Moment-DeepRitz learns the potential and rotational parts of a non-gradient drift in diffusion systems by combining first-moment dynamics with a DeepRitz variational loss.
(2012) Stochastic thermodynamics under coarse graining
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Moment Estimates and DeepRitz Methods on Learning Diffusion Systems with Non-gradient Drifts
Moment-DeepRitz learns the potential and rotational parts of a non-gradient drift in diffusion systems by combining first-moment dynamics with a DeepRitz variational loss.