On the Importance of Looking at the Manifold

no code implementations • 1 Jan 2021 • Nil Adell Mill, Jannis Born, Nathaniel Park, James Hedrick, María Rodríguez Martínez, Matteo Manica

We explore a spectrum of models, ranging from uniquely learning representations based on the isolated features of the nodes (focusing on Variational Autoencoders), to uniquely learning representations based on the topology (using node2vec) passing through models that integrate both node features and topological information in a hybrid fashion.

Representation Learning