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
Hypergraph Convolutional Networks via Equivalency between Hypergraphs and Undirected Graphs Jiying Zhang Fuyang Li Xi Xiao Tingyang Xu Yu Rong Junzhou Huang Yatao Bian GNN 72 24 0 31 Mar 2022
Neighbor Enhanced Graph Convolutional Networks for Node Classification and Recommendation Hao Chen Zhong Huang Yue Xu Zengde Deng Feiran Huang Peng He Zhoujun Li GNN 59 52 0 30 Mar 2022
Understanding Graph Convolutional Networks for Text Classification S. Han Zihan Yuan Kunze Wang Siqu Long Josiah Poon GNN 58 16 0 30 Mar 2022
Enhanced compound-protein binding affinity prediction by representing protein multimodal information via a coevolutionary strategy Binjie Guo Hanyu Zheng Haohan Jiang Xiaodan Li Nai-Yang Guan Yanming Zuo Yicheng Zhang Hengfu Yang Xuhua Wang 60 4 0 30 Mar 2022
Exploring High-Order Structure for Robust Graph Structure Learning Guangqian Yang Yibing Zhan Jinlong Li Baosheng Yu Liu Liu Fengxiang He AAML 108 0 0 22 Mar 2022
LEReg: Empower Graph Neural Networks with Local Energy Regularization Xiaojun Ma Hanyue Chen Guojie Song 64 3 0 20 Mar 2022
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport Jiying Zhang Xi Xiao Long-Kai Huang Yu Rong Yatao Bian OT 105 32 0 20 Mar 2022
Exploiting Neighbor Effect: Conv-Agnostic GNNs Framework for Graphs with Heterophily Jie Chen Shouzhen Chen Junbin Gao Zengfeng Huang Junping Zhang Jian Pu 114 27 0 19 Mar 2022
Meta-Weight Graph Neural Network: Push the Limits Beyond Global Homophily Xiaojun Ma Qinkai Chen Yuanyi Ren Guojie Song Liang Wang 66 22 0 19 Mar 2022
AdaLoGN: Adaptive Logic Graph Network for Reasoning-Based Machine Reading Comprehension Xiao Li Gong Cheng Ziheng Chen Yawei Sun Yuzhong Qu NAI AI4CE 45 20 0 16 Mar 2022
Incorporating Heterophily into Graph Neural Networks for Graph Classification Jiayi Yang Sourav Medya Wei Ye 83 5 0 15 Mar 2022
G $^3$ SR: Global Graph Guided Session-based Recommendation Zhiwei Deng Changdong Wang Ling Huang Jianhuang Lai Philip S. Yu 77 14 0 12 Mar 2022
Transition Relation Aware Self-Attention for Session-based Recommendation Guanghui Zhu Haojun Hou Jingfan Chen Chun Yuan Jiaming Ji GNN 47 0 0 12 Mar 2022
GRAND+: Scalable Graph Random Neural Networks Wenzheng Feng Yuxiao Dong Tinglin Huang Ziqi Yin Xu Cheng Evgeny Kharlamov Jie Tang GNN 68 44 0 12 Mar 2022
Deep Class Incremental Learning from Decentralized Data Xiaohan Zhang Songlin Dong Jinjie Chen Qiaoling Tian Yihong Gong Xiaopeng Hong CLL 86 11 0 11 Mar 2022
PathSAGE: Spatial Graph Attention Neural Networks With Random Path Sampling Junhua Ma Jiajun Li Xueming Li Xu Li 3DPC GNN 34 1 0 11 Mar 2022
Anti-Oversmoothing in Deep Vision Transformers via the Fourier Domain Analysis: From Theory to Practice Peihao Wang Wenqing Zheng Tianlong Chen Zhangyang Wang ViT 88 143 0 09 Mar 2022
Exploring Optical-Flow-Guided Motion and Detection-Based Appearance for Temporal Sentence Grounding Daizong Liu Xiang Fang Wei Hu Pan Zhou 102 37 0 06 Mar 2022
PaSca: a Graph Neural Architecture Search System under the Scalable Paradigm Wentao Zhang Yu Shen Zheyu Lin Yang Li Xiaosen Li Wenbin Ouyang Yangyu Tao Zhi-Xin Yang Tengjiao Wang GNN 110 61 0 01 Mar 2022
Sparse Graph Learning with Spectrum Prior for Deep Graph Convolutional Networks Jin Zeng Yang Liu Gene Cheung Wei Hu 114 4 0 28 Feb 2022
Differential equation and probability inspired graph neural networks for latent variable learning Zhuangwei Shi 123 3 0 28 Feb 2022
Addressing Over-Smoothing in Graph Neural Networks via Deep Supervision P. Elinas Edwin V. Bonilla AI4CE 54 5 0 25 Feb 2022
MuMiN: A Large-Scale Multilingual Multimodal Fact-Checked Misinformation Social Network Dataset Dan Saattrup Nielsen Ryan McConville 89 81 0 23 Feb 2022
Message passing all the way up Petar Velickovic 175 67 0 22 Feb 2022
EIGNN: Efficient Infinite-Depth Graph Neural Networks Juncheng Liu Kenji Kawaguchi Bryan Hooi Yiwei Wang X. Xiao GNN 95 38 0 22 Feb 2022
Generalizing Aggregation Functions in GNNs:High-Capacity GNNs via Nonlinear Neighborhood Aggregators Beibei Wang Bo Jiang AI4CE 34 2 0 18 Feb 2022
Graph Convolutional Networks for Multi-modality Medical Imaging: Methods, Architectures, and Clinical Applications Kexin Ding Mu Zhou Zichen Wang Qiao Liu C. Arnold Shaoting Zhang Dimitris N. Metaxas GNN MedIm AI4CE 103 12 0 17 Feb 2022
Revisiting Over-smoothing in BERT from the Perspective of Graph Han Shi Jiahui Gao Hang Xu Xiaodan Liang Zhenguo Li Lingpeng Kong Stephen M. S. Lee James T. Kwok 91 76 0 17 Feb 2022
Graph Masked Autoencoders with Transformers Sixiao Zhang Hongxu Chen Haoran Yang Xiangguo Sun Philip S. Yu Guandong Xu 66 18 0 17 Feb 2022
Data Augmentation for Deep Graph Learning: A Survey Kaize Ding Zhe Xu Hanghang Tong Huan Liu OOD GNN 84 233 0 16 Feb 2022
CenGCN: Centralized Convolutional Networks with Vertex Imbalance for Scale-Free Graphs Xiwei Xu Lei Wang Tao Tang Xin Chen Xiangjie Kong G. Oatley Irwin King GNN 67 32 0 16 Feb 2022
Graph Neural Networks for Graphs with Heterophily: A Survey Xin-Yang Zheng Yi Wang Yixin Liu Ming Li Miao Zhang Di Jin Philip S. Yu Shirui Pan 119 227 0 14 Feb 2022
Robust Graph Representation Learning for Local Corruption Recovery Bingxin Zhou Yuanhong Jiang Yu Guang Wang Jingwei Liang Junbin Gao Shirui Pan Xiaoqun Zhang OOD 106 12 0 10 Feb 2022
Structure-Aware Transformer for Graph Representation Learning Dexiong Chen Leslie O’Bray Karsten Borgwardt 131 258 0 07 Feb 2022
3D Point Cloud Registration with Learning-based Matching Algorithm Rintaro Yanagi Atsushi Hashimoto Shusaku Sone Naoya Chiba Jiaxin Ma Yoshitaka Ushiku 3DPC 68 1 0 04 Feb 2022
Modularity-Aware Graph Autoencoders for Joint Community Detection and Link Prediction Guillaume Salha-Galvan J. Lutzeyer George Dasoulas Romain Hennequin Michalis Vazirgiannis 119 53 0 02 Feb 2022
Memory-based Message Passing: Decoupling the Message for Propogation from Discrimination Jie Chen Weiqi Liu Jianghuai Pu 78 10 0 01 Feb 2022
Dimensionality Reduction Meets Message Passing for Graph Node Embeddings Krzysztof Sadowski Michal Szarmach Eddie Mattia 70 6 0 01 Feb 2022
Weisfeiler and Leman Go Infinite: Spectral and Combinatorial Pre-Colorings Or Feldman A. Boyarski Shai Feldman D. Kogan A. Mendelson Chaim Baskin 94 16 0 31 Jan 2022
Graph Representation Learning via Aggregation Enhancement Maxim Fishman Chaim Baskin Evgenii Zheltonozhskii Almog David Ron Banner A. Mendelson 108 0 0 30 Jan 2022
Over-smoothing Effect of Graph Convolutional Networks Fang Sun 80 1 0 30 Jan 2022
Few-Shot Transfer Learning for Device-Free Fingerprinting Indoor Localization Bingchao Chen Ronald Y. Chang 38 16 0 29 Jan 2022
Confidence May Cheat: Self-Training on Graph Neural Networks under Distribution Shift Hongrui Liu Binbin Hu Xiao Wang Chuan Shi Qing Cui Jun Zhou 180 55 0 27 Jan 2022
Convergence of Invariant Graph Networks Chen Cai Yusu Wang 114 4 0 25 Jan 2022
How Expressive are Transformers in Spectral Domain for Graphs? Anson Bastos Abhishek Nadgeri Kuldeep Singh H. Kanezashi Toyotaro Suzumura I. Mulang' 85 12 0 23 Jan 2022
Overcoming Oversmoothness in Graph Convolutional Networks via Hybrid Scattering Networks Frederik Wenkel Yimeng Min M. Hirn Michael Perlmutter Guy Wolf GNN 85 24 0 22 Jan 2022
Representing Long-Range Context for Graph Neural Networks with Global Attention Zhanghao Wu Paras Jain Matthew A. Wright Azalia Mirhoseini Joseph E. Gonzalez Ion Stoica GNN 130 298 0 21 Jan 2022
Informative Pseudo-Labeling for Graph Neural Networks with Few Labels Yayong Li Jie Yin Ling-Hao Chen 70 36 0 20 Jan 2022
Decoupling the Depth and Scope of Graph Neural Networks Hanqing Zeng Muhan Zhang Yinglong Xia Ajitesh Srivastava Andrey Malevich Rajgopal Kannan Viktor Prasanna Long Jin Ren Chen GNN 92 148 0 19 Jan 2022
Evidence-aware Fake News Detection with Graph Neural Networks Weizhi Xu Jun Wu Qiang Liu Shu Wu Liang Wang GNN 75 87 0 18 Jan 2022