A Comprehensive Survey on Graph Neural Networks

3 January 2019

Philip S. Yu

Papers citing "A Comprehensive Survey on Graph Neural Networks"

50 / 2,823 papers shown

Title
Graph Neural Network for Traffic Forecasting: A Survey Weiwei Jiang Jiayun Luo GNN AI4TS AI4CE 10 837 0 27 Jan 2021
Learning Parametrised Graph Shift Operators George Dasoulas J. Lutzeyer Michalis Vazirgiannis OOD 19 21 0 25 Jan 2021
A Review of Graph Neural Networks and Their Applications in Power Systems Wenlong Liao B. Bak‐Jensen J. Pillai Yuelong Wang Yusen Wang GNN AI4CE 14 209 0 25 Jan 2021
Adversarial Text-to-Image Synthesis: A Review Stanislav Frolov Tobias Hinz Federico Raue Jörn Hees Andreas Dengel EGVM 22 175 0 25 Jan 2021
SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism Qingyun Sun Jianxin Li Hao Peng Jia Wu Yuanxing Ning Phillip S. Yu Lifang He 22 162 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 26 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 25 28 0 18 Jan 2021
Discrete Graph Structure Learning for Forecasting Multiple Time Series Chao Shang Jie Chen J. Bi CML BDL AI4TS 108 226 0 18 Jan 2021
Hybrid Quantum-Classical Graph Convolutional Network Samuel Yen-Chi Chen T. Wei Chao Zhang Haiwang Yu Shinjae Yoo GNN 13 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 126 145 0 14 Jan 2021
Label Contrastive Coding based Graph Neural Network for Graph Classification Yuxiang Ren Jiyang Bai Jiawei Zhang 31 26 0 14 Jan 2021
UCNN: A Convolutional Strategy on Unstructured Mesh Mengfei Xu Shufang Song Xuxiang Sun Weiwei Zhang AI4CE 13 3 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 27 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 14 21 0 07 Jan 2021
SDGNN: Learning Node Representation for Signed Directed Networks Junjie Huang Huawei Shen Liang Hou Xueqi Cheng 34 83 0 07 Jan 2021
GraphHop: An Enhanced Label Propagation Method for Node Classification Tian Xie Bin Wang C.-C. Jay Kuo 24 36 0 07 Jan 2021
Node2Seq: Towards Trainable Convolutions in Graph Neural Networks Hao Yuan Shuiwang Ji GNN 82 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 19 7 0 05 Jan 2021
Temporal Contrastive Graph Learning for Video Action Recognition and Retrieval Y. Liu Keze Wang Haoyuan Lan Liang Lin 21 16 0 04 Jan 2021
Beyond Low-frequency Information in Graph Convolutional Networks Deyu Bo Xiao Wang C. Shi Huawei Shen GNN 94 561 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 77 110 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 11 21 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 47 142 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 Jia Wu Philip S. Yu Weixiong Zhang GNN 113 274 0 03 Jan 2021
Graph Networks with Spectral Message Passing Kimberly L. Stachenfeld Jonathan Godwin Peter W. Battaglia 30 12 0 31 Dec 2020
Binary Graph Neural Networks Mehdi Bahri Gaétan Bahl S. Zafeiriou GNN AI4CE 11 49 0 31 Dec 2020
Deep Graph Generators: A Survey Faezeh Faez Yassaman Ommi M. Baghshah Hamid R. Rabiee GNN AI4CE 48 57 0 31 Dec 2020
Algorithms for Learning Graphs in Financial Markets José Vinícius de Miranda Cardoso Jiaxi Ying Daniel P. Palomar CML AIFin 61 17 0 31 Dec 2020
Meta Learning Backpropagation And Improving It Louis Kirsch Jürgen Schmidhuber 51 56 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 25 13 0 29 Dec 2020
Action Recognition with Kernel-based Graph Convolutional Networks H. Sahbi GNN 21 1 0 28 Dec 2020
Deep Graph Normalizer: A Geometric Deep Learning Approach for Estimating Connectional Brain Templates Mustafa Burak Gurbuz I. Rekik 36 26 0 28 Dec 2020
Graph Convolutional Networks for traffic anomaly Yue Hu Ao Qu D. Work GNN 11 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 13 3 0 21 Dec 2020
Image Annotation based on Deep Hierarchical Context Networks Mingyuan Jiu H. Sahbi 11 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 14 41 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 8 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 11 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 25 115 0 16 Dec 2020
Interpretable Clustering on Dynamic Graphs with Recurrent Graph Neural Networks Yuhang Yao Carlee Joe-Wong GNN 18 22 0 16 Dec 2020
A Deep Graph Neural Networks Architecture Design: From Global Pyramid-like Shrinkage Skeleton to Local Topology Link Rewiring Gege Zhang 18 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 11 148 0 15 Dec 2020
Learning to Stop: Dynamic Simulation Monte-Carlo Tree Search Li-Cheng Lan Meng-Yu Tsai Ti-Rong Wu I-Chen Wu Cho-Jui Hsieh 23 6 0 14 Dec 2020
Decimated Framelet System on Graphs and Fast G-Framelet Transforms Xuebin Zheng Bingxin Zhou Yu Guang Wang Xiaosheng Zhuang 40 35 0 12 Dec 2020
A Meta-Learning Approach for Graph Representation Learning in Multi-Task Settings Davide Buffelli Fabio Vandin AI4CE 20 14 0 12 Dec 2020
Self-Growing Spatial Graph Network for Context-Aware Pedestrian Trajectory Prediction Sirin Haddad S. Lam GNN 14 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 27 24 0 10 Dec 2020
Longitudinal Citation Prediction using Temporal Graph Neural Networks Andreas Nugaard Holm Barbara Plank Dustin Wright Isabelle Augenstein 14 16 0 10 Dec 2020
Bipartite Graph Embedding via Mutual Information Maximization Jiangxia Cao Xixun Lin Shu Guo Luchen Liu Tingwen Liu Bin Wang 72 110 0 10 Dec 2020
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 224 254 0 09 Dec 2020