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2025	Exploring Causal Learning Through Graph Neural Networks: An In‐Depth Review WIREs Data Mining and Knowledge Discovery Simi Job, Xiaohui Tao, Taotao Cai, Haoran Xie, Lin Li, Qing Li, Jianming Yong
2025	An efficient intelligent transportation system for traffic flow prediction using meta-temporal hyperbolic quantum graph neural networks Scientific Reports Manikandan Rajagopal, Ramkumar Sivasakthivel, G. Anitha, Krishna Prakash Arunachalam, K. Loganathan, Mohamed Abbas, Shaeen Kalathil, K. Srinivas Rao
2025	Long-Term Traffic Flow Prediction: A Knowledge-Driven Graph Attention Spatio-Temporal Network IEEE Transactions on Network and Service Management Chenxu Li, Lei Feng, Wenjing Li, Fanqin Zhou
2025	MLSTAM: A multidimensional long-term spatio-temporal attention model for traffic flow forecasting by capturing time series correlations Intelligent Data Analysis: An International Journal Xiangze Liu, Yuan Jiang, Xiaohui Huang, Nan Jiang, Liyan Xiong
2025	PSTCGCN: Principal spatio-temporal causal graph convolutional network for traffic flow prediction Neural Computing and Applications Shiyu Yang, Qunyong Wu, Ziwei Li, Keyue Wang
2025	MTEGCRN: Multi-scale temporal enhanced graph convolutional recurrent network for traffic prediction Neurocomputing Shiyu Yang, Qunyong Wu
2025	Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering Yong Liu, Jianxun Cui, Zhaohua Long
2024	FAST-CA: Fusion-based Adaptive Spatial–Temporal Learning with Coupled Attention for airport network delay propagation prediction Information Fusion Chi Li, Xixian Qi, Yuzhe Yang, Zhuo Zeng, Lianmin Zhang, Jianfeng Mao
2024	Are Graphs and GCNs necessary for short-term metro ridership forecasting? Expert Systems with Applications Qiong Yang, Xianghua Xu, Zihang Wang, Juan Yu, Xiaodong Hu
2024	Advances in Geospatial Technologies Ayoub Lahlouh, Nisserine Ben Driss, Sanaa Cheikh
2024	2024 First International Conference on Software, Systems and Information Technology (SSITCON) Piyush Kumar Pareek, Ramy Riad Al-Fatlawy, R Manasa, P Ravi Kiran Varma, N. V. Ramya Devi Kotla
2024	Proceedings of the 17th ACM International Conference on Web Search and Data Mining Chengxin Wang, Yuxuan Liang, Gary Tan
2024	Transformer model-based multi-scale fine-grained identification and classification of regional traffic states PeerJ Computer Science Jun Zhang, Guangtong Hu
2024	Dynamic multiple-graph spatial-temporal synchronous aggregation framework for traffic prediction in intelligent transportation systems PeerJ Computer Science Xian Yu, Yinxin Bao, Quan Shi
2024	2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC) Bikis A. Muhammed, Ali R. Hurson, Sahra Sedigh Sarvestani, Lasanthi Gamage
2023	Fault-Tolerant Consensus Control of Positive Networked Systems Electronics Zhansheng He, Jun Shen
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