Deep Learning on Graphs: A Survey

11 December 2018

Peng Cui

Papers citing "Deep Learning on Graphs: A Survey"

50 / 463 papers shown

Title
Examining COVID-19 Forecasting using Spatio-Temporal Graph Neural Networks Amol Kapoor X. Ben Luyang Liu Bryan Perozzi Matt Barnes Martin J. Blais S. O’Banion 25 192 0 06 Jul 2020
AM-GCN: Adaptive Multi-channel Graph Convolutional Networks Xiao Wang Meiqi Zhu Deyu Bo Peng Cui C. Shi J. Pei BDL 30 480 0 05 Jul 2020
Deep Feature Space: A Geometrical Perspective Ioannis Kansizoglou Loukas Bampis Antonios Gasteratos 33 40 0 30 Jun 2020
Path Integral Based Convolution and Pooling for Graph Neural Networks Zheng Ma Junyu Xuan Yu Guang Wang Ming Li Pietro Lió GNN 39 54 0 29 Jun 2020
Structural Landmarking and Interaction Modelling: on Resolution Dilemmas in Graph Classification Kai Zhang Yaokang Zhu Jun Wang Jie Zhang H. Zha 14 0 0 29 Jun 2020
Fast Training of Deep Networks with One-Class CNNs A. M. Hafiz G. M. Bhat CVBM 22 3 0 28 Jun 2020
End-to-end training of deep kernel map networks for image classification Mingyuan Jiu H. Sahbi 6 0 0 26 Jun 2020
Finding Patient Zero: Learning Contagion Source with Graph Neural Networks Chintan Shah Nima Dehmamy N. Perra Matteo Chinazzi A. Barabási Alessandro Vespignani Rose Yu 12 42 0 21 Jun 2020
Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs Jiong Zhu Yujun Yan Lingxiao Zhao Mark Heimann Leman Akoglu Danai Koutra GNN 20 34 0 20 Jun 2020
Subgraph Neural Networks Emily Alsentzer S. G. Finlayson Michelle M. Li Marinka Zitnik GNN 23 134 0 18 Jun 2020
Class-Attentive Diffusion Network for Semi-Supervised Classification Jongin Lim Daeho Um H. Chang D. Jo J. Choi 28 14 0 18 Jun 2020
GNNGuard: Defending Graph Neural Networks against Adversarial Attacks Xiang Zhang Marinka Zitnik AAML 27 287 0 15 Jun 2020
Data Augmentation for Graph Neural Networks Tong Zhao Yozen Liu Leonardo Neves Oliver J. Woodford Meng Jiang Neil Shah GNN 30 407 0 11 Jun 2020
Contrastive Multi-View Representation Learning on Graphs Kaveh Hassani Amir Hosein Khas Ahmadi SSL 22 1,273 0 10 Jun 2020
Deep learning of contagion dynamics on complex networks Charles Murphy Edward Laurence Antoine Allard GNN AI4CE 15 69 0 09 Jun 2020
Graph Minors Meet Machine Learning: the Power of Obstructions F. Abu-Khzam M. A. El-Wahab Noureldin Yosri AAML 18 0 0 08 Jun 2020
Eigen-GNN: A Graph Structure Preserving Plug-in for GNNs Ziwei Zhang Peng Cui J. Pei Xin Wang Wenwu Zhu GNN 42 29 0 08 Jun 2020
Non-Local Graph Neural Networks Meng Liu Zhengyang Wang Shuiwang Ji 24 161 0 29 May 2020
Interpretable and Efficient Heterogeneous Graph Convolutional Network Yaming Yang Ziyu Guan Jianxin Li Wei Zhao Jiangtao Cui Quan Wang GNN 24 171 0 27 May 2020
Deep Learning for Insider Threat Detection: Review, Challenges and Opportunities Shuhan Yuan Xintao Wu AAML 20 156 0 25 May 2020
Network Comparison with Interpretable Contrastive Network Representation Learning Takanori Fujiwara Jian Zhao Francine Chen Yaoliang Yu K. Ma 23 5 0 25 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 20 141 0 22 May 2020
Foundations and modelling of dynamic networks using Dynamic Graph Neural Networks: A survey Joakim Skarding Bogdan Gabrys Katarzyna Musial AI4CE 22 226 0 13 May 2020
Machine Learning on Graphs: A Model and Comprehensive Taxonomy Ines Chami Sami Abu-El-Haija Bryan Perozzi Christopher Ré Kevin Patrick Murphy 22 285 0 07 May 2020
Machine Learning Methods for Brain Network Classification: Application to Autism Diagnosis using Cortical Morphological Networks Ismail Bilgen Goktug Guvercin I. Rekik 12 51 0 28 Apr 2020
SIGN: Scalable Inception Graph Neural Networks Fabrizio Frasca Emanuele Rossi D. Eynard B. Chamberlain M. Bronstein Federico Monti GNN 19 393 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 17 92 0 22 Apr 2020
Perturb More, Trap More: Understanding Behaviors of Graph Neural Networks Chaojie Ji Ruxin Wang Hongyan Wu 31 7 0 21 Apr 2020
A Graph Convolutional Network Composition Framework for Semi-supervised Classification Rahul Ragesh Sundararajan Sellamanickam Vijay Lingam Arun Shankar Iyer GNN 17 2 0 08 Apr 2020
Adaptive-Step Graph Meta-Learner for Few-Shot Graph Classification Ning Ma Jiajun Bu Jieyu Yang Zhen Zhang Chengwei Yao Zhi Yu Sheng Zhou Xifeng Yan 29 5 0 18 Mar 2020
Spectral Graph Attention Network with Fast Eigen-approximation Heng Chang Yu Rong Tingyang Xu Wenbing Huang Somayeh Sojoudi Junzhou Huang Wenwu Zhu GNN 52 32 0 16 Mar 2020
Universal Function Approximation on Graphs Rickard Brüel-Gabrielsson 32 6 0 14 Mar 2020
Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective Luís C. Lamb Artur S. dÁvila Garcez Marco Gori Marcelo O. R. Prates Pedro H. C. Avelar Moshe Y. Vardi NAI AI4CE 33 78 0 29 Feb 2020
An End-to-End Graph Convolutional Kernel Support Vector Machine P. Corcoran 10 5 0 29 Feb 2020
Bridging the Gap between Spatial and Spectral Domains: A Survey on Graph Neural Networks Zhiqian Chen Fanglan Chen Lei Zhang Taoran Ji Kaiqun Fu Liang Zhao Feng Chen Lingfei Wu Charu Aggarwal Chang-Tien Lu 29 45 0 27 Feb 2020
One-Class Graph Neural Networks for Anomaly Detection in Attributed Networks Xuhong Wang Baihong Jin Ying Du Ping Cui Yupu Yang GNN 17 9 0 22 Feb 2020
Memory-Based Graph Networks Amir Hosein Khas Ahmadi Kaveh Hassani Parsa Moradi Leo Lee Q. Morris GNN 29 90 0 21 Feb 2020
A Convolutional Neural Network into graph space Maxime Martineau R. Raveaux Donatello Conte G. Venturini GNN 22 2 0 20 Feb 2020
Bilinear Graph Neural Network with Neighbor Interactions Hongmin Zhu Fuli Feng Xiangnan He Xiang Wang Yan Li Kai Zheng Yongdong Zhang 10 3 0 10 Feb 2020
PM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting Shuo Wang Yanran Li Jiang Zhang Qingye Meng Lingwei Meng Fei Gao 32 134 0 10 Feb 2020
Explain Graph Neural Networks to Understand Weighted Graph Features in Node Classification Xiaoxiao Li João Saúde 9 18 0 02 Feb 2020
EdgeNets:Edge Varying Graph Neural Networks Elvin Isufi Fernando Gama Alejandro Ribeiro GNN 31 81 0 21 Jan 2020
HyGCN: A GCN Accelerator with Hybrid Architecture Yurui Lai Lei Deng Xing Hu Ling Liang Yujing Feng Xiaochun Ye Zhimin Zhang Xiaochun Ye Yuan Xie GNN 30 287 0 07 Jan 2020
A Gentle Introduction to Deep Learning for Graphs D. Bacciu Federico Errica Alessio Micheli Marco Podda AI4CE GNN 48 277 0 29 Dec 2019
Hyperbolic Graph Attention Network Yiding Zhang Tianlin Li Xunqiang Jiang C. Shi Yanfang Ye GNN 27 129 0 06 Dec 2019
Independence Promoted Graph Disentangled Networks Yanbei Liu Tianlin Li Shu Wu Zhitao Xiao 27 94 0 26 Nov 2019
GraphTER: Unsupervised Learning of Graph Transformation Equivariant Representations via Auto-Encoding Node-wise Transformations Xiang Gao Wei Hu Guo-Jun Qi 3DPC 25 43 0 19 Nov 2019
Deep-Learning Estimation of Band Gap with the Reading-Periodic-Table Method and Periodic Convolution Layer Tomohiko Konno 19 1 0 16 Nov 2019
Solving Optimization Problems through Fully Convolutional Networks: an Application to the Travelling Salesman Problem Zhengxuan Ling Xinyu Tao Yu Zhang Xi Chen 17 18 0 27 Oct 2019
Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks Minjie Wang Da Zheng Zihao Ye Quan Gan Mufei Li ... J. Zhao Haotong Zhang Alex Smola Jinyang Li Zheng-Wei Zhang AI4CE GNN 206 747 0 03 Sep 2019