Graph WaveNet for Deep Spatial-Temporal Graph Modeling

31 May 2019

Papers citing "Graph WaveNet for Deep Spatial-Temporal Graph Modeling"

35 / 585 papers shown

Title
Graph Neural Network for Traffic Forecasting: A Survey Weiwei Jiang Jiayun Luo GNN AI4TS AI4CE 286 895 0 27 Jan 2021
A Graph Convolutional Network with Signal Phasing Information for Arterial Traffic Prediction Victor Chan Qijian Gan Alexandre M. Bayen GNN 48 1 0 25 Dec 2020
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting Mengzhang Li Zhanxing Zhu GNN AI4TS 120 782 0 15 Dec 2020
Coupled Layer-wise Graph Convolution for Transportation Demand Prediction Junchen Ye Leilei Sun Bowen Du Yanjie Fu Hui Xiong GNN AI4TS 99 154 0 15 Dec 2020
Uncertainty Intervals for Graph-based Spatio-Temporal Traffic Prediction Tijs Maas Peter Bloem AI4TS 63 5 0 09 Dec 2020
Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture Anoushka Vyas S. Bandyopadhyay AI4CE 135 9 0 07 Dec 2020
Graph Neural Networks for Improved El Niño Forecasting Salva Rühling Cachay Emma Erickson A. Bucker Ernest Pokropek Willa Potosnak Salomey Osei Björn Lütjens 30 11 0 02 Dec 2020
Deep Learning for Road Traffic Forecasting: Does it Make a Difference? Eric L. Manibardo I. Laña Javier Del Ser AI4TS 77 71 0 02 Dec 2020
TSSRGCN: Temporal Spectral Spatial Retrieval Graph Convolutional Network for Traffic Flow Forecasting Xu Chen Yuanxing Zhang Lun Du Zheng Fang Yi Ren Kaigui Bian Kunqing Xie AI4TS 52 32 0 30 Nov 2020
AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting Jiawei Zhu Chao Tao Hanhan Deng Ling Zhao Qiongjie Wang Tao Lin Haifeng Li GNN AI4TS 89 131 0 22 Nov 2020
Meta Graph Attention on Heterogeneous Graph with Node-Edge Co-evolution Yucheng Lin Huiting Hong Xiaoqing Yang Xiaodi Yang Pinghua Gong Jieping Ye GNN 40 1 0 09 Oct 2020
Exploring the Generalizability of Spatio-Temporal Traffic Prediction: Meta-Modeling and an Analytic Framework Leye Wang Di Chai Xuanzhe Liu Liyue Chen Kai Chen AI4TS 74 30 0 20 Sep 2020
Spatio-Temporal Hybrid Graph Convolutional Network for Traffic Forecasting in Telecommunication Networks Marcus Kalander Min Zhou Chengzhi Zhang Hanling Yi Lujia Pan AI4TS 44 21 0 17 Sep 2020
MTHetGNN: A Heterogeneous Graph Embedding Framework for Multivariate Time Series Forecasting Yueyang Wang Ziheng Duan Yida Huang Haoyan Xu Jie Feng Anni Ren BDL AI4TS 64 33 0 19 Aug 2020
FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting Boris N. Oreshkin A. Amini Lucy Coyle Mark Coates AI4TS 115 102 0 30 Jul 2020
Deep Multi-View Spatiotemporal Virtual Graph Neural Network for Significant Citywide Ride-hailing Demand Prediction G. Jin Zhexu Xi Hengyu Sha Yanghe Feng Jincai Huang GNN 84 13 0 30 Jul 2020
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Lei Bai Lina Yao Can Li Xianzhi Wang Can Wang GNN AI4TS 111 1,231 0 06 Jul 2020
How to Build a Graph-Based Deep Learning Architecture in Traffic Domain: A Survey Jiexia Ye Juanjuan Zhao Kejiang Ye Chengzhong Xu GNN AI4TS AI4CE 103 199 0 24 May 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 132 1,424 0 24 May 2020
Deep Learning on Traffic Prediction: Methods, Analysis and Future Directions Xueyan Yin Genze Wu Jinze Wei Yanming Shen Heng Qi Baocai Yin AI4TS 100 45 0 18 Apr 2020
Transfer Learning with Graph Neural Networks for Short-Term Highway Traffic Forecasting Tanwi Mallick Prasanna Balaprakash E. Rask Jane Macfarlane GNN AI4TS 74 70 0 17 Apr 2020
Forecast Network-Wide Traffic States for Multiple Steps Ahead: A Deep Learning Approach Considering Dynamic Non-Local Spatial Correlation and Non-Stationary Temporal Dependency Xinglei Wang Xuefeng Guan Jun Cao N. Zhang Huayi Wu GNN AI4TS 84 42 0 06 Apr 2020
Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition Ziyu Liu Hongwen Zhang Zhenghao Chen Zhiyong Wang Wanli Ouyang 161 838 0 31 Mar 2020
GraphTCN: Spatio-Temporal Interaction Modeling for Human Trajectory Prediction Chengxin Wang Shaofeng Cai Gary S. H. Tan GNN 105 53 0 16 Mar 2020
Dynamic Spatiotemporal Graph Neural Network with Tensor Network Chengcheng Jia Bo Wu Xiao-Ping Zhang AI4TS 96 7 0 12 Mar 2020
Spatial-Temporal Transformer Networks for Traffic Flow Forecasting Mingxing Xu Wenrui Dai Chunmiao Liu Xing Gao Weiyao Lin Guo-Jun Qi H. Xiong AI4TS 124 375 0 09 Jan 2020
Skeleton-Based Action Recognition with Multi-Stream Adaptive Graph Convolutional Networks Lei Shi Yifan Zhang Jian Cheng Hanqing Lu 86 432 0 15 Dec 2019
Incrementally Improving Graph WaveNet Performance on Traffic Prediction Sam Shleifer Clara H. McCreery Vamsi Chitters GNN AI4TS 82 21 0 11 Dec 2019
ST-GRAT: A Novel Spatio-temporal Graph Attention Network for Accurately Forecasting Dynamically Changing Road Speed Cheonbok Park Chunggi Lee Hyojin Bahng Taeyun Won Kihwan Kim Seungmin Jin Sungahn Ko Jaegul Choo GNN AI4TS 95 33 0 29 Nov 2019
Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting Weiqiu Chen Ling Chen Yu Xie Wei Cao Yusong Gao Xiaojie Feng AI4TS 94 298 0 27 Nov 2019
Graph Neural Ordinary Differential Equations Michael Poli Stefano Massaroli Junyoung Park Atsushi Yamashita Hajime Asama Jinkyoo Park AI4CE 213 163 0 18 Nov 2019
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 165 1,407 0 11 Nov 2019
WATTNet: Learning to Trade FX via Hierarchical Spatio-Temporal Representation of Highly Multivariate Time Series Jinho Lee Seokho Yi Jaewoo Kang AI4TS 51 14 0 24 Sep 2019
Graph Neural Lasso for Dynamic Network Regression Yixin Chen Lin Meng Jiawei Zhang AI4TS 69 5 0 25 Jul 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 1.0K 8,651 0 03 Jan 2019