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
Class-Attentive Diffusion Network for Semi-Supervised Classification Jongin Lim Daeho Um H. Chang D. Jo J. Choi 28 14 0 18 Jun 2020
Self-supervised Learning on Graphs: Deep Insights and New Direction Wei Jin Tyler Derr Haochen Liu Yiqi Wang Suhang Wang Zitao Liu Jiliang Tang SSL 18 171 0 17 Jun 2020
Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Giorgos Bouritsas Fabrizio Frasca S. Zafeiriou M. Bronstein 58 424 0 16 Jun 2020
Modeling Graph Structure via Relative Position for Text Generation from Knowledge Graphs Martin Schmitt Leonardo F. R. Ribeiro Philipp Dufter Iryna Gurevych Hinrich Schütze GNN 14 8 0 16 Jun 2020
Fast Graph Attention Networks Using Effective Resistance Based Graph Sparsification R. S. Srinivasa Cao Xiao Lucas Glass Justin Romberg Jimeng Sun GNN 21 28 0 15 Jun 2020
Optimization and Generalization Analysis of Transduction through Gradient Boosting and Application to Multi-scale Graph Neural Networks Kenta Oono Taiji Suzuki AI4CE 37 31 0 15 Jun 2020
Adaptive Universal Generalized PageRank Graph Neural Network Eli Chien Jianhao Peng Pan Li O. Milenkovic 34 713 0 14 Jun 2020
Graph Meta Learning via Local Subgraphs Kexin Huang Marinka Zitnik 42 161 0 14 Jun 2020
DeeperGCN: All You Need to Train Deeper GCNs Guohao Li Chenxin Xiong Ali K. Thabet Guohao Li GNN 30 431 0 13 Jun 2020
Understanding and Resolving Performance Degradation in Graph Convolutional Networks Kuangqi Zhou Yanfei Dong Kaixin Wang W. Lee Bryan Hooi Huan Xu Jiashi Feng GNN BDL 42 89 0 12 Jun 2020
Towards Deeper Graph Neural Networks with Differentiable Group Normalization Kaixiong Zhou Xiao Huang Yuening Li Daochen Zha Rui Chen Xia Hu 33 198 0 12 Jun 2020
Weisfeiler-Lehman Embedding for Molecular Graph Neural Networks Katsuhiko Ishiguro Kenta Oono K. Hayashi GNN 30 4 0 12 Jun 2020
G5: A Universal GRAPH-BERT for Graph-to-Graph Transfer and Apocalypse Learning Jiawei Zhang 6 2 0 11 Jun 2020
Interferometric Graph Transform: a Deep Unsupervised Graph Representation Edouard Oyallon 21 6 0 10 Jun 2020
Causal Discovery from Incomplete Data using An Encoder and Reinforcement Learning Xiaoshui Huang Fujin Zhu Lois Holloway Ali Haidar CML 17 10 0 09 Jun 2020
On the Bottleneck of Graph Neural Networks and its Practical Implications Uri Alon Eran Yahav GNN 46 663 0 09 Jun 2020
Understanding Graph Neural Networks from Graph Signal Denoising Perspectives Guoji Fu Yifan Hou Jian Zhang Kaili Ma Barakeel Fanseu Kamhoua James Cheng 17 18 0 08 Jun 2020
Eigen-GNN: A Graph Structure Preserving Plug-in for GNNs Ziwei Zhang Peng Cui J. Pei Xin Wang Wenwu Zhu GNN 42 29 0 08 Jun 2020
Unsupervised Differentiable Multi-aspect Network Embedding Chanyoung Park Carl Yang Qi Zhu Donghyun Kim Hwanjo Yu Jiawei Han 8 30 0 07 Jun 2020
Single-Layer Graph Convolutional Networks For Recommendation Yue Xu Hao Chen Zengde Deng Junxiong Zhu Yanghua Li Peng He Wen-yuan Gao Wenjun Xu GNN 19 1 0 07 Jun 2020
Bayesian Graph Neural Networks with Adaptive Connection Sampling Arman Hasanzadeh Ehsan Hajiramezanali Shahin Boluki Mingyuan Zhou N. Duffield Krishna R. Narayanan Xiaoning Qian BDL 23 116 0 07 Jun 2020
The Impact of Global Structural Information in Graph Neural Networks Applications Davide Buffelli Fabio Vandin AI4CE 36 8 0 06 Jun 2020
TIMME: Twitter Ideology-detection via Multi-task Multi-relational Embedding Zhiping Xiao Weiping Song Haoyan Xu Zhicheng Ren Yizhou Sun 22 71 0 02 Jun 2020
Towards Feature-free TSP Solver Selection: A Deep Learning Approach Kangfei Zhao Shengcai Liu Yu Rong Jianwei Yu 10 2 0 01 Jun 2020
Understanding the Message Passing in Graph Neural Networks via Power Iteration Clustering Xue Li Yuanzhi Cheng GNN 15 9 0 30 May 2020
Non-Local Graph Neural Networks Meng Liu Zhengyang Wang Shuiwang Ji 24 162 0 29 May 2020
Joint Item Recommendation and Attribute Inference: An Adaptive Graph Convolutional Network Approach Le Wu Yonghui Yang Kun Zhang Richang Hong Yanjie Fu Meng Wang GNN 11 101 0 25 May 2020
Graph Random Neural Network for Semi-Supervised Learning on Graphs Wenzheng Feng Jie Zhang Yuxiao Dong Yu Han Huanbo Luan Qian Xu Qiang Yang Evgeny Kharlamov Jie Tang 26 387 0 22 May 2020
Graphs, Entities, and Step Mixture Kyuyong Shin Wonyoung Shin Jung-Woo Ha Sunyoung Kwon 19 1 0 18 May 2020
A Semi-Supervised Assessor of Neural Architectures Yehui Tang Yunhe Wang Yixing Xu Hanting Chen Chunjing Xu Boxin Shi Chao Xu Qi Tian Chang Xu 16 67 0 14 May 2020
Multi-Graph Convolutional Network for Relationship-Driven Stock Movement Prediction Jiexia Ye Juanjuan Zhao Kejiang Ye Chengzhong Xu AIFin AI4TS 27 52 0 11 May 2020
Geometric graphs from data to aid classification tasks with graph convolutional networks Yifan Qian P. Expert P. Panzarasa Mauricio Barahona GNN 25 9 0 08 May 2020
AN-GCN: An Anonymous Graph Convolutional Network Defense Against Edge-Perturbing Attack Ao Liu Beibei Li Tao Li Pan Zhou Rui Wang AAML 27 0 0 06 May 2020
Deep Constraint-based Propagation in Graph Neural Networks Matteo Tiezzi G. Marra S. Melacci Marco Maggini AI4CE GNN 19 13 0 05 May 2020
A Robust Hierarchical Graph Convolutional Network Model for Collaborative Filtering Shaowen Peng Tsunenori Mine 24 8 0 30 Apr 2020
Graph-based State Representation for Deep Reinforcement Learning Vikram Waradpande D. Kudenko Megha Khosla BDL 6 10 0 29 Apr 2020
Graph Convolutional Subspace Clustering: A Robust Subspace Clustering Framework for Hyperspectral Image Yaoming Cai Zijia Zhang Z. Cai Xiaobo Liu Xinwei Jiang Qin Yan 25 92 0 22 Apr 2020
Knowledge-guided Deep Reinforcement Learning for Interactive Recommendation Xiaocong Chen Chaoran Huang Lina Yao Xianzhi Wang Wei Liu Wenjie Zhang 20 35 0 17 Apr 2020
Jointly Modeling Aspect and Sentiment with Dynamic Heterogeneous Graph Neural Networks Shu Liu Wei Li Yunfang Wu Qi Su Xu Sun 6 9 0 14 Apr 2020
Graph Highway Networks Xin Xin Alexandros Karatzoglou Ioannis Arapakis J. Jose GNN 23 5 0 09 Apr 2020
Geometrically Principled Connections in Graph Neural Networks Shunwang Gong Mehdi Bahri M. Bronstein S. Zafeiriou GNN AI4CE 19 21 0 06 Apr 2020
Let's Agree to Degree: Comparing Graph Convolutional Networks in the Message-Passing Framework Floris Geerts Filip Mazowiecki Guillermo A. Pérez GNN 24 38 0 06 Apr 2020
Distinguish Confusing Law Articles for Legal Judgment Prediction Nuo Xu Pinghui Wang Long Chen Li Pan Xiaoyan Wang Junzhou Zhao AILaw 13 160 0 06 Apr 2020
Revisiting Over-smoothing in Deep GCNs Chaoqi Yang Ruijie Wang Shuochao Yao Shengzhong Liu Tarek F. Abdelzaher 34 93 0 30 Mar 2020
Spatial Pyramid Based Graph Reasoning for Semantic Segmentation Xia Li Yibo Yang Qijie Zhao Tiancheng Shen Zhouchen Lin Hong Liu SSeg GNN 112 161 0 23 Mar 2020
K-Core based Temporal Graph Convolutional Network for Dynamic Graphs Jingxin Liu Chang Xu Chang Yin Weiqiang Wu You Song GNN 65 47 0 22 Mar 2020
CPR-GCN: Conditional Partial-Residual Graph Convolutional Network in Automated Anatomical Labeling of Coronary Arteries Han Yang Xingjian Zhen Ying Chi Lei Zhang Xiansheng Hua MedIm 19 43 0 19 Mar 2020
Scattering GCN: Overcoming Oversmoothness in Graph Convolutional Networks Yimeng Min Frederik Wenkel Guy Wolf GNN 25 109 0 18 Mar 2020
Monocular Depth Estimation Based On Deep Learning: An Overview Chaoqiang Zhao Qiyu Sun Chongzhen Zhang Yang Tang Feng Qian MDE 65 251 0 14 Mar 2020
Adaptive Graph Convolutional Network with Attention Graph Clustering for Co-saliency Detection Kaihua Zhang Tengpeng Li Shiwen Shen Bo Liu Jin Chen Qingshan Liu 27 96 0 13 Mar 2020