Spatio-Temporal Graph Neural Networks: A Survey

Spatio-Temporal Graph Neural Networks: A Survey

25 January 2023

Zahraa Al Sahili

Papers citing "Spatio-Temporal Graph Neural Networks: A Survey"

14 / 14 papers shown

Title
A Survey of Link Prediction in Temporal Networks Jiafeng Xiong Ahmad Zareie Rizos Sakellariou AI4TS AI4CE 42 1 0 28 Feb 2025
Edge Graph Intelligence: Reciprocally Empowering Edge Networks with Graph Intelligence Liekang Zeng Shengyuan Ye Xu Chen Xiaoxi Zhang Ju Ren Jian Tang Yang Yang Xuemin Shen 60 2 0 08 Jan 2025
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation Shan Zhao Zhaiyu Chen Zhitong Xiong Yilei Shi Sudipan Saha Xiao Xiang Zhu AI4CE 48 3 0 05 Nov 2024
Explainable Spatio-Temporal GCNNs for Irregular Multivariate Time Series: Architecture and Application to ICU Patient Data Óscar Escudero-Arnanz C. Soguero-Ruíz Antonio G. Marques AI4TS 34 0 0 01 Nov 2024
Graph Masked Autoencoder for Spatio-Temporal Graph Learning Qianru Zhang Haixin Wang Siu-Ming Yiu Hongzhi Yin AI4TS 34 1 0 14 Oct 2024
Graph Neural Alchemist: An innovative fully modular architecture for time series-to-graph classification Paulo Coelho Raul Araju Luís Ramos Samir Saliba Renato Vimieiro AI4TS 28 0 0 12 Oct 2024
STMGF: An Effective Spatial-Temporal Multi-Granularity Framework for Traffic Forecasting Zhengyang Zhao Haitao Yuan Nan Jiang Minxiao Chen Ning Liu Zengxiang Li 43 1 0 08 Apr 2024
Two Trades is not Baffled: Condensing Graph via Crafting Rational Gradient Matching Tianle Zhang Yuchen Zhang Kun Wang Kai Wang Beining Yang Kaipeng Zhang Wenqi Shao Ping Liu Qiufeng Wang Yang You DD 71 13 0 07 Feb 2024
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Keli Zhang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 118 0 16 Oct 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 44 143 0 07 Jul 2023
Multi-Temporal Relationship Inference in Urban Areas Shuangli Li Jingbo Zhou Ji Liu Tong Xu Enhong Chen Hui Xiong 27 3 0 15 Jun 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey G. Jin Keli Zhang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 85 182 0 25 Mar 2023
STFL: A Temporal-Spatial Federated Learning Framework for Graph Neural Networks Guannan Lou Yuze Liu Tiehua Zhang Xi Zheng FedML 68 14 0 12 Nov 2021
Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network Amit Roy Kashob Kumar Roy A. Ali M. A. Amin A. Rahman AI4TS 54 28 0 26 Apr 2021