About Me

I am a PhD candidate in Mathematics, National University of Singapore (NUS), supervised by Li Qianxiao.

I graduated with a BSc in Pure and Applied Mathematics, Jilin University and an MSc in Mathematics, National University of Singapore.

My research areas include machine learning and dynamical systems, particularly focusing on applying neural networks to improve numerical algorithms and integrating Koopman operators with control systems for forward predictions and inverse problems.

Education

Experience

Publications & Preprints

• Yue Guo, Milan Korda, Ioannis G Kevrekidis, Qianxiao Li (2025). Learning Parametric Koopman Decompositions for Prediction and Control (SIAM Journal on Applied Dynamical Systems).

  PDF DOI Cite Code
  ×

  BibTeX

  @article{guo2023learning, title={Learning parametric koopman decompositions for prediction and control}, author={Guo, Yue and Korda, Milan and Kevrekidis, Ioannis G and Li, Qianxiao}, journal={arXiv preprint arXiv:2310.01124}, year={2023} } Copy

• Danimir T Doncevic, Alexander Mitsos, Yue Guo, Qianxiao Li, Felix Dietrich, Manuel Dahmen, Ioannis G Kevrekidis (2024). A recursively recurrent neural network (R2N2) architecture for learning iterative algorithms (SIAM Journal on Scientific Computing).

  PDF DOI Cite
  ×

  BibTeX

  @article{doncevic2024recursively, title={A recursively recurrent neural network (r2n2) architecture for learning iterative algorithms}, author={Doncevic, Danimir T and Mitsos, Alexander and Guo, Yue and Li, Qianxiao and Dietrich, Felix and Dahmen, Manuel and Kevrekidis, Ioannis G}, journal={SIAM Journal on Scientific Computing}, volume={46}, number={2}, pages={A719--A743}, year={2024}, publisher={SIAM} } Copy

• Yue Guo, Felix Dietrich, Tom Bertalan, Danimir T Doncevic, Manuel Dahmen, Ioannis G Kevrekidis, Qianxiao Li (2022). Personalized Algorithm Generation: A Case Study in Learning ODE Integrators (SIAM Journal on Scientific Computing).

  PDF DOI Cite Code
  ×

  BibTeX

  @article{guo2022personalized, title={Personalized algorithm generation: A case study in learning ode integrators}, author={Guo, Yue and Dietrich, Felix and Bertalan, Tom and Doncevic, Danimir T and Dahmen, Manuel and Kevrekidis, Ioannis G and Li, Qianxiao}, journal={SIAM Journal on Scientific Computing}, volume={44}, number={4}, pages={A1911--A1933}, year={2022}, publisher={SIAM} } Copy

Curriculum Vitae

Download my full CV for more details about my academic background, research, and experience.