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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
A Spectral Nonlocal Block for Neural Networks Lei Zhu Qi She Lidan Zhang Ping Guo 82 2 0 04 Nov 2019
Understanding Isomorphism Bias in Graph Data Sets Sergei Ivanov Sergei Sviridov Evgeny Burnaev FaML AI4CE 126 38 0 26 Oct 2019
Improving Graph Attention Networks with Large Margin-based Constraints Guangtao Wang Rex Ying Jing-ling Huang J. Leskovec 65 82 0 25 Oct 2019
Deep Learning for Molecular Graphs with Tiered Graph Autoencoders and Graph Prediction Daniel T. Chang AI4CE GNN 42 3 0 24 Oct 2019
Machine Learning for Scent: Learning Generalizable Perceptual Representations of Small Molecules Benjamín Sánchez-Lengeling Jennifer N. Wei Brian K. Lee R. C. Gerkin Alán Aspuru-Guzik Alexander B. Wiltschko GNN 77 95 0 23 Oct 2019
Feature Selection and Extraction for Graph Neural Networks D. Acharya Huaming Zhang 46 28 0 23 Oct 2019
A Logic-Based Framework Leveraging Neural Networks for Studying the Evolution of Neurological Disorders Francesco Calimeri Francesco Cauteruccio Luca Cinelli A. Marzullo C. Stamile G. Terracina F. Durand-Dubief D. Sappey-Marinier 46 19 0 21 Oct 2019
Relational Graph Representation Learning for Open-Domain Question Answering Sal Vivona Kaveh Hassani GNN NAI 67 10 0 18 Oct 2019
Predicting origin-destination ride-sourcing demand with a spatio-temporal encoder-decoder residual multi-graph convolutional network Jintao Ke Xiaoran Qin Hai Yang Zhengfei Zheng Zheng Zhu Jieping Ye AI4TS 77 158 0 17 Oct 2019
Heterogeneous Graph Matching Networks Shen Wang Zhengzhang Chen Xiao Yu Ding Li Jingchao Ni L. Tang Jiaping Gui Zhichun Li Haifeng Chen Philip S. Yu 49 9 0 17 Oct 2019
Dynamic Graph Convolutional Networks Using the Tensor M-Product Osman Asif Malik Shashanka Ubaru L. Horesh M. Kilmer H. Avron 67 3 0 16 Oct 2019
Human Action Recognition with Multi-Laplacian Graph Convolutional Networks A. Mazari H. Sahbi GNN 43 5 0 15 Oct 2019
DeepGCNs: Making GCNs Go as Deep as CNNs Ge Li Matthias Muller Guocheng Qian Itzel C. Delgadillo Abdulellah Abualshour Ali K. Thabet Guohao Li 3DPC GNN 98 176 0 15 Oct 2019
Fi-GNN: Modeling Feature Interactions via Graph Neural Networks for CTR Prediction Zekun Li Zeyu Cui Shu Wu Xiaoyu Zhang Liang Wang GNN 86 222 0 12 Oct 2019
Cross-modal Scene Graph Matching for Relationship-aware Image-Text Retrieval Sijin Wang Ruiping Wang Ziwei Yao Shiguang Shan Xilin Chen 3DV 93 213 0 11 Oct 2019
DeGNN: Characterizing and Improving Graph Neural Networks with Graph Decomposition Xupeng Miao Nezihe Merve Gürel Wentao Zhang Zhichao Han Yue Liu ... Yang Zhao Shuai Zhang Yujing Wang Tengjiao Wang Ce Zhang GNN 54 6 0 10 Oct 2019
Interpreting Deep Learning-Based Networking Systems Zili Meng Minhu Wang Jia-Ju Bai Mingwei Xu Hongzi Mao Hongxin Hu AI4CE 41 3 0 09 Oct 2019
Beyond Vector Spaces: Compact Data Representation as Differentiable Weighted Graphs Denis Mazur Vage Egiazarian S. Morozov Artem Babenko 57 5 0 08 Oct 2019
Combining docking pose rank and structure with deep learning improves protein-ligand binding mode prediction Joseph A. Morrone Matteo Terreran T. Huynh Heng Luo Wendy D. Cornell 65 77 0 07 Oct 2019
Text Level Graph Neural Network for Text Classification Lianzhe Huang Dehong Ma Sujian Li Xiaodong Zhang Houfeng WANG GNN 114 263 0 06 Oct 2019
Graph-Hist: Graph Classification from Latent Feature Histograms With Application to Bot Detection Thomas Magelinski David M. Beskow Kathleen M. Carley 83 29 0 02 Oct 2019
Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks Guillaume Salha-Galvan Romain Hennequin Michalis Vazirgiannis GNN BDL 102 51 0 02 Oct 2019
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction Ling Cai Bo Yan Gengchen Mai K. Janowicz Rui Zhu GNN 69 77 0 01 Oct 2019
On the Equivalence between Positional Node Embeddings and Structural Graph Representations Balasubramaniam Srinivasan Bruno Ribeiro 115 27 0 01 Oct 2019
Graph-Preserving Grid Layout: A Simple Graph Drawing Method for Graph Classification using CNNs Yecheng Lyu Xinming Huang Ziming Zhang 38 0 0 26 Sep 2019
Universal Graph Transformer Self-Attention Networks Dai Quoc Nguyen T. Nguyen Dinh Q. Phung ViT 110 68 0 26 Sep 2019
Manifold Oblique Random Forests: Towards Closing the Gap on Convolutional Deep Networks Adam Li Ronan Perry Chester Huynh Tyler M. Tomita Ronak R. Mehta Jesús Arroyo Jesse Patsolic Benjamin Falk Joshua T. Vogelstein 34 3 0 25 Sep 2019
Haar Graph Pooling Yu Guang Wang Ming Li Zheng Ma Guido Montúfar Xiaosheng Zhuang Yanan Fan GNN 70 8 0 25 Sep 2019
Graph Policy Gradients for Large Scale Unlabeled Motion Planning with Constraints Arbaaz Khan Vijay Kumar Alejandro Ribeiro 61 9 0 24 Sep 2019
Where are the Keys? -- Learning Object-Centric Navigation Policies on Semantic Maps with Graph Convolutional Networks Niko Sünderhauf 88 8 0 16 Sep 2019
Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks Minjie Wang Da Zheng Zihao Ye Quan Gan Mufei Li ... Jiaqi Zhao Haotong Zhang Alex Smola Jinyang Li Zheng Zhang AI4CE GNN 312 763 0 03 Sep 2019
EnGN: A High-Throughput and Energy-Efficient Accelerator for Large Graph Neural Networks Shengwen Liang Ying Wang Cheng Liu Lei He Huawei Li Xiaowei Li GNN 91 136 0 31 Aug 2019
AWB-GCN: A Graph Convolutional Network Accelerator with Runtime Workload Rebalancing Tong Geng Ang Li Runbin Shi Chunshu Wu Tianqi Wang ... Pouya Haghi Antonino Tumeo Shuai Che Steve Reinhardt Martin C. Herbordt GNN 92 8 0 23 Aug 2019
Linking Points With Labels in 3D: A Review of Point Cloud Semantic Segmentation Yuxing Xie Jiaojiao Tian Xiaoxiang Zhu 3DPC 94 206 0 23 Aug 2019
Transferring Robustness for Graph Neural Network Against Poisoning Attacks Xianfeng Tang Yandong Li Yiwei Sun Huaxiu Yao P. Mitra Suhang Wang OOD AAML 125 184 0 20 Aug 2019
Neural Dynamics on Complex Networks Chengxi Zang Fei Wang AI4CE 113 71 0 18 Aug 2019
Progressive Relation Learning for Group Activity Recognition Guyue Hu Bo Cui Yuan He Shan Yu 92 81 0 08 Aug 2019
Transferability of Spectral Graph Convolutional Neural Networks Ron Levie Wei Huang Lorenzo Bucci M. Bronstein Gitta Kutyniok GNN 157 130 0 30 Jul 2019
DropEdge: Towards Deep Graph Convolutional Networks on Node Classification Yu Rong Wenbing Huang Tingyang Xu Junzhou Huang 132 1,358 0 25 Jul 2019
Tripartite Heterogeneous Graph Propagation for Large-scale Social Recommendation KyungHyun Kim Donghyun Kwak Hanock Kwak Young-Jin Park Sangkwon Sim Jae-Han Cho Minkyu Kim Jihun Kwon Nako Sung Jung-Woo Ha 71 19 0 24 Jul 2019
Bilinear Graph Networks for Visual Question Answering Dalu Guo Chang Xu Dacheng Tao GNN 93 54 0 23 Jul 2019
Spectral-based Graph Convolutional Network for Directed Graphs Yi Ma Jianye Hao Yaodong Yang Han Li Junqi Jin Guangyong Chen GNN BDL 74 75 0 21 Jul 2019
A Graph Neural Network Approach for Scalable Wireless Power Control Yifei Shen Yuanming Shi Jun Zhang Khaled B. Letaief GNN 68 79 0 19 Jul 2019
EEG-Based Emotion Recognition Using Regularized Graph Neural Networks Peixiang Zhong Di Wang Chunyan Miao 119 535 0 18 Jul 2019
Embedding-based Silhouette Community Detection Blaž Škrlj Jan Kralj Nada Lavrac 69 22 0 17 Jul 2019
Semi-Supervised Graph Embedding for Multi-Label Graph Node Classification Kaisheng Gao Jing Zhang Cangqi Zhou 38 8 0 12 Jul 2019
Understanding the Representation Power of Graph Neural Networks in Learning Graph Topology Nima Dehmamy Albert-László Barabási Rose Yu GNN 106 135 0 11 Jul 2019
GraphSAINT: Graph Sampling Based Inductive Learning Method Hanqing Zeng Hongkuan Zhou Ajitesh Srivastava Rajgopal Kannan Viktor Prasanna GNN 145 971 0 10 Jul 2019
Fast Haar Transforms for Graph Neural Networks Ming Li Zheng Ma Yu Guang Wang Xiaosheng Zhuang 83 77 0 10 Jul 2019
Graph Policy Gradients for Large Scale Robot Control Arbaaz Khan Ekaterina V. Tolstaya Alejandro Ribeiro Vijay Kumar 84 93 0 08 Jul 2019