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
Long-Range Transformers for Dynamic Spatiotemporal Forecasting J. E. Grigsby Zhe Wang Nam Nguyen Yanjun Qi AI4TS 129 95 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 105 25 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 108 64 0 17 Sep 2021
Weighted Graph-Based Signal Temporal Logic Inference Using Neural Networks Nasim Baharisangari Kazuma Hirota Ruixuan Yan A. Julius Zhe Xu 93 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 125 11 0 16 Sep 2021
Machine-Learned Prediction Equilibrium for Dynamic Traffic Assignment Lukas Graf T. Harks Kostas Kollias M. Markl 39 4 0 14 Sep 2021
Space Meets Time: Local Spacetime Neural Network For Traffic Flow Forecasting Song Yang Jiamou Liu Kaiqi Zhao AI4TS 77 18 0 11 Sep 2021
Spatially Focused Attack against Spatiotemporal Graph Neural Networks Fuqiang Liu L. Miranda-Moreno Lijun Sun AAML AI4TS 62 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 83 39 0 02 Sep 2021
Parallel Multi-Graph Convolution Network For Metro Passenger Volume Prediction Fuchen Gao Zhanquan Wang Zhenguang Liu AI4TS GNN 74 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 95 42 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 79 66 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 107 233 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 92 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 114 165 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 25 19 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 60 8 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 78 6 0 08 Aug 2021
Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks Andrea Cini Ivan Marisca Cesare Alippi AI4TS AI4CE 89 114 0 31 Jul 2021
STR-GODEs: Spatial-Temporal-Ridership Graph ODEs for Metro Ridership Prediction Chu-Chih Huang AI4TS 57 2 0 11 Jul 2021
Beyond Low-pass Filtering: Graph Convolutional Networks with Automatic Filtering Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN 84 31 0 10 Jul 2021
Incorporating Reachability Knowledge into a Multi-Spatial Graph Convolution Based Seq2Seq Model for Traffic Forecasting Jiexia Ye Furong Zheng Juanjuan Zhao Kejiang Ye Chengzhong Xu AI4TS 45 3 0 04 Jul 2021
Online Metro Origin-Destination Prediction via Heterogeneous Information Aggregation Lingbo Liu Yuying Zhu Guanbin Li Ziyi Wu Lei Bai Liang Lin AI4TS 114 37 0 02 Jul 2021
Online Multi-Agent Forecasting with Interpretable Collaborative Graph Neural Network Maosen Li Siheng Chen Yanning Shen Ge Liu Ivor W. Tsang Ya Zhang 79 43 0 02 Jul 2021
Exploring Context Generalizability in Citywide Crowd Mobility Prediction: An Analytic Framework and Benchmark Liyue Chen Xiaoxiang Wang Leye Wang 80 1 0 30 Jun 2021
Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting Zheng Fang Qingqing Long Guojie Song Kunqing Xie AI4TS 91 485 0 24 Jun 2021
Continuous-Depth Neural Models for Dynamic Graph Prediction Michael Poli Stefano Massaroli Clayton M. Rabideau Junyoung Park Atsushi Yamashita Hajime Asama Jinkyoo Park AI4CE 54 8 0 22 Jun 2021
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Minhao Liu Ailing Zeng Mu-Hwa Chen Zhijian Xu Qiuxia Lai Lingna Ma Qiang Xu AI4TS 136 389 0 17 Jun 2021
TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning Xu Chen Junshan Wang Kunqing Xie AI4TS AI4CE 89 67 0 11 Jun 2021
RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting Soumyasundar Pal Liheng Ma Yingxue Zhang Mark Coates BDL AI4TS 111 22 0 10 Jun 2021
Divide and Rule: Recurrent Partitioned Network for Dynamic Processes Qianyu Feng Bang Zhang Yi Yang 41 0 0 01 Jun 2021
Spatio-Temporal Dual Graph Neural Networks for Travel Time Estimation G. Jin Huan Yan Fuxian Li Jincai Huang Yong Li AI4TS 81 16 0 28 May 2021
Graph-Based Deep Learning for Medical Diagnosis and Analysis: Past, Present and Future David Ahmedt-Aristizabal M. Armin Akila Pemasiri Clinton Fookes L. Petersson 104 191 0 27 May 2021
Spatial-temporal Conv-sequence Learning with Accident Encoding for Traffic Flow Prediction Zichuan Liu Rui Zhang Chen Wang Zhu Xiao Hongbo Jiang AI4TS 58 20 0 21 May 2021
An Empirical Experiment on Deep Learning Models for Predicting Traffic Data Hyunwoo Lee Cheonbok Park Seungmin Jin Hyeshin Chu Jaegul Choo Sungahn Ko AI4TS 49 14 0 12 May 2021
Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting Yuzhou Chen I. Segovia-Dominguez Yulia R. Gel AI4TS 85 142 0 10 May 2021
Graph Learning: A Survey Xiwei Xu Ke Sun Shuo Yu Abdul Aziz Liangtian Wan Shirui Pan Huan Liu GNN 106 356 0 03 May 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 108 385 0 30 Apr 2021
Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs Semin Kwak Nikolas Geroliminis P. Frossard AI4TS 34 5 0 27 Apr 2021
Graph Neural Networks for Traffic Forecasting João Rico J. Barateiro Arlindo L. Oliveira AI4TS AI4CE 53 13 0 27 Apr 2021
Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network Amit Roy Kashob Kumar Roy A. Ali M. A. Amin A. Rahman AI4TS 120 28 0 26 Apr 2021
A Comparative Study of Using Spatial-Temporal Graph Convolutional Networks for Predicting Availability in Bike Sharing Schemes Zhengyong Chen Hongde Wu Noel E. O'Connor Mingming Liu GNN 85 12 0 21 Apr 2021
Learning dynamic and hierarchical traffic spatiotemporal features with Transformer Haoyang Yan Xiaolei Ma ViT AI4TS 33 160 0 12 Apr 2021
The World as a Graph: Improving El Niño Forecasts with Graph Neural Networks Salva Rühling Cachay Emma Erickson A. Bucker Ernest Pokropek Willa Potosnak S. Bire Salomey Osei Björn Lütjens AI4TS 84 26 0 11 Apr 2021
Bayesian Graph Convolutional Network for Traffic Prediction Jun Fu Wei Zhou Zhibo Chen GNN BDL 131 10 0 01 Apr 2021
A Statistical Analysis of Summarization Evaluation Metrics using Resampling Methods Atul Ingle Rotem Dror Dan Roth 34 30 0 31 Mar 2021
Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting Defu Cao Yujing Wang Juanyong Duan Ce Zhang Xia Zhu ... Yunhai Tong Bixiong Xu Jing Bai Jie Tong Qi Zhang AI4TS 76 527 0 13 Mar 2021
Graph-Time Convolutional Neural Networks Elvin Isufi Gabriele Mazzola GNN AI4TS 65 15 0 02 Mar 2021
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning Yixin Liu Zhao Li Shirui Pan Chen Gong Chuan Zhou George Karypis 141 310 0 27 Feb 2021
Graph Self-Supervised Learning: A Survey Yixin Liu Ming Jin Shirui Pan Chuan Zhou Yu Zheng Xiwei Xu Philip S. Yu SSL 153 577 0 27 Feb 2021