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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
Artificial Intelligence Based Prognostic Maintenance of Renewable Energy Systems: A Review of Techniques, Challenges, and Future Research Directions Y. Afridi Kashif Ahmad Laiq Hassan AI4CE 74 53 0 20 Apr 2021
GMLP: Building Scalable and Flexible Graph Neural Networks with Feature-Message Passing Wentao Zhang Yu Shen Zheyu Lin Yang Li Xiaosen Li Wenbin Ouyang Yangyu Tao Zhi-Xin Yang Tengjiao Wang 72 9 0 20 Apr 2021
Permutation-Invariant Variational Autoencoder for Graph-Level Representation Learning R. Winter Frank Noé Djork-Arné Clevert BDL SSL 72 27 0 20 Apr 2021
Decentralized Inference with Graph Neural Networks in Wireless Communication Systems Mengyuan Lee Guanding Yu H. Dai GNN 99 41 0 19 Apr 2021
Modeling Ideological Salience and Framing in Polarized Online Groups with Graph Neural Networks and Structured Sparsity Valentin Hofmann Xiaowen Dong J. Pierrehumbert Hinrich Schütze 70 15 0 18 Apr 2021
Fair Representation Learning for Heterogeneous Information Networks Huiping Zhuang Rashidul Islam Kamrun Naher Keya James R. Foulds Yangqiu Song Shimei Pan 63 41 0 18 Apr 2021
Bayesian graph convolutional neural networks via tempered MCMC Rohitash Chandra A. Bhagat Manavendra Maharana P. Krivitsky GNN BDL 103 18 0 17 Apr 2021
Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks Hao Peng Ruitong Zhang Yingtong Dou Renyu Yang Jingyi Zhang Philip S. Yu 149 119 0 16 Apr 2021
Histopathology WSI Encoding based on GCNs for Scalable and Efficient Retrieval of Diagnostically Relevant Regions Yushan Zheng Zhi-guo Jiang Haopeng Zhang Feng-ying Xie Jun Shi Chenghai Xue 33 4 0 16 Apr 2021
Accurate Prediction of Free Solvation Energy of Organic Molecules via Graph Attention Network and Message Passing Neural Network from Pairwise Atomistic Interactions Ramin Ansari Amirata Ghorbani 59 1 0 15 Apr 2021
SISA: Set-Centric Instruction Set Architecture for Graph Mining on Processing-in-Memory Systems Maciej Besta Raghavendra Kanakagiri Grzegorz Kwa'sniewski Rachata Ausavarungnirun Jakub Beránek ... Salvatore Di Girolamo Marek Konieczny Nils Blach O. Mutlu Torsten Hoefler 63 88 0 15 Apr 2021
Lorentzian Graph Convolutional Networks Yiding Zhang Xiao Wang C. Shi Nian Liu Guojie Song 70 98 0 15 Apr 2021
BlockGNN: Towards Efficient GNN Acceleration Using Block-Circulant Weight Matrices Zhe Zhou Bizhao Shi Zhe Zhang Yijin Guan Guangyu Sun Guojie Luo GNN 81 33 0 13 Apr 2021
Which Hyperparameters to Optimise? An Investigation of Evolutionary Hyperparameter Optimisation in Graph Neural Network For Molecular Property Prediction Yingfang Yuan Wenjun Wang Wei Pang 52 7 0 13 Apr 2021
Learning Chebyshev Basis in Graph Convolutional Networks for Skeleton-based Action Recognition H. Sahbi GNN 71 0 0 12 Apr 2021
PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Pengfei Wang Chengquan Zhang Fei Qi Shanshan Liu Xiaoqiang Zhang Pengyuan Lyu Junyu Han Jingtuo Liu Errui Ding Guangming Shi 103 83 0 12 Apr 2021
Deep Attributed Network Representation Learning via Attribute Enhanced Neighborhood Cong Li Mingjiang Shi Bo Qu Xiang Li 42 10 0 12 Apr 2021
Edgeless-GNN: Unsupervised Representation Learning for Edgeless Nodes Yong-Min Shin Cong Tran Won-Yong Shin Xin Cao SSL 62 7 0 12 Apr 2021
The World as a Graph: Improving El Niño Forecasts with Graph Neural Networks Salva Rühling Cachay Emma Erickson A. Bucker Ernest Pokropek Willa Potosnak S. Bire Salomey Osei Björn Lütjens AI4TS 81 26 0 11 Apr 2021
AutoGL: A Library for Automated Graph Learning Ziwei Zhang Yijian Qin Zeyang Zhang Chaoyu Guan Jie Cai ... Beini Xie Yang Yao Yipeng Zhang Xin Eric Wang Wenwu Zhu 111 30 0 11 Apr 2021
Edge: Enriching Knowledge Graph Embeddings with External Text Saed Rezayi Handong Zhao Sungchul Kim Ryan Rossi Nedim Lipka Sheng Li 64 33 0 11 Apr 2021
Applications of physics-informed scientific machine learning in subsurface science: A survey A. Sun H. Yoon C. Shih Zhi Zhong AI4CE 82 11 0 10 Apr 2021
Pyramidal Reservoir Graph Neural Network F. Bianchi Claudio Gallicchio Alessio Micheli GNN 45 13 0 10 Apr 2021
Skeleton-based Hand-Gesture Recognition with Lightweight Graph Convolutional Networks H. Sahbi 3DH GNN 45 3 0 09 Apr 2021
FL-AGCNS: Federated Learning Framework for Automatic Graph Convolutional Network Search Chunnan Wang Bozhou Chen Geng Li Hongzhi Wang FedML GNN 58 17 0 09 Apr 2021
Explainability-based Backdoor Attacks Against Graph Neural Networks Jing Xu Minhui Xue Xue S. Picek 85 79 0 08 Apr 2021
Theoretically Improving Graph Neural Networks via Anonymous Walk Graph Kernels Qingqing Long Yilun Jin Yi Wu Guojie Song 115 38 0 07 Apr 2021
DyGCN: Dynamic Graph Embedding with Graph Convolutional Network Zeyu Cui Zekun Li Shu Wu Xiaoyu Zhang Qiang Liu Liang Wang Mengmeng Ai GNN 60 12 0 07 Apr 2021
Structured Citation Trend Prediction Using Graph Neural Networks Daniel Cummings Marcel Nassar 82 27 0 06 Apr 2021
Segmentation of EM showers for neutrino experiments with deep graph neural networks V. Belavin Ekaterina Trofimova Andrey Ustyuzhanin 66 3 0 05 Apr 2021
Improving the Expressive Power of Graph Neural Network with Tinhofer Algorithm Alan J. X. Guo Qing-Hu Hou Ou Wu 50 0 0 05 Apr 2021
Graph Generative Models for Fast Detector Simulations in High Energy Physics A. Hariri Darya Dyachkova Sergei Gleyzer AI4CE 63 6 0 05 Apr 2021
Decentralized Statistical Inference with Unrolled Graph Neural Networks He Wang Yifei Shen Ziyuan Wang Dongsheng Li Jun Zhang Khaled B. Letaief Jie Lu FedML 40 5 0 04 Apr 2021
Curriculum Graph Co-Teaching for Multi-Target Domain Adaptation Subhankar Roy E. Krivosheev Zhun Zhong N. Sebe Elisa Ricci 124 62 0 01 Apr 2021
Data-Driven Optimized Tracking Control Heuristic for MIMO Structures: A Balance System Case Study Mijalche Santa M. Abouheaf Catia Prandi 33 20 0 01 Apr 2021
Real-time Data Infrastructure at Uber Yupeng Fu Chinmay Soman 63 1 0 31 Mar 2021
Attention, please! A survey of Neural Attention Models in Deep Learning Alana de Santana Correia Esther Luna Colombini HAI 132 198 0 31 Mar 2021
Charged particle tracking via edge-classifying interaction networks G. Dezoort S. Thais Javier Mauricio Duarte Vesal Razavimaleki M. Atkinson I. Ojalvo Mark S. Neubauer P. Elmer 90 49 0 30 Mar 2021
Parameterized Hypercomplex Graph Neural Networks for Graph Classification Tuan Le Marco Bertolini Frank Noé Djork-Arné Clevert 54 15 0 30 Mar 2021
E-GraphSAGE: A Graph Neural Network based Intrusion Detection System for IoT Wai Weng Lo S. Layeghy Mohanad Sarhan M. Gallagher Marius Portmann 99 210 0 30 Mar 2021
Modeling Graph Node Correlations with Neighbor Mixture Models Linfeng Liu Michael Hughes Liping Liu 125 0 0 29 Mar 2021
RAN-GNNs: breaking the capacity limits of graph neural networks D. Valsesia Giulia Fracastoro E. Magli GNN 79 7 0 29 Mar 2021
Learning on heterogeneous graphs using high-order relations See Hian Lee Feng Ji Wee Peng Tay 52 4 0 29 Mar 2021
Joint User Association and Power Allocation in Heterogeneous Ultra Dense Network via Semi-Supervised Representation Learning Xinming Zhang Zhengming Zhang Luxi Yang 31 8 0 29 Mar 2021
Exploiting Local Geometry for Feature and Graph Construction for Better 3D Point Cloud Processing with Graph Neural Networks Siddharth Srivastava Gaurav Sharma 3DPC 51 16 0 28 Mar 2021
A Benchmark and Comprehensive Survey on Knowledge Graph Entity Alignment via Representation Learning Rui Zhang Bayu Distiawan Trisedy Miao Li Yong Jiang Jianzhong Qi AI4TS 67 72 0 28 Mar 2021
Tensor Networks for Multi-Modal Non-Euclidean Data Y. Xu Kriton Konstantinidis Danilo P. Mandic 26 1 0 27 Mar 2021
Rethinking Graph Neural Architecture Search from Message-passing Shaofei Cai Liang Li Jincan Deng Beichen Zhang Zhengjun Zha Li Su Qingming Huang GNN AI4CE 86 53 0 26 Mar 2021
Learning from Pixel-Level Label Noise: A New Perspective for Semi-Supervised Semantic Segmentation Rumeng Yi Yaping Huang Q. Guan Mengyang Pu Runsheng Zhang NoLa 75 29 0 26 Mar 2021
Beyond permutation equivariance in graph networks E. Slade Francesco Farina 62 3 0 25 Mar 2021