About me

I am a Ph.D. student (2023-Present), advised by Prof. Chen Zhang.

I received my Bachelor’s degree in Industrial Engineering from Tsinghua University (2019-2023).


🔬 Research Interests

  • Causal Inference & Discovery
  • Time Series Analysis & Forecasting
  • Spatiotemporal Data Mining & Graph Neural Networks
  • Anomaly Detection

📚 Publications

2025

  • Nonlinear Causal Discovery via Dynamic Latent Variables
    X Yang*, T Lan*, H Qiu, C Zhang
    IEEE Transactions on Automation Science and Engineering, 2025

  • Federated multi-task Bayesian network learning in the presence of overlapping and distinct variables
    X Yang, B Niu, T Lan, C Zhang
    IISE Transactions, 2025

  • Wavelet-based Disentangled Adaptive Normalization for Non-stationary Times Series Forecasting
    J Lin, T Lan, B Zhang, K Lin, D Miao, H He, J Ye, C Zhang, Y Li
    arXiv preprint arXiv:2506.05857, 2025

  • Tensor State Space-based Dynamic Multilayer Network Modeling
    T Lan, J Guo, C Zhang
    arXiv preprint arXiv:2506.02413, 2025

  • CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series
    T Lan, Y Gao, Y Lu, C Zhang
    arXiv preprint arXiv:2505.00415, 2025

2024

  • Xtraffic: A dataset where traffic meets incidents with explainability and more
    X Gou, Z Li, T Lan, J Lin, Z Li, B Zhao, C Zhang, D Wang, X Zhang
    arXiv preprint arXiv:2407.11477, 2024

  • Multifun-dag: Multivariate functional directed acyclic graph
    T Lan, Z Li, J Lin, Z Li, L Bai, M Li, F Tsung, R Zhao, C Zhang
    arXiv preprint arXiv:2404.13836, 2024

  • Multi-scenario cellular KPI prediction based on spatiotemporal graph neural network
    J Lin, T Lan, B Zhang, K Lin, D Miao, H He, J Ye, C Zhang, YF Li
    IEEE Transactions on Automation Science and Engineering, 2024

2023

  • Mm-dag: Multi-task dag learning for multi-modal data-with application for traffic congestion analysis
    T Lan, Z Li, Z Li, L Bai, M Li, F Tsung, W Ketter, R Zhao, C Zhang
    Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2023

🏆 Awards