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Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting

Jun 24, 2021
Zheng Fang, Qingqing Long, Guojie Song, Kunqing Xie

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HamNet: Conformation-Guided Molecular Representation with Hamiltonian Neural Networks

May 08, 2021
Ziyao Li, Shuwen Yang, Guojie Song, Lingsheng Cai

* in ICLR-2021 (poster) 

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Lorentzian Graph Convolutional Networks

Apr 15, 2021
Yiding Zhang, Xiao Wang, Chuan Shi, Nian Liu, Guojie Song

* 12 pages, 5 figures 

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Theoretically Improving Graph Neural Networks via Anonymous Walk Graph Kernels

Apr 07, 2021
Qingqing Long, Yilun Jin, Yi Wu, Guojie Song

* 11 pages 

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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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EPNE: Evolutionary Pattern Preserving Network Embedding

Sep 24, 2020
Junshan Wang, Yilun Jin, Guojie Song, Xiaojun Ma

* 8 pages 

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Streaming Graph Neural Networks via Continual Learning

Sep 23, 2020
Junshan Wang, Guojie Song, Yi Wu, Liang Wang

* 10 pages 

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Graph Structural-topic Neural Network

Jul 04, 2020
Qingqing Long, Yilun Jin, Guojie Song, Yi Li, Wei Lin

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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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Multi-Component Graph Convolutional Collaborative Filtering

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

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Time2Graph: Revisiting Time Series Modeling with Dynamic Shapelets

Nov 11, 2019
Ziqiang Cheng, Yang Yang, Wei Wang, Wenjie Hu, Yueting Zhuang, Guojie Song

* An extended version with 11 pages including appendix; Accepted by AAAI'20; 

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DANE: Domain Adaptive Network Embedding

Jun 03, 2019
Yizhou Zhang, Guojie Song, Lun Du, Shuwen Yang, Yilun Jin

* 7 pages, 4 figures, accepted by IJCAI 2019 

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Tag2Vec: Learning Tag Representations in Tag Networks

Apr 19, 2019
Junshan Wang, Zhicong Lu, Guojie Song, Yue Fan, Lun Du, Wei Lin

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GCN-LASE: Towards Adequately Incorporating Link Attributes in Graph Convolutional Networks

Feb 26, 2019
Ziyao Li, Liang Zhang, Guojie Song

* IJCAI2019 Submission 

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SepNE: Bringing Separability to Network Embedding

Nov 14, 2018
Ziyao Li, Liang Zhang, Guojie Song

* 8 pages, 4 figures, accepted in the Proceedings of the 33rd AAAI's Conference on Artificial Intelligence 

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Deep Air Learning: Interpolation, Prediction, and Feature Analysis of Fine-grained Air Quality

Apr 11, 2018
Zhongang Qi, Tianchun Wang, Guojie Song, Weisong Hu, Xi Li, Zhongfei, Zhang

* IEEE Transactions on Knowledge and Data Engineering, 2018 

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