Graph WaveNet for Deep Spatial-Temporal Graph Modeling

31 May 2019

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

50 / 617 papers shown

Title
STG-GAN: A spatiotemporal graph generative adversarial networks for short-term passenger flow prediction in urban rail transit systems Jinlei Zhang Hua Li Lixing Yang G. Jin J. Qi Ziyou Gao AI4TS 67 5 0 10 Feb 2022
Structured Time Series Prediction without Structural Prior Darko Drakulic J. Andreoli DiffM AI4TS 58 4 0 07 Feb 2022
Unboxing the graph: Neural Relational Inference for Mobility Prediction M. Tygesen Francisco Câmara Pereira Filipe Rodrigues AI4TS 71 2 0 25 Jan 2022
Balanced Graph Structure Learning for Multivariate Time Series Forecasting Weijun Chen Yanze Wang Chengshuo Du Zhenglong Jia Feng Liu Ran Chen AI4TS 64 1 0 24 Jan 2022
Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting Ling-Hao Chen Donghui Chen Zongjiang Shang Binqing Wu Cen Zheng Bo Wen Wei Zhang AI4TS AI4CE 83 100 0 13 Jan 2022
AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version Xinle Wu Dalin Zhang Chenjuan Guo Chaoyang He B. Yang Christian S. Jensen AI4TS 105 79 0 21 Dec 2021
Joint Demand Prediction for Multimodal Systems: A Multi-task Multi-relational Spatiotemporal Graph Neural Network Approach Yuebing Liang Guan Huang Zhan Zhao AI4TS 88 57 0 15 Dec 2021
Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting Donghui Chen Ling-Hao Chen Zongjiang Shang Youdong Zhang Bo Wen Chenghu Yang AI4TS 81 7 0 14 Dec 2021
Event-Aware Multimodal Mobility Nowcasting Zhaonan Wang Renhe Jiang Hao Xue Flora D. Salim Xuan Song Ryosuke Shibasaki 111 40 0 14 Dec 2021
Causal Knowledge Guided Societal Event Forecasting Songgaojun Deng Huzefa Rangwala Yue Ning AI4TS 86 2 0 10 Dec 2021
Forecasting Brain Activity Based on Models of Spatio-Temporal Brain Dynamics: A Comparison of Graph Neural Network Architectures S. Wein Alina Schüller A. Tomé W. Malloni M. Greenlee E. Lang AI4CE 117 16 0 08 Dec 2021
Periodic Residual Learning for Crowd Flow Forecasting Chengxin Wang Yuxuan Liang Gary S. H. Tan AI4TS 68 13 0 08 Dec 2021
Graph Neural Controlled Differential Equations for Traffic Forecasting Jeongwhan Choi Hwangyong Choi JeeHyun Hwang Noseong Park BDL AI4TS 192 318 1 07 Dec 2021
Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling Zhuoling Li Gaowei Zhang Lingyu Xu Jie Yu AI4TS 52 2 0 06 Dec 2021
Spatio-Temporal meets Wavelet: Disentangled Traffic Flow Forecasting via Efficient Spectral Graph Attention Network Yuchen Fang Yanjun Qin Haiyong Luo Fang Zhao Bingbing Xu Chenxing Wang Liang Zeng AI4TS 130 11 0 06 Dec 2021
DMGCRN: Dynamic Multi-Graph Convolution Recurrent Network for Traffic Forecasting Yanjun Qin Yuchen Fang Haiyong Luo Fang Zhao Chenxing Wang AI4TS 130 9 0 04 Dec 2021
STJLA: A Multi-Context Aware Spatio-Temporal Joint Linear Attention Network for Traffic Forecasting Yuchen Fang Yanjun Qin Haiyong Luo Fang Zhao Chenxing Wang GNN AI4TS 35 1 0 04 Dec 2021
Spatio-Temporal Joint Graph Convolutional Networks for Traffic Forecasting Chuanpan Zheng Xiaoliang Fan Shirui Pan Haibing Jin Zhaopeng Peng Zonghan Wu Cheng-Yu Wang Philip S. Yu GNN AI4TS 117 62 0 25 Nov 2021
A Comparative Study on Basic Elements of Deep Learning Models for Spatial-Temporal Traffic Forecasting Y. Shin Yoonjin Yoon AI4TS GNN 93 1 0 15 Nov 2021
Learning from Multiple Time Series: A Deep Disentangled Approach to Diversified Time Series Forecasting Ling-Hao Chen Weiqiu Chen Binqing Wu Youdong Zhang Bo Wen Chenghu Yang AI4TS 65 4 0 09 Nov 2021
Multistep traffic speed prediction: A deep learning based approach using latent space mapping considering spatio-temporal dependencies Shatrughan Modi J. Bhattacharya P. Basak 66 24 0 03 Nov 2021
Cluster-and-Conquer: A Framework For Time-Series Forecasting Reese Pathak Rajat Sen Nikhil S. Rao N. Benjamin Erichson Michael I. Jordan Inderjit S. Dhillon AI4TS 95 2 0 26 Oct 2021
Heterogeneous Temporal Graph Neural Network Yujie Fan Mingxuan Ju Chuxu Zhang Liang Zhao Yanfang Ye 81 41 0 26 Oct 2021
Using NASA Satellite Data Sources and Geometric Deep Learning to Uncover Hidden Patterns in COVID-19 Clinical Severity I. Segovia-Dominguez Huikyo Lee Zhiwei Zhen Yuzhou Chen M. Garay Daniel Crichton R. Wagh Yulia R. Gel 52 1 0 21 Oct 2021
Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting Hyunwoo Lee Seungmin Jin Hyeshin Chu H. Lim Sungahn Ko AI4TS 107 41 0 20 Oct 2021
DetectorNet: Transformer-enhanced Spatial Temporal Graph Neural Network for Traffic Prediction He Li Shiyu Zhang Xuejiao Li Liangcai Su Hongjie Huang D. Jin Linghao Chen Jianbin Huang Jaesoo Yoo 56 28 0 19 Oct 2021
Application of Graph Convolutions in a Lightweight Model for Skeletal Human Motion Forecasting L. Hermes Barbara Hammer M. Schilling 3DH 61 4 0 10 Oct 2021
Networked Time Series Prediction with Incomplete Data via Generative Adversarial Network Yichen Zhu Bo Jiang Haiming Jin Mengtian Zhang Feng Gao Jianqiang Huang Tao Lin Xinbing Wang GNN AI4TS 126 7 0 05 Oct 2021
Traffic Flow Forecasting with Maintenance Downtime via Multi-Channel Attention-Based Spatio-Temporal Graph Convolutional Networks Yuanjie Lu Parastoo Kamranfar David Lattanzi Amarda Shehu GNN AI4TS 33 4 0 04 Oct 2021
Multi Scale Graph Wavenet for Wind Speed Forecasting Neetesh Rathore Pradeep Rathore Arghya Basak S. Nistala Venkataramana Runkana AI4TS 131 22 0 30 Sep 2021
HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting Chenyu Wang Zongyu Lin Xiaochen Yang Jiao Sun Mingxuan Yue Cyrus Shahabi AI4TS 130 30 0 27 Sep 2021
Dynamic Adaptive Spatio-temporal Graph Convolution for fMRI Modelling A. E. Gazzar R. Thomas G. Wingen 90 20 0 26 Sep 2021
Long-Range Transformers for Dynamic Spatiotemporal Forecasting J. E. Grigsby Zhe Wang Nam Nguyen Yanjun Qi AI4TS 167 102 0 24 Sep 2021
Spatial Aggregation and Temporal Convolution Networks for Real-time Kriging Yuankai Wu Dingyi Zhuang Mengying Lei A. Labbe Lijun Sun AI4TS 119 27 0 24 Sep 2021
Dynamic Spatiotemporal Graph Convolutional Neural Networks for Traffic Data Imputation with Complex Missing Patterns Yuebing Liang Zhan Zhao Lijun Sun GNN AI4TS 116 65 0 17 Sep 2021
Weighted Graph-Based Signal Temporal Logic Inference Using Neural Networks Nasim Baharisangari Kazuma Hirota Ruixuan Yan A. Julius Zhe Xu 109 7 0 16 Sep 2021
Decoupling Long- and Short-Term Patterns in Spatiotemporal Inference Junfeng Hu Yuxuan Liang Zhencheng Fan Ying Zhang Yifang Yin Roger Zimmermann AI4TS 174 13 0 16 Sep 2021
Machine-Learned Prediction Equilibrium for Dynamic Traffic Assignment Lukas Graf T. Harks Kostas Kollias M. Markl 63 4 0 14 Sep 2021
Space Meets Time: Local Spacetime Neural Network For Traffic Flow Forecasting Song Yang Jiamou Liu Kaiqi Zhao AI4TS 86 18 0 11 Sep 2021
Spatially Focused Attack against Spatiotemporal Graph Neural Networks Fuqiang Liu L. Miranda-Moreno Lijun Sun AAML AI4TS 85 5 0 10 Sep 2021
A Multi-view Multi-task Learning Framework for Multi-variate Time Series Forecasting Jinliang Deng Xiusi Chen Renhe Jiang Xuan Song Ivor W. Tsang AI4TS 105 45 0 02 Sep 2021
Parallel Multi-Graph Convolution Network For Metro Passenger Volume Prediction Fuchen Gao Zhanquan Wang Zhenguang Liu AI4TS GNN 92 5 0 29 Aug 2021
Group-Aware Graph Neural Network for Nationwide City Air Quality Forecasting Ling-Hao Chen Jiahui Xu Binqing Wu Yuntao Qian Zhenhong Du Yansheng Li Jianlong Huang AI4TS 130 52 0 27 Aug 2021
When Do Contrastive Learning Signals Help Spatio-Temporal Graph Forecasting? Xu Liu Yuxuan Liang Chao Huang Yu Zheng Bryan Hooi Roger Zimmermann AI4TS 101 70 0 26 Aug 2021
ETA Prediction with Graph Neural Networks in Google Maps Austin Derrow-Pinion Jennifer She David Wong O. Lange Todd Hester ... Ang Li Zhongwen Xu Alvaro Sanchez-Gonzalez Yujia Li Petar Velivcković AI4TS 145 246 0 25 Aug 2021
TraverseNet: Unifying Space and Time in Message Passing for Traffic Forecasting Zonghan Wu Da Zheng Shirui Pan Quan Gan Guodong Long George Karypis AI4TS 107 34 0 25 Aug 2021
DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Renhe Jiang Du Yin Zhaonan Wang Yizhuo Wang Jiewen Deng Hangcheng Liu Zekun Cai Jinliang Deng Xuan Song Ryosuke Shibasaki AI4TS 127 178 0 20 Aug 2021
Multivariate and Propagation Graph Attention Network for Spatial-Temporal Prediction with Outdoor Cellular Traffic Chung-Yi Lin Hung-Ting Su Shen-Lung Tung Winston H. Hsu 44 24 0 18 Aug 2021
DeepExpress: Heterogeneous and Coupled Sequence Modeling for Express Delivery Prediction Siyuan Ren Bin Guo LongBing Cao Ke Li Jiaqi Liu Zhiwen Yu 80 9 0 18 Aug 2021
MAF-GNN: Multi-adaptive Spatiotemporal-flow Graph Neural Network for Traffic Speed Forecasting Y. Xu Weitang Liu Zhongyi Jiang Zixuan Xu Tingyun Mao Lili Chen Mingwei Zhou AI4TS 86 6 0 08 Aug 2021