So why not do this directly? ->Requires differentiating a graph Why not use only one Network? Graph->Vector->pdf ->Finds trivial solution, as $ \propto \frac{1}{\sigma_{Vector}}$ So regularise the standart deviation of the vector space! Interplay between encoding and NF Could also be useful for highdim data