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
Generalized energy and gradient flow via graph framelets Andi Han Dai Shi Zhiqi Shao Junbin Gao 178 13 0 08 Oct 2022
Green Learning: Introduction, Examples and Outlook C.-C. Jay Kuo A. Madni 141 73 0 03 Oct 2022
MultiScale MeshGraphNets Meire Fortunato Tobias Pfaff Peter Wirnsberger Alexander Pritzel Peter W. Battaglia AI4CE 100 78 0 02 Oct 2022
GPNet: Simplifying Graph Neural Networks via Multi-channel Geometric Polynomials Xun Liu Alex Hay-Man Ng Fangyu Lei Yikuan Zhang Zhengmin Li GNN 111 2 0 30 Sep 2022
How Powerful is Implicit Denoising in Graph Neural Networks Songtao Liu Rex Ying Hanze Dong Lu Lin Jinghui Chen Di Wu GNN AI4CE 91 3 0 29 Sep 2022
Flattened Graph Convolutional Networks For Recommendation Yue Xu Hao Chen Zengde Deng Yuanchen Bei Feiran Huang BDL GNN 35 1 0 25 Sep 2022
From Local to Global: Spectral-Inspired Graph Neural Networks Ningyuan Huang Soledad Villar Carey E. Priebe Da Zheng Cheng-Fu Huang Lin F. Yang Vladimir Braverman 117 15 0 24 Sep 2022
Graph Representation Learning for Energy Demand Data: Application to Joint Energy System Planning under Emissions Constraints Aron Brenner Rahman Khorramfar D. Mallapragada Saurabh Amin 52 3 0 24 Sep 2022
View-Invariant Skeleton-based Action Recognition via Global-Local Contrastive Learning Cunling Bian Wei Feng Fanbo Meng Song Wang 3DH 65 6 0 23 Sep 2022
Multi-Granularity Graph Pooling for Video-based Person Re-Identification Honghu Pan Yongyong Chen Zhenyu He 73 33 0 23 Sep 2022
Pose-Aided Video-based Person Re-Identification via Recurrent Graph Convolutional Network Honghu Pan Qiao Liu Yongyong Chen Yunqing He Yuan Zheng Feng Zheng Zhenyu He CVBM 98 17 0 23 Sep 2022
Enabling Homogeneous GNNs to Handle Heterogeneous Graphs via Relation Embedding Junfu Wang Yuanfang Guo Liang Yang Yun-an Wang 92 11 0 23 Sep 2022
Graph Reasoning Transformer for Image Parsing Dong Zhang Jinhui Tang Kwang-Ting Cheng ViT 66 18 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 76 11 0 15 Sep 2022
Structure-Preserving Graph Representation Learning Ruiyi Fang Liangjiang Wen Zhao Kang Jianzhuang Liu 108 23 0 02 Sep 2022
Heterogeneous Graph Tree Networks Nan Wu Chaofan Wang 39 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 66 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 96 10 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 71 23 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 90 42 0 22 Aug 2022
Equivariant Hypergraph Neural Networks Jinwoo Kim Saeyoon Oh Sungjun Cho Seunghoon Hong 65 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 82 6 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 28 9 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 18 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 127 422 0 05 Aug 2022
Skimming, Locating, then Perusing: A Human-Like Framework for Natural Language Video Localization Daizong Liu Wei Hu 101 40 0 27 Jul 2022
Human-centric Image Cropping with Partition-aware and Content-preserving Features Bo Zhang Li Niu Xing Zhao Liqing Zhang 44 6 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 86 46 0 19 Jul 2022
Demystifying Graph Convolution with a Simple Concatenation Zhiqian Chen Zonghan Zhang GNN 32 0 0 18 Jul 2022
FunQG: Molecular Representation Learning Via Quotient Graphs H. Hajiabolhassan Zahra Taheri Ali Hojatnia Yavar Taheri Yeganeh 31 8 0 18 Jul 2022
Spatiotemporal Propagation Learning for Network-Wide Flight Delay Prediction Yuankai Wu Hongyu Yang Yi Lin Hong Liu AI4TS 51 17 0 14 Jul 2022
Equivariant Hypergraph Diffusion Neural Operators Peihao Wang Shenghao Yang Yunyu Liu Zhangyang Wang Pan Li DiffM 112 35 0 14 Jul 2022
Graph Generative Model for Benchmarking Graph Neural Networks Minji Yoon Yue Wu John Palowitch Bryan Perozzi Ruslan Salakhutdinov 89 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 134 42 0 06 Jul 2022
Simple and Efficient Heterogeneous Graph Neural Network Xiaocheng Yang Yurui Lai Shirui Pan Xiaochun Ye Xiaochun Ye 151 140 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 110 201 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 26 3 0 05 Jul 2022
A Safe Semi-supervised Graph Convolution Network Zhi Yang Yadong Yan Haitao Gan Jing Zhao Zhiwei Ye GNN 55 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 59 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 62 0 0 04 Jul 2022
Transforming PageRank into an Infinite-Depth Graph Neural Network Andreas Roth Thomas Liebig GNN 88 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 44 0 0 29 Jun 2022
Optimization-Induced Graph Implicit Nonlinear Diffusion Qi Chen Yifei Wang Yisen Wang Jiansheng Yang Zhouchen Lin DiffM 129 32 0 29 Jun 2022
SSL-Lanes: Self-Supervised Learning for Motion Forecasting in Autonomous Driving Prarthana Bhattacharyya Chengjie Huang Krzysztof Czarnecki SSL 128 58 0 28 Jun 2022
Graph Condensation via Receptive Field Distribution Matching Mengyang Liu Shanchuan Li Xinshi Chen Le Song DD 127 53 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 105 27 0 22 Jun 2022
Agent-based Graph Neural Networks Karolis Martinkus Pál András Papp Benedikt Schesch Roger Wattenhofer LLMAG GNN 99 20 0 22 Jun 2022
Understanding convolution on graphs via energies Francesco Di Giovanni J. Rowbottom B. Chamberlain Thomas Markovich Michael M. Bronstein GNN 83 51 0 22 Jun 2022
Learning Continuous Rotation Canonicalization with Radial Beam Sampling J. Schmidt Sebastian Stober 74 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 Tengjiao Wang AAML 74 17 0 17 Jun 2022