Spatial Heterophily Aware Graph Neural Networks

Author:

Xiao Congxi1ORCID,Zhou Jingbo2ORCID,Huang Jizhou3ORCID,Xu Tong4ORCID,Xiong Hui5ORCID

Affiliation:

1. University of Science and Technology of China & Baidu Research, Hefei, China

2. Baidu Research, Beijing, China

3. Baidu Inc., Beijing, China

4. University of Science and Technology of China & State Key Laboratory of Cognitive Intelligence, Hefei, China

5. The Hong Kong University of Science and Technology (Guangzhou) & The Hong Kong University of Science and Technology, Guangzhou, China

Funder

Foshan HKUST Projects

Publisher

ACM

Reference56 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. Beyond Low-frequency Information in Graph Convolutional Networks

3. Ming Chen Zhewei Wei Zengfeng Huang Bolin Ding and Yaliang Li. 2020. Simple and deep graph convolutional networks. In ICML. PMLR 1725--1735. Ming Chen Zhewei Wei Zengfeng Huang Bolin Ding and Yaliang Li. 2020. Simple and deep graph convolutional networks. In ICML. PMLR 1725--1735.

4. Points-of-interest relationship inference with spatial-enriched graph neural networks

5. Eli Chien Jianhao Peng Pan Li and Olgica Milenkovic. 2021. Adaptive Universal Generalized PageRank Graph Neural Network. In ICLR. Eli Chien Jianhao Peng Pan Li and Olgica Milenkovic. 2021. Adaptive Universal Generalized PageRank Graph Neural Network. In ICLR.

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