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Learning Graph Neural Networks with Positive and Unlabeled Nodes


Mar 08, 2021
Man Wu, Shirui Pan, Lan Du, Xingquan Zhu

* Accepted to ACM Transactions on Knowledge Discovery from Data (TKDD) 

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Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning


Feb 27, 2021
Yixin Liu, Zhao Li, Shirui Pan, Chen Gong, Chuan Zhou, George Karypis

* 15 pages, 5 figures, 6 tables 

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Graph Self-Supervised Learning: A Survey


Feb 27, 2021
Yixin Liu, Shirui Pan, Ming Jin, Chuan Zhou, Feng Xia, Philip S. Yu

* 8 pages, 2 figures, has been submitted to IJCAI 2021 Survey Track 

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Task-adaptive Neural Process for User Cold-Start Recommendation


Feb 26, 2021
Xixun Lin, Jia Wu, Chuan Zhou, Shirui Pan, Yanan Cao, Bin Wang

* Accepted by WWW 2021 

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Emerging Trends in Federated Learning: From Model Fusion to Federated X Learning


Feb 25, 2021
Shaoxiong Ji, Teemu Saravirta, Shirui Pan, Guodong Long, Anwar Walid


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A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning


Jan 03, 2021
Di Jin, Zhizhi Yu, Pengfei Jiao, Shirui Pan, Philip S. Yu, Weixiong Zhang


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Cyclic Label Propagation for Graph Semi-supervised Learning


Nov 24, 2020
Zhao Li, Yixin Liu, Zhen Zhang, Shirui Pan, Jianliang Gao, Jiajun Bu

* 19 pages, 4 figures 

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Model Extraction Attacks on Graph Neural Networks: Taxonomy and Realization


Oct 24, 2020
Bang Wu, Xiangwen Yang, Shirui Pan, Xingliang Yuan


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Graph Geometry Interaction Learning


Oct 23, 2020
Shichao Zhu, Shirui Pan, Chuan Zhou, Jia Wu, Yanan Cao, Bin Wang

* Published at Conference NeurIPS 2020 

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SciSummPip: An Unsupervised Scientific Paper Summarization Pipeline


Oct 19, 2020
Jiaxin Ju, Ming Liu, Longxiang Gao, Shirui Pan


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Medical Code Assignment with Gated Convolution and Note-Code Interaction


Oct 14, 2020
Shaoxiong Ji, Shirui Pan, Pekka Marttinen


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Multi-Level Graph Convolutional Network with Automatic Graph Learning for Hyperspectral Image Classification


Sep 19, 2020
Sheng Wan, Chen Gong, Shirui Pan, Jie Yang, Jian Yang


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Contrastive and Generative Graph Convolutional Networks for Graph-based Semi-Supervised Learning


Sep 19, 2020
Sheng Wan, Shirui Pan, Jian Yang, Chen Gong


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Multivariate Relations Aggregation Learning in Social Networks


Aug 09, 2020
Jin Xu, Shuo Yu, Ke Sun, Jing Ren, Ivan Lee, Shirui Pan, Feng Xia

* ACM/IEEE Joint Conference on Digital Libraries (JCDL 2020), Wuhan, China, August 1 - 5, 2020 
* 11 pages, 6 figures 

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Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks


May 24, 2020
Zonghan Wu, Shirui Pan, Guodong Long, Jing Jiang, Xiaojun Chang, Chengqi Zhang

* Accepted by KDD 2020 

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A Survey on Knowledge Graphs: Representation, Acquisition and Applications


Feb 02, 2020
Shaoxiong Ji, Shirui Pan, Erik Cambria, Pekka Marttinen, Philip S. Yu

* 25 pages, 10 figures, 9 tables 

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Suicidal Ideation Detection: A Review of Machine Learning Methods and Applications


Oct 23, 2019
Shaoxiong Ji, Shirui Pan, Xue Li, Erik Cambria, Guodong Long, Zi Huang


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Hyperspectral Image Classification With Context-Aware Dynamic Graph Convolutional Network


Sep 26, 2019
Sheng Wan, Chen Gong, Ping Zhong, Shirui Pan, Guangyu Li, Jian Yang


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Efficient Novelty-Driven Neural Architecture Search


Jul 22, 2019
Miao Zhang, Huiqi Li, Shirui Pan, Taoping Liu, Steven Su

* 10 pages, 2 figures 

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Attributed Graph Clustering: A Deep Attentional Embedding Approach


Jun 15, 2019
Chun Wang, Shirui Pan, Ruiqi Hu, Guodong Long, Jing Jiang, Chengqi Zhang

* Accepted to IJCAI-19 

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Graph WaveNet for Deep Spatial-Temporal Graph Modeling


May 31, 2019
Zonghan Wu, Shirui Pan, Guodong Long, Jing Jiang, Chengqi Zhang

* to be published in IJCAI-2019 

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DAGCN: Dual Attention Graph Convolutional Networks


Apr 04, 2019
Fengwen Chen, Shirui Pan, Jing Jiang, Huan Huo, Guodong Long


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Learning Graph Embedding with Adversarial Training Methods


Jan 04, 2019
Shirui Pan, Ruiqi Hu, Sai-fu Fung, Guodong Long, Jing Jiang, Chengqi Zhang

* arXiv admin note: substantial text overlap with arXiv:1802.04407 

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A Comprehensive Survey on Graph Neural Networks


Jan 03, 2019
Zonghan Wu, Shirui Pan, Fengwen Chen, Guodong Long, Chengqi Zhang, Philip S. Yu


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Learning Private Neural Language Modeling with Attentive Aggregation


Dec 17, 2018
Shaoxiong Ji, Shirui Pan, Guodong Long, Xue Li, Jing Jiang, Zi Huang


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Adversarially Regularized Graph Autoencoder


Feb 13, 2018
Shirui Pan, Ruiqi Hu, Guodong Long, Jing Jiang, Lina Yao, Chengqi Zhang


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DiSAN: Directional Self-Attention Network for RNN/CNN-Free Language Understanding


Nov 20, 2017
Tao Shen, Tianyi Zhou, Guodong Long, Jing Jiang, Shirui Pan, Chengqi Zhang

* 10 pages, 8 figures; Accepted in AAAI-18 

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Iterative Views Agreement: An Iterative Low-Rank based Structured Optimization Method to Multi-View Spectral Clustering


Aug 19, 2016
Yang Wang, Wenjie Zhang, Lin Wu, Xuemin Lin, Meng Fang, Shirui Pan

* Accepted to appear in IJCAI 2016 

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