A recent study (Xu and Durrett, 2018) propose to get rid of KL annealing by using the von Mises-Fisher (vMF) family of posterior and prior.
they set the prior to the uniform distribution on a unit hypersphere, whereas the posterior family is normal distribution on the surface of the same sphere.