There has been an increased interest in applying machine learning techniques on relational structured-data based observed graph. Often, this graph is not fully representative of the true relationship amongst nodes. In these settings, building a generative model conditioned allows to take uncertainty into account. Various existing either rely restrictive assumptions, fail preserve topological pr...