A Comprehensive Survey on Graph Neural Networks

Zonghan Wu, Shirui Pan, Fengwen Chen, Guodong Long, Chengqi Zhang, Philip S. Yu

Type: Review

Publication Date: 2020-03-24

Citations: 3341

DOI: https://doi.org/10.1109/tnnls.2020.2978386

View Publication

Locations

IEEE Transactions on Neural Networks and Learning Systems - View
arXiv (Cornell University) - View - PDF
Open Publications Of UTS Scholars (University of Technology Sydney) - View - PDF
Griffith Research Online (Griffith University, Queensland, Australia) - View - PDF
PubMed - View
DataCite API - View

Similar Works

Action	Title	Year	Authors
+	None	1999	Ming Liao
+	None	2001	I. N. Kostin
+	None	1999	Yong-Gao Chen Imre Z. Ruzsa
+	None	2003	Paul Sablonnière
+	None	2001	Emmanuel Fragnière Jacek Gondzio Robert Sarkissian
+	None	1998	G. Sardanashvily
+	None	1998	Hans Keiding
+	None	2003	Haihua Feng Vincenzo Galdi David A. Castañón
+	None	2003	V. Z. Kanchukoev B. S. Karamurzov В. А. Созаев Vladimir Chernov
+	None	2001	Petr Habala Nicole Tomczak-Jaegermann
+	None	2001	S. E. Kozlov
+ PDF Chat	None	2008	田村直義
+	None	2001	Joaquin Soriano
+	None	2001	Shigetaka Fukuda
+	None	2003	Solomon Friedberg
+	None	2003	Igor Belegradek
+	None	1997	Salih Çelïk
+	None	2001	M. de Montigny Hubert de Guise
+	None	2001	A. Yu. Kolesov Н. Х. Розов
+	None	2002	D. G. Djumbayeva Erlan Nursultanov

Works That Cite This (1551)

Action	Title	Year	Authors
+	LSP : Acceleration and Regularization of Graph Neural Networks via Locality Sensitive Pruning of Graphs	2021	Eitan Kosman Joel Oren Dotan Di Castro
+	Learnable Structural Semantic Readout for Graph Classification	2021	Dongha Lee Su Kyoung Kim Seonghyeon Lee Chanyoung Park Hwanjo Yu
+	Towards Quantized Model Parallelism for Graph-Augmented MLPs Based on Gradient-Free ADMM Framework	2021	Junxiang Wang Hongyi Li Zheng Chai Yongchao Wang Yue Cheng Liang Zhao
+ PDF Chat	Semi-relaxed Gromov Wasserstein divergence with applications on graphs	2022	Cédric Vincent-Cuaz Rémi Flamary Marco Corneli Titouan Vayer Nicolas Courty
+	The CAT SET on the MAT: Cross Attention for Set Matching in Bipartite Hypergraphs.	2021	Govind K. Sharma Swyam Prakash Singh V. Susheela Devi M. Narasimha Murty
+	Overcoming Catastrophic Forgetting in Graph Neural Networks with Experience Replay	2021	Fan Zhou Chengtai Cao
+ PDF Chat	HUNTER: AI based holistic resource management for sustainable cloud computing	2021	Shreshth Tuli Sukhpal Singh Gill Minxian Xu Peter Garraghan Rami Bahsoon Schahram Dustdar Rizos Sakellariou Omer Rana Rajkumar Buyya Giuliano Casale
+ PDF Chat	A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction	2022	Joshua Fan Junwen Bai Zhiyun Li Ariel Ortiz‐Bobea Carla P. Gomes
+	Graph Learning for Cognitive Digital Twins in Manufacturing Systems	2021	Trier Mortlock Deepan Muthirayan Shih-Yuan Yu Pramod P. Khargonekar Mohammad Abdullah Al Faruque
+ PDF Chat	The Deep Learning Compiler: A Comprehensive Survey	2020	Mingzhen Li Yi Liu Xiaoyan Liu Qingxiao Sun Xin You Hailong Yang Zhongzhi Luan Lin Gan Guangwen Yang Depei Qian

Works Cited by This (118)

Action	Title	Year	Authors
+	Spectral Networks and Locally Connected Networks on Graphs	2013	Joan Bruna Wojciech Zaremba Arthur Szlam Yann LeCun
+	The Weisfeiler-Lehman Method and Graph Isomorphism Testing	2011	B. L. Douglas
+ PDF Chat	Effective Approaches to Attention-based Neural Machine Translation	2015	Thang Luong Hieu Pham Christopher D. Manning
+ PDF Chat	Discrete Signal Processing on Graphs	2013	Aliaksei Sandryhaila José M. F. Moura
+ PDF Chat	The emerging field of signal processing on graphs: Extending high-dimensional data analysis to networks and other irregular domains	2013	David I Shuman Sunil K. Narang Pascal Frossard Antonio Ortega Pierre Vandergheynst
+	Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation	2014	Kyunghyun Cho Bart van Merriënboer Çaǧlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio
+	Discrete Signal Processing on Graphs: Sampling Theory	2015	Siheng Chen Rohan Varma Aliaksei Sandryhaila Jelena Kovačević
+ PDF Chat	Deep Residual Learning for Image Recognition	2016	Kaiming He Xiangyu Zhang Shaoqing Ren Jian Sun
+ PDF Chat	Molecular graph convolutions: moving beyond fingerprints	2016	Steven Kearnes Kevin McCloskey Marc Berndl Vijay S. Pande Patrick Riley
+	Diffusion-Convolutional Neural Networks	2015	James Atwood Don Towsley