GMAN: A Graph Multi-Attention Network for Traffic Prediction

11 November 2019

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

50 / 321 papers shown

Title
Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting Xinlong Zhao L. Zhang Tianbo Zou Yan Zhang AI4TS 26 0 0 01 May 2025
A comparative study of deep learning and ensemble learning to extend the horizon of traffic forecasting Xiao Zheng Saeed Asadi Bagloee Majid Sarvi AI4TS 38 0 0 30 Apr 2025
Rethinking Traffic Flow Forecasting: From Transition to Generatation Li Shijiao Ma Zhipeng He Huajun Chen Haiyue AI4TS 26 0 0 19 Apr 2025
Air Quality Prediction with A Meteorology-Guided Modality-Decoupled Spatio-Temporal Network Hang Yin Yan Zhang Jian Xu Jian-Long Chang Y. Li Cheng-Lin Liu 44 0 0 14 Apr 2025
Spatially Directional Dual-Attention GAT for Spatial Fluoride Health Risk Modeling Da Yuan 26 0 0 13 Apr 2025
STEI-PCN: an efficient pure convolutional network for traffic prediction via spatial-temporal encoding and inferring Kai Hu Zhidan Zhao Zhifeng Hao GNN 43 0 0 10 Apr 2025
MM-STFlowNet: A Transportation Hub-Oriented Multi-Mode Passenger Flow Prediction Method via Spatial-Temporal Dynamic Graph Modeling Ronghui Zhang Wenbin Xing Mengran Li Zihan Wang Junzhou Chen Xiaolei Ma Zhiyuan Liu Zhengbing He AI4TS 26 0 0 08 Apr 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu C. Huang 81 0 0 02 Apr 2025
FlowDistill: Scalable Traffic Flow Prediction via Distillation from LLMs Chenyang Yu Xinpeng Xie Yan Huang Chenxi Qiu AI4TS 35 0 0 02 Apr 2025
MNT-TNN: Spatiotemporal Traffic Data Imputation via Compact Multimode Nonlinear Transform-based Tensor Nuclear Norm Yihang Lu Mahwish Yousaf Xianwei Meng Enhong Chen 48 0 0 29 Mar 2025
Instructing the Architecture Search for Spatial-temporal Sequence Forecasting with LLM Xin Xue Haoyi Zhou Tianyu Chen Shuai Zhang Yizhou Long Jianxin Li AI4TS 46 0 0 23 Mar 2025
ACE: A Cardinality Estimator for Set-Valued Queries Yufan Sheng Xin Cao Kaiqi Zhao Yixiang Fang Jianzhong Qi Wenjie Zhang Christian S. Jensen 59 0 0 19 Mar 2025
A Survey of Graph Transformers: Architectures, Theories and Applications Chaohao Yuan Kangfei Zhao Ercan Engin Kuruoglu Liang Wang Tingyang Xu Wenbing Huang Deli Zhao Hong Cheng Yu Rong 55 4 0 23 Feb 2025
Strada-LLM: Graph LLM for traffic prediction Seyed Mohamad Moghadas Yangxintong Lyu Bruno Cornelis Alexandre Alahi Adrian Munteanu AI4TS 61 0 0 17 Feb 2025
Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting Lingxiao Cao Bin Wang Guiyuan Jiang Yanwei Yu Junyu Dong AI4TS 73 1 0 17 Feb 2025
Large Language Model-based Augmentation for Imbalanced Node Classification on Text-Attributed Graphs Leyao Wang Yu-Chiang Frank Wang Bo Ni Yuying Zhao Tyler Derr 41 0 0 28 Jan 2025
MoGERNN: An Inductive Traffic Predictor for Unobserved Locations in Dynamic Sensing Networks Qishen Zhou Yifan Zhang Michail A. Makridis Anastasios Kouvelas Yibing Wang Simon Hu AI4TS 75 1 0 21 Jan 2025
Dynamic Trend Fusion Module for Traffic Flow Prediction Jing Chen Haocheng Ye Zhian Ying Yuntao Sun Wenqiang Xu AI4TS 42 6 0 18 Jan 2025
Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions Doaa Mahmud Hadeel Hajmohamed Shamma Almentheri Shamma Alqaydi Lameya Aldhaheri R. A. Khalil Nasir Saeed AI4TS 38 5 0 08 Jan 2025
STContext: A Multifaceted Dataset for Developing Context-aware Spatio-temporal Crowd Mobility Prediction Models Liyue Chen Jiangyi Fang Tengfei Liu Fangyuan Gao Leye Wang AI4TS 31 0 0 08 Jan 2025
Multimodal joint prediction of traffic spatial-temporal data with graph sparse attention mechanism and bidirectional temporal convolutional network Dongran Zhang Jiangnan Yan K. Polat A. Alhudhaif Jun Li AI4TS 31 11 0 31 Dec 2024
Introduction to Graph Neural Networks: A Starting Point for Machine Learning Engineers James H. Tanis Chris Giannella Adrian V. Mariano AI4CE GNN FaML PINN 56 0 0 27 Dec 2024
FedGAT: A Privacy-Preserving Federated Approximation Algorithm for Graph Attention Networks Siddharth Ambekar Yuhang Yao Ryan Li Carlee Joe-Wong FedML 77 0 0 20 Dec 2024
Global Spatio-Temporal Fusion-based Traffic Prediction Algorithm with Anomaly Aware Chaoqun Liu Xuanpeng Li Chen Gong Guangyu Li 67 0 0 19 Dec 2024
PreMixer: MLP-Based Pre-training Enhanced MLP-Mixers for Large-scale Traffic Forecasting Tongtong Zhang Zhiyong Cui Bingzhang Wang Yilong Ren Haiyang Yu Pan Deng Yinhai Wang AI4TS 70 0 0 18 Dec 2024
Memory-enhanced Invariant Prompt Learning for Urban Flow Prediction under Distribution Shifts Haiyang Jiang Tong Chen W. Zhang Nguyen Quoc Viet Hung Yuan Yuan Yong Li Lizhen Cui OOD AI4TS 161 1 0 07 Dec 2024
BIGCity: A Universal Spatiotemporal Model for Unified Trajectory and Traffic State Data Analysis Xie Yu Jingyuan Wang Yifan Yang Qian Huang Ke Qu 72 3 0 01 Dec 2024
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting Shaohan Yu Pan Deng Yu Zhao J. Liu Ziáng Wang MoE 170 0 0 30 Nov 2024
DualCast: Disentangling Aperiodic Events from Traffic Series with a Dual-Branch Model Xinyu Su Feng Liu Yanchuan Chang E. Tanin Majid Sarvi Jianzhong Qi AI4TS 72 0 0 27 Nov 2024
REFOL: Resource-Efficient Federated Online Learning for Traffic Flow Forecasting Qingxiang Liu Sheng Sun Yuxuan Liang Xiaolong Xu Min Liu Muhammad Bilal Yuwei Wang Xujing Li Yu Zheng 65 1 0 21 Nov 2024
RAM: Replace Attention with MLP for Efficient Multivariate Time Series Forecasting Suhan Guo Jiahong Deng Yi Wei Hui Dou F. Shen Jian Zhao AI4TS 133 0 0 31 Oct 2024
Extralonger: Toward a Unified Perspective of Spatial-Temporal Factors for Extra-Long-Term Traffic Forecasting Zhiwei Zhang Shaojun E Fandong Meng Jie Zhou Wenjuan Han 36 0 0 30 Oct 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 136 0 0 28 Oct 2024
TEAM: Topological Evolution-aware Framework for Traffic Forecasting--Extended Version Duc Kieu Tung Kieu Peng Han Bin Yang Christian S. Jensen Bac Le AI4TS 24 1 0 24 Oct 2024
Hiformer: Hybrid Frequency Feature Enhancement Inverted Transformer for Long-Term Wind Power Prediction Chongyang Wan Shunbo Lei Yuan Luo 16 0 0 17 Oct 2024
Incorporating Long-term Data in Training Short-term Traffic Prediction Model Xiannan Huang Shuhan Qiu Yan Cheng Quan Yuan Chao Yang AI4TS 30 0 0 16 Oct 2024
Fusion Matrix Prompt Enhanced Self-Attention Spatial-Temporal Interactive Traffic Forecasting Framework Mu Liu MingChen Sun YingJi Li Ying Wang AI4TS 39 0 0 12 Oct 2024
HSTFL: A Heterogeneous Federated Learning Framework for Misaligned Spatiotemporal Forecasting Shuowei Cai Hao Liu AI4TS 21 1 0 27 Sep 2024
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction Guangyu Wang Yujie Chen Ming Gao Zhiqiao Wu Jiafu Tang Jiabi Zhao AI4TS MoE 29 3 0 26 Sep 2024
AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting Tengfei Lyu Weijia Zhang Jinliang Deng Hao Liu AI4TS 22 0 0 25 Sep 2024
Spatial-Temporal Mixture-of-Graph-Experts for Multi-Type Crime Prediction Ziyang Wu Fan Liu Jindong Han Yuxuan Liang Hao Liu 26 2 0 24 Sep 2024
GINTRIP: Interpretable Temporal Graph Regression using Information bottleneck and Prototype-based method Ali Royat Seyed Mohamad Moghadas Lesley De Cruz Adrian Munteanu 26 0 0 17 Sep 2024
EasyST: A Simple Framework for Spatio-Temporal Prediction J. Tang Wei Wei Lianghao Xia Chao Huang 49 1 0 10 Sep 2024
STLLM-DF: A Spatial-Temporal Large Language Model with Diffusion for Enhanced Multi-Mode Traffic System Forecasting Zhiqi Shao Haoning Xi Haohui Lu Ze Wang Michael G. H. Bell Junbin Gao DiffM 19 1 0 08 Sep 2024
UMOD: A Novel and Effective Urban Metro Origin-Destination Flow Prediction Method Peng Xie Minbo Ma Bin Wang Junbo Zhang Tianrui Li 31 0 0 08 Sep 2024
Three Pillars Towards Next-Generation Routing System Lei Li Mengxuan Zhang Zizhuo Xu Yehong Xu Xiaofang Zhou 22 0 0 03 Sep 2024
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 32 3 0 30 Aug 2024
Multiple Areal Feature Aware Transportation Demand Prediction Sumin Han Jisun An Y. Park Suji Kim Kitae Jang Dongman Lee AI4TS 21 0 0 23 Aug 2024
Spatio-Temporal Road Traffic Prediction using Real-time Regional Knowledge Sumin Han Jisun An Dongman Lee 24 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 29 0 0 20 Aug 2024