2 papers
cs.LG2025
PPTNet: A Hybrid Periodic Pattern-Transformer Architecture for Traffic Flow Prediction and Congestion Identification
Hongrui Kou, Jingkai Li, Ziyu Wang +3
Accurate prediction of traffic flow parameters and real time identification of congestion states are essential for the efficient operation of intelligent transportation systems. Th…
cs.RO2025
UniSTPA: A Safety Analysis Framework for End-to-End Autonomous Driving
Hongrui Kou, Zhouhang Lyu, Ziyu Wang +2
As autonomous driving technology continues to advance, end-to-end models have attracted considerable attention owing to their superior generalisation capability. Nevertheless, such…