Structured Sequence Modeling with Graph Convolutional Recurrent Networks

22 December 2016

Papers citing "Structured Sequence Modeling with Graph Convolutional Recurrent Networks"

38 / 88 papers shown

Title
Crime Prediction with Graph Neural Networks and Multivariate Normal Distributions Selim Furkan Tekin Suleyman Serdar Kozat 29 12 0 29 Nov 2021
Spectral Transform Forms Scalable Transformer Bingxin Zhou Xinliang Liu Yuehua Liu Yunyin Huang Pietro Lió Yuguang Wang 52 6 0 15 Nov 2021
STFL: A Temporal-Spatial Federated Learning Framework for Graph Neural Networks Guannan Lou Yuze Liu Tiehua Zhang Xi Zheng FedML 68 14 0 12 Nov 2021
Integrating LSTMs and GNNs for COVID-19 Forecasting Nathan Sesti J. Luis E. Crawley B. Cameron AI4TS 11 18 0 14 Jul 2021
Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic Space Menglin Yang Min Zhou Marcus Kalander Zengfeng Huang Irwin King 36 121 0 08 Jul 2021
Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs Zixuan Li Xiaolong Jin Saiping Guan Wei Li Jiafeng Guo Yuanzhuo Wang Xueqi Cheng 30 103 0 01 Jun 2021
Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution Fuxian Li J. Feng Huan Yan G. Jin Depeng Jin Yong Li GNN AI4TS 19 356 0 30 Apr 2021
Temporal Knowledge Graph Reasoning Based on Evolutional Representation Learning Zixuan Li Xiaolong Jin Wei Li Saiping Guan Jiafeng Guo Huawei Shen Yuanzhuo Wang Xueqi Cheng 26 255 0 21 Apr 2021
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models Benedek Rozemberczki P. Scherer Yixuan He G. Panagopoulos Alexander Riedel ... Oliver Kiss Ferenc Béres Guzmán López Nicolas Collignon Rik Sarkar AI4CE 29 199 0 15 Apr 2021
On the Equivalence Between Temporal and Static Graph Representations for Observational Predictions Jianfei Gao Bruno Ribeiro 29 11 0 12 Mar 2021
Spatial-Temporal Tensor Graph Convolutional Network for Traffic Prediction Xuran Xu Tong Zhang Chunyan Xu Zhen Cui Jian Yang GNN 21 3 0 10 Mar 2021
Network Representation Learning: From Traditional Feature Learning to Deep Learning Ke Sun Lei Wang Bo Xu Wenhong Zhao S. Teng Feng Xia GNN 25 28 0 07 Mar 2021
Data-Driven Short-Term Voltage Stability Assessment Based on Spatial-Temporal Graph Convolutional Network Yonghong Luo Chao Lu Lipeng Zhu Jie Song 31 57 0 05 Mar 2021
Graph-Time Convolutional Neural Networks Elvin Isufi Gabriele Mazzola GNN AI4TS 24 14 0 02 Mar 2021
Discrete Graph Structure Learning for Forecasting Multiple Time Series Chao Shang Jie Chen J. Bi CML BDL AI4TS 108 227 0 18 Jan 2021
Conditional Local Convolution for Spatio-temporal Meteorological Forecasting Haitao Lin Zhangyang Gao Yongjie Xu Lirong Wu Ling Li Stan. Z. Li AI4TS 124 72 0 04 Jan 2021
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
Learning from History: Modeling Temporal Knowledge Graphs with Sequential Copy-Generation Networks Cunchao Zhu Muhao Chen Changjun Fan Guangquan Cheng Yan Zhan 18 247 0 15 Dec 2020
Federated Dynamic GNN with Secure Aggregation Meng Jiang Taeho Jung Ryan Karl Tong Zhao FedML 14 31 0 15 Sep 2020
Pay Attention to Evolution: Time Series Forecasting with Deep Graph-Evolution Learning Gabriel Spadon linda Qiao Bruno Brandoli Stan Matwin Jose F. Rodrigues-Jr Jimeng Sun AI4TS 31 57 0 28 Aug 2020
Graph Neural Networks: Architectures, Stability and Transferability Luana Ruiz Fernando Gama Alejandro Ribeiro GNN 53 122 0 04 Aug 2020
Learning Attribute-Structure Co-Evolutions in Dynamic Graphs Ziyu Zhao Zhihan Zhang Yihong Ma Tong Zhao Tianwen Jiang Nitesh V. Chawla Meng Jiang 16 8 0 25 Jul 2020
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks Zonghan Wu Shirui Pan Guodong Long Jing Jiang Xiaojun Chang Chengqi Zhang AI4TS 25 1,346 0 24 May 2020
Heterogeneous Network Representation Learning: A Unified Framework with Survey and Benchmark Carl Yang Yuxin Xiao Yu Zhang Yizhou Sun Jiawei Han AI4TS 46 57 0 01 Apr 2020
K-Core based Temporal Graph Convolutional Network for Dynamic Graphs Jingxin Liu Chang Xu Chang Yin Weiqiang Wu You Song GNN 62 47 0 22 Mar 2020
Spatiotemporal Relationship Reasoning for Pedestrian Intent Prediction Bingbin Liu Ehsan Adeli Zhangjie Cao Kuan-Hui Lee Abhijeet Shenoi Adrien Gaidon Juan Carlos Niebles 23 150 0 20 Feb 2020
Residual Attention Net for Superior Cross-Domain Time Sequence Modeling Seth H. Huang Lingjie Xu Congwei Jiang AI4TS 29 10 0 13 Jan 2020
Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting Weiqiu Chen Ling Chen Yu Xie Wei Cao Yusong Gao Xiaojie Feng AI4TS 19 291 0 27 Nov 2019
Variational Graph Recurrent Neural Networks Ehsan Hajiramezanali Arman Hasanzadeh N. Duffield Krishna R. Narayanan Mingyuan Zhou Xiaoning Qian BDL GNN 20 184 0 26 Aug 2019
EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs A. Pareja Giacomo Domeniconi Jie Chen Tengfei Ma Toyotaro Suzumura H. Kanezashi Tim Kaler Tao B. Schardl Charles E. Leisersen GNN 52 1,040 0 26 Feb 2019
An Attention Enhanced Graph Convolutional LSTM Network for Skeleton-Based Action Recognition Chenyang Si Wentao Chen Wei Wang Liang Wang Tieniu Tan 31 705 0 25 Feb 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 159 8,356 0 03 Jan 2019
DeepSphere: Efficient spherical Convolutional Neural Network with HEALPix sampling for cosmological applications Nathanael Perraudin M. Defferrard T. Kacprzak R. Sgier 20 169 0 29 Oct 2018
Spatio-Temporal Graph Convolution for Skeleton Based Action Recognition Chaolong Li Zhen Cui Wenming Zheng Chunyan Xu Jian Yang 22 172 0 27 Feb 2018
Generalized Value Iteration Networks: Life Beyond Lattices Sufeng Niu Siheng Chen Hanyu Guo Colin Targonski M. C. Smith J. Kovacevic GNN 19 53 0 08 Jun 2017
Dynamic Graph Convolutional Networks Franco Manessi A. Rozza M. Manzo GNN 19 364 0 20 Apr 2017
Robust Spatial Filtering with Graph Convolutional Neural Networks F. Such Shagan Sah Miguel Domínguez Suhas Pillai Chao Zhang A. Michael N. Cahill R. Ptucha GNN 29 140 0 02 Mar 2017
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 233 7,904 0 13 Jun 2015