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Taming hyperparameter tuning in continuous normalizing flows using the JKO scheme.
Sci Rep. 2023 Mar 18;13(1):4501. doi: 10.1038/s41598-023-31521-y.
Sci Rep. 2023.
PMID: 36934141
Free PMC article.
Alternating the population and control neural networks to solve high-dimensional stochastic mean-field games.
Lin AT, Fung SW, Li W, Nurbekyan L, Osher SJ.
Lin AT, et al. Among authors: nurbekyan l.
Proc Natl Acad Sci U S A. 2021 Aug 3;118(31):e2024713118. doi: 10.1073/pnas.2024713118.
Proc Natl Acad Sci U S A. 2021.
PMID: 34330823
Free PMC article.
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A machine learning framework for solving high-dimensional mean field game and mean field control problems.
Ruthotto L, Osher SJ, Li W, Nurbekyan L, Fung SW.
Ruthotto L, et al. Among authors: nurbekyan l.
Proc Natl Acad Sci U S A. 2020 Apr 28;117(17):9183-9193. doi: 10.1073/pnas.1922204117. Epub 2020 Apr 9.
Proc Natl Acad Sci U S A. 2020.
PMID: 32273389
Free PMC article.
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