Fig. 12

MTH-QGNN Performance in Dynamic Traffic Scenarios (a) Sudden Congestion: The model promptly reacts to a fast decline in traffic velocity, precisely monitoring the actual conditions. (b) Traffic Recovery: MTH-QGNN forecasts normal speeds with greater accuracy than the baseline model.