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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
AutoMate: A Dataset and Learning Approach for Automatic Mating of CAD Assemblies Benjamin T. Jones Dalton Hildreth Duowen Chen Ilya Baran Vladimir G. Kim Adriana Schulz 111 44 0 25 May 2021
A unified framework based on graph consensus term for multi-view learning Xiangzhu Meng Lin Feng Chonghui Guo 65 6 0 25 May 2021
Self-Supervised Graph Representation Learning via Topology Transformations Xiang Gao Wei Hu Guo-Jun Qi SSL 59 4 0 25 May 2021
Heterogeneous Data Fusion Considering Spatial Correlations using Graph Convolutional Networks and its Application in Air Quality Prediction Zhengjing Ma Gang Mei S. Cuomo F. Piccialli 38 11 0 24 May 2021
Position-Sensing Graph Neural Networks: Proactively Learning Nodes Relative Positions Zhenyue Qin Saeed Anwar Dongwoo Kim Yang Liu Pan Ji Tom Gedeon 68 2 0 24 May 2021
Dorylus: Affordable, Scalable, and Accurate GNN Training with Distributed CPU Servers and Serverless Threads John Thorpe Yifan Qiao Jon Eyolfson Shen Teng Guanzhou Hu ... Jinliang Wei Keval Vora Ravi Netravali Miryung Kim G. Xu GNN 73 144 0 24 May 2021
Revisiting 2D Convolutional Neural Networks for Graph-based Applications Yecheng Lyu Xinming Huang Ziming Zhang GNN 74 4 0 23 May 2021
Inclusion of Domain-Knowledge into GNNs using Mode-Directed Inverse Entailment T. Dash A. Srinivasan A. Baskar 72 13 0 22 May 2021
A Robust and Generalized Framework for Adversarial Graph Embedding Jianxin Li Xingcheng Fu Hao Peng Senzhang Wang Shijie Zhu Qingyun Sun Philip S. Yu Lifang He 54 16 0 22 May 2021
Adaptive Filters in Graph Convolutional Neural Networks Andrea Apicella Francesco Isgrò A. Pollastro R. Prevete GNN 138 17 0 21 May 2021
Learning Modular Robot Control Policies Julian Whitman Matthew Travers Howie Choset 71 44 0 20 May 2021
AnaXNet: Anatomy Aware Multi-label Finding Classification in Chest X-ray Nkechinyere N. Agu Joy T. Wu Hanqing Chao Ismini Lourentzou Arjun Sharma Mehdi Moradi Pingkun Yan James A. Hendler 58 34 0 20 May 2021
Towards Quantized Model Parallelism for Graph-Augmented MLPs Based on Gradient-Free ADMM Framework Junxiang Wang Hongyi Li Zheng Chai Yongchao Wang Yue Cheng Liang Zhao MQ 62 3 0 20 May 2021
Covid-19 Detection from Chest X-ray and Patient Metadata using Graph Convolutional Neural Networks Thosini Bamunu Mudiyanselage Nipuna Senanayake Chunyan Ji Yi Pan Yanqing Zhang GNN 55 3 0 20 May 2021
Self-supervised Heterogeneous Graph Neural Network with Co-contrastive Learning Xiao Wang Nian Liu Hui-jun Han C. Shi SSL 91 396 0 19 May 2021
OpenGraphGym-MG: Using Reinforcement Learning to Solve Large Graph Optimization Problems on MultiGPU Systems Weijian Zheng Dali Wang Fengguang Song GNN OffRL AI4CE 65 1 0 18 May 2021
Residual Network and Embedding Usage: New Tricks of Node Classification with Graph Convolutional Networks Huixuan Chi Yuying Wang Qinfen Hao Hong Xia GNN 81 12 0 18 May 2021
Livewired Neural Networks: Making Neurons That Fire Together Wire Together Thomas Schumacher 79 4 0 17 May 2021
Improving Graph Neural Networks with Simple Architecture Design S. Maurya Xin Liu T. Murata 66 53 0 17 May 2021
Self-supervised Learning on Graphs: Contrastive, Generative,or Predictive Lirong Wu Haitao Lin Zhangyang Gao Cheng Tan Stan.Z.Li SSL 99 263 0 16 May 2021
Meta-Inductive Node Classification across Graphs Zhihao Wen Yuan Fang Zemin Liu 94 36 0 14 May 2021
Graph Learning based Recommender Systems: A Review Shoujin Wang Liang Hu Yan Wang Xiangnan He Quan.Z Sheng M. Orgun LongBing Cao F. Ricci Philip S. Yu 97 205 0 13 May 2021
A Graph Neural Network Approach for Product Relationship Prediction Faez Ahmed Yaxin Cui Yan Fu Wei Chen GNN 60 7 0 12 May 2021
BertGCN: Transductive Text Classification by Combining GCN and BERT Yuxiao Lin Yuxian Meng Xiaofei Sun Qinghong Han Kun Kuang Jiwei Li Leilei Gan 148 238 0 12 May 2021
R2D2: Relational Text Decoding with Transformers Aryan Arbabi Mingqiu Wang Laurent El Shafey Nan Du Izhak Shafran 42 1 0 10 May 2021
Graph Feature Gating Networks Wei Jin Xiaorui Liu Yao Ma Hanyu Wang Charu C. Aggarwal Jiliang Tang 68 1 0 10 May 2021
Multimodal and Contrastive Learning for Click Fraud Detection Weibin Li Qiwei Zhong Qingyang Zhao Hongchun Zhang Xiaonan Meng 31 3 0 08 May 2021
Graph Entropy Guided Node Embedding Dimension Selection for Graph Neural Networks Gongxu Luo Jianxin Li Jianlin Su Hao Peng Carl Yang Lichao Sun Philip S. Yu Lifang He 104 26 0 07 May 2021
FedGL: Federated Graph Learning Framework with Global Self-Supervision Chuan Chen Weibo Hu Ziyue Xu Zibin Zheng FedML 69 59 0 07 May 2021
Deep Graph Convolutional Reinforcement Learning for Financial Portfolio Management -- DeepPocket Farzan Soleymani E. Paquet AIFin 55 50 0 06 May 2021
SparseConvMIL: Sparse Convolutional Context-Aware Multiple Instance Learning for Whole Slide Image Classification Marvin Lerousseau Maria Vakalopoulou Eric Deutsch Nikos Paragios 71 20 0 06 May 2021
A Survey of Knowledge Tracing: Models, Variants, and Applications Shuanghong Shen Qi Liu Zhenya Huang Yonghe Zheng Minghao Yin Minjuan Wang Enhong Chen KELM AI4Ed 111 42 0 06 May 2021
Scalable Graph Neural Network Training: The Case for Sampling Marco Serafini Hui Guan GNN 88 28 0 05 May 2021
Fusing Higher-order Features in Graph Neural Networks for Skeleton-based Action Recognition Zhenyue Qin Yang Liu Pan Ji Dongwoo Kim Lei Wang Bob McKay Saeed Anwar Tom Gedeon 3DPC 118 77 0 04 May 2021
VersaGNN: a Versatile accelerator for Graph neural networks Feng Shi Yiqiao Jin Song-Chun Zhu GNN 98 18 0 04 May 2021
End-to-end One-shot Human Parsing Haoyu He Bohan Zhuang Jing Zhang Jianfei Cai Dacheng Tao VLM 84 8 0 04 May 2021
Graph Learning: A Survey Xiwei Xu Ke Sun Shuo Yu Abdul Aziz Liangtian Wan Shirui Pan Huan Liu GNN 106 356 0 03 May 2021
A Computational Framework for Modeling Complex Sensor Network Data Using Graph Signal Processing and Graph Neural Networks in Structural Health Monitoring Stefan Bloemheuvel Jurgen van den Hoogen Martin Atzmueller AI4CE 71 22 0 01 May 2021
The Logic of Graph Neural Networks Martin Grohe AI4CE 67 92 0 29 Apr 2021
FairDrop: Biased Edge Dropout for Enhancing Fairness in Graph Representation Learning Indro Spinelli Simone Scardapane Amir Hussain A. Uncini FaML 92 84 0 29 Apr 2021
Graph Decoupling Attention Markov Networks for Semi-supervised Graph Node Classification Jie Chen Shouzhen Chen Mingyuan Bai Jian Pu Junping Zhang Junbin Gao 95 22 0 28 Apr 2021
Reconstructing nodal pressures in water distribution systems with graph neural networks Gergely Hajgató Bálint Gyires-Tóth Gyorgy Paál 126 14 0 28 Apr 2021
Graph Neural Networks for Traffic Forecasting João Rico J. Barateiro Arlindo L. Oliveira AI4TS AI4CE 45 13 0 27 Apr 2021
AdaGNN: Graph Neural Networks with Adaptive Frequency Response Filter Yushun Dong Kaize Ding B. Jalaeian Shuiwang Ji Jundong Li 125 63 0 26 Apr 2021
Learning Latent Graph Dynamics for Visual Manipulation of Deformable Objects Xiao Ma David Hsu W. Lee AI4CE 82 31 0 25 Apr 2021
RelTransformer: A Transformer-Based Long-Tail Visual Relationship Recognition Jun Chen Aniket Agarwal Sherif Abdelkarim Deyao Zhu Mohamed Elhoseiny ViT 165 17 0 24 Apr 2021
LGD-GCN: Local and Global Disentangled Graph Convolutional Networks Jingwei Guo Kaizhu Huang Xinping Yi Rui Zhang 29 5 0 24 Apr 2021
Joint Detection and Localization of Stealth False Data Injection Attacks in Smart Grids using Graph Neural Networks Osman Boyaci M. Narimani K. Davis Muhammad Ismail T. Overbye E. Serpedin 110 94 0 24 Apr 2021
GraphTheta: A Distributed Graph Neural Network Learning System With Flexible Training Strategy Yongchao Liu Houyi Li Guowei Zhang Xintan Zeng Yongyong Li ... Peng Zhang Zhao Li Kefeng Deng Changhua He Wenguang Chen GNN 105 11 0 21 Apr 2021
Discrete-continuous Action Space Policy Gradient-based Attention for Image-Text Matching Shiyang Yan Li Yu Yuan Xie 102 34 0 21 Apr 2021