Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting

27 November 2019

Papers citing "Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting"

50 / 69 papers shown

Title
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting Shaohan Yu Pan Deng Yu Zhao J. Liu Ziáng Wang MoE 184 0 0 30 Nov 2024
AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting Tengfei Lyu Weijia Zhang Jinliang Deng Hao Liu AI4TS 24 0 0 25 Sep 2024
Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning Junlin He Tong Nie Wei Ma AI4TS 26 2 0 22 Aug 2024
Efficient User Sequence Learning for Online Services via Compressed Graph Neural Networks Yucheng Wu Liyue Chen Yu Cheng Shuai Chen Jinyu Xu Leye Wang GNN 32 0 0 05 Jun 2024
Temporal Graph Learning Recurrent Neural Network for Traffic Forecasting Sanghyun Lee Chanyoung Park AI4TS 44 0 0 04 Jun 2024
LightTR: A Lightweight Framework for Federated Trajectory Recovery Ziqiao Liu Hao Miao Yan Zhao Chenxi Liu Kai Zheng Huan Li 23 20 0 06 May 2024
Continuously Evolving Graph Neural Controlled Differential Equations for Traffic Forecasting Jiajia Wu Ling Chen AI4TS 29 2 0 26 Jan 2024
A novel hybrid time-varying graph neural network for traffic flow forecasting Ben Ao Dai Bao-Lin Ye Lingxi Li AI4TS 15 4 0 17 Jan 2024
FCDNet: Frequency-Guided Complementary Dependency Modeling for Multivariate Time-Series Forecasting Weijun Chen Heyuan Wang Ye Tian Shijie Guan Ning Liu AI4TS 25 1 0 27 Dec 2023
TPRNN: A Top-Down Pyramidal Recurrent Neural Network for Time Series Forecasting Ling Chen Jiahua Cui AI4TS 22 1 0 11 Dec 2023
Short-term prediction of construction waste transport activities using AI-Truck Meng Xu Ke Han 15 0 0 07 Dec 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-Wen Zhang AI4TS 28 20 0 06 Nov 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 24 12 0 20 Sep 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 29 2 0 24 Aug 2023
A Simple Framework for Multi-mode Spatial-Temporal Data Modeling Zihang Liu Le Yu T. Zhu Lei Sun AI4TS 21 0 0 22 Aug 2023
Graph Structural Residuals: A Learning Approach to Diagnosis Jan Lukas Augustin Oliver Niggemann 23 2 0 14 Aug 2023
Multi-graph Spatio-temporal Graph Convolutional Network for Traffic Flow Prediction Weilong Ding Tianpu Zhang Jianwu Wang Zhuofeng Zhao AI4TS 23 0 0 10 Aug 2023
Adaptive Graph Convolution Networks for Traffic Flow Forecasting Zhengdao Li W. Li K. Hwang AI4TS AI4CE 20 1 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 41 143 0 07 Jul 2023
DSTCGCN: Learning Dynamic Spatial-Temporal Cross Dependencies for Traffic Forecasting Binqing Wu Ling-Hao Chen GNN AI4TS 31 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 31 6 0 02 Jul 2023
Learning Gaussian Mixture Representations for Tensor Time Series Forecasting Jiewen Deng Jinliang Deng Renhe Jiang Xuan Song AI4TS 31 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 38 109 0 31 May 2023
TAP: A Comprehensive Data Repository for Traffic Accident Prediction in Road Networks Baixiang Huang Bryan Hooi Kai Shu 15 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 85 181 0 25 Mar 2023
Semi-decentralized Inference in Heterogeneous Graph Neural Networks for Traffic Demand Forecasting: An Edge-Computing Approach Mahmoud Nazzal Abdallah Khreishah Joyoung Lee Shaahin Angizi Ala I. Al-Fuqaha Mohsen Guizani 31 6 0 28 Feb 2023
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting Zhichen Lai Dalin Zhang Huan Li Christian S. Jensen Hua Lu Yan Zhao AI4TS 35 29 0 23 Feb 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 12 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 20 245 0 19 Jan 2023
Beyond Graph Convolutional Network: An Interpretable Regularizer-centered Optimization Framework Shiping Wang Zhihao Wu Yuhong Chen Yongzhe Chen GNN BDL 26 13 0 11 Jan 2023
STLGRU: Spatio-Temporal Lightweight Graph GRU for Traffic Flow Prediction K. Bhaumik Fahim Faisal Niloy Saif Mahmud Simon S. Woo AI4TS 32 2 0 08 Dec 2022
Multi-Task Edge Prediction in Temporally-Dynamic Video Graphs Osman Ulger Julian Wiederer Mohsen Ghafoorian Vasileios Belagiannis Pascal Mettes 40 0 0 06 Dec 2022
Multi-task Learning for Sparse Traffic Forecasting Jiezhang Li Junjun Li Yue-jiao Gong 17 2 0 18 Nov 2022
Hyper-GST: Predict Metro Passenger Flow Incorporating GraphSAGE, Hypergraph, Social-meaningful Edge Weights and Temporal Exploitation Yu Miao Y. Xu Danilo P. Mandic 21 1 0 09 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 39 36 0 30 Oct 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 27 4 0 27 Jul 2022
RadNet: Incident Prediction in Spatio-Temporal Road Graph Networks Using Traffic Forecasting Shreshth Tuli Matthew R. Wilkinson C. Kettell 20 5 0 11 Jun 2022
Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting Aoyun Liu Yaying Zhang GNN AI4TS 26 27 0 18 May 2022
Spatio-Temporal-Frequency Graph Attention Convolutional Network for Aircraft Recognition Based on Heterogeneous Radar Network Hann Meng Yuexing Peng Wenbo Wang Peng Cheng Yonghui Li Wei Xiang 32 10 0 15 Apr 2022
Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series Yuanrong Wang T. Aste AI4TS 26 10 0 08 Mar 2022
Multivariate Time Series Forecasting with Latent Graph Inference Victor Garcia Satorras Syama Sundar Rangapuram Tim Januschowski AI4TS 38 28 0 07 Mar 2022
Dynamic Relation Discovery and Utilization in Multi-Entity Time Series Forecasting Lin Huang Lijun Wu Jia Zhang Jiang Bian Tie-Yan Liu AI4TS 31 2 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 20 100 0 17 Feb 2022
Balanced Graph Structure Learning for Multivariate Time Series Forecasting Weijun Chen Yanze Wang Chengshuo Du Zhenglong Jia Feng Liu Ran Chen AI4TS 23 1 0 24 Jan 2022
Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting Ling-Hao Chen Donghui Chen Zongjiang Shang Binqing Wu Cen Zheng Bo Wen Wei Zhang AI4TS AI4CE 24 61 0 13 Jan 2022
AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version Xinle Wu Dalin Zhang Chenjuan Guo Chaoyang He B. Yang Christian S. Jensen AI4TS 31 68 0 21 Dec 2021
Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting Donghui Chen Ling-Hao Chen Zongjiang Shang Youdong Zhang Bo Wen Chenghu Yang AI4TS 38 7 0 14 Dec 2021
DMGCRN: Dynamic Multi-Graph Convolution Recurrent Network for Traffic Forecasting Yanjun Qin Yuchen Fang Haiyong Luo Fang Zhao Chenxing Wang AI4TS 86 9 0 04 Dec 2021
Spatio-Temporal Joint Graph Convolutional Networks for Traffic Forecasting Chuanpan Zheng Xiaoliang Fan Shirui Pan Haibing Jin Zhaopeng Peng Zonghan Wu Cheng-Yu Wang Philip S. Yu GNN AI4TS 12 48 0 25 Nov 2021
Learning from Multiple Time Series: A Deep Disentangled Approach to Diversified Time Series Forecasting Ling-Hao Chen Weiqiu Chen Binqing Wu Youdong Zhang Bo Wen Chenghu Yang AI4TS 4 4 0 09 Nov 2021