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Dec 29, 2023 · We demonstrate our method by learning the stretching dynamics of polymer chains containing up to 900 degrees of freedom, condensing it into a ...
Aug 8, 2023 · Here we develop a platform based on a generalized Onsager principle to learn macroscopic dynamical descriptions of arbitrary stochastic ...
Dec 29, 2023 · Unstructured approaches parameterize dynamical equations by a generic set of building blocks, such as fixed polynomials, trainable feature maps ...
Here we develop a platform based on a generalized Onsager principle to learn macroscopic dynamical descriptions of arbitrary stochastic dissipative systems ...
Dec 29, 2023 · Our method simultaneously constructs reduced thermodynamic coordinates and interprets the dynamics on these coordinates. We demonstrate its ...
Dec 29, 2023 · Our method simultaneously constructs reduced thermodynamic coordinates and interprets the dynamics on these coordinates. We demonstrate its ...
Dec 18, 2023 · Our machine learning approach addresses this by simultaneously constructing reduced thermodynamic coordinates and interpreting the dynamics on ...
Our method simultaneously constructs reduced thermodynamic coordinates and interprets the dynamics on these coordinates. We demonstrate its effectiveness by ...
Aug 8, 2023 · Our machine learning approach addresses this by simultaneously constructing reduced thermodynamic coordinates and interpreting the dynamics on ...