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"

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Title
Pre-train and Learn: Preserve Global Information for Graph Neural Networks Danhao Zhu Xinyu Dai Jiajun Chen 21 23 0 27 Oct 2019
Improving Graph Attention Networks with Large Margin-based Constraints Guangtao Wang Rex Ying Jing-ling Huang J. Leskovec 17 80 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 21 52 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 20 3 0 21 Oct 2019
DeepGCNs: Making GCNs Go as Deep as CNNs G. Li Matthias Muller Guocheng Qian Itzel C. Delgadillo Abdulellah Abualshour Ali K. Thabet Bernard Ghanem 3DPC GNN 31 168 0 15 Oct 2019
NumNet: Machine Reading Comprehension with Numerical Reasoning Qiu Ran Yankai Lin Peng Li Jie Zhou Zhiyuan Liu ReLM AIMat 6 115 0 15 Oct 2019
DeGNN: Characterizing and Improving Graph Neural Networks with Graph Decomposition Xupeng Miao Nezihe Merve Gürel Wentao Zhang Zhichao Han Bo-wen Li ... Yang Zhao Shuai Zhang Yujing Wang Bin Cui Ce Zhang GNN 10 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 19 26 0 08 Oct 2019
Effective Stabilized Self-Training on Few-Labeled Graph Data Ziang Zhou Jieming Shi Shengzhong Zhang Zengfeng Huang Qing Li 23 12 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 30 105 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 14 75 0 01 Oct 2019
Spread-gram: A spreading-activation schema of network structural learning Jie Bai Linjing Li D. Zeng GNN 6 0 0 30 Sep 2019
PairNorm: Tackling Oversmoothing in GNNs Lingxiao Zhao L. Akoglu 14 500 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 11 14 0 26 Sep 2019
GraphMix: Improved Training of GNNs for Semi-Supervised Learning Vikas Verma Meng Qu Kenji Kawaguchi Alex Lamb Yoshua Bengio Juho Kannala Jian Tang 33 62 0 25 Sep 2019
Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning Saurabh Verma Zhi-Li Zhang FedML GNN SSL 20 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 11 10 0 18 Sep 2019
Dual Graph Convolutional Network for Semantic Segmentation Li Zhang Xiangtai Li Anurag Arnab Kuiyuan Yang Yunhai Tong Philip H. S. Torr GNN 31 171 0 13 Sep 2019
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation Jiawei Zhang Lin Meng 16 52 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 28 1,079 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 21 84 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 27 173 0 03 Sep 2019
Graph Representation Learning: A Survey Fenxiao Chen Yun Cheng Wang Bin Wang C.-C. Jay Kuo GNN AI4TS 22 201 0 03 Sep 2019
Spam Review Detection with Graph Convolutional Networks Ao Li Zhou Qin Runshi Liu Yiqun Yang Dong Li GNN 14 242 0 22 Aug 2019
Graph-Based Object Classification for Neuromorphic Vision Sensing Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos GNN 11 162 0 19 Aug 2019
Neural Dynamics on Complex Networks Chengxi Zang Fei-Yue Wang AI4CE 27 67 0 18 Aug 2019
Densely Connected Graph Convolutional Networks for Graph-to-Sequence Learning Zhijiang Guo Yan Zhang Zhiyang Teng Wei Lu GNN 18 130 0 16 Aug 2019
Domain-adversarial Network Alignment Huiting Hong Xin Li Yuangang Pan Ivor Tsang 14 33 0 15 Aug 2019
AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models Ke Sun Zhanxing Zhu Zhouchen Lin GNN 33 80 0 14 Aug 2019
SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks Yuening Li Xiao Huang Jundong Li Mengnan Du Na Zou 6 105 0 11 Aug 2019
Symmetric Graph Convolutional Autoencoder for Unsupervised Graph Representation Learning Jiwoong Park Minsik Lee H. Chang Kyuewang Lee J. Choi SSL 26 231 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 19 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 13 12 0 31 Jul 2019
Graph Neural Lasso for Dynamic Network Regression Yixin Chen Lin Meng Jiawei Zhang AI4TS 14 5 0 25 Jul 2019
DropEdge: Towards Deep Graph Convolutional Networks on Node Classification Yu Rong Wenbing Huang Tingyang Xu Junzhou Huang 22 1,308 0 25 Jul 2019
Semi-Supervised Graph Embedding for Multi-Label Graph Node Classification Kaisheng Gao Jing Zhang Cangqi Zhou 19 8 0 12 Jul 2019
Fast Haar Transforms for Graph Neural Networks Ming Li Zheng Ma Yu Guang Wang Xiaosheng Zhuang 25 74 0 10 Jul 2019
Molecular Property Prediction: A Multilevel Quantum Interactions Modeling Perspective Chengqiang Lu Qi Liu Chao Wang Zhenya Huang Peize Lin Lixin He AI4CE 11 191 0 25 Jun 2019
DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification Jun Wu Jingrui He Jiejun Xu GNN 16 195 0 05 Jun 2019
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks Sitao Luan Mingde Zhao X. Chang Doina Precup GNN 28 155 0 05 Jun 2019
Pre-Training Graph Neural Networks for Generic Structural Feature Extraction Ziniu Hu Changjun Fan Ting-Li Chen Kai-Wei Chang Yizhou Sun 24 43 0 31 May 2019
Towards Interpretable Sparse Graph Representation Learning with Laplacian Pooling Emmanuel Noutahi Dominique Beaini Julien Horwood Sébastien Giguère Prudencio Tossou AI4CE 14 34 0 28 May 2019
Learning to Identify High Betweenness Centrality Nodes from Scratch: A Novel Graph Neural Network Approach Changjun Fan Li Zeng Yuhui Ding Muhao Chen Yizhou Sun Zhong Liu GNN 17 66 0 24 May 2019
Semi-Supervised Classification on Non-Sparse Graphs Using Low-Rank Graph Convolutional Networks Dominik Alfke Martin Stoll GNN 21 3 0 24 May 2019
Learning Cross-Domain Representation with Multi-Graph Neural Network Ouyang Yi Bin Guo Xing Tang Xiuqiang He Jian Xiong Zhiwen Yu AI4CE 31 18 0 24 May 2019
Meta-GNN: On Few-shot Node Classification in Graph Meta-learning Fan Zhou Chengtai Cao Kunpeng Zhang Goce Trajcevski Ting Zhong Ji Geng 16 226 0 23 May 2019
Revisiting Graph Neural Networks: All We Have is Low-Pass Filters Hoang NT Takanori Maehara GNN 11 419 0 23 May 2019
Simulation and Augmentation of Social Networks for Building Deep Learning Models Akanda Wahid-Ul-Ashraf M. Budka Katarzyna Musial GNN 8 10 0 22 May 2019
Look Again at the Syntax: Relational Graph Convolutional Network for Gendered Ambiguous Pronoun Resolution Yinchuan Xu Junlin Yang GNN 14 21 0 21 May 2019
IPC: A Benchmark Data Set for Learning with Graph-Structured Data Patrick Ferber Tengfei Ma Siyu Huo Jie Chen Michael Katz PINN 28 5 0 15 May 2019