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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
Evolutionary Architecture Search for Graph Neural Networks Min Shi David A. Wilson Xingquan Zhu Yu Huang Zhuang Yuan Jianxun Liu Yufei Tang AI4CE 82 22 0 21 Sep 2020
Latent State Inference in a Spatiotemporal Generative Model Matthias Karlbauer Tobias Menge S. Otte Hendrik P. A. Lensch Thomas Scholten V. Wulfmeyer Martin Volker Butz 47 1 0 21 Sep 2020
Multi-Level Graph Convolutional Network with Automatic Graph Learning for Hyperspectral Image Classification Sheng Wan Chen Gong Shirui Pan Jie Yang Jian Yang 51 3 0 19 Sep 2020
Inferring, Predicting, and Denoising Causal Wave Dynamics Matthias Karlbauer S. Otte Hendrik P. A. Lensch Thomas Scholten V. Wulfmeyer Martin Volker Butz 39 3 0 19 Sep 2020
Recurrent Graph Tensor Networks: A Low-Complexity Framework for Modelling High-Dimensional Multi-Way Sequence Y. Xu Danilo P. Mandic GNN 46 4 0 18 Sep 2020
Chemical Property Prediction Under Experimental Biases Yang Liu H. Kashima AI4CE 54 1 0 18 Sep 2020
Graph representation forecasting of patient's medical conditions: towards a digital twin Pietro Barbiero Ramon Vinas Torné Pietro Lio AI4CE 56 12 0 17 Sep 2020
Answering Any-hop Open-domain Questions with Iterative Document Reranking Ping Nie Yuyu Zhang Arun Ramamurthy Le Song 88 20 0 16 Sep 2020
Graph Convolution Networks Using Message Passing and Multi-Source Similarity Features for Predicting circRNA-Disease Association Thosini Bamunu Mudiyanselage Xiu-juan Lei Nipuna Senanayake Yanqing Zhang Yi Pan GNN 15 6 0 15 Sep 2020
Contrastive and Generative Graph Convolutional Networks for Graph-based Semi-Supervised Learning Sheng Wan Shirui Pan Jian Yang Chen Gong SSL 158 142 0 15 Sep 2020
Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning Costas Mavromatis George Karypis 69 55 0 15 Sep 2020
Implicit Graph Neural Networks Fangda Gu Heng Chang Wenwu Zhu Somayeh Sojoudi L. Ghaoui GNN 126 150 0 14 Sep 2020
Advanced Graph-Based Deep Learning for Probabilistic Type Inference Fangke Ye Jisheng Zhao Vivek Sarkar BDL GNN 48 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 63 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 93 80 0 11 Sep 2020
Beyond Localized Graph Neural Networks: An Attributed Motif Regularization Framework Aravind Sankar Junting Wang A. Krishnan Hari Sundaram 93 22 0 11 Sep 2020
Hierarchical Message-Passing Graph Neural Networks Zhiqiang Zhong Cheng-Te Li Jun Pang 107 50 0 08 Sep 2020
SNoRe: Scalable Unsupervised Learning of Symbolic Node Representations Sebastian Mežnar Nada Lavrac Blaž Škrlj 101 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 49 7 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 112 167 0 07 Sep 2020
Edge-variational Graph Convolutional Networks for Uncertainty-aware Disease Prediction Yongxiang Huang Albert C. S. Chung MedIm 78 64 0 06 Sep 2020
LFGCN: Levitating over Graphs with Levy Flights Yuzhou Chen Yulia R. Gel Konstantin Avrachenkov 56 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 71 29 0 03 Sep 2020
Mutual Teaching for Graph Convolutional Networks Kun Zhan Chaoxi Niu SSL 57 32 0 02 Sep 2020
Lifelong Graph Learning Chen Wang Yuheng Qiu Dasong Gao Sebastian Scherer CLL GNN AI4CE 111 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 117 21 0 30 Aug 2020
Loss convergence in a causal Bayesian neural network of retail firm performance F. T. Rogers BDL CML 22 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 78 52 0 28 Aug 2020
Decoupled Variational Embedding for Signed Directed Networks Xu Chen Jiangchao Yao Maosen Li Ya Zhang Yanfeng Wang 66 4 0 28 Aug 2020
Language Models as Emotional Classifiers for Textual Conversations Connor T. Heaton David M. Schwartz 52 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 76 23 0 26 Aug 2020
Graph Learning for Combinatorial Optimization: A Survey of State-of-the-Art Yun Peng Byron Choi Jianliang Xu 190 5 0 26 Aug 2020
Learning Node Representations against Perturbations Xu Chen Yuangang Pan Ivor Tsang Ya Zhang 32 4 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 111 9 0 25 Aug 2020
What-If Motion Prediction for Autonomous Driving Siddhesh Khandelwal William Qi Jagjeet Singh Andrew Hartnett Deva Ramanan 201 115 0 24 Aug 2020
Kernel-based Graph Learning from Smooth Signals: A Functional Viewpoint Xingyue Pu Siu Lun Chau Xiaowen Dong Dino Sejdinovic 33 21 0 23 Aug 2020
Graph Convolutional Networks Reveal Neural Connections Encoding Prosthetic Sensation Vivek Subramanian Joshua Khani 32 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 Margret Keuper Frank Hutter 81 81 0 22 Aug 2020
Optimization of Graph Neural Networks with Natural Gradient Descent M. Izadi Yihao Fang R. Stevenson Lizhen Lin GNN 136 42 0 21 Aug 2020
A comparative study of similarity-based and GNN-based link prediction approaches K. Islam Sabeur Aridhi Malika Smaïl-Tabbone 47 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 140 483 0 19 Aug 2020
SoDA: Multi-Object Tracking with Soft Data Association Wei-Chih Hung Henrik Kretzschmar Nayeon Lee Yuning Chai Ruichi Yu Ming-Hsuan Yang Drago Anguelov VOT 95 16 0 18 Aug 2020
Learning Graph Edit Distance by Graph Neural Networks Pau Riba Andreas Fischer Josep Lladós Alicia Fornés GNN 68 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 86 18 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 51 11 0 14 Aug 2020
Lifelong Property Price Prediction: A Case Study for the Toronto Real Estate Market Hao Peng Jianxin Li Zechuan Wang Renyu Yang Mingzhe Liu Mingming Zhang Philip S. Yu Lifang He 3DV 77 28 0 12 Aug 2020
Quaternion Graph Neural Networks Dai Quoc Nguyen T. Nguyen Dinh Q. Phung GNN 81 34 0 12 Aug 2020
A Multi-Task Learning Approach for Human Activity Segmentation and Ergonomics Risk Assessment Behnoosh Parsa A. Banerjee 102 2 0 07 Aug 2020
Pose-based Modular Network for Human-Object Interaction Detection Zhijun Liang Junfa Liu Y. Guan Juan Rojas 133 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 96 63 0 05 Aug 2020