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
Advanced Graph-Based Deep Learning for Probabilistic Type Inference Fangke Ye Jisheng Zhao Vivek Sarkar BDL GNN 14 3 0 13 Sep 2020
Smoothness Sensor: Adaptive Smoothness-Transition Graph Convolutions for Attributed Graph Clustering Chaojie Ji Hongwei Chen Ruxin Wang Yunpeng Cai Hongyan Wu 4 12 0 12 Sep 2020
Planning with Learned Object Importance in Large Problem Instances using Graph Neural Networks Tom Silver Rohan Chitnis Aidan Curtis J. Tenenbaum Tomas Lozano-Perez L. Kaelbling GNN 23 78 0 11 Sep 2020
Beyond Localized Graph Neural Networks: An Attributed Motif Regularization Framework Aravind Sankar Junting Wang A. Krishnan Hari Sundaram 17 21 0 11 Sep 2020
Hierarchical Message-Passing Graph Neural Networks Zhiqiang Zhong Cheng-Te Li Jun Pang 17 46 0 08 Sep 2020
SNoRe: Scalable Unsupervised Learning of Symbolic Node Representations Sebastian Mežnar Nada Lavrac Blaž Škrlj 11 5 0 08 Sep 2020
Addressing Cold Start in Recommender Systems with Hierarchical Graph Neural Networks I. Maksimov Rodrigo Rivera-Castro Evgeny Burnaev CML AI4CE 23 6 0 07 Sep 2020
GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training Tianle Cai Shengjie Luo Keyulu Xu Di He Tie-Yan Liu Liwei Wang GNN 8 158 0 07 Sep 2020
Edge-variational Graph Convolutional Networks for Uncertainty-aware Disease Prediction Yongxiang Huang Albert C. S. Chung MedIm 9 60 0 06 Sep 2020
LFGCN: Levitating over Graphs with Levy Flights Yuzhou Chen Yulia R. Gel Konstantin Avrachenkov 13 7 0 04 Sep 2020
CAGNN: Cluster-Aware Graph Neural Networks for Unsupervised Graph Representation Learning Yanqiao Zhu Yichen Xu Feng Yu Shu Wu Liang Wang SSL GNN 14 28 0 03 Sep 2020
Mutual Teaching for Graph Convolutional Networks Kun Zhan Chaoxi Niu SSL 22 31 0 02 Sep 2020
Lifelong Graph Learning Chen Wang Yuheng Qiu Dasong Gao S. Scherer CLL GNN AI4CE 18 51 0 01 Sep 2020
Pairwise Learning for Name Disambiguation in Large-Scale Heterogeneous Academic Networks Qingyun Sun Hao Peng Jianxin Li Senzhang Wang Xiangyu Dong Liangxuan Zhao Philip S. Yu Lifang He 11 19 0 30 Aug 2020
Loss convergence in a causal Bayesian neural network of retail firm performance F. T. Rogers BDL CML 12 0 0 29 Aug 2020
Short-term Traffic Prediction with Deep Neural Networks: A Survey Kyungeun Lee Moonjung Eo Euna Jung Yoonjin Yoon Wonjong Rhee GNN AI4TS 8 52 0 28 Aug 2020
Decoupled Variational Embedding for Signed Directed Networks Xu Chen Jiangchao Yao Maosen Li Ya-Qin Zhang Yanfeng Wang 6 4 0 28 Aug 2020
Language Models as Emotional Classifiers for Textual Conversations Connor T. Heaton David M. Schwartz 8 6 0 27 Aug 2020
Item Tagging for Information Retrieval: A Tripartite Graph Neural Network based Approach Kelong Mao Xi Xiao Jieming Zhu Biao Lu Ruiming Tang Xiuqiang He 31 22 0 26 Aug 2020
Graph Learning for Combinatorial Optimization: A Survey of State-of-the-Art Yun Peng Byron Choi Jianliang Xu 17 5 0 26 Aug 2020
Learning Node Representations against Perturbations Xu Chen Yuangang Pan Ivor Tsang Ya-Qin Zhang 6 3 0 26 Aug 2020
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy Wenchong He Arpan Man Sainju Zhe Jiang Da Yan 8 9 0 25 Aug 2020
What-If Motion Prediction for Autonomous Driving Siddhesh Khandelwal William Qi Jagjeet Singh Andrew Hartnett Deva Ramanan 114 115 0 24 Aug 2020
Kernel-based Graph Learning from Smooth Signals: A Functional Viewpoint Xingyue Pu Siu Lun Chau Xiaowen Dong Dino Sejdinovic 9 20 0 23 Aug 2020
Graph Convolutional Networks Reveal Neural Connections Encoding Prosthetic Sensation Vivek Subramanian Joshua Khani 6 0 0 23 Aug 2020
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks Arber Zela Julien N. Siems Lucas Zimmer Jovita Lukasik M. Keuper Frank Hutter 34 75 0 22 Aug 2020
Optimization of Graph Neural Networks with Natural Gradient Descent M. Izadi Yihao Fang R. Stevenson Lizhen Lin GNN 22 41 0 21 Aug 2020
A comparative study of similarity-based and GNN-based link prediction approaches K. Islam Sabeur Aridhi Malika Smaïl-Tabbone 6 10 0 20 Aug 2020
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters Yingtong Dou Zhiwei Liu Li Sun Yutong Deng Hao Peng Philip S. Yu AAML 11 449 0 19 Aug 2020
SoDA: Multi-Object Tracking with Soft Data Association Wei-Chih Hung Henrik Kretzschmar Tsung-Yi Lin Yuning Chai Ruichi Yu Ming-Hsuan Yang Drago Anguelov VOT 34 15 0 18 Aug 2020
Learning Graph Edit Distance by Graph Neural Networks Pau Riba Andreas Fischer Josep Lladós Alicia Fornés GNN 16 23 0 17 Aug 2020
Graph Polish: A Novel Graph Generation Paradigm for Molecular Optimization Chaojie Ji Yijia Zheng Ruxin Wang Yunpeng Cai Hongyan Wu 10 17 0 14 Aug 2020
Interpretation of Brain Morphology in Association to Alzheimer's Disease Dementia Classification Using Graph Convolutional Networks on Triangulated Meshes Emanuel A. Azcona P. Besson Yunan Wu Arjun Punjabi Adam Martersteck Amil Dravid T. Parrish S. Bandt Aggelos K. Katsaggelos MedIm 14 10 0 14 Aug 2020
Lifelong Property Price Prediction: A Case Study for the Toronto Real Estate Market Hao Peng Jianxin Li Z. Wang Renyu Yang Mingzhe Liu Mingming Zhang Philip S. Yu Lifang He 3DV 11 26 0 12 Aug 2020
Quaternion Graph Neural Networks D. Q. Nguyen T. Nguyen Dinh Q. Phung GNN 4 32 0 12 Aug 2020
A Multi-Task Learning Approach for Human Activity Segmentation and Ergonomics Risk Assessment Behnoosh Parsa A. Banerjee 9 2 0 07 Aug 2020
Pose-based Modular Network for Human-Object Interaction Detection Zhijun Liang Junfa Liu Y. Guan Juan Rojas 26 15 0 05 Aug 2020
Graph Signal Processing for Geometric Data and Beyond: Theory and Applications Wei Hu Jiahao Pang Xianming Liu Dong Tian Chia-Wen Lin A. Vetro 11 62 0 05 Aug 2020
Graph Convolution with Low-rank Learnable Local Filters Xiuyuan Cheng Zichen Miao Qiang Qiu GNN 14 0 0 04 Aug 2020
Pseudoinverse Graph Convolutional Networks: Fast Filters Tailored for Large Eigengaps of Dense Graphs and Hypergraphs Dominik Alfke Martin Stoll GNN 8 5 0 03 Aug 2020
Neural Architecture Search in Graph Neural Networks Matheus Nunes G. Pappa GNN AI4CE 6 29 0 31 Jul 2020
Embedding Ranking-Oriented Recommender System Graphs Taher Hekmatfar Saman Haratizadeh S. Goliaei 9 7 0 31 Jul 2020
Graph signal processing for machine learning: A review and new perspectives Xiaowen Dong D. Thanou Laura Toni M. Bronstein P. Frossard 19 152 0 31 Jul 2020
G-CREWE: Graph CompREssion With Embedding for Network Alignment K. K. Qin Flora D. Salim Yongli Ren Wei Shao Mark Heimann Danai Koutra GNN 6 27 0 30 Jul 2020
Boosting Ant Colony Optimization via Solution Prediction and Machine Learning Yuan Sun Sheng Wang Yunzhuang Shen Xiaodong Li Andreas T. Ernst M. Kirley 14 28 0 29 Jul 2020
Supervised learning on heterogeneous, attributed entities interacting over time A. Laghaout 11 0 0 22 Jul 2020
MathNet: Haar-Like Wavelet Multiresolution-Analysis for Graph Representation and Learning Xuebin Zheng Bingxin Zhou Ming Li Yu Guang Wang Junbin Gao 9 2 0 22 Jul 2020
Second-Order Pooling for Graph Neural Networks Zhengyang Wang Shuiwang Ji GNN 6 80 0 20 Jul 2020
PanRep: Graph neural networks for extracting universal node embeddings in heterogeneous graphs V. Ioannidis Da Zheng George Karypis SSL 12 4 0 20 Jul 2020
Integrating Network Embedding and Community Outlier Detection via Multiclass Graph Description S. Bandyopadhyay Saley Vishal Vivek M. Murty 13 6 0 20 Jul 2020