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Deep Graph Neural Networks with Shallow Subgraph Samplers

Dec 02, 2020
Hanqing Zeng, Muhan Zhang, Yinglong Xia, Ajitesh Srivastava, Rajgopal Kannan, Viktor Prasanna, Long Jin, Andrey Malevich, Ren Chen

* 21 pages 

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Revisiting Graph Neural Networks for Link Prediction

Oct 30, 2020
Muhan Zhang, Pan Li, Yinglong Xia, Kai Wang, Long Jin

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Scalable Global Alignment Graph Kernel Using Random Features: From Node Embedding to Graph Embedding

Nov 25, 2019
Lingfei Wu, Ian En-Hsu Yen, Zhen Zhang, Kun Xu, Liang Zhao, Xi Peng, Yinglong Xia, Charu Aggarwal

* KDD'19, Oral Paper, Data and Code link available in the paper 

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Scalable Spectral Clustering Using Random Binning Features

Aug 11, 2018
Lingfei Wu, Pin-Yu Chen, Ian En-Hsu Yen, Fangli Xu, Yinglong Xia, Charu Aggarwal

* KDD'18, Oral Paper 

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Fast Graph Construction Using Auction Algorithm

Oct 16, 2012
Jun Wang, Yinglong Xia

* Appears in Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence (UAI2012) 

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