Capturing non-Markovian dynamics in non-equilibrium stochastic systems using flow matching

In three linesFlow matching method to model flux distributions in stochastic particle systems, capturing non-Markovian and non-Gaussian effects missed by classical hydrodynamic equations (regularized Dean-Kawasaki). Validated on Kramers first passage time problem.

Summary generated by Claude — human-verified