Despite constructing and explicitly through integrals, the problem of minimizing
remains intractable at not only but also and contain complicated integrals. A simpler approach would be a “conditional flow matching”, which has the same optimum as the original . This is given as
To use in the place of , we need to prove that is in fact equal to , i.e. the two have the same gradient with regard to for marginal probability paths and .