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02/17/2023
On Equivalent Optimization of Machine Learning Methods
At the core of many machine learning methods resides an iterative optimi...
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02/09/2023
Gentlest ascent dynamics on manifolds defined by adaptively sampled point-clouds
Finding saddle points of dynamical systems is an important problem in pr...
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08/23/2022
GANs and Closures: Micro-Macro Consistency in Multiscale Modeling
Sampling the phase space of molecular systems – and, more generally, of ...
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04/30/2022
Learning Effective SDEs from Brownian Dynamics Simulations of Colloidal Particles
We construct a reduced, data-driven, parameter dependent effective Stoch...
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04/21/2022
Staying the course: Locating equilibria of dynamical systems on Riemannian manifolds defined by point-clouds
We introduce a method to successively locate equilibria (steady states) ...
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10/05/2021