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A Comprehensive Survey on Graph Neural Networks

3 January 2019

Philip S. Yu

Papers citing "A Comprehensive Survey on Graph Neural Networks"

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Title
Learning to Represent Programs with Heterogeneous Graphs Kechi Zhang Wenhan Wang Huangzhao Zhang Ge Li Zhi Jin GNN 68 65 0 08 Dec 2020
Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture Anoushka Vyas S. Bandyopadhyay AI4CE 135 9 0 07 Dec 2020
Learning Graph Neural Networks with Approximate Gradient Descent Qunwei Li Shaofeng Zou Leon Wenliang Zhong GNN 114 1 0 07 Dec 2020
Graph Mixture Density Networks Federico Errica D. Bacciu Alessio Micheli 94 18 0 05 Dec 2020
GraphPB: Graphical Representations of Prosody Boundary in Speech Synthesis Aolan Sun Jianzong Wang Ning Cheng Huayi Peng Zhen Zeng Lingwei Kong Jing Xiao 67 9 0 03 Dec 2020
Graph Neural Networks for Improved El Niño Forecasting Salva Rühling Cachay Emma Erickson A. Bucker Ernest Pokropek Willa Potosnak Salomey Osei Björn Lütjens 30 11 0 02 Dec 2020
Deep Graph Neural Networks with Shallow Subgraph Samplers Hanqing Zeng Muhan Zhang Yinglong Xia Ajitesh Srivastava Andrey Malevich Rajgopal Kannan Viktor Prasanna Long Jin Ren Chen GNN 97 24 0 02 Dec 2020
Towards explainable message passing networks for predicting carbon dioxide adsorption in metal-organic frameworks Ali Raza Faaiq G. Waqar Arni Sturluson Cory M. Simon Xiaoli Z. Fern AI4CE 38 3 0 02 Dec 2020
Point2Skeleton: Learning Skeletal Representations from Point Clouds Chu-Hsing Lin Changjian Li Yuan Liu Nenglun Chen Yi-King Choi Wenping Wang 3DPC 113 53 0 01 Dec 2020
Graph convolutions that can finally model local structure Rémy Brossard Oriel Frigo David Dehaene GNN 116 48 0 30 Nov 2020
A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources Xiao Wang Deyu Bo C. Shi Shaohua Fan Yanfang Ye Philip S. Yu AI4TS 129 315 0 30 Nov 2020
Exploring Deep 3D Spatial Encodings for Large-Scale 3D Scene Understanding Saqib Ali Khan Yilei Shi Muhammad Shahzad Xiaoxiang Zhu 3DPC 3DV 36 0 0 29 Nov 2020
Unsupervised Constrained Community Detection via Self-Expressive Graph Neural Network S. Bandyopadhyay Vishal Peter SSL 54 10 0 28 Nov 2020
Road Scene Graph: A Semantic Graph-Based Scene Representation Dataset for Intelligent Vehicles Yafu Tian Alexander Carballo Ruifeng Li K. Takeda GNN 89 27 0 27 Nov 2020
Autonomous Graph Mining Algorithm Search with Best Speed/Accuracy Trade-off Minji Yoon Théophile Gervet Bryan Hooi Christos Faloutsos 57 18 0 26 Nov 2020
Cyclic Label Propagation for Graph Semi-supervised Learning Zhao Li Yixin Liu Zhen Zhang Shirui Pan Jianliang Gao Jiajun Bu 67 7 0 24 Nov 2020
Applying Convolutional Neural Networks to Data on Unstructured Meshes with Space-Filling Curves Claire E. Heaney Yuling Li Omar K. Matar Christopher C. Pain AI4CE 66 17 0 24 Nov 2020
Improving Federated Relational Data Modeling via Basis Alignment and Weight Penalty Yilun Lin Chaochao Chen Cen Chen Li Wang FedML 86 8 0 23 Nov 2020
AutoGraph: Automated Graph Neural Network Yaoman Li Irwin King GNN 53 44 0 23 Nov 2020
Stacked Graph Filter Hoang NT Takanori Maehara T. Murata GNN 67 4 0 22 Nov 2020
Scalable Graph Neural Networks for Heterogeneous Graphs Lingfan Yu Jiajun Shen Jinyang Li Adam Lerer GNN 66 50 0 19 Nov 2020
A Theory on AI Uncertainty Based on Rademacher Complexity and Shannon Entropy Mingyong Zhou UQCV 19 1 0 19 Nov 2020
Node Similarity Preserving Graph Convolutional Networks Wei Jin Hanyu Wang Yiqi Wang Yao Ma Zitao Liu Jiliang Tang 92 259 0 19 Nov 2020
Machine Learning for Phase Behavior in Active Matter Systems A. R. Dulaney J. Brady 25 15 0 18 Nov 2020
MG-GCN: Fast and Effective Learning with Mix-grained Aggregators for Training Large Graph Convolutional Networks Tao Huang Yihan Zhang Jiajing Wu Junyuan Fang Zibin Zheng GNN 21 2 0 17 Nov 2020
Automatic selection of clustering algorithms using supervised graph embedding Noy Cohen-Shapira Lior Rokach 38 16 0 16 Nov 2020
Molecular Mechanics-Driven Graph Neural Network with Multiplex Graph for Molecular Structures Shuo-feng Zhang Yang Liu Lei Xie GNN 84 60 0 15 Nov 2020
Representing Deep Neural Networks Latent Space Geometries with Graphs Carlos Lassance Vincent Gripon Antonio Ortega AI4CE 62 15 0 14 Nov 2020
Using Graph Neural Networks to Reconstruct Ancient Documents Cecilia Ostertag M. Beurton-Aimar 10 2 0 13 Nov 2020
Generalized Constraints as A New Mathematical Problem in Artificial Intelligence: A Review and Perspective Bao-Gang Hu Hanbing Qu AI4CE 117 1 0 12 Nov 2020
Survey on 3D face reconstruction from uncalibrated images Araceli Morales Gemma Piella Federico Sukno 3DH 75 63 0 11 Nov 2020
Toward Edge-Centric Network Embeddings G. Pirrò GNN 40 0 0 11 Nov 2020
Statistical learning for change point and anomaly detection in graphs A. Malinovskaya Philipp Otto T. Peters 34 1 0 10 Nov 2020
A contribution to Optimal Transport on incomparable spaces Titouan Vayer OT 82 20 0 09 Nov 2020
Automorphic Equivalence-aware Graph Neural Network Fengli Xu Quanming Yao Pan Hui Yong Li 61 5 0 09 Nov 2020
Graph Kernels: State-of-the-Art and Future Challenges Karsten Borgwardt Elisabetta Ghisu Felipe Llinares-López Leslie O’Bray Bastian Rieck AI4TS 102 107 0 07 Nov 2020
Learning with Molecules beyond Graph Neural Networks Gustav Sourek F. Železný Ondrej Kuzelka NAI GNN 86 3 0 06 Nov 2020
ASFGNN: Automated Separated-Federated Graph Neural Network Longfei Zheng Jun Zhou Chaochao Chen Bingzhe Wu L. xilinx Wang Benyu Zhang FedML GNN 84 73 0 06 Nov 2020
Semantic and Relational Spaces in Science of Science: Deep Learning Models for Article Vectorisation Diego Kozlowski Jennifer Dusdal Jun Pang A. Zilian 35 17 0 05 Nov 2020
Merchant Category Identification Using Credit Card Transactions Chin-Chia Michael Yeh Zhongfang Zhuang Yan Zheng Liang Wang Junpeng Wang Wei Zhang 54 8 0 05 Nov 2020
Graph Neural Networks in Recommender Systems: A Survey Shiwen Wu Fei Sun Wentao Zhang Xu Xie Tengjiao Wang GNN 260 1,256 0 04 Nov 2020
Learning on Attribute-Missing Graphs Xu Chen Siheng Chen Jiangchao Yao Huangjie Zheng Ya Zhang Ivor W Tsang 93 94 0 03 Nov 2020
You Do (Not) Belong Here: Detecting DPI Evasion Attacks with Context Learning Shitong Zhu Shasha Li Zhongjie Wang Xun Chen Zhiyun Qian S. Krishnamurthy Kevin S. Chan A. Swami 38 15 0 03 Nov 2020
GAIN: Graph Attention & Interaction Network for Inductive Semi-Supervised Learning over Large-scale Graphs Yunpeng Weng Xu Chen Liang Chen Wei Liu GNN 31 10 0 03 Nov 2020
Self-supervised Representation Learning for Evolutionary Neural Architecture Search Chen Wei Yiping Tang Chuang Niu Haihong Hu Yue Wang Jimin Liang 100 21 0 31 Oct 2020
Reliable Graph Neural Networks via Robust Aggregation Simon Geisler Daniel Zügner Stephan Günnemann AAML OOD 60 72 0 29 Oct 2020
Deep Shells: Unsupervised Shape Correspondence with Optimal Transport Marvin Eisenberger Aysim Toker Laura Leal-Taixé Zorah Lähner OT 3DPC 119 81 0 28 Oct 2020
Combining Label Propagation and Simple Models Out-performs Graph Neural Networks Qian Huang Horace He Abhay Singh Ser-Nam Lim Austin R. Benson 103 283 0 27 Oct 2020
On the Stability of Graph Convolutional Neural Networks under Edge Rewiring Henry Kenlay D. Thanou Xiaowen Dong 78 31 0 26 Oct 2020
GraphMDN: Leveraging graph structure and deep learning to solve inverse problems Tuomas P. Oikarinen Daniel C. Hannah Sohrob Kazerounian BDL GNN 109 30 0 26 Oct 2020