STGCN
B. Yu, H. Yin, Z. Zhu, "Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting, International Joint Conference on Artificial Intelligence, pages 3634-3640, 2018.
SLCNN
Q. Zhang, J.Chang, G. Meng, S. Xiang, C. Pan, "Spatio-Temporal Graph Structure Learning For Traffic Forecasting", AAAI Conference on Artificial Intelligence, 2020.
ST-GCN
A. Agafonov, "Traffic Flow Prediction using Graph Convolution Neural Networks", International Conference on Information Science and Technology, ICIST 2020, 2020.
TSSRGCN
C. Chen, K. Li, S. Teo, X. Zou, K. Wang, J. Wang, "TSSRGCN: Temporal Spectral Spatial Retrieval Graph Convolutional Network for Traffic Flow Forecasting", IEEE International Conference on Data Mining, ICDM 2020, 2020.
LSTGCN
Z. Gou, Y. Shen, S. Chen, "Lanczos Method For Spatio-Temporal Graph Convolutional Networks to Forecast Expressway Flow", IET Intelligent Transport Systems, Volume 17, pages 1979-1991, 2023.
FDST-GCN
J. Zhang and C. Song and S. Cao and C. Zhang"FDST-GCN: A Fundamental Diagram based Spatiotemporal Graph Convolutional Network For Expressway Traffic Forecasting", Physica A: Statistical Mechanics and its Applications, Volume 630, 2023.
PaSTG
X. He, Y. Hu, Q. Liao, H. Xiong, W. Yang, K. Li, "PaSTG: A Parallel Spatio-Temporal GCN Framework for Traffic Forecasting in Smart City", ACM Transactions on Sensor Networks, pages 235–245, March 2024.
STFCDNN
P. Liu, Y. Zhu, Y. Yang, C. Wang, M. Li, H. Cong, G. Zhao, H. Yang, "A Novel Spatio-Temporal Feature Interleaved Contrast Learning Neural Network From A Robustness Perspective", Knowledge-Based Systems, Volume 30930, January 2025.
D-MGDCN-CLSTM
L. Zhang, S. Xu, S. Li, L. Pan, S. Gong, "D-MGDCN-CLSTM: A Traffic Prediction Model Based on Multi-Graph Gated Convolution and Convolutional Long–Short-Term Memory," MDPI Sensors, Volume 25, Issue 2, January 2025.
SDSINet
S. Yang, Q. Wu, "SDSINet: A Spatiotemporal Dual-Scale Interaction Network For Traffic Prediction”, Applied Soft Computing, Volume 173, April 2025.
PGCRN
X. Rao, S. Shang, R. Jiang, L. Chen, P. Han, "Traffic Forecasting with Patch-Based Graph Convolutional Recurrent Network", GeoInformatica, April 2025.
DBAG-GCN
X. Wang, J. Lv, P. Cheng, M. Alassafi, F. Alsaadi, B. Parameshachari, L. Zou, "Deep Bi-Directional Adaptive Gating Graph Convolutional Networks for Spatio-Temporal Traffic Forecasting", Tsinghua Science and Technology, Volume 30, No. 5, pages 2060-2080, October 2025.
WEST GCN-LSTM
T. Theodoropoulos, A. Maroudis, U. Zdun, A. Makris,K. Tserpes, “WEST GCN-LSTM: Weighted Stacked Spatio-Temporal Graph Neural Networks for Regional Traffic Forecasting”, International Journal of Information Management Data Insights, Volume 5, Issue 1, June 2025.
TEDDCF
Y. Xu, L. Wei, L. Feng, “A Spatial-Temporal Trend-Event Decoupling Dual-Channel Framework for Traffic Flow Prediction”, Expert Systems with Applications, 2025.
STLagGCN
J. Zhao, J. Liu, S. Han, Y. Chen, J. Zhou, “STLagGCN: A Spatial-Temporal Lagged Graph Convolution Network for Traffic Forecasting”, International Conference on Advanced Robotics, Control, and Artificial Intelligence, ICARCAI 2024, pages 326-338, 2024.
TIIDGCN
S. Yang, Q. Wu, M. Li, Y. Sun, "Temporal Identity Interaction Dynamic Graph Convolutional Network for Traffic Forecasting", IEEE Internet of Things Journal, Volume 12, No. 11, pages 15057-15072, June1, 2025 .
IDMixer
K. Wu, S. Zhang, Y. Liu, “IDMixer: Decomposition Spatial-Temporal Identity for Traffic Flow Forecasting”, International Conference on Intelligent Computing, pages 120-131, July 2025.
STFDGCN
L. Hu, L. Wei, Y. Lin, "Spatio-Temporal Fourier Dynamic Graph Convolution Network for Traffic Forecasting", International Journal of Machine Learning and Cybernetics, 2025.
Cast-GCR2N
M. Amintoosi, H. Mehrbagherpour, M. Arashi, “Cast-GCR2N: Causality-Aware Spatiotemporal Graph Convolution Residual Recurrent Network for Traffic Forecasting”, Preprint, 2025.
MESIGCN
S. Wei, D. Hu, X. Xu, C. Wang, “MESIGCN: Multi-scale Equidistant Spatio-temporal Graph Convolution Networks”, ICMLC 2025, 2025.
CISTCN
J. Ye, C. Li, F. Zhang, "Global Causal Impact Inference for Traffic Networks with Graph-Integrated Transfer Entropy", SSRN 2025, 2025.
PSIRAGCN
X. Ji, C. Yan, J. Yuan, F. Zhao, “Graph Convolutional Network with Pattern-Spatial Interactive and Regional Awareness for Traffic Forecasting”, Preprint, 2025.
MPTGNN
Y. Du, M. Sun, Y. Zhang, G. Liu, Y. Wang, “Graph Prompt Guided Multi-Tower Interactive Spatial-Temporal Graph Neural Network for Traffic Flow Forecasting”, Preprint, September 2025.