The fundamental idea of embedding a network in metric space is rooted the principle proximity preservation. Nodes are mapped into points with pairwise distance that reflects their network. Popular methods employed either rely on implicit approximations preservation or implement it by enforcing geometry space, thus hindering geometric properties networks may spontaneously exhibit. Here, we take ...