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Heterogeneous Graph Collaborative Filtering

Nov 13, 2020
Zekun Li, Yujia Zheng, Shu Wu, Xiaoyu Zhang, Liang Wang


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Deep Active Graph Representation Learning

Oct 30, 2020
Yanqiao Zhu, Weizhi Xu, Feng Yu, Qiang Liu, Shu Wu, Liang Wang

* Preliminary work, 10 pages 

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Graph Contrastive Learning with Adaptive Augmentation

Oct 27, 2020
Yanqiao Zhu, Yichen Xu, Feng Yu, Qiang Liu, Shu Wu, Liang Wang

* Work in progress; 11 pages, 3 figures, 5 tables. arXiv admin note: substantial text overlap with arXiv:2006.04131 

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DGTN: Dual-channel Graph Transition Network for Session-based Recommendation

Sep 21, 2020
Yujia Zheng, Siyi Liu, Zekun Li, Shu Wu

* Accepted at ICDMW 2020 

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CAGNN: Cluster-Aware Graph Neural Networks for Unsupervised Graph Representation Learning

Sep 03, 2020
Yanqiao Zhu, Yichen Xu, Feng Yu, Shu Wu, Liang Wang

* 21 pages, in submission to ACM TIST 

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One Shot 3D Photography

Sep 01, 2020
Johannes Kopf, Kevin Matzen, Suhib Alsisan, Ocean Quigley, Francis Ge, Yangming Chong, Josh Patterson, Jan-Michael Frahm, Shu Wu, Matthew Yu, Peizhao Zhang, Zijian He, Peter Vajda, Ayush Saraf, Michael Cohen

* ACM Transactions on Graphics (Proceedings of SIGGRAPH 2020), Volume 39, Number 4, 2020 
* Project page: https://facebookresearch.github.io/one_shot_3d_photography/ Code: https://github.com/facebookresearch/one_shot_3d_photography 

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Deep Graph Contrastive Representation Learning

Jun 07, 2020
Yanqiao Zhu, Yichen Xu, Feng Yu, Qiang Liu, Shu Wu, Liang Wang

* Work in progress, 17 pages 

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Every Document Owns Its Structure: Inductive Text Classification via Graph Neural Networks

May 12, 2020
Yufeng Zhang, Xueli Yu, Zeyu Cui, Shu Wu, Zhongzhen Wen, Liang Wang

* To appear at ACL 2020 

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TAGNN: Target Attentive Graph Neural Networks for Session-based Recommendation

May 06, 2020
Feng Yu, Yanqiao Zhu, Qiang Liu, Shu Wu, Liang Wang, Tieniu Tan

* 5 pages, accepted to SIGIR 2020, authors' version 

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Personalizing Graph Neural Networks with Attention Mechanism for Session-based Recommendation

Dec 02, 2019
Shu Wu, Mengqi Zhang, Xin Jiang, Xu Ke, Liang Wang


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Independence Promoted Graph Disentangled Networks

Nov 26, 2019
Yanbei Liu, Xiao Wang, Shu Wu, Zhitao Xiao


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GraphAIR: Graph Representation Learning with Neighborhood Aggregation and Interaction

Nov 14, 2019
Fenyu Hu, Yanqiao Zhu, Shu Wu, Weiran Huang, Liang Wang, Tieniu Tan

* 8 pages, in submission to IEEE Transactions on Knowledge and Data Engineering 

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Fi-GNN: Modeling Feature Interactions via Graph Neural Networks for CTR Prediction

Oct 12, 2019
Zekun Li, Zeyu Cui, Shu Wu, Xiaoyu Zhang, Liang Wang

* 10 pages, accepted by the 2019 Conference on Information and Knowledge Management (CIKM-2019) 

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Semi-supervised Compatibility Learning Across Categories for Clothing Matching

Jul 31, 2019
Zekun Li, Zeyu Cui, Shu Wu, Xiaoyu Zhang, Liang Wang

* 6 pages, 4 figures, accepted by ICME2019 

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Semi-supervised Node Classification via Hierarchical Graph Convolutional Networks

Mar 05, 2019
Fenyu Hu, Yanqiao Zhu, Shu Wu, Liang Wang, Tieniu Tan

* 7 pages, 3 figures 

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Learning Vertex Convolutional Networks for Graph Classification

Feb 26, 2019
Lu Bai, Lixin Cui, Shu Wu, Yuhang Jiao, Edwin R. Hancock

* arXiv admin note: text overlap with arXiv:1809.01090 

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Dressing as a Whole: Outfit Compatibility Learning Based on Node-wise Graph Neural Networks

Feb 21, 2019
Zeyu Cui, Zekun Li, Shu Wu, Xiaoyu Zhang, Liang Wang

* 11 pages, accepted by the 2019 World Wide Web Conference (WWW-2019) 

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Session-based Recommendation with Graph Neural Networks

Nov 05, 2018
Shu Wu, Yuyuan Tang, Yanqiao Zhu, Liang Wang, Xing Xie, Tieniu Tan

* 9 pages, 4 figures, accepted by AAAI Conference on Artificial Intelligence (AAAI-19) 

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ICE: Information Credibility Evaluation on Social Media via Representation Learning

Oct 24, 2016
Qiang Liu, Shu Wu, Feng Yu, Liang Wang, Tieniu Tan

* IEEE Transactions on Information Forensics and Security (TIFS), under review 

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Context-aware Sequential Recommendation

Sep 19, 2016
Qiang Liu, Shu Wu, Diyi Wang, Zhaokang Li, Liang Wang

* IEEE International Conference on Data Mining (ICDM) 2016, to apear 

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A Comprehensive Survey on Cross-modal Retrieval

Jul 21, 2016
Kaiye Wang, Qiyue Yin, Wei Wang, Shu Wu, Liang Wang

* 20 pages, 11 figures, 9 tables 

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