2025.7- post-doctoral Tsinghua University

1.Machine Learning with Differential Equations

2.Uncertainty Quantification in Machine Learning

XXX

1. S. Xiao, J. Zhang and Y. Tang. Generalized Lagrangian Neural Networks. Communications in Computational Physics, 39(1), 59-77, 2025.

2. S. Xiao, P. Jin and Y. Tang. A deformation-based framework for learning solution mappings of PDEs defined on varying domains. arXiv preprint arXiv:2412.01379, 2024.

3. S. Xiao, M. Chen, R. Zhang and Y. Tang. Structure-Preserving Recurrent Neural Networks for a Class of Birkhoffian Systems. Journal of Systems Science and Complexity, 37, 441–462, 2024.