Jing Liao

CausalST: directed delay-aware graph neural networks for traffic flow prediction

Experiments on PeMS03, PeMS04, and PeMS08 show that CausalST achieves the lowest MAPE among all compared methods while remaining competitive in MAE and RMSE, and ablation results reveal non-additive interactions between directed weighting and delayed aggregation.