ConstGat
X. Fang, J. Huang, F. Wang, L. Zeng, H. Liang, H. Wang, "ConstGat: Contextual Spatial-Temporal Graph Attention Network for Travel Time Estimation at Baidu Maps", ACM International Conference on Knowledge Discovery and Data Mining, SIGKDD 2020, pages 2697–2705, 2020.
GR-FAST
G. Li, J. Wang, Z. Zhao, Y. Chen, L. Tang, Q. Li, "Advancing Complex Urban Traffic Forecasting: A Fully Attentional Spatial-Temporal Network Enhanced by Graph Representation", International Journal of Applied Earth Observation and Geoinformation, Volume 134, 2024.
TFM-GCAM
J. Chen, L. Zheng , Y. Hu, W. Wang, H. Zhang, X. Hu, "Traffic Flow Matrix-based Graph Neural Network with Attention Mechanism For Traffic Flow Prediction", Information Fusion, Volume 104, April 2024.
TRASNet
M. Li, X. Ta, C. Chen, "TRASNet : A lightweighting Spatio-temporal Attention Network for Traffic Flow Prediction", International Joint Conference on Neural Networks, IJCNN 2024, Yokohama, Japan, 2024.
HMIAN
J. Sun, M. Peng, H. Jiang, Q. Hong, Y. Sun, "HMIAN: a Hierarchical Mapping and Interactive Attention Data Fusion Network for Traffic Forecasting", IEEE Internet of Things Journal, Volume 9, pages 25685-25697, 2022.
DFAGCN
Y. Liu, X. Wu, Y. Tang, X. Li, D. Sun, L. Zheng, "Decomposition with Feature Attention and Graph Convolution Network For Traffic Forecasting", Knowledge-Based Systems, 2024.
STBGAT
D. Lakmal, K. Perera, R. Borovica-Gajic, S. Karunasekera, "Spatial-Temporal Bipartite Graph Attention Network for Traffic Forecasting", Knowledge Discovery and Data Mining, April 2024.
DAGCAN
Q. Yuan, J. Wang, Y. Han, Z. Liu, W. Liu, "DAGCAN: Decoupled Adaptive Graph Convolution Attention Network for Traffic Forecasting", IEEE Transactions on Intelligent Transportation Systems, 2025.
MSTC-GAT
J. Liu, Y. Wang, J. Zhu, W. Bai, H. Zhang, L. Zuo "A Multilayer Spatiotemporal Correlation-Aware Graph Attention Network for Traffic Flow Prediction”, IEEE Transactions on Neural Networks and Learning Systems, 2025.
DynamicChebNet
J. Zhang, J. Cheng, F. Li, "Traffic flow prediction based on temporal attention and multi-graph adjacency fusion using DynamicChebNet”, Scientific Reports, 2025.
OTST
Z. Li, W. Zhang, "OTST: an optimal transport based spatial-temporal graph attention model for traffic flow prediction”, Cluster Computing, 2025.
WGABN
S. Arunachalam, “Long-term and short-term traffic flow prediction with different weather conditions using optimized wheel-graph attention based neural network”, Future Generation Computer Systems, 2026.