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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
Supervised Learning on Relational Databases with Graph Neural Networks Milan Cvitkovic 73 44 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 86 6 0 05 Feb 2020
Landmark2Vec: An Unsupervised Neural Network-Based Landmark Positioning Method S. Razavi SSL 32 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 51 8 0 25 Jan 2020
Comparison of Syntactic and Semantic Representations of Programs in Neural Embeddings Austin P. Wright H. Wiklicky GNN NAI 69 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 75 87 0 22 Jan 2020
Get Rid of Suspended Animation Problem: Deep Diffusive Neural Network on Graph Semi-Supervised Classification Jiawei Zhang GNN 50 4 0 22 Jan 2020
EdgeNets:Edge Varying Graph Neural Networks Elvin Isufi Fernando Gama Alejandro Ribeiro GNN 106 82 0 21 Jan 2020
Simple and Effective Graph Autoencoders with One-Hop Linear Models Guillaume Salha-Galvan Romain Hennequin Michalis Vazirgiannis GNN 63 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 26 8 0 18 Jan 2020
Node Masking: Making Graph Neural Networks Generalize and Scale Better Pushkar Mishra Aleksandra Piktus Gerard Goossen Fabrizio Silvestri AI4CE 76 14 0 17 Jan 2020
Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity Analysis Byung-Hoon Kim J. C. Ye AI4CE GNN 93 134 0 10 Jan 2020
Geometric deep learning for computational mechanics Part I: Anisotropic Hyperelasticity Nikolaos N. Vlassis R. Ma WaiChing Sun AI4CE 60 176 0 08 Jan 2020
Visual-Semantic Graph Attention Networks for Human-Object Interaction Detection Zhijun Liang Juan Rojas Junfa Liu Y. Guan 105 5 0 07 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 113 296 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 93 23 0 02 Jan 2020
Histogram Layers for Texture Analysis Joshua Peeples Weihuang Xu A. Zare 93 49 0 01 Jan 2020
A Gentle Introduction to Deep Learning for Graphs D. Bacciu Federico Errica Alessio Micheli Marco Podda AI4CE GNN 137 281 0 29 Dec 2019
RoadTagger: Robust Road Attribute Inference with Graph Neural Networks Songtao He Favyen Bastani Satvat Jagwani Edward Park Sofiane Abbar Mohammad Alizadeh H. Balakrishnan Sanjay Chawla Samuel Madden M. Sadeghi 81 34 0 28 Dec 2019
Multi-Label Graph Convolutional Network Representation Learning Min Shi Yufei Tang Xingquan Zhu Jianxun Liu 67 24 0 26 Dec 2019
Feature-Attention Graph Convolutional Networks for Noise Resilient Learning Min Shi Yufei Tang Xingquan Zhu Jianxun Liu GNN 67 11 0 26 Dec 2019
Deep Graph Similarity Learning: A Survey Guixiang Ma Nesreen Ahmed Theodore L. Willke Philip S. Yu GNN 77 77 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 50 18 0 24 Dec 2019
Multi-Graph Transformer for Free-Hand Sketch Recognition Peng Xu Chaitanya K. Joshi Xavier Bresson ViT 115 88 0 24 Dec 2019
A literature survey of matrix methods for data science Martin Stoll 82 20 0 17 Dec 2019
SGVAE: Sequential Graph Variational Autoencoder Bowen Jing Ethan A. Chi Jillian Tang BDL 33 2 0 17 Dec 2019
C-Flow: Conditional Generative Flow Models for Images and 3D Point Clouds Albert Pumarola S. Popov Francesc Moreno-Noguer V. Ferrari 3DPC AI4CE 163 80 0 15 Dec 2019
Learning Improvement Heuristics for Solving Routing Problems Yaoxin Wu Wen Song Zhiguang Cao Jie Zhang Andrew Lim 107 301 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 32 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 68 15 0 11 Dec 2019
AI2D-RST: A multimodal corpus of 1000 primary school science diagrams Tuomo Hiippala Malihe Alikhani Jonas Haverinen Timo Kalliokoski E. Logacheva Serafina Orekhova Aino Tuomainen Matthew Stone J. Bateman 90 52 0 09 Dec 2019
Spatio-Temporal Pyramid Graph Convolutions for Human Action Recognition and Postural Assessment Behnoosh Parsa Athma Narayanan Behzad Dariush 3DH 81 21 0 07 Dec 2019
Classifying Diagrams and Their Parts using Graph Neural Networks: A Comparison of Crowd-Sourced and Expert Annotations Tuomo Hiippala 48 1 0 05 Dec 2019
CLOTH3D: Clothed 3D Humans Hugo Bertiche Argila Meysam Madadi Sergio Escalera 3DH 116 157 0 05 Dec 2019
Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting Weiqiu Chen Ling Chen Yu Xie Wei Cao Yusong Gao Xiaojie Feng AI4TS 89 298 0 27 Nov 2019
SAG-VAE: End-to-end Joint Inference of Data Representations and Feature Relations Chen Wang Chengyuan Deng Vladimir A. Ivanov GNN DRL 54 6 0 27 Nov 2019
Recursive Prediction of Graph Signals with Incoming Nodes Arun Venkitaraman Saikat Chatterjee B. Wahlberg 48 7 0 26 Nov 2019
Independence Promoted Graph Disentangled Networks Yanbei Liu Tianlin Li Shu Wu Zhitao Xiao 94 97 0 26 Nov 2019
Graph Pruning for Model Compression Mingyang Zhang Xinyi Yu Jingtao Rong L. Ou GNN 62 9 0 22 Nov 2019
Discrete and Continuous Deep Residual Learning Over Graphs Pedro H. C. Avelar Anderson R. Tavares Marco Gori Luís C. Lamb GNN 74 20 0 21 Nov 2019
Exponential Family Graph Embeddings Abdulkadir Çelikkanat Fragkiskos D. Malliaros 52 13 0 20 Nov 2019
GraphTER: Unsupervised Learning of Graph Transformation Equivariant Representations via Auto-Encoding Node-wise Transformations Xiang Gao Wei Hu Guo-Jun Qi 3DPC 88 44 0 19 Nov 2019
GLMNet: Graph Learning-Matching Networks for Feature Matching Bo Jiang Pengfei Sun Jin Tang Bin Luo 54 35 0 18 Nov 2019
Graph-Revised Convolutional Network Donghan Yu Ruohong Zhang Zhengbao Jiang Yuexin Wu Yiming Yang GNN 75 98 0 17 Nov 2019
Hierarchical Graph Pooling with Structure Learning Zhen Zhang Jiajun Bu Martin Ester Jianfeng Zhang Chengwei Yao Zhi Yu Can Wang 102 178 0 14 Nov 2019
On the choice of graph neural network architectures Clément Vignac Guillermo Ortiz-Jiménez P. Frossard GNN 61 10 0 13 Nov 2019
A Hierarchy of Graph Neural Networks Based on Learnable Local Features M. Li Meng Dong Jiawei Zhou Alexander M. Rush AI4CE GNN 80 7 0 13 Nov 2019
Constant Curvature Graph Convolutional Networks Gregor Bachmann Gary Bécigneul O. Ganea GNN 117 138 0 12 Nov 2019
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 161 1,407 0 11 Nov 2019
Learning to Fix Build Errors with Graph2Diff Neural Networks Daniel Tarlow Subhodeep Moitra Andrew Rice Zimin Chen Pierre-Antoine Manzagol Charles Sutton E. Aftandilian GNN 130 65 0 04 Nov 2019