Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning

22 January 2018

Xiao-Ming Wu

Papers citing "Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning"

50 / 1,098 papers shown

Title
Tracing the Propagation Path: A Flow Perspective of Representation Learning on Graphs Menghan Wang Kun Zhang Gulin Li Keping Yang Luo Si GNN 16 0 0 12 Dec 2019
Continuous Graph Neural Networks Louis-Pascal Xhonneux Meng Qu Jian Tang GNN 105 156 0 02 Dec 2019
Independence Promoted Graph Disentangled Networks Yanbei Liu Tianlin Li Shu Wu Zhitao Xiao 89 97 0 26 Nov 2019
Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction Weijia Zhang Hao Liu Yanchi Liu Jingbo Zhou Hui Xiong GNN 73 99 0 24 Nov 2019
Discrete and Continuous Deep Residual Learning Over Graphs Pedro H. C. Avelar Anderson R. Tavares Marco Gori Luís C. Lamb GNN 67 20 0 21 Nov 2019
Graph-Driven Generative Models for Heterogeneous Multi-Task Learning Wenlin Wang Hongteng Xu Zhe Gan Bai Li Guoyin Wang Liqun Chen Qian Yang Wenqi Wang Lawrence Carin BDL MedIm 55 14 0 20 Nov 2019
GLMNet: Graph Learning-Matching Networks for Feature Matching Bo Jiang Pengfei Sun Jin Tang Bin Luo 54 35 0 18 Nov 2019
GraLSP: Graph Neural Networks with Local Structural Patterns Yilun Jin Guojie Song C. Shi 92 53 0 18 Nov 2019
Multi-Zone Unit for Recurrent Neural Networks Fandong Meng Jinchao Zhang Yang Liu Jie Zhou AI4CE 62 2 0 17 Nov 2019
A Hierarchy of Graph Neural Networks Based on Learnable Local Features M. Li Meng Dong Jiawei Zhou Alexander M. Rush AI4CE GNN 80 7 0 13 Nov 2019
GraphDefense: Towards Robust Graph Convolutional Networks Xiaoyun Wang Xuanqing Liu Cho-Jui Hsieh OOD AAML GNN 86 31 0 11 Nov 2019
HighwayGraph: Modelling Long-distance Node Relations for Improving General Graph Neural Network Deli Chen Xiaoqian Liu Yankai Lin Peng Li Jie Zhou Qi Su Xu Sun GNN 44 2 0 10 Nov 2019
Graph Convolutional Networks Meet with High Dimensionality Reduction Mustafa Coşkun GNN BDL 27 3 0 07 Nov 2019
GraphAIR: Graph Representation Learning with Neighborhood Aggregation and Interaction Fenyu Hu Yanqiao Zhu Shu Wu Weiran Huang Liang Wang Tieniu Tan GNN 69 47 0 05 Nov 2019
Shoestring: Graph-Based Semi-Supervised Learning with Severely Limited Labeled Data Wanyu Lin Zhaolin Gao Baochun Li 32 1 0 28 Oct 2019
Pre-train and Learn: Preserve Global Information for Graph Neural Networks Danhao Zhu Xinyu Dai Jiajun Chen 77 25 0 27 Oct 2019
Improving Graph Attention Networks with Large Margin-based Constraints Guangtao Wang Rex Ying Jing-ling Huang J. Leskovec 63 82 0 25 Oct 2019
Selective Attention Based Graph Convolutional Networks for Aspect-Level Sentiment Classification Xiaochen Hou Jing Huang Guangtao Wang Xiaodong He Bowen Zhou 61 54 0 24 Oct 2019
Semantic Graph Convolutional Network for Implicit Discourse Relation Classification Yingxue Zhang Ping Jian Fandong Meng Ruiying Geng Wei Cheng Jie Zhou GNN 51 3 0 21 Oct 2019
DeepGCNs: Making GCNs Go as Deep as CNNs Ge Li Matthias Muller Guocheng Qian Itzel C. Delgadillo Abdulellah Abualshour Ali K. Thabet Guohao Li 3DPC GNN 98 176 0 15 Oct 2019
NumNet: Machine Reading Comprehension with Numerical Reasoning Qiu Ran Yankai Lin Peng Li Jie Zhou Zhiyuan Liu ReLM AIMat 84 117 0 15 Oct 2019
DeGNN: Characterizing and Improving Graph Neural Networks with Graph Decomposition Xupeng Miao Nezihe Merve Gürel Wentao Zhang Zhichao Han Yue Liu ... Yang Zhao Shuai Zhang Yujing Wang Tengjiao Wang Ce Zhang GNN 54 6 0 10 Oct 2019
Graph-based Spatial-temporal Feature Learning for Neuromorphic Vision Sensing Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos 79 26 0 08 Oct 2019
Effective Stabilized Self-Training on Few-Labeled Graph Data Ziang Zhou Jieming Shi Shengzhong Zhang Zengfeng Huang Qing Li 149 15 0 07 Oct 2019
GraphZoom: A multi-level spectral approach for accurate and scalable graph embedding Chenhui Deng Zhiqiang Zhao Yongyu Wang Zhiru Zhang Zhuo Feng 110 106 0 06 Oct 2019
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction Ling Cai Bo Yan Gengchen Mai K. Janowicz Rui Zhu GNN 64 77 0 01 Oct 2019
Spread-gram: A spreading-activation schema of network structural learning Jie Bai Linjing Li D. Zeng GNN 22 0 0 30 Sep 2019
PairNorm: Tackling Oversmoothing in GNNs Lingxiao Zhao Leman Akoglu 112 513 0 26 Sep 2019
Dimensionwise Separable 2-D Graph Convolution for Unsupervised and Semi-Supervised Learning on Graphs Qimai Li Xiaotong Zhang Han Liu Quanyu Dai Xiao-Ming Wu GNN SSL 116 15 0 26 Sep 2019
GraphMix: Improved Training of GNNs for Semi-Supervised Learning Vikas Verma Meng Qu Kenji Kawaguchi Alex Lamb Yoshua Bengio Arno Solin Jian Tang 92 62 0 25 Sep 2019
Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning Saurabh Verma Zhi-Li Zhang FedML GNN SSL 69 9 0 22 Sep 2019
Recursive Graphical Neural Networks for Text Classification Wei Li Shuheng Li Shuming Ma Yancheng He Deli Chen Xu Sun GNN 60 10 0 18 Sep 2019
Dual Graph Convolutional Network for Semantic Segmentation Li Zhang Xiangtai Li Anurag Arnab Kuiyuan Yang Yunhai Tong Philip Torr GNN 85 174 0 13 Sep 2019
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation Jiawei Zhang Lin Meng 103 54 0 12 Sep 2019
Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View Deli Chen Yankai Lin Wei Li Peng Li Jie Zhou Xu Sun 103 1,119 0 07 Sep 2019
Graph Transfer Learning via Adversarial Domain Adaptation with Graph Convolution Quanyu Dai Xiao-Ming Wu Jiaren Xiao Xiao Shen Dan Wang OOD 115 94 0 04 Sep 2019
CGC-Net: Cell Graph Convolutional Network for Grading of Colorectal Cancer Histology Images Yanning Zhou S. Graham Navid Alemi Koohbanani Muhammad Shaban Pheng-Ann Heng Nasir M. Rajpoot MedIm 115 174 0 03 Sep 2019
Graph Representation Learning: A Survey Fenxiao Chen Yun Cheng Wang Bin Wang C.-C. Jay Kuo GNN AI4TS 72 208 0 03 Sep 2019
Spam Review Detection with Graph Convolutional Networks Ao Li Zhou Qin Runshi Liu Yiqun Yang Dong Li GNN 69 249 0 22 Aug 2019
Graph-Based Object Classification for Neuromorphic Vision Sensing Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos GNN 71 167 0 19 Aug 2019
Neural Dynamics on Complex Networks Chengxi Zang Fei Wang AI4CE 113 71 0 18 Aug 2019
Densely Connected Graph Convolutional Networks for Graph-to-Sequence Learning Zhijiang Guo Yan Zhang Zhiyang Teng Wei Lu GNN 90 131 0 16 Aug 2019
Domain-adversarial Network Alignment Huiting Hong Xin Li Yuangang Pan Ivor Tsang 36 33 0 15 Aug 2019
AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models Ke Sun Zhanxing Zhu Zhouchen Lin GNN 103 83 0 14 Aug 2019
SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Yuening Li Xiao Huang Jundong Li Mengnan Du Na Zou 115 111 0 11 Aug 2019
Symmetric Graph Convolutional Autoencoder for Unsupervised Graph Representation Learning Jiwoong Park Minsik Lee H. Chang Kyuewang Lee J. Choi SSL 121 239 0 07 Aug 2019
Hybrid Low-order and Higher-order Graph Convolutional Networks Fangyu Lei Xun Liu Qingyun Dai B. Ling Huimin Zhao Yan Liu GNN 36 16 0 02 Aug 2019
Learning to Dress 3D People in Generative Clothing Qianli Ma Jinlong Yang Anurag Ranjan S. Pujades Gerard Pons-Moll Siyu Tang Michael J. Black 3DH 72 12 0 31 Jul 2019
Graph Neural Lasso for Dynamic Network Regression Yixin Chen Lin Meng Jiawei Zhang AI4TS 51 5 0 25 Jul 2019
DropEdge: Towards Deep Graph Convolutional Networks on Node Classification Yu Rong Wenbing Huang Tingyang Xu Junzhou Huang 130 1,356 0 25 Jul 2019