GMAN: A Graph Multi-Attention Network for Traffic Prediction

11 November 2019

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

50 / 322 papers shown

Title
Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning Lianghao Xia Chao Huang Yong-mei Xu Peng Dai Liefeng Bo Xiyue Zhang Tianyi Chen AI4TS 33 65 0 07 Jan 2022
AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version Xinle Wu Dalin Zhang Chenjuan Guo Chaoyang He B. Yang Christian S. Jensen AI4TS 33 68 0 21 Dec 2021
Deep Spatially and Temporally Aware Similarity Computation for Road Network Constrained Trajectories Ziquan Fang Yuntao Du Xinjun Zhu Lu Chen Yunjun Gao Christian S. Jensen AI4TS 19 59 0 17 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 38 7 0 14 Dec 2021
Event-Aware Multimodal Mobility Nowcasting Zhaonan Wang Renhe Jiang Hao Xue Flora Salim Xuan Song Ryosuke Shibasaki 38 35 0 14 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 35 14 0 08 Dec 2021
Periodic Residual Learning for Crowd Flow Forecasting Chengxin Wang Keli Zhang Gary S. H. Tan AI4TS 9 12 0 08 Dec 2021
Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling Zhuoling Li Gaowei Zhang Lingyu Xu Jie Yu AI4TS 16 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 76 10 0 06 Dec 2021
CDGNet: A Cross-Time Dynamic Graph-based Deep Learning Model for Traffic Forecasting Yuchen Fang Yanjun Qin Haiyong Luo Fang Zhao Liang Zeng Bo Hui Chenxing Wang GNN BDL AI4TS 16 9 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 86 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 19 1 0 04 Dec 2021
Learning to Transfer for Traffic Forecasting via Multi-task Learning Y. Lu AI4TS 32 7 0 27 Nov 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 14 48 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 34 1 0 15 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 32 24 0 03 Nov 2021
Adaptive Multi-receptive Field Spatial-Temporal Graph Convolutional Network for Traffic Forecasting Xing Wang Juan Zhao Lin Zhu Xu Zhou Zhao Li Junlan Feng Chao Deng Yong Zhang AI4TS 28 12 0 01 Nov 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 14 27 0 19 Oct 2021
Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network Xiyue Zhang Chao Huang Yong-mei Xu Lianghao Xia Peng Dai Liefeng Bo Junbo Zhang Yu Zheng GNN DiffM AI4TS 16 191 0 08 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 8 4 0 04 Oct 2021
HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting Chenyu Wang Zongyu Lin Xiaochen Yang Jiao Sun Mingxuan Yue Cyrus Shahabi AI4TS 71 28 0 27 Sep 2021
Long-Range Transformers for Dynamic Spatiotemporal Forecasting J. E. Grigsby Zhe Wang Nam Nguyen Yanjun Qi AI4TS 69 87 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 35 61 0 17 Sep 2021
Decoupling Long- and Short-Term Patterns in Spatiotemporal Inference Junfeng Hu Keli Zhang Zhencheng Fan Ying Zhang Yifang Yin Roger Zimmermann AI4TS 52 11 0 16 Sep 2021
Machine-Learned Prediction Equilibrium for Dynamic Traffic Assignment Lukas Graf T. Harks Kostas Kollias M. Markl 29 4 0 14 Sep 2021
Space Meets Time: Local Spacetime Neural Network For Traffic Flow Forecasting Song Yang Jiamou Liu Kaiqi Zhao AI4TS 8 17 0 11 Sep 2021
Parallel Multi-Graph Convolution Network For Metro Passenger Volume Prediction Fuchen Gao Zhanquan Wang Zhenguang Liu AI4TS GNN 30 5 0 29 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 11 224 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 32 32 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 Z. Cai Jinliang Deng Xuan Song Ryosuke Shibasaki AI4TS 57 158 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 9 18 0 18 Aug 2021
Spatio-temporal graph neural networks for multi-site PV power forecasting J. Simeunović B. Schubnel P. Alet R. Carrillo AI4TS 14 123 0 29 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 12 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 48 31 0 02 Jul 2021
Exploring Context Generalizability in Citywide Crowd Mobility Prediction: An Analytic Framework and Benchmark Liyue Chen Xiaoxiang Wang Leye Wang 28 1 0 30 Jun 2021
Graph Neural Network-Based Anomaly Detection in Multivariate Time Series Ailin Deng Bryan Hooi AI4TS 30 847 0 13 Jun 2021
RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting Soumyasundar Pal Liheng Ma Yingxue Zhang Mark J. Coates BDL AI4TS 31 22 0 10 Jun 2021
Spectral Temporal Graph Neural Network for Trajectory Prediction Defu Cao Jiachen Li Hengbo Ma Masayoshi Tomizuka 46 58 0 05 Jun 2021
DLA-Net: Learning Dual Local Attention Features for Semantic Segmentation of Large-Scale Building Facade Point Clouds Yanfei Su Weiquan Liu Zhimin Yuan Ming Cheng Zhihong Zhang Xuelun Shen Cheng-Yu Wang 3DPC 20 38 0 01 Jun 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 12 14 0 12 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 19 357 0 30 Apr 2021
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models Benedek Rozemberczki P. Scherer Yixuan He G. Panagopoulos Alexander Riedel ... Oliver Kiss Ferenc Béres Guzmán López Nicolas Collignon Rik Sarkar AI4CE 29 199 0 15 Apr 2021
Learning dynamic and hierarchical traffic spatiotemporal features with Transformer Haoyang Yan Xiaolei Ma ViT AI4TS 16 150 0 12 Apr 2021
Bayesian Graph Convolutional Network for Traffic Prediction Jun Fu Wei Zhou Zhibo Chen GNN BDL 16 8 0 01 Apr 2021
DynACPD Embedding Algorithm for Prediction Tasks in Dynamic Networks C. Connell Yangkun Wang 6 0 0 12 Mar 2021
Cleora: A Simple, Strong and Scalable Graph Embedding Scheme Barbara Rychalska Piotr Bkabel Konrad Goluchowski Andrzej Michalowski Jacek Dkabrowski 26 17 0 03 Feb 2021
Graph Neural Network for Traffic Forecasting: A Survey Weiwei Jiang Jiayun Luo GNN AI4TS AI4CE 35 837 0 27 Jan 2021
Probability Trajectory: One New Movement Description for Trajectory Prediction Pei Lv Hui Wei Tianxin Gu Yuzhen Zhang Xiaoheng Jiang Bing Zhou Mingliang Xu 33 0 0 26 Jan 2021
Neural Relational Inference with Efficient Message Passing Mechanisms Siyuan Chen Jiahai Wang Guoqing Li 24 18 0 23 Jan 2021
Exact Recovery of Community Structures Using DeepWalk and Node2vec Yichi Zhang M. Tang 14 2 0 18 Jan 2021