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Statistical Learning in Dynamical Systems
[ODE/PDE estimation and inference, Optimization dynamics]
(Note: student author; * corresponding author.)
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On large batch training and sharp minima: A Fokker-Planck perspective. [journal][reprint][preprint][older version]
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.
Xiaowu Dai* and Lexin Li.
Journal of Machine Learning Research (JMLR), 2024.
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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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