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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
Non-Local Graph Neural Networks Meng Liu Zhengyang Wang Shuiwang Ji 135 167 0 29 May 2020
Deep graph learning for semi-supervised classification Guangfeng Lin Xiao-bing Kang Kaiyang Liao Fan Zhao Yajun Chen GNN 49 35 0 29 May 2020
Graph Neural Network for Hamiltonian-Based Material Property Prediction Hexin Bai Peng Chu Jeng-Yuan Tsai Nathan Wilson X. Qian Q. Yan Haibin Ling 39 5 0 27 May 2020
CARPe Posterum: A Convolutional Approach for Real-time Pedestrian Path Prediction Matías Mendieta Hamed Tabkhi 62 19 0 26 May 2020
Deep Learning for Insider Threat Detection: Review, Challenges and Opportunities Shuhan Yuan Xintao Wu AAML 72 164 0 25 May 2020
Vertically Federated Graph Neural Network for Privacy-Preserving Node Classification Chaochao Chen Jun Zhou Longfei Zheng Huiwen Wu Lingjuan Lyu Hongzhi Zhang Bingzhe Wu Ziqi Liu L. xilinx Wang Xiaolin Zheng FedML 95 100 0 25 May 2020
How to Build a Graph-Based Deep Learning Architecture in Traffic Domain: A Survey Jiexia Ye Juanjuan Zhao Kejiang Ye Chengzhong Xu GNN AI4TS AI4CE 101 199 0 24 May 2020
Speaker diarization with session-level speaker embedding refinement using graph neural networks Jixuan Wang Xiong Xiao Jian Wu Ranjani Ramamurthy Frank Rudzicz M. Brudno 65 27 0 22 May 2020
Learning Combinatorial Optimization on Graphs: A Survey with Applications to Networking N. Vesselinova Rebecca Steinert Daniel F. Perez-Ramirez Magnus Boman GNN AI4CE 90 146 0 22 May 2020
Graph Structure Learning for Robust Graph Neural Networks Wei Jin Yao Ma Xiaorui Liu Xianfeng Tang Suhang Wang Jiliang Tang OOD AAML 98 712 0 20 May 2020
Deep learning approaches for neural decoding: from CNNs to LSTMs and spikes to fMRI J. Livezey Joshua I. Glaser AI4CE 105 9 0 19 May 2020
Graphs, Entities, and Step Mixture Kyuyong Shin Wonyoung Shin Jung-Woo Ha Sunyoung Kwon 49 1 0 18 May 2020
Deep Learning for Community Detection: Progress, Challenges and Opportunities Fanzhen Liu Shan Xue Hongzhi Zhang Chuan Zhou Wenbin Hu Cécile Paris Surya Nepal Jian Yang Philip S. Yu GNN 106 249 0 17 May 2020
Visual Relationship Detection using Scene Graphs: A Survey Aniket Agarwal Ayush Mangal Vipul GNN 72 21 0 16 May 2020
Foundations and modelling of dynamic networks using Dynamic Graph Neural Networks: A survey Joakim Skarding Bogdan Gabrys Katarzyna Musial AI4CE 122 240 0 13 May 2020
A Survey on Deep Learning for Neuroimaging-based Brain Disorder Analysis Li Zhang Mingliang Wang Mingxia Liu Daoqiang Zhang 88 161 0 10 May 2020
Learning to Accelerate Heuristic Searching for Large-Scale Maximum Weighted b-Matching Problems in Online Advertising Xiaotian Hao Junqi Jin Jianye Hao Jin Li Weixun Wang Yi Ma Zhenzhe Zheng Han Li Jian Xu Kun Gai 26 2 0 09 May 2020
Geometric graphs from data to aid classification tasks with graph convolutional networks Yifan Qian P. Expert P. Panzarasa Mauricio Barahona GNN 59 9 0 08 May 2020
A Graph Feature Auto-Encoder for the Prediction of Unobserved Node Features on Biological Networks Ramin Hasibi T. Michoel AI4CE 28 1 0 08 May 2020
Machine Learning on Graphs: A Model and Comprehensive Taxonomy Ines Chami Sami Abu-El-Haija Bryan Perozzi Christopher Ré Kevin Patrick Murphy 109 291 0 07 May 2020
Reducing Communication in Graph Neural Network Training Alok Tripathy Katherine Yelick A. Buluç GNN 129 105 0 07 May 2020
AN-GCN: An Anonymous Graph Convolutional Network Defense Against Edge-Perturbing Attack Ao Liu Beibei Li Tao Li Pan Zhou Rui Wang AAML 124 0 0 06 May 2020
Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases Henrique Lemos Pedro H. C. Avelar Marcelo O. R. Prates Luís C. Lamb Artur Garcez NAI 35 3 0 05 May 2020
Deep Constraint-based Propagation in Graph Neural Networks Matteo Tiezzi G. Marra S. Melacci Marco Maggini AI4CE GNN 73 13 0 05 May 2020
Graph Homomorphism Convolution Hoang NT Takanori Maehara 170 41 0 03 May 2020
RigNet: Neural Rigging for Articulated Characters Zhan Xu Yang Zhou E. Kalogerakis Chris Landreth Karan Singh 3DH 96 53 0 01 May 2020
SkipGNN: Predicting Molecular Interactions with Skip-Graph Networks Kexin Huang C. Xiao Lucas Glass Marinka Zitnik Jimeng Sun GNN 76 124 0 30 Apr 2020
Directed Graph Convolutional Network Zekun Tong Yuxuan Liang Changsheng Sun David S. Rosenblum A. Lim BDL GNN 130 118 0 29 Apr 2020
Unifying Neural Learning and Symbolic Reasoning for Spinal Medical Report Generation Zhongyi Han B. Wei Yilong Yin Shuo Li MedIm 65 42 0 28 Apr 2020
Data-Driven Construction of Data Center Graph of Things for Anomaly Detection Hao Zhang Zhanming Li Zhi-yu Ren 30 1 0 27 Apr 2020
Sensor selection on graphs via data-driven node sub-sampling in network time series Yiye Jiang Jérémie Bigot Sofian Maabout AI4TS 56 4 0 24 Apr 2020
SIGN: Scalable Inception Graph Neural Networks Fabrizio Frasca Emanuele Rossi D. Eynard B. Chamberlain M. Bronstein Federico Monti GNN 175 402 0 23 Apr 2020
A Complete Characterization of Projectivity for Statistical Relational Models M. Jaeger Oliver Schulte 49 10 0 23 Apr 2020
Graph Convolutional Subspace Clustering: A Robust Subspace Clustering Framework for Hyperspectral Image Yaoming Cai Zijia Zhang Z. Cai Xiaobo Liu Xinwei Jiang Qin Yan 79 97 0 22 Apr 2020
Recursive Social Behavior Graph for Trajectory Prediction Jianhua Sun Qinhong Jiang Cewu Lu GNN 75 161 0 22 Apr 2020
Scalable Attack on Graph Data by Injecting Vicious Nodes Jihong Wang Minnan Luo Fnu Suya Jundong Li Z. Yang Q. Zheng AAML GNN 92 90 0 22 Apr 2020
Perturb More, Trap More: Understanding Behaviors of Graph Neural Networks Chaojie Ji Ruxin Wang Hongyan Wu 83 7 0 21 Apr 2020
SPECTER: Document-level Representation Learning using Citation-informed Transformers Arman Cohan Sergey Feldman Iz Beltagy Doug Downey Daniel S. Weld AI4TS 177 563 0 15 Apr 2020
kDecay: Just adding k-decay items on Learning-Rate Schedule to improve Neural Networks Tao Zhang Wei Li 80 5 0 13 Apr 2020
ASL Recognition with Metric-Learning based Lightweight Network Evgeny Izutov SLR 58 6 0 10 Apr 2020
A Graph Convolutional Network Composition Framework for Semi-supervised Classification Rahul Ragesh Sundararajan Sellamanickam Vijay Lingam Arun Shankar Iyer GNN 32 2 0 08 Apr 2020
Improved Code Summarization via a Graph Neural Network Alexander LeClair S. Haque Lingfei Wu Collin McMillan 80 287 0 06 Apr 2020
Geometrically Principled Connections in Graph Neural Networks Shunwang Gong Mehdi Bahri M. Bronstein Stefanos Zafeiriou GNN AI4CE 89 21 0 06 Apr 2020
Let's Agree to Degree: Comparing Graph Convolutional Networks in the Message-Passing Framework Floris Geerts Filip Mazowiecki Guillermo A. Pérez GNN 110 38 0 06 Apr 2020
Deep Learning Based Text Classification: A Comprehensive Review Shervin Minaee Nal Kalchbrenner Min Zhang Narjes Nikzad M. Asgari-Chenaghlu Jianfeng Gao AILaw VLM AI4TS 120 1,116 0 06 Apr 2020
Inferring Network Structure From Data Ivan Brugere T. Berger-Wolf 59 1 0 04 Apr 2020
Orthogonal Inductive Matrix Completion Antoine Ledent Rodrigo Alves Marius Kloft 68 14 0 03 Apr 2020
Epitomic Variational Graph Autoencoder R. A. Khan Muhammad Umer Anwaar M. Kleinsteuber BDL 84 10 0 03 Apr 2020
Counterfactual Multi-Agent Reinforcement Learning with Graph Convolution Communication Jianyu Su Stephen C. Adams Peter A. Beling 66 26 0 01 Apr 2020
Heterogeneous Network Representation Learning: A Unified Framework with Survey and Benchmark Carl Yang Yuxin Xiao Yu Zhang Yizhou Sun Jiawei Han AI4TS 156 58 0 01 Apr 2020