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ConcreteGraph: A Data Augmentation Method Leveraging the Properties of Concept Relatedness Estimation


Jun 25, 2022
Yueen Ma, Zixing Song, Chirui Chang, Yue Yu, Irwin King

* 8 pages, acl format 

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ResNorm: Tackling Long-tailed Degree Distribution Issue in Graph Neural Networks via Normalization


Jun 16, 2022
Langzhang Liang, Zenglin Xu, Zixing Song, Irwin King, Jieping Ye


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COSTA: Covariance-Preserving Feature Augmentation for Graph Contrastive Learning


Jun 13, 2022
Yifei Zhang, Hao Zhu, Zixing Song, Piotr Koniusz, Irwin King

* This paper is accepted by the ACM KDD 2022 

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A Survey on Deep Semi-supervised Learning


Feb 28, 2021
Xiangli Yang, Zixing Song, Irwin King, Zenglin Xu

* 24 pages, 6 figures 

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Graph-based Semi-supervised Learning: A Comprehensive Review


Feb 26, 2021
Zixing Song, Xiangli Yang, Zenglin Xu, Irwin King


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