v1v2 (latest)

GMAN: A Graph Multi-Attention Network for Traffic Prediction

11 November 2019

ArXiv (abs)PDF HTML Github (471★)

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

50 / 324 papers shown

Title
AirFormer: Predicting Nationwide Air Quality in China with Transformers Yuxuan Liang Yutong Xia Songyu Ke Yiwei Wang Qingsong Wen Junbo Zhang Yu Zheng Roger Zimmermann AI4TS AI4CE 69 118 0 29 Nov 2022
Easy Begun is Half Done: Spatial-Temporal Graph Modeling with ST-Curriculum Dropout Hongjun Wang Jiyuan Chen Tongbo Pan Z. Fan Boyuan Zhang Renhe Jiang Lingyu Zhang Yi Xie Zhongyin Wang Xuan Song GNN 79 9 0 28 Nov 2022
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Shintaro Fukushima Toyotaro Suzumura AI4TS 83 200 0 27 Nov 2022
RNTrajRec: Road Network Enhanced Trajectory Recovery with Spatial-Temporal Transformer Yuqi Chen Hanyuan Zhang Weiwei Sun B. Zheng 60 43 0 23 Nov 2022
Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models Siyi Tang Jared A. Dunnmon Liangqiong Qu Khaled Kamal Saab T. Baykaner Christopher Lee-Messer D. Rubin 71 25 0 21 Nov 2022
Multi-task Learning for Sparse Traffic Forecasting Jiezhang Li Junjun Li Yue-Jiao Gong 63 2 0 18 Nov 2022
Sub-Graph Learning for Spatiotemporal Forecasting via Knowledge Distillation Mehrtash Mehrabi Yingxue Zhang 50 0 0 17 Nov 2022
GC-GRU-N for Traffic Prediction using Loop Detector Data Maged Shoman Armstrong Aboah Abdulateef Daud Y. Adu-Gyamfi AI4TS 18 1 0 13 Nov 2022
Distributed Graph Neural Network Training: A Survey Yingxia Shao Hongzheng Li Xizhi Gu Hongbo Yin Yawen Li Xupeng Miao Wentao Zhang Tengjiao Wang Lei Chen GNN AI4CE 124 65 0 01 Nov 2022
STGC-GNNs: A GNN-based traffic prediction framework with a spatial-temporal Granger causality graph Silu He Qinyao Luo Ronghua Du Ling Zhao Haifeng Li 95 42 0 30 Oct 2022
Deep Learning-Derived Optimal Aviation Strategies to Control Pandemics S. Rizvi Akash Awasthi Maria J. Peláez Zhihui Wang V. Cristini Hien Nguyen P. Dogra 111 1 0 12 Oct 2022
PearNet: A Pearson Correlation-based Graph Attention Network for Sleep Stage Recognition Jianchao Lu Yuzhe Tian Shuang Wang Michael Sheng Xianglin Zheng GNN 109 7 0 26 Sep 2022
Scalable Spatiotemporal Graph Neural Networks Andrea Cini Ivan Marisca F. Bianchi Cesare Alippi AI4TS AI4CE 96 56 0 14 Sep 2022
Residual Correction in Real-Time Traffic Forecasting Daejin Kim Young Cho Dongmin Kim Cheonbok Park Jaegul Choo 93 7 0 12 Sep 2022
Simpler is better: Multilevel Abstraction with Graph Convolutional Recurrent Neural Network Cells for Traffic Prediction Naghmeh Shafiee Roudbari Zachary Patterson Ursula Eicker Charalambos (Charis) Poullis GNN AI4TS 54 2 0 08 Sep 2022
HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting Junkyu Jang Sunghyuk Park 63 1 0 05 Sep 2022
Towards Spatio-Temporal Cross-Platform Graph Embedding Fusion for Urban Traffic Flow Prediction Mahan Tabatabaie James S. Maniscalco Connor Lynch Suining He AI4TS 29 0 0 15 Aug 2022
Uncertainty Quantification for Traffic Forecasting: A Unified Approach Weizhu Qian Dalin Zhang Yan Zhao Kai Zheng James Jianqiao Yu BDL AI4TS 69 23 0 11 Aug 2022
Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Wei Wei Yongjun Xu AI4TS 90 234 0 10 Aug 2022
Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting Juyong Jiang Binqing Wu Ling-Hao Chen Kai Zhang Sunghun Kim AI4TS 80 19 0 05 Aug 2022
Gaia: Graph Neural Network with Temporal Shift aware Attention for Gross Merchandise Value Forecast in E-commerce Borui Ye Shuo Yang Binbin Hu Qing Cui Youqiang He Kai Huang Jun Zhou Yanming Fang 73 5 0 27 Jul 2022
Spatial-Temporal Feature Extraction and Evaluation Network for Citywide Traffic Condition Prediction Shilin Pu Liang Chu Zhuoran Hou Jincheng Hu Yanjun Huang Yuanjian Zhang AI4TS 28 1 0 22 Jul 2022
Spatiotemporal Propagation Learning for Network-Wide Flight Delay Prediction Yuankai Wu Hongyu Yang Yi Lin Hong Liu AI4TS 51 17 0 14 Jul 2022
Adaptive Graph Spatial-Temporal Transformer Network for Traffic Flow Forecasting Aosong Feng Leandros Tassiulas AI4TS 73 61 0 09 Jul 2022
NodeTrans: A Graph Transfer Learning Approach for Traffic Prediction Xueyan Yin Fei Li Yanming Shen Heng Qi Baocai Yin GNN AI4TS 42 8 0 04 Jul 2022
Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis Mohammad Sabbaqi Elvin Isufi GNN AI4TS 76 16 0 30 Jun 2022
Predicting Parking Lot Availability by Graph-to-Sequence Model: A Case Study with SmartSantander Yuya Sasaki Junya Takayama Juan Ramón Santana Shohei Yamasaki T. Okuno Makoto Onizuka 34 2 0 21 Jun 2022
Traffic-Twitter Transformer: A Nature Language Processing-joined Framework For Network-wide Traffic Forecasting Meng-Ju Tsai Zhiyong Cui Heng Yang Cole Kopca Sophie Tien Yinhai Wang AI4TS 37 4 0 19 Jun 2022
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Yongjun Xu AI4TS 109 228 0 18 Jun 2022
Spatial-Temporal Adaptive Graph Convolution with Attention Network for Traffic Forecasting Weikang Chen Yawen Li Zhe Xue Ang Li Guobin Wu GNN AI4TS 45 5 0 07 Jun 2022
A Graph and Attentive Multi-Path Convolutional Network for Traffic Prediction Jianzhong Qi Zhuowei Zhao E. Tanin Tingru Cui Neema Nassir Majid Sarvi GNN 59 28 0 30 May 2022
Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations Ivan Marisca Andrea Cini Cesare Alippi AI4TS 90 68 0 26 May 2022
A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting Wei-Guo Zhu Yongqi Sun Xintong Yi Yan Wang 71 19 0 20 May 2022
Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting Aoyun Liu Yaying Zhang GNN AI4TS 66 32 0 18 May 2022
Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention Wei Shao Zhiling Jin Shuo Wang Yu Kang Xiao Xiao Hamid Menouar Zhaofeng Zhang Junshan Zhang Flora D. Salim AI4TS AI4CE 45 54 0 23 Apr 2022
Spatial-Temporal Hypergraph Self-Supervised Learning for Crime Prediction Zhong Li Chao Huang Lianghao Xia Yong-mei Xu Jiangsen Pei 91 70 0 18 Apr 2022
Accelerating Backward Aggregation in GCN Training with Execution Path Preparing on GPUs Shaoxian Xu Zhiyuan Shao Ci-Syuan Yang Xiaofei Liao Hai Jin GNN 50 1 0 06 Apr 2022
Spatio-Temporal Dynamic Graph Relation Learning for Urban Metro Flow Prediction Peng Xie Minbo Ma Tianrui Li Shenggong Ji Shengdong Du Zeng Yu Junbo Zhang AI4TS 26 27 0 06 Apr 2022
Deep-Ensemble-Based Uncertainty Quantification in Spatiotemporal Graph Neural Networks for Traffic Forecasting Tanwi Mallick Prasanna Balaprakash Jane Macfarlane BDL 65 11 0 04 Apr 2022
Towards Spatio-Temporal Aware Traffic Time Series Forecasting--Full Version Razvan-Gabriel Cirstea B. Yang Chenjuan Guo Tung Kieu Shirui Pan AI4TS 85 87 0 29 Mar 2022
An Intelligent End-to-End Neural Architecture Search Framework for Electricity Forecasting Model Development Jin Yang Guangxin Jiang Ying-Fan Huang Ying Chen AI4TS 48 0 0 25 Mar 2022
Online Graph Learning from Social Interactions Valentina Shumovskaia K. Ntemos Stefan Vlaski Ali H. Sayed 50 6 0 11 Mar 2022
Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series Yuanrong Wang T. Aste AI4TS 55 10 0 08 Mar 2022
Spatio-Temporal Latent Graph Structure Learning for Traffic Forecasting Jiabin Tang Tang Qian Shikun Liu Shengdong Du Jie Hu Tianrui Li AI4TS 52 23 0 25 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 41 2 0 18 Feb 2022
PGCN: Progressive Graph Convolutional Networks for Spatial-Temporal Traffic Forecasting Y. Shin Yoonjin Yoon GNN AI4TS 74 12 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
KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting M. A. Chattha L. V. Elst M. I. Malik Andreas Dengel Sheraz Ahmed AI4TS 95 0 0 08 Feb 2022
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Yihong Tang Ao Qu A. Chow W. Lam S. Wong Wei-Ying Ma AI4TS 192 59 0 08 Feb 2022
Structured Time Series Prediction without Structural Prior Darko Drakulic J. Andreoli DiffM AI4TS 42 4 0 07 Feb 2022