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cs.LG2025
SFADNet: Spatio-temporal Fused Graph based on Attention Decoupling Network for Traffic Prediction
Mei Wu, Wenchao Weng, Jun Li +3
In recent years, traffic flow prediction has played a crucial role in the management of intelligent transportation systems. However, traditional prediction methods are often limite…
cs.LG2025
MHGNet: Multi-Heterogeneous Graph Neural Network for Traffic Prediction
Mei Wu, Yiqian Lin, Tianfan Jiang +1
In recent years, traffic flow prediction has played a crucial role in the management of intelligent transportation systems. However, traditional forecasting methods often model non…
cs.LG2024
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction
Wenchao Weng, Mei Wu, Hanyu Jiang +3
In recent years, deep learning has increasingly gained attention in the field of traffic prediction. Existing traffic prediction models often rely on GCNs or attention mechanisms w…