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
Learning to simulate and design for structural engineering Kai-Hung Chang Chin-Yi Cheng AI4CE 17 46 0 20 Mar 2020
Bipartite Link Prediction based on Topological Features via 2-hop Path Jungwoon Shin 8 0 0 19 Mar 2020
Placement Optimization with Deep Reinforcement Learning Anna Goldie Azalia Mirhoseini OffRL 11 36 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 36 32 0 16 Mar 2020
Adaptive Graph Convolutional Network with Attention Graph Clustering for Co-saliency Detection Kaihua Zhang Tengpeng Li Shiwen Shen Bo Liu Jin Chen Qingshan Liu 19 96 0 13 Mar 2020
Dual Temporal Memory Network for Efficient Video Object Segmentation Kaihua Zhang Long Wang Dong Liu Bo Liu Qingshan Liu Zhu Li VOS 8 15 0 13 Mar 2020
Dynamic Spatiotemporal Graph Neural Network with Tensor Network Chengcheng Jia Bo Wu Xiao-Ping Zhang AI4TS 27 6 0 12 Mar 2020
Global Attention based Graph Convolutional Neural Networks for Improved Materials Property Prediction Steph-Yves M. Louis Yong Zhao Alireza Nasiri Xiran Wong Yuqi Song Fei Liu Jianjun Hu AI4CE 6 15 0 11 Mar 2020
Unsupervised Graph Embedding via Adaptive Graph Learning Rui Zhang Yunxing Zhang Xuelong Li 9 0 0 10 Mar 2020
A Survey on The Expressive Power of Graph Neural Networks Ryoma Sato 167 170 0 09 Mar 2020
Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution Sankalp Garg Navodita Sharma Woojeong Jin Xiang Ren AI4TS 6 8 0 09 Mar 2020
Reinforcement Learning for Combinatorial Optimization: A Survey Nina Mazyavkina S. Sviridov Sergei Ivanov Evgeny Burnaev 25 595 0 07 Mar 2020
Teaching Temporal Logics to Neural Networks Christopher Hahn Frederik Schmitt Jens U. Kreber M. Rabe Bernd Finkbeiner NAI 18 65 0 06 Mar 2020
Point-GNN: Graph Neural Network for 3D Object Detection in a Point Cloud Weijing Shi Ragunathan R. Rajkumar 3DPC 139 731 0 02 Mar 2020
Semiparametric Nonlinear Bipartite Graph Representation Learning with Provable Guarantees Sen Na Yuwei Luo Zhuoran Yang Zhaoran Wang Mladen Kolar 6 7 0 02 Mar 2020
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 183 913 0 02 Mar 2020
EvoNet: A Neural Network for Predicting the Evolution of Dynamic Graphs Changmin Wu Giannis Nikolentzos Michalis Vazirgiannis GNN 19 10 0 02 Mar 2020
SketchGNN: Semantic Sketch Segmentation with Graph Neural Networks Lumin Yang Jiajie Zhuang Hongbo Fu Xiangzhi Wei Kun Zhou Youyi Zheng 38 31 0 02 Mar 2020
Adversarial Attacks and Defenses on Graphs: A Review, A Tool and Empirical Studies Wei Jin Yaxin Li Han Xu Yiqi Wang Shuiwang Ji Charu C. Aggarwal Jiliang Tang AAML GNN 21 100 0 02 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 19 65 0 29 Feb 2020
Towards a predictive spatio-temporal representation of brain data Tiago Azevedo L. Passamonti Pietro Lió N. Toschi 4 9 0 29 Feb 2020
An End-to-End Graph Convolutional Kernel Support Vector Machine P. Corcoran 8 5 0 29 Feb 2020
Learning Nonparametric Human Mesh Reconstruction from a Single Image without Ground Truth Meshes Kevin Qinghong Lin Lijuan Wang Ying Jin Zicheng Liu Ming-Ting Sun 3DH 16 4 0 28 Feb 2020
Graph Representation Learning for Merchant Incentive Optimization in Mobile Payment Marketing Ziqi Liu Dong Wang Qianyu Yu Zhiqiang Zhang Yue Shen ... Leon Wenliang Zhong Jinjie Gu Jun Zhou Shuang Yang Yuan Qi OffRL 4 16 0 27 Feb 2020
Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures Jatin Chauhan Deepak Nathani Manohar Kaul 14 69 0 27 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 13 45 0 27 Feb 2020
Adaptive Propagation Graph Convolutional Network Indro Spinelli Simone Scardapane A. Uncini GNN 6 71 0 24 Feb 2020
Memory-Based Graph Networks Amir Hosein Khas Ahmadi Kaveh Hassani Parsa Moradi Leo Lee Q. Morris GNN 15 90 0 21 Feb 2020
A Convolutional Neural Network into graph space Maxime Martineau R. Raveaux Donatello Conte G. Venturini GNN 9 2 0 20 Feb 2020
Embedding Graph Auto-Encoder for Graph Clustering Hongyuan Zhang Rui Zhang Xuelong Li GNN 11 12 0 20 Feb 2020
Equivalence of Dataflow Graphs via Rewrite Rules Using a Graph-to-Sequence Neural Model Steve Kommrusch Théo Barollet L. Pouchet 6 6 0 17 Feb 2020
Superpixel Image Classification with Graph Attention Networks Pedro H. C. Avelar Anderson R. Tavares T. L. T. D. Silveira C. R. Jung Luís C. Lamb GNN 14 50 0 13 Feb 2020
Neural Network Approximation of Graph Fourier Transforms for Sparse Sampling of Networked Flow Dynamics Alessio Pagani Zhuangkun Wei Ricardo Silva Weisi Guo 14 1 0 11 Feb 2020
Feature Importance Estimation with Self-Attention Networks Blaž Škrlj S. Džeroski Nada Lavrac Matej Petković FAtt MILM 15 50 0 11 Feb 2020
Regularizing Semi-supervised Graph Convolutional Networks with a Manifold Smoothness Loss Qilin Li Wanquan Liu Ling Li 6 0 0 11 Feb 2020
LoCEC: Local Community-based Edge Classification in Large Online Social Networks Chonggang Song Qian Lin Guohui Ling Zong Zhang Hongzhao Chen Jun Liao Chuan Chen GNN 17 4 0 11 Feb 2020
Can Graph Neural Networks Count Substructures? Zhengdao Chen Lei Chen Soledad Villar Joan Bruna GNN 37 319 0 10 Feb 2020
Graph Neural Distance Metric Learning with Graph-Bert Jiawei Zhang 4 6 0 09 Feb 2020
Line Hypergraph Convolution Network: Applying Graph Convolution for Hypergraphs S. Bandyopadhyay Kishalay Das M. Murty GNN 6 32 0 09 Feb 2020
Message Passing Query Embedding Daniel Daza Michael Cochez GNN 12 7 0 06 Feb 2020
Supervised Learning on Relational Databases with Graph Neural Networks Milan Cvitkovic 12 42 0 06 Feb 2020
FastGAE: Scalable Graph Autoencoders with Stochastic Subgraph Decoding Guillaume Salha-Galvan Romain Hennequin Jean-Baptiste Remy Manuel Moussallam Michalis Vazirgiannis GNN BDL 16 6 0 05 Feb 2020
Landmark2Vec: An Unsupervised Neural Network-Based Landmark Positioning Method S. Razavi SSL 15 1 0 28 Jan 2020
Lattice-based Improvements for Voice Triggering Using Graph Neural Networks Pranay Dighe Saurabh N. Adya Nuoyu Li Srikanth Vishnubhotla Devang Naik Adithya Sagar Ying Ma S. Pulman Jason D. Williams 4 8 0 25 Jan 2020
Comparison of Syntactic and Semantic Representations of Programs in Neural Embeddings Austin P. Wright H. Wiklicky GNN NAI 6 0 0 24 Jan 2020
Adversarial Attack on Community Detection by Hiding Individuals Jia Li Honglei Zhang Zhichao Han Yu Rong Hong Cheng Junzhou Huang AAML 6 87 0 22 Jan 2020
Get Rid of Suspended Animation Problem: Deep Diffusive Neural Network on Graph Semi-Supervised Classification Jiawei Zhang GNN 8 4 0 22 Jan 2020
EdgeNets:Edge Varying Graph Neural Networks Elvin Isufi Fernando Gama Alejandro Ribeiro GNN 29 80 0 21 Jan 2020
Simple and Effective Graph Autoencoders with One-Hop Linear Models Guillaume Salha-Galvan Romain Hennequin Michalis Vazirgiannis GNN 8 48 0 21 Jan 2020
Inference for Network Structure and Dynamics from Time Series Data via Graph Neural Network Mengyuan Chen Jiang Zhang Zhang Zhang Lun Du Qiao Hu Shuo Wang Jiaqi Zhu AI4CE 8 7 0 18 Jan 2020