Graph WaveNet for Deep Spatial-Temporal Graph Modeling

31 May 2019

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

50 / 585 papers shown

Title
An Intelligent End-to-End Neural Architecture Search Framework for Electricity Forecasting Model Development Jin Yang Guangxin Jiang Ying-Fan Huang Ying Chen AI4TS 65 0 0 25 Mar 2022
A Spatial-Temporal Attention Multi-Graph Convolution Network for Ride-Hailing Demand Prediction Based on Periodicity with Offset Dong Xing Chenguang Zhao G. Wang GNN AI4TS 29 0 0 23 Mar 2022
Bike Sharing Demand Prediction based on Knowledge Sharing across Modes: A Graph-based Deep Learning Approach Yuebing Liang Guan Huang Zhan Zhao AI4TS 27 13 0 18 Mar 2022
Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks Marten Lienen Stephan Günnemann AI4TS 58 38 0 16 Mar 2022
Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series Yuanrong Wang T. Aste AI4TS 67 10 0 08 Mar 2022
Few-Sample Traffic Prediction with Graph Networks using Locale as Relational Inductive Biases Mingxiao Li Yihong Tang Wei-Ying Ma GNN AI4TS 80 10 0 08 Mar 2022
Multivariate Time Series Forecasting with Latent Graph Inference Victor Garcia Satorras Syama Sundar Rangapuram Tim Januschowski AI4TS 104 30 0 07 Mar 2022
On the importance of stationarity, strong baselines and benchmarks in transport prediction problems Filipe Rodrigues AI4TS 83 3 0 06 Mar 2022
Personalized Federated Learning With Graph Fengwen Chen Guodong Long Zonghan Wu Tianyi Zhou Jing Jiang FedML 129 56 0 02 Mar 2022
Disentangled Spatiotemporal Graph Generative Models Yuanqi Du Xiaojie Guo Hengning Cao Yanfang Ye Liang Zhao 106 21 0 28 Feb 2022
Spatio-Temporal Latent Graph Structure Learning for Traffic Forecasting Jiabin Tang Tang Qian Shikun Liu Shengdong Du Jie Hu Tianrui Li AI4TS 67 23 0 25 Feb 2022
Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks Wenying Duan Xiaoxi He Lu Zhou Lothar Thiele Hong Rao TTA AI4TS 86 11 0 22 Feb 2022
Graph Lifelong Learning: A Survey F. Febrinanto Xiwei Xu Kristen Moore Chandra Thapa Charu C. Aggarwal CLL AI4CE 124 53 0 22 Feb 2022
Physics-Informed Graph Learning Ciyuan Peng Xiwei Xu Vidya Saikrishna Huan Liu PINN AI4CE 103 6 0 22 Feb 2022
Dynamic Relation Discovery and Utilization in Multi-Entity Time Series Forecasting Lin Huang Lijun Wu Jia Zhang Jiang Bian Tie-Yan Liu AI4TS 60 2 0 18 Feb 2022
PGCN: Progressive Graph Convolutional Networks for Spatial-Temporal Traffic Forecasting Y. Shin Yoonjin Yoon GNN AI4TS 91 47 0 18 Feb 2022
Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs Ming Jin Yu Zheng Yuanhao Li Siheng Chen B. Yang Shirui Pan BDL AI4TS AI4CE 146 115 0 17 Feb 2022
A Graph-based U-Net Model for Predicting Traffic in unseen Cities L. Hermes Barbara Hammer Andrew Melnik Riza Velioglu Markus Vieth M. Schilling GNN AI4TS AI4CE 77 6 0 11 Feb 2022
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 65 4 0 10 Feb 2022
Structured Time Series Prediction without Structural Prior Darko Drakulic J. Andreoli DiffM AI4TS 54 4 0 07 Feb 2022
Unboxing the graph: Neural Relational Inference for Mobility Prediction M. Tygesen Francisco Câmara Pereira Filipe Rodrigues AI4TS 63 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 58 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 67 86 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 85 73 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 68 51 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 73 7 0 14 Dec 2021
Event-Aware Multimodal Mobility Nowcasting Zhaonan Wang Renhe Jiang Hao Xue Flora D. Salim Xuan Song Ryosuke Shibasaki 87 37 0 14 Dec 2021
Causal Knowledge Guided Societal Event Forecasting Songgaojun Deng Huzefa Rangwala Yue Ning AI4TS 68 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 100 15 0 08 Dec 2021
Periodic Residual Learning for Crowd Flow Forecasting Chengxin Wang Yuxuan Liang Gary S. H. Tan AI4TS 58 12 0 08 Dec 2021
Graph Neural Controlled Differential Equations for Traffic Forecasting Jeongwhan Choi Hwangyong Choi JeeHyun Hwang Noseong Park BDL AI4TS 168 288 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 112 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 117 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 26 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 69 52 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 67 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 48 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 50 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 83 2 0 26 Oct 2021
Heterogeneous Temporal Graph Neural Network Yujie Fan Mingxuan Ju Chuxu Zhang Liang Zhao Yanfang Ye 67 38 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 44 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 85 36 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 47 27 0 19 Oct 2021
Application of Graph Convolutions in a Lightweight Model for Skeletal Human Motion Forecasting L. Hermes Barbara Hammer M. Schilling 3DH 53 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 106 5 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 25 4 0 04 Oct 2021
Multi Scale Graph Wavenet for Wind Speed Forecasting Neetesh Rathore Pradeep Rathore Arghya Basak S. Nistala Venkataramana Runkana AI4TS 127 19 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 108 30 0 27 Sep 2021
Dynamic Adaptive Spatio-temporal Graph Convolution for fMRI Modelling A. E. Gazzar R. Thomas G. Wingen 75 20 0 26 Sep 2021