Publications

• Generalized Route Choice Modeling via Fusion of Structural Knowledge and LLM-Inferred Context
  Shuhan Qiu, Xiannan Huang, Guoyang Qin, Xuejian Chen, Jian Sun, 2025
  The 2025 IEEE International Conference on Intelligent Transportation Systems (ITSC 2025)
• CONTINA: Confidence interval for traffic demand prediction with coverage guarantee
  Chao Yang, Xiannan Huang, Shuhan Qiu, Yan Cheng, 2026
  Transportation Research Part C: Emerging Technologies | DOI
• Predicting subway passenger flows under incident situation with causality
  Xiannan Huang, Shuhan Qiu, Quan Yuan, Chao Yang, 2026
  Transportation | DOI
• Online time series prediction using feature adjustment
  Xiannan Huang, Shuhan Qiu, Jiayuan Du, Chao Yang, 2026
  International Conference on Learning Representations (ICLR)
• Estimating and Analyzing the Causal Effects of Subway System Accidents on Passenger Flows
  Xiannan Huang, Quan Yuan, Shuhan Qiu, Chao Yang, 2025
  Transportation Research Board (TRB) Annual Meeting 2025
• Leveraging Intra-Period and Inter-Period Features for Enhanced Passenger Flow Prediction of Subway Stations
  Xiannan Huang, Chao Yang, Quan Yuan, 2024
  Transportation Research Board (TRB) Annual Meeting 2024 | arXiv