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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
Parallel-friendly Spatio-Temporal Graph Learning for Photovoltaic Degradation Analysis at Scale Yangxin Fan Raymond J. Wieser L. Bruckman R. French Yinghui Wu 67 1 0 13 Feb 2024
AirPhyNet: Harnessing Physics-Guided Neural Networks for Air Quality Prediction Kethmi Hirushini Hettige Jiahao Ji Shili Xiang Cheng Long Gao Cong Jingyuan Wang AI4CE 62 16 0 06 Feb 2024
Multi-scale Traffic Pattern Bank for Cross-city Few-shot Traffic Forecasting Zhanyu Liu Guanjie Zheng Yanwei Yu AI4TS 106 6 0 01 Feb 2024
Privacy-Preserving Data Fusion for Traffic State Estimation: A Vertical Federated Learning Approach Qiqing Wang Kaidi Yang FedML 83 9 0 22 Jan 2024
Spatial-Temporal Large Language Model for Traffic Prediction Chenxi Liu Sun Yang Qianxiong Xu Zhishuai Li Cheng Long Ziyue Li Rui Zhao AI4TS 113 82 0 18 Jan 2024
A novel hybrid time-varying graph neural network for traffic flow forecasting Ben Ao Dai Bao-Lin Ye Lingxi Li AI4TS 44 5 0 17 Jan 2024
SpecSTG: A Fast Spectral Diffusion Framework for Probabilistic Spatio-Temporal Traffic Forecasting Lequan Lin Dai Shi Andi Han Junbin Gao DiffM AI4TS 76 5 0 16 Jan 2024
GD-CAF: Graph Dual-stream Convolutional Attention Fusion for Precipitation Nowcasting Lorand Vatamany S. Mehrkanoon AI4TS 54 4 0 15 Jan 2024
Global-Aware Enhanced Spatial-Temporal Graph Recurrent Networks: A New Framework For Traffic Flow Prediction Haiyang Liu Chunjiang Zhu Detian Zhang AI4TS 101 0 0 07 Jan 2024
TelTrans: Applying Multi-Type Telecom Data to Transportation Evaluation and Prediction via Multifaceted Graph Modeling ChungYi Lin Shen-Lung Tung Hung-Ting Su Winston H. Hsu 30 3 0 06 Jan 2024
MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting Wanlin Cai Yuxuan Liang Xianggen Liu Jianshuai Feng Yuankai Wu AI4TS 102 90 0 31 Dec 2023
TSPP: A Unified Benchmarking Tool for Time-series Forecasting Jan Bkaczek Dmytro Zhylko Gilberto Titericz Sajad Darabi Jean-François Puget Izzy Putterman Dawid Majchrowski Anmol Gupta Kyle Kranen Pawel Morkisz AI4TS 87 1 0 28 Dec 2023
FCDNet: Frequency-Guided Complementary Dependency Modeling for Multivariate Time-Series Forecasting Weijun Chen Heyuan Wang Ye Tian Shijie Guan Ning Liu AI4TS 35 1 0 27 Dec 2023
Model Stealing Attack against Graph Classification with Authenticity, Uncertainty and Diversity Zhihao Zhu Chenwang Wu Rui Fan Yi Yang Defu Lian Enhong Chen AAML 59 0 0 18 Dec 2023
TransGlow: Attention-augmented Transduction model based on Graph Neural Networks for Water Flow Forecasting Naghmeh Shafiee Roudbari Charalambos (Charis) Poullis Zachary Patterson Ursula Eicker AI4TS 23 1 0 10 Dec 2023
Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction G. Jin Lingbo Liu Fuxian Li Jincai Huang AI4TS GNN 3DPC 54 38 0 15 Nov 2023
GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks Zhonghang Li Lianghao Xia Yong-mei Xu Chao Huang AI4TS AI4CE 128 28 0 07 Nov 2023
MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization Dongcheng Zou Senzhang Wang Xuefeng Li Hao Peng Yuandong Wang Chunyang Liu Kehua Sheng Bo Zhang AI4TS 76 24 0 06 Nov 2023
Collaborative Decision-Making Using Spatiotemporal Graphs in Connected Autonomy Peng Gao Yu-cui Shen Ming C. Lin 66 1 0 31 Oct 2023
Towards Unifying Diffusion Models for Probabilistic Spatio-Temporal Graph Learning Junfeng Hu Xu Liu Zhencheng Fan Yuxuan Liang Roger Zimmermann AI4CE DiffM 84 10 0 26 Oct 2023
Spatio-Temporal Meta Contrastive Learning Jiabin Tang Lianghao Xia Jie Hu Chao Huang AI4TS 69 10 0 26 Oct 2023
Explainable Spatio-Temporal Graph Neural Networks Jiabin Tang Lianghao Xia Chao Huang AI4TS 100 20 0 26 Oct 2023
Spatial-Temporal Hypergraph Neural Network for Traffic Forecasting Chengzhi Yao Zhi Li Junbo Wang 25 0 0 24 Oct 2023
Enhancing Traffic Prediction with Learnable Filter Module Yuanshao Zhu Yongchao Ye Xiangyu Zhao James Jianqiao Yu 84 0 0 24 Oct 2023
Graph Deep Learning for Time Series Forecasting Andrea Cini Ivan Marisca Daniele Zambon Cesare Alippi AI4TS AI4CE 124 16 0 24 Oct 2023
Multi-Factor Spatio-Temporal Prediction based on Graph Decomposition Learning Jiahao Ji Jingyuan Wang Yu Mou Cheng Long AI4TS 66 1 0 16 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 166 123 0 16 Oct 2023
Transport-Hub-Aware Spatial-Temporal Adaptive Graph Transformer for Traffic Flow Prediction Xiao Xu Lei Zhang Bailong Liu Zhi Liang Xuefei Zhang AI4TS 64 1 0 12 Oct 2023
Multi-Scale Spatial-Temporal Recurrent Networks for Traffic Flow Prediction Haiyang Liu Chunjiang Zhu Detian Zhang Qing Li AI4TS GNN 102 0 0 12 Oct 2023
Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis Zezhi Shao Fei Wang Yongjun Xu Wei Wei Chengqing Yu ... Guangyin Jin Xin Cao Gao Cong Christian S. Jensen Xueqi Cheng AI4TS 77 75 0 09 Oct 2023
MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation Zekun Cai Renhe Jiang Xinyu Yang Zhaonan Wang Diansheng Guo Hiroki Kobayashi Xuan Song Ryosuke Shibasaki AI4TS 95 14 0 25 Sep 2023
Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment Yutong Xia Yuxuan Liang Haomin Wen Xu Liu Kun Wang Zhengyang Zhou Roger Zimmermann AI4TS 115 50 0 23 Sep 2023
Dynamic Hypergraph Structure Learning for Traffic Flow Forecasting Yusheng Zhao Xiao Luo Wei Ju C. L. Philip Chen Xiansheng Hua Ming Zhang AI4TS 98 28 0 21 Sep 2023
Rethinking Sensors Modeling: Hierarchical Information Enhanced Traffic Forecasting Qian Ma Zijian Zhang Xiangyu Zhao Haoliang Li Hongwei Zhao Yiqi Wang Zitao Liu Wanyu Wang 67 15 0 20 Sep 2023
PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction Zijian Zhang Xiangyu Zhao Qidong Liu Chunxu Zhang Qian Ma Wanyu Wang Hongwei Zhao Yiqi Wang Zitao Liu AI4TS 140 20 0 18 Sep 2023
Test-Time Compensated Representation Learning for Extreme Traffic Forecasting Zhiwei Zhang Weizhong Zhang Yaowei Huang Kani Chen AI4TS 25 1 0 16 Sep 2023
A Unified View Between Tensor Hypergraph Neural Networks And Signal Denoising Fuli Wang K. Pena-Pena Wei Qian Gonzalo R. Arce 102 1 0 15 Sep 2023
Road Disease Detection based on Latent Domain Background Feature Separation and Suppression Juwu Zheng Jiangtao Ren 84 2 0 14 Sep 2023
Bregman Graph Neural Network Jiayu Zhai Lequan Lin Dai Shi Junbin Gao 40 4 0 12 Sep 2023
ARFA: An Asymmetric Receptive Field Autoencoder Model for Spatiotemporal Prediction Wenxuan Zhang Xuechao Zou Li Wu Xiaoying Wang Jianqiang Huang Junliang Xing 65 0 0 01 Sep 2023
Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Network Weijia Zhang Le Zhang Jindong Han Hao Liu Jingbo Zhou Yu Mei Hui Xiong GNN AI4TS 91 12 0 31 Aug 2023
Unified Data Management and Comprehensive Performance Evaluation for Urban Spatial-Temporal Prediction [Experiment, Analysis & Benchmark] Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang 88 2 0 24 Aug 2023
A Simple Framework for Multi-mode Spatial-Temporal Data Modeling Zihang Liu Le Yu T. Zhu Lei Sun AI4TS 57 0 0 22 Aug 2023
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Hangcheng Liu Zheng Dong Renhe Jiang Jiewen Deng Jinliang Deng Quanjun Chen Xuan Song AI4TS 106 11 0 21 Aug 2023
Enhancing Spatiotemporal Traffic Prediction through Urban Human Activity Analysis Sumin Han Y. Park Minji Lee Jisun An Dongman Lee GNN HAI 19 7 0 20 Aug 2023
Minimalist Traffic Prediction: Linear Layer Is All You Need Wenying Duan Hong Rao Wei Huang Xiaoxi He AI4TS 45 3 0 20 Aug 2023
Cross-city Few-Shot Traffic Forecasting via Traffic Pattern Bank Zhanyu Liu Guanjie Zheng Yanwei Yu AI4TS 85 34 0 17 Aug 2023
ST-MLP: A Cascaded Spatio-Temporal Linear Framework with Channel-Independence Strategy for Traffic Forecasting Zepu Wang Yuqi Nie Peng Sun Nam H. Nguyen John M. Mulvey H. Vincent Poor AI4TS 84 25 0 14 Aug 2023
$$\mathcal{G}^2Pxy$: Generative Open-Set Node Classification on Graphs with Proxy Unknowns$ $\mathcal{G}^2Pxy$ : Generative Open-Set Node Classification on Graphs with Proxy Unknowns Qin Zhang Zelin Shi Xiaolin Zhang Xiaojun Chen Philippe Fournier-Viger Shirui Pan 49 10 0 10 Aug 2023
Feature Transportation Improves Graph Neural Networks Moshe Eliasof E. Haber Eran Treister GNN 107 11 0 29 Jul 2023