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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"

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Title
HUTFormer: Hierarchical U-Net Transformer for Long-Term Traffic Forecasting Zezhi Shao Fei Wang Zhao Zhang Yuchen Fang G. Jin Yongjun Xu ViT AI4TS 41 5 0 27 Jul 2023
Adaptive Graph Convolution Networks for Traffic Flow Forecasting Zhengdao Li W. Li K. Hwang AI4TS AI4CE 40 2 0 07 Jul 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon Cesare Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 128 174 0 07 Jul 2023
Contextualizing MLP-Mixers Spatiotemporally for Urban Data Forecast at Scale Tong Nie Guoyang Qin Lijun Sun Wei Ma Yuewen Mei Jiangming Sun AI4TS 92 5 0 04 Jul 2023
ESGCN: Edge Squeeze Attention Graph Convolutional Network for Traffic Flow Forecasting Sangrok Lee Ha Young Kim AI4TS 41 0 0 03 Jul 2023
DSTCGCN: Learning Dynamic Spatial-Temporal Cross Dependencies for Traffic Forecasting Binqing Wu Ling-Hao Chen GNN AI4TS 91 3 0 02 Jul 2023
STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction Xunlian Luo Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 109 7 0 02 Jul 2023
Learning Dynamic Graphs from All Contextual Information for Accurate Point-of-Interest Visit Forecasting Arash Hajisafi Haowen Lin Sina shaham Haoji Hu Maria Despoina Siampou Yao-Yi Chiang Cyrus Shahabi AI4TS 61 6 0 28 Jun 2023
Homological Neural Networks: A Sparse Architecture for Multivariate Complexity Yuanrong Wang Antonio Briola T. Aste 81 7 0 27 Jun 2023
FDTI: Fine-grained Deep Traffic Inference with Roadnet-enriched Graph Zhanyu Liu Chumeng Liang Guanjie Zheng Hua Wei 71 5 0 19 Jun 2023
Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation Qianru Zhang Chao Huang Lianghao Xia Zheng Wang Siu-keung Yiu Ruihua Han AI4TS 112 22 0 19 Jun 2023
FRIGATE: Frugal Spatio-temporal Forecasting on Road Networks Mridul Gupta H. Kodamana Sayan Ranu AI4TS 63 18 0 14 Jun 2023
Dynamic Causal Graph Convolutional Network for Traffic Prediction Junpeng Lin Ziyue Li Zhishuai Li Lei Bai Rui Zhao Chen Zhang GNN AI4TS 83 17 0 12 Jun 2023
UCTB: An Urban Computing Tool Box for Building Spatiotemporal Prediction Services Jiangyi Fang Liyue Chen Di Chai Yayao Hong Xiuhuai Xie Longbiao Chen Leye Wang AI4TS 75 1 0 07 Jun 2023
A Data-driven Region Generation Framework for Spatiotemporal Transportation Service Management Liyue Chen Jiangyi Fang Zhe Yu Yongxin Tong Shaosheng Cao Leye Wang AI4TS 73 8 0 05 Jun 2023
Recent Advances in Graph-based Machine Learning for Applications in Smart Urban Transportation Systems Hongde Wu Sen Yan Mingming Liu GNN AI4TS 45 0 0 02 Jun 2023
Learning Gaussian Mixture Representations for Tensor Time Series Forecasting Jiewen Deng Jinliang Deng Renhe Jiang Xuan Song AI4TS 99 5 0 01 Jun 2023
Traffic Prediction using Artificial Intelligence: Review of Recent Advances and Emerging Opportunities Maryam Shaygan Collin Meese Wanxin Li Xiaoliang (George) Zhao Mark M. Nejad 108 123 0 31 May 2023
Graph Neural Network for spatiotemporal data: methods and applications Yun Li Dazhou Yu Zhenke Liu Minxing Zhang Xi Gong Liang Zhao AI4TS AI4CE 68 12 0 30 May 2023
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting Jinliang Deng Xiusi Chen Renhe Jiang Du Yin Yezhou Yang Xuan Song Ivor W. Tsang BDL AI4TS 97 22 0 22 May 2023
A Generic Approach to Integrating Time into Spatial-Temporal Forecasting via Conditional Neural Fields Minh-Thanh Bui D. Ngo Demin Lu Zonghua Zhang AI4TS 29 0 0 11 May 2023
Message Passing Neural Networks for Traffic Forecasting Arian Prabowo Hao Xue Wei Shao Piotr Koniusz Flora D. Salim GNN 58 6 0 09 May 2023
Spatial-Temporal Networks for Antibiogram Pattern Prediction Xingbo Fu Chen Chen Yushun Dong A. Vullikanti E. Klein Gregory R. Madden Jundong Li 64 9 0 02 May 2023
Attention-based Spatial-Temporal Graph Neural ODE for Traffic Prediction Weiheng Zhong Hadi Meidani Jane Macfarlane AI4TS GNN 109 4 0 01 May 2023
LibCity: A Unified Library Towards Efficient and Comprehensive Urban Spatial-Temporal Prediction Jiawei Jiang Chengkai Han Wenjun Jiang Wayne Xin Zhao Jingyuan Wang AI4TS AI4CE 140 9 0 27 Apr 2023
TAP: A Comprehensive Data Repository for Traffic Accident Prediction in Road Networks Baixiang Huang Bryan Hooi Kai Shu 55 6 0 17 Apr 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey G. Jin Yuxuan Liang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 138 208 0 25 Mar 2023
Traffic Volume Prediction using Memory-Based Recurrent Neural Networks: A comparative analysis of LSTM and GRU Lokesh Chandra Das AI4TS 8 1 0 22 Mar 2023
Urban Regional Function Guided Traffic Flow Prediction Kuo Wang Lingbo Liu Yang Liu Guanbin Li Fan Zhou Liang Lin 53 27 0 17 Mar 2023
Adaptive Modeling of Uncertainties for Traffic Forecasting Ying Wu Yongchao Ye Adnan Zeb James Jianqiao Yu Ziyi Wang AI4TS 89 7 0 16 Mar 2023
FPTN: Fast Pure Transformer Network for Traffic Flow Forecasting Junhao Zhang Junjie Tang Junchen Jin Zehui Qu AI4TS 21 2 0 14 Mar 2023
Towards better traffic volume estimation: Jointly addressing the underdetermination and nonequilibrium problems with correlation-adaptive GNNs Tong Nie Guoyang Qin Yunpeng Wang Jiangming Sun 137 15 0 10 Mar 2023
Attention-based Spatial-Temporal Graph Convolutional Recurrent Networks for Traffic Forecasting Haiyang Liu Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 24 7 0 25 Feb 2023
Dynamic Graph Convolutional Network with Attention Fusion for Traffic Flow Prediction Xunlian Luo Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 76 7 0 24 Feb 2023
Semantic-Fused Multi-Granularity Cross-City Traffic Prediction Kehua Chen Yuxuan Liang Jindong Han Siyuan Feng Meixin Zhu Hai Yang AI4TS 89 8 0 23 Feb 2023
Spatio-Temporal Denoising Graph Autoencoders with Data Augmentation for Photovoltaic Timeseries Data Imputation Yang Fan Xuanji Yu Raymond J. Wieser D. Meakin Avishai Shaton ... Michael Howell J. Braid L. Bruckman R. French Yinghui Wu 122 4 0 21 Feb 2023
Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations Xun Zhu Yutong Xiong Ming Wu Gaozhen Nie Bin Zhang Ziheng Yang AI4TS 41 21 0 21 Feb 2023
Because Every Sensor Is Unique, so Is Every Pair: Handling Dynamicity in Traffic Forecasting Arian Prabowo Wei Shao Hao Xue Piotr Koniusz Flora D. Salim AI4TS 88 16 0 20 Feb 2023
Robust Mid-Pass Filtering Graph Convolutional Networks Jincheng Huang Lun Du Xu Chen Qiang Fu Shi Han Dongmei Zhang AAML 93 38 0 16 Feb 2023
Taming Local Effects in Graph-based Spatiotemporal Forecasting Andrea Cini Ivan Marisca Daniele Zambon Cesare Alippi AI4TS 82 36 0 08 Feb 2023
INCREASE: Inductive Graph Representation Learning for Spatio-Temporal Kriging Chuanpan Zheng Xiaoliang Fan Cheng-i Wang Jianzhong Qi Chaochao Chen Longbiao Chen AI4TS 121 21 0 06 Feb 2023
Do We Really Need Graph Neural Networks for Traffic Forecasting? Xu Liu Yuxuan Liang Chao Huang Hengchang Hu Yushi Cao Bryan Hooi Roger Zimmermann AI4TS 98 22 0 30 Jan 2023
Graph-Free Learning in Graph-Structured Data: A More Efficient and Accurate Spatiotemporal Learning Perspective Xu Wang Pengfei Gu Pengkun Wang Binwu Wang Zhengyang Zhou Lei Bai Yang Wang GNN 22 3 0 27 Jan 2023
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang AI4TS 110 280 0 19 Jan 2023
Spatio-temporal neural structural causal models for bike flow prediction Pan Deng Yu Zhao Junting Liu Xiaofeng Jia Mulan X. Wang AI4TS 63 20 0 19 Jan 2023
MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Toyotaro Suzumura Shintaro Fukushima GNN BDL AI4TS 102 4 0 12 Dec 2022
GT-CausIn: a novel causal-based insight for traffic prediction Ting Gao Rodrigo Marques Lei Yu CML AI4TS 34 3 0 12 Dec 2022
Spatial-temporal traffic modeling with a fusion graph reconstructed by tensor decomposition Qin Li Xu Yang Yong Wang Yuankai Wu Deqiang He 79 10 0 12 Dec 2022
Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability Zhexiong Liu Licheng Liu Yiqun Xie Zhenong Jin X. Jia 82 8 0 10 Dec 2022
Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction Jiahao Ji Jingyuan Wang Chaoqin Huang Junjie Wu Bo Xu Zhen Wu Junbo Zhang Yu Zheng OOD AI4TS 95 175 0 07 Dec 2022