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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
Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach Tong Nie Junlin He Yuewen Mei Guoyang Qin Guilong Li Jian Sun Wei Ma 139 4 0 30 Aug 2024
Multiple Areal Feature Aware Transportation Demand Prediction Sumin Han Jisun An Y. Park Suji Kim Kitae Jang Dongman Lee AI4TS 35 0 0 23 Aug 2024
Spatio-Temporal Road Traffic Prediction using Real-time Regional Knowledge Sumin Han Jisun An Dongman Lee 31 0 0 23 Aug 2024
Navigating Spatio-Temporal Heterogeneity: A Graph Transformer Approach for Traffic Forecasting Jianxiang Zhou Erdong Liu Wei Chen Siru Zhong Yuxuan Liang AI4TS 69 1 0 20 Aug 2024
Linear Attention is Enough in Spatial-Temporal Forecasting Xinyu Ning AI4TS 95 0 0 17 Aug 2024
OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction Zhonghang Li Long Xia Lei Shi Yong-mei Xu Dawei Yin Chao Huang VLM AI4TS AI4CE 85 10 0 16 Aug 2024
A Unified Framework for Next-Gen Urban Forecasting via LLM-driven Dependency Retrieval and GeoTransformer Yuhao Jia Zile Wu Shengao Yi Yifei Sun Xiao Huang AI4TS 162 0 0 16 Aug 2024
Multi-View Neural Differential Equations for Continuous-Time Stream Data in Long-Term Traffic Forecasting Zibo Liu Zhe Jiang Shigang Chen AI4TS 102 0 0 12 Aug 2024
Enhanced Traffic Flow Prediction with Multi-Segment Fusion Tensor Graph Convolutional Networks Wei Zhang Peng Tang 56 0 0 08 Aug 2024
DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting Ruixin Ding Yuqi Chen Yu-Ting Lan Wei Zhang AI4TS 71 3 0 05 Aug 2024
UniGAP: A Universal and Adaptive Graph Upsampling Approach to Mitigate Over-Smoothing in Node Classification Tasks Xiaotang Wang Yun Zhu Haizhou Shi Yongchao Liu Chuntao Hong 122 2 0 28 Jul 2024
IDEA: A Flexible Framework of Certified Unlearning for Graph Neural Networks Yushun Dong Binchi Zhang Zhenyu Lei Na Zou Jundong Li MU 115 8 0 28 Jul 2024
Deep Learning Based Crime Prediction Models: Experiments and Analysis Rittik Basak Utsha Muhtasim Noor Alif Yeasir Rayhan T. Hashem Mohammad Eunus Ali 55 0 0 27 Jul 2024
Urban Traffic Forecasting with Integrated Travel Time and Data Availability in a Conformal Graph Neural Network Framework Mayur Patil Qadeer Ahmed Shawn Midlam-Mohler AI4TS 78 0 0 17 Jul 2024
XTraffic: A Dataset Where Traffic Meets Incidents with Explainability and More Xiaochuan Gou Ziyue Li Tian-Shing Lan Junpeng Lin Zhishuai Li Bingyu Zhao Chen Zhang Di Wang Xiangliang Zhang AI4TS 108 1 0 16 Jul 2024
Accounting for Work Zone Disruptions in Traffic Flow Forecasting Yuanjie Lu Amarda Shehu David Lattanzi GNN 79 0 0 16 Jul 2024
STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLM YiHeng Huang Xiaowei Mao Shengnan Guo Yubin Chen Junfeng Shen Tiankuo Li Youfang Lin Huaiyu Wan AI4TS 78 1 0 12 Jul 2024
Make Graph Neural Networks Great Again: A Generic Integration Paradigm of Topology-Free Patterns for Traffic Speed Prediction Yicheng Zhou Pengfei Wang Hao Dong Denghui Zhang Dingqi Yang Yanjie Fu Pengyang Wang AI4TS AI4CE GNN 98 6 0 24 Jun 2024
SAGDFN: A Scalable Adaptive Graph Diffusion Forecasting Network for Multivariate Time Series Forecasting Yue Jiang Xiucheng Li Yile Chen Shuai Liu Weilong Kong Antonis F. Lentzakis Gao Cong AI4TS AI4CE 59 4 0 18 Jun 2024
Rethinking Spatio-Temporal Transformer for Traffic Prediction:Multi-level Multi-view Augmented Learning Framework Jiaqi Lin Qianqian Ren ViT AI4TS 89 1 0 17 Jun 2024
SpoT-Mamba: Learning Long-Range Dependency on Spatio-Temporal Graphs with Selective State Spaces Jinhyeok Choi Heehyeon Kim Minhyeong An Joyce Jiyoung Whang Mamba 55 2 0 17 Jun 2024
DUPLEX: Dual GAT for Complex Embedding of Directed Graphs Zhaoru Ke Hang Yu Jianguo Li Haipeng Zhang 124 5 0 08 Jun 2024
Continual Traffic Forecasting via Mixture of Experts Sanghyun Lee Chanyoung Park CLL 88 4 0 05 Jun 2024
Temporal Graph Learning Recurrent Neural Network for Traffic Forecasting Sanghyun Lee Chanyoung Park AI4TS 81 0 0 04 Jun 2024
Frequency Enhanced Pre-training for Cross-city Few-shot Traffic Forecasting Zhanyu Liu Jianrong Ding Guanjie Zheng AI4TS 65 3 0 03 Jun 2024
A Framework for Spatio-Temporal Graph Analytics In Field Sports Valerio Antonini Michael Scriney Alessandra Mileo M. Roantree 32 0 0 31 May 2024
Predicting Parking Availability in Singapore with Cross-Domain Data: A New Dataset and A Data-Driven Approach Huaiwu Zhang Yutong Xia Siru Zhong Kun Wang Zekun Tong Qingsong Wen Roger Zimmermann Yuxuan Liang 43 0 0 29 May 2024
Continuous Product Graph Neural Networks Aref Einizade Fragkiskos D. Malliaros Jhony H. Giraldo 83 2 0 29 May 2024
ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks Wanlin Cai Kun Wang Hao Wu Xiaoxu Chen Yuankai Wu AI4TS 46 0 0 28 May 2024
FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction Zhonghang Li Lianghao Xia Yong-mei Xu Chao Huang OOD AI4TS 91 13 0 28 May 2024
Deep Learning Methods for Adjusting Global MFD Speed Estimations to Local Link Configurations Zhixiong Jin Dimitrios Tsitsokas Nikolas Geroliminis Ludovic Leclercq 77 0 0 23 May 2024
FedASTA: Federated adaptive spatial-temporal attention for traffic flow prediction Kai Li Yihan Zhang Xinlei Chen 110 0 0 21 May 2024
GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing Chengqing Yu Fei Wang Zezhi Shao Tangwen Qian Zhao Zhang Wei Wei Yongjun Xu AI4CE 123 22 0 18 May 2024
Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting Zheng Dong Renhe Jiang Haotian Gao Hangchen Liu Jinliang Deng Qingsong Wen Xuan Song AI4TS 144 15 0 17 May 2024
TrafficGPT: Towards Multi-Scale Traffic Analysis and Generation with Spatial-Temporal Agent Framework Jinhui Ouyang Yijie Zhu Xiang Yuan Di Wu 55 1 0 08 May 2024
Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning Jiewen Deng Renhe Jiang Jiaqi Zhang Xuan Song AI4TS 110 5 0 06 May 2024
ST-MambaSync: The Complement of Mamba and Transformers for Spatial-Temporal in Traffic Flow Prediction Zhiqi Shao Xusheng Yao Ze Wang Junbin Gao Mamba 27 0 0 24 Apr 2024
Deep Multi-View Channel-Wise Spatio-Temporal Network for Traffic Flow Prediction Hao Miao Senzhang Wang Meiyue Zhang Diansheng Guo Funing Sun Fan Yang 68 2 0 23 Apr 2024
ICST-DNET: An Interpretable Causal Spatio-Temporal Diffusion Network for Traffic Speed Prediction Yi Rong Yingchi Mao Yinqiu Liu Ling Chen Xiaoming He Dusit Niyato DiffM 57 1 0 22 Apr 2024
ST-Mamba: Spatial-Temporal Selective State Space Model for Traffic Flow Prediction Zhiqi Shao Michael G. H. Bell Ze Wang D. Geers Haoning Xi Junbin Gao Mamba 70 2 0 20 Apr 2024
DST-GTN: Dynamic Spatio-Temporal Graph Transformer Network for Traffic Forecasting Songtao Huang Hongjin Song Tianqi Jiang A. Telikani Jun Shen Qingguo Zhou Binbin Yong Qiang Wu AI4TS 31 0 0 18 Apr 2024
SGRU: A High-Performance Structured Gated Recurrent Unit for Traffic Flow Prediction Wenfeng Zhang Xin Li Anqi Li Xiaoting Huang Ti Wang Honglei Gao AI4TS 138 1 0 18 Apr 2024
CCDSReFormer: Traffic Flow Prediction with a Criss-Crossed Dual-Stream Enhanced Rectified Transformer Model Zhiqi Shao Michael G. H. Bell Ze Wang Glenn Geers Xusheng Yao Junbin Gao 54 4 0 26 Mar 2024
LSTTN: A Long-Short Term Transformer-based Spatio-temporal Neural Network for Traffic Flow Forecasting Qinyao Luo Silu He Xing Han Yuhan Wang Haifeng Li AI4TS 98 49 0 25 Mar 2024
A Unified Model for Spatio-Temporal Prediction Queries with Arbitrary Modifiable Areal Units Liyue Chen Jiangyi Fang Tengfei Liu Shaosheng Cao Leye Wang 55 2 0 10 Mar 2024
BjTT: A Large-scale Multimodal Dataset for Traffic Prediction Chengyang Zhang Yong Zhang Qitan Shao Jiangtao Feng Bo Li Yisheng Lv Xinglin Piao Baocai Yin AI4TS 55 5 0 08 Mar 2024
TESTAM: A Time-Enhanced Spatio-Temporal Attention Model with Mixture of Experts Hyunwoo Lee Sungahn Ko MoE AI4TS 108 16 0 05 Mar 2024
COOL: A Conjoint Perspective on Spatio-Temporal Graph Neural Network for Traffic Forecasting Wei Ju Yusheng Zhao Yifang Qin Siyu Yi Jingyang Yuan Zhiping Xiao Xiao Luo Xiting Yan Ming Zhang 90 28 0 02 Mar 2024
$ROG$_{PL}$: Robust Open-Set Graph Learning via Region-Based Prototype Learning$ ROG $_{PL}$ : Robust Open-Set Graph Learning via Region-Based Prototype Learning Qin Zhang Xiaowei Li Jiexin Lu Liping Qiu Shirui Pan Xiaojun Chen Junyang Chen 93 1 0 28 Feb 2024
UrbanGPT: Spatio-Temporal Large Language Models Zhonghang Li Lianghao Xia Jiabin Tang Yong-mei Xu Lei Shi Long Xia Dawei Yin Chao Huang AI4TS 117 55 0 25 Feb 2024