraphPAS: Parallel Architecture Search for Graph Neural Networks. In SIGIR. 2182–2186. Jiamin Chen Jianliang Gao Yibo Chen Moctard Babatounde Oloulade Tengfei Lyu and Zhao Li. 2021. GraphPAS: Parallel Architecture Search for Graph Neural Networks. In SIGIR. 2182–2186.

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