Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting

15 December 2020

Papers citing "Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting"

25 / 175 papers shown

Title
STCGAT: A Spatio-temporal Causal Graph Attention Network for traffic flow prediction in Intelligent Transportation Systems Wei Zhao Shiqi Zhang B. Zhou Bei Wang GNN AI4TS 29 1 0 21 Mar 2022
Spatio-Temporal Latent Graph Structure Learning for Traffic Forecasting Jiabin Tang Tang Qian Shikun Liu Shengdong Du Jie Hu Tianrui Li AI4TS 30 22 0 25 Feb 2022
Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks Wenying Duan Xiaoxi He Lu Zhou Lothar Thiele Hong Rao TTA AI4TS 32 10 0 22 Feb 2022
PGCN: Progressive Graph Convolutional Networks for Spatial-Temporal Traffic Forecasting Y. Shin Yoonjin Yoon GNN AI4TS 52 41 0 18 Feb 2022
Random vector functional link network: recent developments, applications, and future directions Anil Kumar Malik Ruobin Gao M. A. Ganaie M. Tanveer Ponnuthurai Nagaratnam Suganthan 22 105 0 13 Feb 2022
Structured Time Series Prediction without Structural Prior Darko Drakulic J. Andreoli DiffM AI4TS 16 3 0 07 Feb 2022
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 40 26 0 30 Dec 2021
AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version Xinle Wu Dalin Zhang Chenjuan Guo Chaoyang He B. Yang Christian S. Jensen AI4TS 39 68 0 21 Dec 2021
Graph Neural Controlled Differential Equations for Traffic Forecasting Jeongwhan Choi Hwangyong Choi JeeHyun Hwang Noseong Park BDL AI4TS 95 268 1 07 Dec 2021
Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling Zhuoling Li Gaowei Zhang Lingyu Xu Jie Yu AI4TS 21 2 0 06 Dec 2021
Spatio-Temporal meets Wavelet: Disentangled Traffic Flow Forecasting via Efficient Spectral Graph Attention Network Yuchen Fang Yanjun Qin Haiyong Luo Fang Zhao Bingbing Xu Chenxing Wang Liang Zeng AI4TS 76 10 0 06 Dec 2021
CDGNet: A Cross-Time Dynamic Graph-based Deep Learning Model for Traffic Forecasting Yuchen Fang Yanjun Qin Haiyong Luo Fang Zhao Liang Zeng Bo Hui Chenxing Wang GNN BDL AI4TS 24 9 0 06 Dec 2021
DMGCRN: Dynamic Multi-Graph Convolution Recurrent Network for Traffic Forecasting Yanjun Qin Yuchen Fang Haiyong Luo Fang Zhao Chenxing Wang AI4TS 89 9 0 04 Dec 2021
Learning to Detect Critical Nodes in Sparse Graphs via Feature Importance Awareness Xuwei Tan Yangming Zhou Mengchu Zhou Zhang-Hua Fu GNN 24 3 0 03 Dec 2021
AnchorGAE: General Data Clustering via $O(n)$ Bipartite Graph Convolution Hongyuan Zhang Jiankun Shi Rui Zhang Xuelong Li GNN 77 1 0 12 Nov 2021
Long-Range Transformers for Dynamic Spatiotemporal Forecasting J. E. Grigsby Zhe Wang Nam Nguyen Yanjun Qi AI4TS 69 88 0 24 Sep 2021
Decoupling Long- and Short-Term Patterns in Spatiotemporal Inference Junfeng Hu Keli Zhang Zhencheng Fan Ying Zhang Yifang Yin Roger Zimmermann AI4TS 54 11 0 16 Sep 2021
DynSTGAT: Dynamic Spatial-Temporal Graph Attention Network for Traffic Signal Control Libing Wu Min Wang Dan Wu Jia Wu 29 30 0 12 Sep 2021
When Do Contrastive Learning Signals Help Spatio-Temporal Graph Forecasting? Xu Liu Keli Zhang Chao Huang Yu Zheng Bryan Hooi Roger Zimmermann AI4TS 21 60 0 26 Aug 2021
TraverseNet: Unifying Space and Time in Message Passing for Traffic Forecasting Zonghan Wu Da Zheng Shirui Pan Quan Gan Guodong Long George Karypis AI4TS 32 33 0 25 Aug 2021
MAF-GNN: Multi-adaptive Spatiotemporal-flow Graph Neural Network for Traffic Speed Forecasting Y. Xu Weitang Liu Zhongyi Jiang Zixuan Xu Tingyun Mao Lili Chen Mingwei Zhou AI4TS 27 5 0 08 Aug 2021
Spatiotemporal information conversion machine for time-series prediction Hao Peng Pei Chen Rui Liu Luonan Chen BDL 19 6 0 03 Jul 2021
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Minhao Liu Ailing Zeng Mu-Hwa Chen Zhijian Xu Qiuxia Lai Lingna Ma Qiang Xu AI4TS 24 343 0 17 Jun 2021
TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning Xu Chen Junshan Wang Kunqing Xie AI4TS AI4CE 26 60 0 11 Jun 2021
Graph Neural Network for Traffic Forecasting: A Survey Weiwei Jiang Jiayun Luo GNN AI4TS AI4CE 40 842 0 27 Jan 2021