Open access
2026
Traffic Flow Prediction Based on Multi-Scale Graph Convolution Enhanced Large Language Model
The proposed MSG-LLM traffic flow forecasting framework significantly outperforms existing mainstream models in both short-term and long-term traffic flow forecasting tasks, validating the effectiveness and strong generalization ability of MSG-LLM in modeling complex traffic systems.
Chuangchuang Zhang, Zeng-Xu Song, Haiquan Shao
· IEEE Access · 0 citations