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 26 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 49 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 41 2 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 19 0 0 01 Nov 2024
Graph Masked Autoencoder for Spatio-Temporal Graph Learning Qianru Zhang Haixin Wang S. Yiu Hongzhi Yin AI4TS 13 0 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 16 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 19 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 Joey Tianyi Zhou Yang You DD 63 13 0 07 Feb 2024
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 31 116 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 C. Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 28 140 0 07 Jul 2023
Multi-Temporal Relationship Inference in Urban Areas Shuangli Li Jingbo Zhou Ji Liu Tong Bill Xu Enhong Chen Hui Xiong 17 2 0 15 Jun 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 75 170 0 25 Mar 2023
STFL: A Temporal-Spatial Federated Learning Framework for Graph Neural Networks Guannan Lou Yuze Liu Tiehua Zhang Xi Zheng FedML 50 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 31 22 0 26 Apr 2021