GMAN: A Graph Multi-Attention Network for Traffic Prediction

11 November 2019

Papers citing "GMAN: A Graph Multi-Attention Network for Traffic Prediction"

21 / 321 papers shown

Title
Modeling Spatial Nonstationarity via Deformable Convolutions for Deep Traffic Flow Prediction Wei Zeng Chengqiao Lin Kang Liu Juncong Lin A. Tung 26 14 0 08 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
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 18 29 0 20 Sep 2020
Short-term Traffic Prediction with Deep Neural Networks: A Survey Kyungeun Lee Moonjung Eo Euna Jung Yoonjin Yoon Wonjong Rhee GNN AI4TS 24 52 0 28 Aug 2020
Generative Adversarial Networks for Spatio-temporal Data: A Survey Nan Gao Hao Xue Wei Shao Sichen Zhao K. K. Qin Arian Prabowo Mohammad Saiedur Rahaman Flora Salim GAN AI4TS AI4CE 16 105 0 18 Aug 2020
FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting Boris N. Oreshkin A. Amini Lucy Coyle Mark J. Coates AI4TS 14 94 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 10 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 17 1,150 0 06 Jul 2020
Preserving Dynamic Attention for Long-Term Spatial-Temporal Prediction Haoxing Lin Rufan Bai Weijia Jia Xinyu Yang Yongjian You HAI AI4TS 23 63 0 16 Jun 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 18 192 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 39 1,346 0 24 May 2020
Spatio-Temporal Point Processes with Attention for Traffic Congestion Event Modeling Shixiang Zhu Ruyi Ding Minghe Zhang Pascal Van Hentenryck Yao Xie 3DPC 8 21 0 15 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 25 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 8 68 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 19 42 0 06 Apr 2020
Physical-Virtual Collaboration Modeling for Intra-and Inter-Station Metro Ridership Prediction Lingbo Liu Jingwen Chen Hefeng Wu Jiajie Zhen Guanbin Li Liang Lin 21 9 0 14 Jan 2020
Graph Neural Lasso for Dynamic Network Regression Yixin Chen Lin Meng Jiawei Zhang AI4TS 20 5 0 25 Jul 2019
DDP-GCN: Multi-Graph Convolutional Network for Spatiotemporal Traffic Forecasting Kyungeun Lee Wonjong Rhee AI4TS GNN 13 108 0 29 May 2019
An Attentive Survey of Attention Models S. Chaudhari Varun Mithal Gungor Polatkan R. Ramanath 30 639 0 05 Apr 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 28 5,400 0 20 Dec 2018
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 259 3,239 0 24 Nov 2016