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
Enabling Homogeneous GNNs to Handle Heterogeneous Graphs via Relation Embedding Junfu Wang Yuanfang Guo Liang Yang Yun-an Wang 40 8 0 23 Sep 2022
Graph Reasoning Transformer for Image Parsing Dong Zhang Jinhui Tang Kwang-Ting Cheng ViT 24 16 0 20 Sep 2022
VS-CAM: Vertex Semantic Class Activation Mapping to Interpret Vision Graph Neural Network Zhenpeng Feng Xiyang Cui Hongbing Ji Mingzhe Zhu Ljubisa Stankovic 40 11 0 15 Sep 2022
Structure-Preserving Graph Representation Learning Ruiyi Fang Liangjiang Wen Zhao Kang Jianzhuang Liu 29 22 0 02 Sep 2022
Heterogeneous Graph Tree Networks Nan Wu Chaofan Wang 24 0 0 01 Sep 2022
What Does the Gradient Tell When Attacking the Graph Structure Zihan Liu Ge Wang Yun Luo Stan Z. Li AAML 27 2 0 26 Aug 2022
Toward Robust Graph Semi-Supervised Learning against Extreme Data Scarcity Kaize Ding E. Nouri Guoqing Zheng Huan Liu Ryen W. White 34 9 0 26 Aug 2022
EpiGNN: Exploring Spatial Transmission with Graph Neural Network for Regional Epidemic Forecasting Feng Xie Zhong Zhang Liang Li B. Zhou Yusong Tan 19 22 0 23 Aug 2022
Global Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis Xuanyuan Han Pietro Barbiero Dobrik Georgiev Lucie Charlotte Magister Pietro Lio MILM 42 41 0 22 Aug 2022
Equivariant Hypergraph Neural Networks Jinwoo Kim Saeyoon Oh Sungjun Cho Seunghoon Hong 27 12 0 22 Aug 2022
GraTO: Graph Neural Network Framework Tackling Over-smoothing with Neural Architecture Search Xinshun Feng Herun Wan Shangbin Feng Hongrui Wang Jun Zhou Qinghua Zheng Minnan Luo 29 4 0 18 Aug 2022
Learnable Filters for Geometric Scattering Modules Alexander Tong Frederik Wenkel Dhananjay Bhaskar Kincaid MacDonald Jackson D. Grady Michael Perlmutter Smita Krishnaswamy Guy Wolf 15 6 0 15 Aug 2022
LFGCF: Light Folksonomy Graph Collaborative Filtering for Tag-Aware Recommendation Yin Zhang Can Xu Xianjun Wu Yan Zhang Ligang Dong Weigang Wang 11 1 0 06 Aug 2022
Graph neural networks for materials science and chemistry Patrick Reiser Marlen Neubert André Eberhard Luca Torresi Chen Zhou ... Houssam Metni Clint van Hoesel Henrik Schopmans T. Sommer Pascal Friederich GNN AI4CE 55 372 0 05 Aug 2022
Skimming, Locating, then Perusing: A Human-Like Framework for Natural Language Video Localization Daizong Liu Wei Hu 30 39 0 27 Jul 2022
Human-centric Image Cropping with Partition-aware and Content-preserving Features Bo Zhang Li Niu Xing Zhao Liqing Zhang 21 5 0 21 Jul 2022
XG-BoT: An Explainable Deep Graph Neural Network for Botnet Detection and Forensics Wai Weng Lo Gayan K. Kulatilleke Mohanad Sarhan S. Layeghy Marius Portmann 26 41 0 19 Jul 2022
Demystifying Graph Convolution with a Simple Concatenation Zhiqian Chen Zonghan Zhang GNN 16 0 0 18 Jul 2022
FunQG: Molecular Representation Learning Via Quotient Graphs H. Hajiabolhassan Zahra Taheri Ali Hojatnia Yavar Taheri Yeganeh 21 7 0 18 Jul 2022
Spatiotemporal Propagation Learning for Network-Wide Flight Delay Prediction Yuankai Wu Hongyu Yang Yi Lin Hong Liu AI4TS 14 16 0 14 Jul 2022
Equivariant Hypergraph Diffusion Neural Operators Peihao Wang Shenghao Yang Yunyu Liu Zhangyang Wang Pan Li DiffM 46 33 0 14 Jul 2022
Graph Generative Model for Benchmarking Graph Neural Networks Minji Yoon Yue Wu John Palowitch Bryan Perozzi Ruslan Salakhutdinov 37 7 0 10 Jul 2022
GraphCFC: A Directed Graph Based Cross-Modal Feature Complementation Approach for Multimodal Conversational Emotion Recognition Jiang Li Xiaoping Wang Guoqing Lv Zhigang Zeng 44 37 0 06 Jul 2022
Simple and Efficient Heterogeneous Graph Neural Network Xiaocheng Yang Yurui Lai Shirui Pan Xiaochun Ye Xiaochun Ye 71 123 0 06 Jul 2022
Pure Transformers are Powerful Graph Learners Jinwoo Kim Tien Dat Nguyen Seonwoo Min Sungjun Cho Moontae Lee Honglak Lee Seunghoon Hong 45 191 0 06 Jul 2022
Unified Embeddings of Structural and Functional Connectome via a Function-Constrained Structural Graph Variational Auto-Encoder Carlo Amodeo Igor Fortel Olusola Ajilore Liang Zhan Alex Leow Theja Tulabandhula 19 3 0 05 Jul 2022
A Safe Semi-supervised Graph Convolution Network Zhi Yang Yadong Yan Haitao Gan Jing Zhao Zhiwei Ye GNN 21 3 0 05 Jul 2022
Discourse-Aware Graph Networks for Textual Logical Reasoning Yinya Huang Lemao Liu Kun Xu Meng Fang Liang Lin Xi Liang NAI 23 5 0 04 Jul 2022
Enhancing Local Geometry Learning for 3D Point Cloud via Decoupling Convolution H. Xiu Xin Liu Weimin Wang Kyoung-Sook Kim T. Shinohara Qiong Chang M. Matsuoka 3DPC 32 0 0 04 Jul 2022
Transforming PageRank into an Infinite-Depth Graph Neural Network Andreas Roth Thomas Liebig GNN 39 14 0 01 Jul 2022
Modeling Teams Performance Using Deep Representational Learning on Graphs Francesco Carli Pietro Foini N. Gozzi N. Perra Rossano Schifanella GNN 33 0 0 29 Jun 2022
Optimization-Induced Graph Implicit Nonlinear Diffusion Qi Chen Yifei Wang Yisen Wang Jiansheng Yang Zhouchen Lin DiffM 53 32 0 29 Jun 2022
SSL-Lanes: Self-Supervised Learning for Motion Forecasting in Autonomous Driving Prarthana Bhattacharyya Chengjie Huang Krzysztof Czarnecki SSL 42 55 0 28 Jun 2022
Graph Condensation via Receptive Field Distribution Matching Mengyang Liu Shanchuan Li Xinshi Chen Le Song DD 79 47 0 28 Jun 2022
Descent Steps of a Relation-Aware Energy Produce Heterogeneous Graph Neural Networks Hongjoon Ahn You‐Jun Yang Quan Gan Taesup Moon David Wipf 33 26 0 22 Jun 2022
Agent-based Graph Neural Networks Karolis Martinkus Pál András Papp Benedikt Schesch Roger Wattenhofer LLMAG GNN 44 17 0 22 Jun 2022
Understanding convolution on graphs via energies Francesco Di Giovanni J. Rowbottom B. Chamberlain Thomas Markovich Michael M. Bronstein GNN 28 46 0 22 Jun 2022
Learning Continuous Rotation Canonicalization with Radial Beam Sampling J. Schmidt Sebastian Stober 35 1 0 21 Jun 2022
NAFS: A Simple yet Tough-to-beat Baseline for Graph Representation Learning Wentao Zhang Zeang Sheng Mingyu Yang Yang Li Yu Shen Zhi-Xin Yang Bin Cui AAML 31 16 0 17 Jun 2022
DFG-NAS: Deep and Flexible Graph Neural Architecture Search Wentao Zhang Zheyu Lin Yu Shen Yang Li Zhi-Xin Yang Bin Cui GNN AI4CE 35 5 0 17 Jun 2022
Boosting Graph Structure Learning with Dummy Nodes Xin Liu Cheng Jiayang Yangqiu Song Xin Jiang 3DH 12 23 0 17 Jun 2022
Feature Overcorrelation in Deep Graph Neural Networks: A New Perspective Wei Jin Xiaorui Liu Yao Ma Charu C. Aggarwal Jiliang Tang 37 42 0 15 Jun 2022
DiffWire: Inductive Graph Rewiring via the Lovász Bound Adrián Arnaiz-Rodríguez Ahmed Begga Francisco Escolano Nuria Oliver 32 63 0 15 Jun 2022
RoSGAS: Adaptive Social Bot Detection with Reinforced Self-Supervised GNN Architecture Search Yingguang Yang Renyu Yang Yangyang Li Kai Cui Zhiqin Yang Yue Wang Jie Xu Haiyong Xie 32 45 0 14 Jun 2022
GraphMLP: A Graph MLP-Like Architecture for 3D Human Pose Estimation Wenhao Li Hong Liu Tianyu Guo Runwei Ding Haoling Tang 3DH 26 27 0 13 Jun 2022
Soft-mask: Adaptive Substructure Extractions for Graph Neural Networks Mingqi Yang Yanming Shen Heng Qi Baocai Yin 33 17 0 11 Jun 2022
Data-Efficient Brain Connectome Analysis via Multi-Task Meta-Learning Yi Yang Yanqiao Zhu Hejie Cui Xuan Kan Lifang He Ying Guo Carl Yang 43 30 0 09 Jun 2022
Towards Understanding Graph Neural Networks: An Algorithm Unrolling Perspective Zepeng Zhang Ziping Zhao AI4CE 37 4 0 09 Jun 2022
Model Degradation Hinders Deep Graph Neural Networks Wentao Zhang Zeang Sheng Ziqi Yin Yuezihan Jiang Yikuan Xia Jun Gao Zhi-Xin Yang Bin Cui GNN AI4CE 36 40 0 09 Jun 2022
Graph Attention Multi-Layer Perceptron Wentao Zhang Ziqi Yin Zeang Sheng Yang Li Wenbin Ouyang Xiaosen Li Yangyu Tao Zhi-Xin Yang Bin Cui GNN AI4CE 53 100 0 09 Jun 2022