Coupled Layer-wise Graph Convolution for Transportation Demand Prediction

15 December 2020

Papers citing "Coupled Layer-wise Graph Convolution for Transportation Demand Prediction"

46 / 46 papers shown

Title
Timeseries Foundation Models for Mobility: A Benchmark Comparison with Traditional and Deep Learning Models Anita Graser AI4TS 33 0 0 31 Mar 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
Unveiling the Inflexibility of Adaptive Embedding in Traffic Forecasting Hongjun Wang Jiyuan Chen Lingyu Zhang Renhe Jiang Xuan Song AI4TS 73 0 0 18 Nov 2024
Fully Automated Correlated Time Series Forecasting in Minutes Xinle Wu Xingjian Wu Dalin Zhang Miao Zhang Chenjuan Guo Bin Yang Christian S. Jensen AI4TS 31 4 0 06 Nov 2024
Leveraging Intra-Period and Inter-Period Features for Enhanced Passenger Flow Prediction of Subway Stations Xiannan Huang Chao Yang Quan Yuan AI4TS 22 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
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
Physics-guided Active Sample Reweighting for Urban Flow Prediction Wei Jiang Tong Chen Guanhua Ye Wentao Zhang Lizhen Cui Zi Huang Hongzhi Yin AI4TS AI4CE 21 5 0 18 Jul 2024
Learning Graph Structures and Uncertainty for Accurate and Calibrated Time-series Forecasting Harshavardhan Kamarthi Lingkai Kong Alexander Rodríguez Chao Zhang B Aditya Prakash AI4TS 43 0 0 02 Jul 2024
Enhancing Spatio-temporal Quantile Forecasting with Curriculum Learning: Lessons Learned Du Yin Jinliang Deng Shuang Ao Zechen Li Hao Xue Arian Prabowo Renhe Jiang Xuan Song Flora Salim AI4TS 42 0 0 18 Jun 2024
FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction Zhonghang Li Lianghao Xia Yong-mei Xu Chao Huang OOD AI4TS 42 11 0 28 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 45 11 0 17 May 2024
TESTAM: A Time-Enhanced Spatio-Temporal Attention Model with Mixture of Experts Hyunwoo Lee Sungahn Ko MoE AI4TS 60 14 0 05 Mar 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 40 37 0 25 Feb 2024
Digital Twin Mobility Profiling: A Spatio-Temporal Graph Learning Approach Xin Chen Mingliang Hou Tao Tang Achhardeep Kaur Feng Xia 34 7 0 06 Feb 2024
Full Bayesian Significance Testing for Neural Networks Zehua Liu Zimeng Li Jingyuan Wang Yue He BDL 13 3 0 24 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 30 69 0 18 Jan 2024
Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting Minbo Ma Jilin Hu Christian S. Jensen Fei Teng Peng Han Zhiqiang Xu Tian-Jie Li AI4TS 44 3 0 27 Dec 2023
GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks Zhonghang Li Lianghao Xia Yong-mei Xu Chao Huang AI4TS AI4CE 85 25 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-Wen Zhang AI4TS 28 20 0 06 Nov 2023
Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion Zhilun Zhou Jingtao Ding Yu Liu Depeng Jin Yong Li DiffM AI4CE 37 22 0 19 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 89 17 0 18 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
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 35 6 0 21 Aug 2023
Proactive Resource Request for Disaster Response: A Deep Learning-based Optimization Model Hongzhe Zhang Xiaohang Zhao Xiao Fang Bintong Chen 24 5 0 31 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 C. Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 41 143 0 07 Jul 2023
OpenSiteRec: An Open Dataset for Site Recommendation Xinhang Li Xiang Zhao Yejing Wang Yu Liu Yong Li Cheng Long Yong Zhang Chunxiao Xing 11 0 0 03 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 26 6 0 02 Jul 2023
Recent Advances in Graph-based Machine Learning for Applications in Smart Urban Transportation Systems Hongde Wu Sen Yan Mingming Liu GNN AI4TS 17 0 0 02 Jun 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 42 7 0 27 Apr 2023
AutoSTL: Automated Spatio-Temporal Multi-Task Learning Zijian Zhang Xiangyu Zhao Hao Miao Chunxu Zhang Hongwei Zhao Junbo Zhang AI4TS 31 19 0 16 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
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang AI4TS 12 245 0 19 Jan 2023
Causal conditional hidden Markov model for multimodal traffic prediction Yu Zhao Pan Deng Junting Liu Xiaofeng Jia Mulan X. Wang 28 11 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 24 19 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 28 4 0 12 Dec 2022
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Shintaro Fukushima Toyotaro Suzumura AI4TS 24 177 0 27 Nov 2022
NodeTrans: A Graph Transfer Learning Approach for Traffic Prediction Xueyan Yin Fei Li Yanming Shen Heng Qi Baocai Yin GNN AI4TS 20 7 0 04 Jul 2022
Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting Junchen Ye Zihan Liu Bowen Du Leilei Sun Weimiao Li Yanjie Fu Hui Xiong AI4TS 11 89 0 28 Jun 2022
Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer Bin Lu Xiaoying Gan Weinan Zhang Huaxiu Yao Luoyi Fu Xinbing Wang AI4TS 29 69 0 27 May 2022
Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting Aoyun Liu Yaying Zhang GNN AI4TS 26 27 0 18 May 2022
On the importance of stationarity, strong baselines and benchmarks in transport prediction problems Filipe Rodrigues AI4TS 11 1 0 06 Mar 2022
Unboxing the graph: Neural Relational Inference for Mobility Prediction M. Tygesen Francisco Câmara Pereira Filipe Rodrigues AI4TS 10 2 0 25 Jan 2022
A Comparative Study of Using Spatial-Temporal Graph Convolutional Networks for Predicting Availability in Bike Sharing Schemes Zhengyong Chen Hongde Wu Noel E. O'Connor Mingming Liu GNN 13 11 0 21 Apr 2021
Graph Neural Network for Traffic Forecasting: A Survey Weiwei Jiang Jiayun Luo GNN AI4TS AI4CE 12 837 0 27 Jan 2021