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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
Adversarial Text-to-Image Synthesis: A Review Stanislav Frolov Tobias Hinz Federico Raue Jörn Hees Andreas Dengel EGVM 88 178 0 25 Jan 2021
SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism Qingyun Sun Jianxin Li Hao Peng Hongzhi Zhang Yuanxing Ning Phillip S. Yu Lifang He 75 168 0 20 Jan 2021
PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses S. Min Kun Wu Sitao Huang Mert Hidayetouglu Jinjun Xiong Eiman Ebrahimi Deming Chen Wen-mei W. Hwu GNN AI4CE 58 24 0 20 Jan 2021
CaEGCN: Cross-Attention Fusion based Enhanced Graph Convolutional Network for Clustering Guangyu Huo Yong Zhang Junbin Gao Boyue Wang Yongli Hu Baocai Yin GNN 54 32 0 18 Jan 2021
Discrete Graph Structure Learning for Forecasting Multiple Time Series Chao Shang Jie Chen J. Bi CML BDL AI4TS 192 244 0 18 Jan 2021
Hybrid Quantum-Classical Graph Convolutional Network Samuel Yen-Chi Chen T. Wei Chao Zhang Haiwang Yu Shinjae Yoo GNN 88 36 0 15 Jan 2021
Signal Processing on Higher-Order Networks: Livin' on the Edge ... and Beyond Michael T. Schaub Yu Zhu Jean-Baptiste Seby T. Roddenberry Santiago Segarra 241 149 0 14 Jan 2021
Label Contrastive Coding based Graph Neural Network for Graph Classification Yuxiang Ren Jiyang Bai Jiawei Zhang 81 27 0 14 Jan 2021
UCNN: A Convolutional Strategy on Unstructured Mesh Mengfei Xu Shufang Song Xuxiang Sun Weiwei Zhang AI4CE 46 4 0 12 Jan 2021
Symmetry-adapted graph neural networks for constructing molecular dynamics force fields Zun Wang Chong Wang Sibo Zhao Shiqiao Du Yong Xu B. Gu W. Duan AI4CE 108 14 0 08 Jan 2021
Dairy Cow rumination detection: A deep learning approach Safa Ayadi Ahmed Ben Said Rateb Jabbar Chafik Aloulou Achraf Chabbouh Ahmed Ben Achballah 23 22 0 07 Jan 2021
SDGNN: Learning Node Representation for Signed Directed Networks Junjie Huang Huawei Shen Liang Hou Xueqi Cheng 114 91 0 07 Jan 2021
GraphHop: An Enhanced Label Propagation Method for Node Classification Tian Xie Bin Wang C.-C. Jay Kuo 76 36 0 07 Jan 2021
Node2Seq: Towards Trainable Convolutions in Graph Neural Networks Hao Yuan Shuiwang Ji GNN 140 7 0 06 Jan 2021
Het-node2vec: second order random walk sampling for heterogeneous multigraphs embedding Giorgio Valentini E. Casiraghi L. Cappelletti Tommaso Fontana Justin P Reese Peter N. Robinson 38 7 0 05 Jan 2021
Temporal Contrastive Graph Learning for Video Action Recognition and Retrieval Yang Liu Keze Wang Haoyuan Lan Liang Lin 194 16 0 04 Jan 2021
Beyond Low-frequency Information in Graph Convolutional Networks Deyu Bo Xiao Wang C. Shi Huawei Shen GNN 204 598 0 04 Jan 2021
Device Sampling for Heterogeneous Federated Learning: Theory, Algorithms, and Implementation Su Wang Mengyuan Lee Seyyedali Hosseinalipour Roberto Morabito M. Chiang Christopher G. Brinton FedML 146 113 0 04 Jan 2021
Combining Graph Neural Networks and Spatio-temporal Disease Models to Predict COVID-19 Cases in Germany Cornelius Fritz Emilio Dorigatti David Rügamer 55 20 0 03 Jan 2021
Global field reconstruction from sparse sensors with Voronoi tessellation-assisted deep learning Kai Fukami R. Maulik Nesar Ramachandra K. Fukagata Kunihiko Taira 121 152 0 03 Jan 2021
A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning Di Jin Zhizhi Yu Pengfei Jiao Shirui Pan Dongxiao He Hongzhi Zhang Philip S. Yu Weixiong Zhang GNN 203 288 0 03 Jan 2021
Graph Networks with Spectral Message Passing Kimberly L. Stachenfeld Jonathan Godwin Peter W. Battaglia 94 12 0 31 Dec 2020
Binary Graph Neural Networks Mehdi Bahri Gaétan Bahl Stefanos Zafeiriou GNN AI4CE 85 54 0 31 Dec 2020
Deep Graph Generators: A Survey Faezeh Faez Yassaman Ommi M. Baghshah Hamid R. Rabiee GNN AI4CE 123 58 0 31 Dec 2020
Algorithms for Learning Graphs in Financial Markets José Vinícius de Miranda Cardoso Jiaxi Ying Daniel P. Palomar CML AIFin 137 17 0 31 Dec 2020
Meta Learning Backpropagation And Improving It Louis Kirsch Jürgen Schmidhuber 148 57 0 29 Dec 2020
Hybrid Micro/Macro Level Convolution for Heterogeneous Graph Learning Le Yu Leilei Sun Bowen Du Chuanren Liu Weifeng Lv Hui Xiong 60 13 0 29 Dec 2020
Action Recognition with Kernel-based Graph Convolutional Networks H. Sahbi GNN 71 1 0 28 Dec 2020
Deep Graph Normalizer: A Geometric Deep Learning Approach for Estimating Connectional Brain Templates Mustafa Burak Gurbuz I. Rekik 101 26 0 28 Dec 2020
Graph Convolutional Networks for traffic anomaly Yue Hu Ao Qu D. Work GNN 144 9 0 25 Dec 2020
Knowledge as Invariance -- History and Perspectives of Knowledge-augmented Machine Learning A. Sagel Amit Sahu Stefan Matthes H. Pfeifer Tianming Qiu Harald Ruess Hao Shen Julian Wormann 61 3 0 21 Dec 2020
Image Annotation based on Deep Hierarchical Context Networks Mingyuan Jiu H. Sahbi 70 0 0 21 Dec 2020
A Comprehensive Survey of Machine Learning Based Localization with Wireless Signals Daoud Burghal Ashwin T. Ravi Varun Rao Abdullah A. Alghafis A. Molisch 79 42 0 21 Dec 2020
A pipeline for fair comparison of graph neural networks in node classification tasks Wentao Zhao Dalin Zhou X. Qiu Wei Jiang 62 5 0 19 Dec 2020
Biomedical Knowledge Graph Refinement and Completion using Graph Representation Learning and Top-K Similarity Measure Islam Akef Ebeid Majdi Hassan Tingyi Wanyan Jack Roper Abhik Seal Ying Ding 18 5 0 18 Dec 2020
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 174 127 0 16 Dec 2020
Interpretable Clustering on Dynamic Graphs with Recurrent Graph Neural Networks Yuhang Yao Carlee Joe-Wong GNN 49 23 0 16 Dec 2020
A Deep Graph Neural Networks Architecture Design: From Global Pyramid-like Shrinkage Skeleton to Local Topology Link Rewiring Gege Zhang 35 0 0 16 Dec 2020
Coupled Layer-wise Graph Convolution for Transportation Demand Prediction Junchen Ye Leilei Sun Bowen Du Yanjie Fu Hui Xiong GNN AI4TS 94 154 0 15 Dec 2020
Learning to Stop: Dynamic Simulation Monte-Carlo Tree Search Li-Cheng Lan Meng-Yu Tsai Tai-Lin Wu I-Chen Wu Cho-Jui Hsieh 47 6 0 14 Dec 2020
Decimated Framelet System on Graphs and Fast G-Framelet Transforms Xuebin Zheng Bingxin Zhou Yu Guang Wang Xiaosheng Zhuang 113 36 0 12 Dec 2020
A Meta-Learning Approach for Graph Representation Learning in Multi-Task Settings Davide Buffelli Fabio Vandin AI4CE 110 14 0 12 Dec 2020
Self-Growing Spatial Graph Network for Context-Aware Pedestrian Trajectory Prediction Sirin Haddad S. Lam GNN 44 8 0 11 Dec 2020
CommPOOL: An Interpretable Graph Pooling Framework for Hierarchical Graph Representation Learning Haoteng Tang Guixiang Ma Lifang He Heng-Chiao Huang Liang Zhan GNN 99 25 0 10 Dec 2020
Longitudinal Citation Prediction using Temporal Graph Neural Networks Andreas Nugaard Holm Barbara Plank Dustin Wright Isabelle Augenstein 59 18 0 10 Dec 2020
Bipartite Graph Embedding via Mutual Information Maximization Jiangxia Cao Xixun Lin Shu Guo Luchen Liu Tingwen Liu Bin Wang 140 113 0 10 Dec 2020
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 316 267 0 09 Dec 2020
ReCoG: A Deep Learning Framework with Heterogeneous Graph for Interaction-Aware Trajectory Prediction Xiaoyu Mo Yang Xing Chen Lv GNN 95 43 0 09 Dec 2020
Utilising Graph Machine Learning within Drug Discovery and Development Thomas Gaudelet Ben Day Arian R. Jamasb Jyothish Soman Cristian Regep ... Jian Tang D. Roblin Tom L. Blundell M. Bronstein J. Taylor-King AI4CE 99 38 0 09 Dec 2020
Distributed Training of Graph Convolutional Networks using Subgraph Approximation Alexandra Angerd Keshav Balasubramanian M. Annavaram GNN 54 8 0 09 Dec 2020