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GMAN: A Graph Multi-Attention Network for Traffic Prediction

11 November 2019

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

24 / 324 papers shown

Title
Probability Trajectory: One New Movement Description for Trajectory Prediction Pei Lv Hui Wei Tianxin Gu Yuzhen Zhang Xiaoheng Jiang Bing Zhou Mingliang Xu 40 0 0 26 Jan 2021
Neural Relational Inference with Efficient Message Passing Mechanisms Siyuan Chen Jiahai Wang Guoqing Li 93 21 0 23 Jan 2021
Exact Recovery of Community Structures Using DeepWalk and Node2vec Yichi Zhang M. Tang 55 2 0 18 Jan 2021
Modeling Heterogeneous Relations across Multiple Modes for Potential Crowd Flow Prediction Qiang Zhou Jingjing Gu Xinjiang Lu Fuzhen Zhuang Yanchao Zhao Qiuhong Wang Xiao Zhang 65 24 0 18 Jan 2021
Modeling Spatial Nonstationarity via Deformable Convolutions for Deep Traffic Flow Prediction Wei Zeng Chengqiao Lin Kang Liu Juncong Lin A. Tung 37 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 166 125 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 63 30 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 70 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 D. Salim GAN AI4TS AI4CE 112 111 0 18 Aug 2020
FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting Boris N. Oreshkin A. Amini Lucy Coyle Mark Coates AI4TS 105 101 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 69 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 100 1,217 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 68 66 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 99 199 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 102 1,415 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 57 22 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 90 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 67 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 76 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 54 10 0 14 Jan 2020
Graph Neural Lasso for Dynamic Network Regression Yixin Chen Lin Meng Jiawei Zhang AI4TS 51 5 0 25 Jul 2019
DDP-GCN: Multi-Graph Convolutional Network for Spatiotemporal Traffic Forecasting Kyungeun Lee Wonjong Rhee AI4TS GNN 84 113 0 29 May 2019
An Attentive Survey of Attention Models S. Chaudhari Varun Mithal Gungor Polatkan R. Ramanath 192 666 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 1.2K 5,588 0 20 Dec 2018