Zhida Liu

RiskTraf: Risk-Extrapolated Residual Learning for Multi-Variate Traffic Flow Prediction

Traffic sensors commonly record flow, speed, and occupancy, but standard traffic flow forecasting benchmarks and models rarely exploit all three raw measurements reliably. Although speed and occupancy provide sensor-native traffic-state information beyond flow alone, existing releases often omit these variables, replac...