Graph Neural Network for Traffic Forecasting: A Survey

Graph Neural Network for Traffic Forecasting: A Survey

27 January 2021

Papers citing "Graph Neural Network for Traffic Forecasting: A Survey"

12 / 62 papers shown

Title
A Lightweight and Accurate Spatial-Temporal Transformer for Traffic Forecasting Guanyao Li Shuhan Zhong Shueng-Han Gary Chan Ruiyuan Li Chih-Chieh Hung Wen-Chih Peng AI4TS 32 26 0 30 Dec 2021
HP-GNN: Generating High Throughput GNN Training Implementation on CPU-FPGA Heterogeneous Platform Yi-Chien Lin Bingyi Zhang Viktor Prasanna GNN 19 34 0 22 Dec 2021
Joint Demand Prediction for Multimodal Systems: A Multi-task Multi-relational Spatiotemporal Graph Neural Network Approach Yuebing Liang Guan Huang Zhan Zhao AI4TS 31 48 0 15 Dec 2021
Non-separable Spatio-temporal Graph Kernels via SPDEs A. Nikitin S. T. John Arno Solin Samuel Kaski AI4TS 17 17 0 16 Nov 2021
Edge but not Least: Cross-View Graph Pooling Xiaowei Zhou Jie Yin Ivor W. Tsang 42 2 0 24 Sep 2021
Machine-Learned Prediction Equilibrium for Dynamic Traffic Assignment Lukas Graf T. Harks Kostas Kollias M. Markl 19 4 0 14 Sep 2021
Traffic Event Detection as a Slot Filling Problem Xiangyu Yang Giannis Bekoulis Nikos Deligiannis 22 5 0 13 Sep 2021
Parallel Multi-Graph Convolution Network For Metro Passenger Volume Prediction Fuchen Gao Zhanquan Wang Zhenguang Liu AI4TS GNN 30 5 0 29 Aug 2021
Bridging the Gap between Spatial and Spectral Domains: A Unified Framework for Graph Neural Networks Zhiqian Chen Fanglan Chen Lei Zhang Taoran Ji Kaiqun Fu Liang Zhao Feng Chen Lingfei Wu Charu C. Aggarwal Chang-Tien Lu 38 18 0 21 Jul 2021
Learning Interpretable Deep State Space Model for Probabilistic Time Series Forecasting Longyuan Li Junchi Yan Xiaokang Yang Yaohui Jin OOD BDL AI4TS 39 60 0 31 Jan 2021
Dynamic Spatiotemporal Graph Neural Network with Tensor Network Chengcheng Jia Bo Wu Xiao-Ping Zhang AI4TS 34 6 0 12 Mar 2020
Incorporating dynamicity of transportation network with multi-weight traffic graph convolutional network for traffic forecasting Y. Shin Yoonjin Yoon AI4TS 45 57 0 16 Sep 2019