BIMSA > Xiaopei Jiao
Assistant Professor Xiaopei Jiao

Group: Artificial Intelligence and Machine Learning

Office: A1-206

Email: jiaoxiaopei@bimsa.cn

Research Field: Control theory, Algebraic Geometry, Physics-Informed machine learning

CV

Biography

Jiao Xiaopei graduated with a bachelor's degree from the Zhi Yuan College of Shanghai Jiao Tong University (Physics Department) in 2017 and obtained his PhD from the Department of Mathematical Sciences at Tsinghua University in 2022, under the guidance of Professor Stephen Shing-Toung Yau (IEEE Fellow, former tenured professor at the University of Illinois at Chicago). He has conducted postdoctoral research at the Beijing Institute of Mathematica Science and Application and at the University of Twente in the Netherlands (under the guidance of Professor Johannes Schmidt-Hieber, Fellow of the Institute of Mathematical Statistics). His current research interests include control theory, stochastic filter, Physics-Informed machine learning, and Numerical differential equations.

Research Interest

  • Control theory
  • Algebraic Geometry
  • Physics-Informed Machine learning

Education Experience

  • 2017 - 2022      Tsinghua University      Mathematics      Ph.D      (Supervisor: Prof. Stephen S.-T. Yau, IEEE life fellow)
  • 2013 - 2017      Shanghai Jiao Tong University      Physics      B.Sc.      (Supervisor: Prof. David Shen-Ou Cai)

Work Experience

  • 2024 - 2024      University of Twente      Postdoctoral researcher
  • 2022 - 2024      Beijing Institute of Mathematical Sciences and Applications      Postdoctoral researcher

Honors and Awards

  • 2021      First class scholarship, Tsinghua University.
  • 2015      Meritourious Award in the Mathematical Contest in Modeling (MCM), U.S.
  • 2014      First prize in the Chinese Mathematics Competitions
  • 2014      First prize in the Chinese Physics Competitions

Publication

  • [1] Xiaopei Jiao*, Ji Shi* & Stephen S.-T. Yau, Extended Direct Method: A Time-Varying Kolmogorov Equation Approach for Infinite-Dimensional Optimal Filtering Problems, accepted by IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS (2026)
  • [2] Yusong Ye, Xiaopei Jiao, Mingjun Han, Zhuoqin Yang, The Phase Polarization induced by Homogeneity Structure of Evolving Random Hypergraph, accepted by Physica A: Statistical Mechanics and Its Applications (2026)
  • [3] Ji Shi*, Xiaopei Jiao*, Jiayi Kang*, Songlin Zhou* and Stephen S.-T. Yau, Physics-Informed Neural State Estimation With Model Inaccuracy (2026)
  • [4] Stephen Yau, Xiuqiong Chen, Xiaopei Jiao, Jiayi Kang, Zeju Sun, Yangtianze Tao, Principles of Nonlinear Filtering Theory, Springer (2026)
  • [5] Xiaopei Jiao, Ji Shi, Xiuqiong Chen, Fansheng Xiong*, GsPINN: A novel fast Green kernel solver based on symmetric Physics-Informed neural networks, Neurocomputing, 672, 132706 (2026)
  • [6] Xiaopei Jiao*, Kang J. and Shi J, Finite dimensional filter with non-maximal rank, Communications in Information and Systems, 25(4), 757-785 (2025)
  • [7] Kang J.*, Xiaopei Jiao*, and Stephen S.-T. Yau, Estimation of the Linear System via Optimal Transportation and Its Application for Missing Data Observations, IEEE Transactions on Automatic Control (2025)
  • [8] Shayan Hundrieser, Harald Monsuur, Xiaopei Jiao, Alexander Heinlein, Johannes Schmidt-Hieber*, Making physics-informed neural networks robust to PDE misspecification (2025)
  • [9] Shi, J.*, Xiaopei Jiao*, & Yau, S. S.-T., A Novel Logarithmic Transformed Deep Galerkin Approach to Optimal Filtering Problem, Proceeding of 2024 IEEE 63rd Conference on Decision and Control (CDC) (2024)
  • [10] Lai, X.*, Xiaopei Jiao*, Zhang, H., & Lei, J., Computational modeling reveals key factors driving treatment-free remission in chronic myeloid leukemia patients, NPJ Systems Biology and Applications, 10(1), 45 (2024)
  • [11] Kang J., Xiaopei Jiao and Stephen S-T. Yau, Finite Dimensional Estimation Algebra For Time-varying Filtering System and Optimal Transport Particle Filter: A Tangent Flow Point of View, IEEE Transactions on Aerospace and Electronic Systems (2023)
  • [12] Yu, H., Xiaopei Jiao, & Yau, S. S. T., Complete Classification of Finite Dimensional Estimation Algebras with State Dimension N, Linear Rank n-1 and Constant Wong Matrix., IEEE TRANSACTIONS ON AUTOMATIC CONTROL (2023)
  • [13] Xiaopei Jiao and Fansheng Xiong, Leveraging Lie Group Symmetries to Enhance Physics-Informed Neural Networks for the Fundamental Solution of Linear PDEs, Arxiv (2023)
  • [14] Xiaopei Jiao, Stephen S-T. Yau, Structure of finite dimensional exact estimation algebra on state dimension 3 and linear rank 2, International Journal of Control, 96(2), 362-373 (2023)
  • [15] Xiaopei Jiao*, Shaojun Pei*, Zeju Sun, Jiayi Kang and Stephen S.-T. Yau, Determination of the nucleotide or amino acid composition of genome or protein sequences by using natural vector method and convex hull principle, Fundamental Research, 1(5), 559-564 (2021)
  • [16] Zhang, C.*, Shao, C.*, Xiaopei Jiao*, Bai, Y., Li, M., Shi, H., Lei, J., Zhong, X., Individual cell‐based modeling of tumor cell plasticity‐induced immune escape after CAR‐T therapy, Computational and Systems Oncology, 1(3), e21029 (2021)
  • [17] Xiaopei Jiao, & Yau, S. S. T., New classes of finite dimensional filters with nonmaximal rank estimation algebra on state dimension n and linear rank n-2, SIAM JOURNAL ON CONTROL AND OPTIMIZATION (2020)
  • [18] Xiaopei Jiao, & Lei, J., Dynamics of gene expression based on epigenetic modifications., Communications in Information and Systems (2018)
  • [19] J Shi*, Xiaopei Jiao*, SST Yau, DGLG: A Novel Deep Generalized Legendre-Galerkin Approach To Optimal Filtering Problem, IEEE TRANSACTIONS ON AUTOMATIC CONTROL (2024)
  • [20] Xiaopei Jiao, Stephen S.-T. Yau, Weak form Mitter conjecture on nonmaximal rank estimation algebra: state dimension 4 and rank 3, Journal of Systems Science & Complexity (2024)
  • [21] Xiaopei Jiao, SST Yau, Finite-dimensional estimation algebra on arbitrary state dimension with nonmaximal rank: linear structure of Wong matrix, International Journal of Control, 97(11), 2669-2676 (2024)
  • [22] X Lai*, Xiaopei Jiao*, H Zhang, J Lei, Mechanism of treatment-free remission in patients with chronic myeloid leukemia revealed by a computational model of CML evolution, bioRxiv (2022)

 

Update Time: 2026-03-02 18:00:06