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Beyond Low-frequency Information in Graph Convolutional Networks

Jan 04, 2021
Deyu Bo, Xiao Wang, Chuan Shi, Huawei Shen

* Accepted by AAAI 2021 

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Learning Node Representations from Noisy Graph Structures

Dec 04, 2020
Junshan Wang, Ziyao Li, Qingqing Long, Weiyu Zhang, Guojie Song, Chuan Shi

* 6 pages, 3 figures, ICDM 2020 

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A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources

Nov 30, 2020
Xiao Wang, Deyu Bo, Chuan Shi, Shaohua Fan, Yanfang Ye, Philip S. Yu

* Under review 

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Joint Semantics and Data-Driven Path Representation for Knowledge Graph Inference

Oct 06, 2020
Guanglin Niu, Bo Li, Yongfei Zhang, Yongpan Sheng, Chuan Shi, Jingyang Li, Shiliang Pu

* 12 pages, 6 tables, 4 figures 

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Heterogeneous Graph Neural Network for Recommendation

Sep 02, 2020
Jinghan Shi, Houye Ji, Chuan Shi, Xiao Wang, Zhiqiang Zhang, Jun Zhou

* 2020ICML Workshop 

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AM-GCN: Adaptive Multi-channel Graph Convolutional Networks

Jul 11, 2020
Xiao Wang, Meiqi Zhu, Deyu Bo, Peng Cui, Chuan Shi, Jian Pei

* 11 pages, KDD2020 

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Decorrelated Clustering with Data Selection Bias

Jul 02, 2020
Xiao Wang, Shaohua Fan, Kun Kuang, Chuan Shi, Jiawei Liu, Bai Wang

* Accepted by main track of IJCAI2020;SOLE copyright holder is IJCAI (international Joint Conferences on Artificial Intelligence), all rights reserved 

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Structural Deep Clustering Network

Feb 12, 2020
Deyu Bo, Xiao Wang, Chuan Shi, Meiqi Zhu, Emiao Lu, Peng Cui

* Published at The Web Conference (WWW) 2020, full paper 

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GraLSP: Graph Neural Networks with Local Structural Patterns

Dec 07, 2019
Yilun Jin, Guojie Song, Chuan Shi


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Hyperbolic Graph Attention Network

Dec 06, 2019
Yiding Zhang, Xiao Wang, Xunqiang Jiang, Chuan Shi, Yanfang Ye

* 8 pages, 4 figures 

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Multi-Component Graph Convolutional Collaborative Filtering

Nov 25, 2019
Xiao Wang, Ruijia Wang, Chuan Shi, Guojie Song, Qingyong Li


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Graph Neural News Recommendation with Long-term and Short-term Interest Modeling

Nov 08, 2019
Linmei Hu, Chen Li, Chuan Shi, Cheng Yang, Chao Shao


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Deep Collaborative Filtering with Multi-Aspect Information in Heterogeneous Networks

Sep 14, 2019
Chuan Shi, Xiaotian Han, Li Song, Xiao Wang, Senzhang Wang, Junping Du, Philip S. Yu


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Temporal Network Embedding with Micro- and Macro-dynamics

Sep 10, 2019
Yuanfu Lu, Xiao Wang, Chuan Shi, Philip S. Yu, Yanfang Ye

* CIKM2019 

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Relation Structure-Aware Heterogeneous Information Network Embedding

May 15, 2019
Yuanfu Lu, Chuan Shi, Linmei Hu, Zhiyuan Liu


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HeteSim: A General Framework for Relevance Measure in Heterogeneous Networks

Sep 28, 2013
Chuan Shi, Xiangnan Kong, Yue Huang, Philip S. Yu, Bin Wu


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