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Statistical Learning in Dynamical Systems

[Kernel ODE, ODE inference, SGD dynamics]

Xiaowu Dai and Yuhua Zhu. 

Journal of Statistical Theory and Practice (JSTP), special issue on "Advances in Deep Learning", 2020.

Xiaowu Dai and Lexin Li.​ 

Journal of the American Statistical Association: Theory and Methods (JASA), 2022.

  • Post-regularization confidence bands for ordinary differential equations. [pdf]

Xiaowu Dai and Lexin Li. 

Preprint, 2023+; Under Revisions at Journal of Machine Learning Research.

  • Nonparametric estimation via mixed gradients. [pdf]

Xiaowu Dai

Preprint, 2023+; Under Revisions at Journal of the Royal Statistical Society: Series B.

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