Parametric model reduction of mean-field and stochastic systems via higher-order action matching

Neural Information Processing Systems 

Building on the Benamou-Brenier formula from optimal transport and action matching, we use a variational problem to infer parameter-and time-dependent gradient fields that represent approximations of the population dynamics.

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