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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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Graph Representation Learning for Merchant Incentive Optimization in Mobile Payment MarketingInternational Conference on Information and Knowledge Management (CIKM), 2019 Ziqi Liu Dong Wang Qianyu Yu Qing Cui Yue Shen ... Leon Wenliang Zhong Jinjie Gu Jun Zhou Shuang Yang Yuan Qi OffRL 163 15 0 27 Feb 2020
Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral MeasuresInternational Conference on Learning Representations (ICLR), 2020 Jatin Chauhan Deepak Nathani Manohar Kaul 162 75 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 Bo Pan Feng Chen Lingfei Wu Charu Aggarwal Chang-Tien Lu 242 50 0 27 Feb 2020
Adaptive Propagation Graph Convolutional NetworkIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020 Indro Spinelli Simone Scardapane A. Uncini GNN 271 91 0 24 Feb 2020
Memory-Based Graph NetworksInternational Conference on Learning Representations (ICLR), 2020 Amir Hosein Khas Ahmadi Kaveh Hassani Parsa Moradi Leo Lee Q. Morris GNN 271 98 0 21 Feb 2020
A Convolutional Neural Network into graph space Maxime Martineau R. Raveaux Donatello Conte G. Venturini GNN 66 2 0 20 Feb 2020
Embedding Graph Auto-Encoder for Graph Clustering Hongyuan Zhang Rui Zhang Xuelong Li GNN 150 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 190 6 0 17 Feb 2020
Generalized Embedding Machines for Recommender SystemsMachine Intelligence Research (MIR), 2020 Enneng Yang Xin Xin Li Shen G. Guo 96 3 0 16 Feb 2020
Superpixel Image Classification with Graph Attention NetworksSIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2020 Pedro H. C. Avelar Anderson R. Tavares T. L. T. D. Silveira C. R. Jung Luís C. Lamb GNN 193 57 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 72 2 0 11 Feb 2020
Feature Importance Estimation with Self-Attention NetworksEuropean Conference on Artificial Intelligence (ECAI), 2020 Blaž Škrlj Jannis Brugger Nada Lavrac Matej Petković FAtt MILM 142 55 0 11 Feb 2020
Regularizing Semi-supervised Graph Convolutional Networks with a Manifold Smoothness Loss Qilin Li Wanquan Liu Ling Li 61 0 0 11 Feb 2020
LoCEC: Local Community-based Edge Classification in Large Online Social NetworksIEEE International Conference on Data Engineering (ICDE), 2020 Chonggang Song Qian Lin Guohui Ling Zong Zhang Hongzhao Chen Jun Liao Chuan Chen GNN 214 5 0 11 Feb 2020
Can Graph Neural Networks Count Substructures?Neural Information Processing Systems (NeurIPS), 2020 Zhengdao Chen Lei Chen Soledad Villar Joan Bruna GNN 411 353 0 10 Feb 2020
Graph Neural Distance Metric Learning with Graph-Bert Jiawei Zhang 79 6 0 09 Feb 2020
Line Hypergraph Convolution Network: Applying Graph Convolution for Hypergraphs S. Bandyopadhyay Kishalay Das M. Murty GNN 189 34 0 09 Feb 2020
Message Passing Query Embedding Daniel Daza Michael Cochez GNN 163 8 0 06 Feb 2020
Supervised Learning on Relational Databases with Graph Neural Networks Milan Cvitkovic 120 52 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 270 6 0 05 Feb 2020
Landmark2Vec: An Unsupervised Neural Network-Based Landmark Positioning Method S. Razavi SSL 44 1 0 28 Jan 2020
Lattice-based Improvements for Voice Triggering Using Graph Neural NetworksIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020 Pranay Dighe Saurabh N. Adya Nuoyu Li Srikanth Vishnubhotla Devang Naik Adithya Sagar Ying Ma S. Pulman Jason D. Williams 99 11 0 25 Jan 2020
Comparison of Syntactic and Semantic Representations of Programs in Neural Embeddings Austin P. Wright H. Wiklicky GNN NAI 139 0 0 24 Jan 2020
Adversarial Attack on Community Detection by Hiding IndividualsThe Web Conference (WWW), 2020 Jia Li Honglei Zhang Zhichao Han Yu Rong Hong Cheng Junzhou Huang AAML 136 97 0 22 Jan 2020
Get Rid of Suspended Animation Problem: Deep Diffusive Neural Network on Graph Semi-Supervised Classification Jiawei Zhang GNN 95 4 0 22 Jan 2020
EdgeNets:Edge Varying Graph Neural NetworksIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 Elvin Isufi Fernando Gama Alejandro Ribeiro GNN 164 90 0 21 Jan 2020
Simple and Effective Graph Autoencoders with One-Hop Linear Models Guillaume Salha-Galvan Romain Hennequin Michalis Vazirgiannis GNN 162 51 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 99 8 0 18 Jan 2020
Node Masking: Making Graph Neural Networks Generalize and Scale Better Pushkar Mishra Aleksandra Piktus Gerard Goossen Fabrizio Silvestri AI4CE 373 19 0 17 Jan 2020
Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity AnalysisFrontiers in Neuroscience (Front. Neurosci.), 2020 Byung-Hoon Kim J. C. Ye AI4CE GNN 184 149 0 10 Jan 2020
Geometric deep learning for computational mechanics Part I: Anisotropic HyperelasticityComputer Methods in Applied Mechanics and Engineering (CMAME), 2020 Nikolaos N. Vlassis R. Ma WaiChing Sun AI4CE 118 192 0 08 Jan 2020
Visual-Semantic Graph Attention Networks for Human-Object Interaction Detection Zhijun Liang Juan Rojas Junfa Liu Y. Guan 391 5 0 07 Jan 2020
HyGCN: A GCN Accelerator with Hybrid ArchitectureInternational Symposium on High-Performance Computer Architecture (HPCA), 2020 Yurui Lai Lei Deng Xing Hu Ling Liang Yujing Feng Xiaochun Ye Zhimin Zhang Xiaochun Ye Yuan Xie GNN 211 326 0 07 Jan 2020
Graph Signal Processing -- Part III: Machine Learning on Graphs, from Graph Topology to Applications Ljubisa Stankovic Danilo P. Mandic M. Daković M. Brajović Bruno Scalzo Shengxi Li A. Constantinides 196 23 0 02 Jan 2020
Histogram Layers for Texture AnalysisIEEE Transactions on Artificial Intelligence (IEEE TAI), 2020 Joshua Peeples Weihuang Xu A. Zare 607 58 0 01 Jan 2020
A Gentle Introduction to Deep Learning for GraphsNeural Networks (NN), 2019 D. Bacciu Federico Errica Alessio Micheli Marco Podda AI4CE GNN 219 301 0 29 Dec 2019
RoadTagger: Robust Road Attribute Inference with Graph Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2019 Songtao He Favyen Bastani Satvat Jagwani Edward Park Sofiane Abbar Mohammad Alizadeh H. Balakrishnan Sanjay Chawla Samuel Madden M. Sadeghi 137 38 0 28 Dec 2019
Multi-Label Graph Convolutional Network Representation LearningIEEE Transactions on Big Data (IEEE Trans. Big Data), 2019 Min Shi Yufei Tang Xingquan Zhu Jianxun Liu 99 28 0 26 Dec 2019
Feature-Attention Graph Convolutional Networks for Noise Resilient Learning Min Shi Yufei Tang Xingquan Zhu Jianxun Liu GNN 121 14 0 26 Dec 2019
Deep Graph Similarity Learning: A SurveyData mining and knowledge discovery (DMKD), 2019 Guixiang Ma Nesreen Ahmed Theodore L. Willke Philip S. Yu GNN 176 88 0 25 Dec 2019
Focusing and Diffusion: Bidirectional Attentive Graph Convolutional Networks for Skeleton-based Action Recognition Jialin Gao Tong He Xiaoping Zhou Shiming Ge 112 18 0 24 Dec 2019
Multi-Graph Transformer for Free-Hand Sketch RecognitionIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Peng Xu Chaitanya K. Joshi Xavier Bresson ViT 319 94 0 24 Dec 2019
A literature survey of matrix methods for data scienceGAMM-Mitteilungen (GAMM), 2019 Martin Stoll 183 22 0 17 Dec 2019
SGVAE: Sequential Graph Variational Autoencoder Bowen Jing Ethan A. Chi Jillian Tang BDL 59 2 0 17 Dec 2019
C-Flow: Conditional Generative Flow Models for Images and 3D Point CloudsComputer Vision and Pattern Recognition (CVPR), 2019 Albert Pumarola S. Popov Francesc Moreno-Noguer V. Ferrari 3DPC AI4CE 252 87 0 15 Dec 2019
Learning Improvement Heuristics for Solving Routing ProblemsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Yaoxin Wu Wen Song Zhiguang Cao Jie Zhang Andrew Lim 256 358 0 12 Dec 2019
A Variational-Sequential Graph Autoencoder for Neural Architecture Performance Prediction David Friede Jovita Lukasik Heiner Stuckenschmidt Margret Keuper GNN BDL DRL 131 8 0 11 Dec 2019
Beyond Node Embedding: A Direct Unsupervised Edge Representation Framework for Homogeneous Networks S. Bandyopadhyay Anirban Biswas Narasimha M. Murty Ramasuri Narayanam GNN 108 15 0 11 Dec 2019
AI2D-RST: A multimodal corpus of 1000 primary school science diagramsLanguage Resources and Evaluation (LRE), 2019 Tuomo Hiippala Malihe Alikhani Jonas Haverinen Timo Kalliokoski E. Logacheva Serafina Orekhova Aino Tuomainen Matthew Stone J. Bateman 140 72 0 09 Dec 2019
Spatio-Temporal Pyramid Graph Convolutions for Human Action Recognition and Postural AssessmentIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2019 Behnoosh Parsa Athma Narayanan Behzad Dariush 3DH 169 21 0 07 Dec 2019