I think it's highly task-specific. In network biology for example, taking advantage of the network structure, either through node embeddings or directly, is alm

I think it's highly task-specific. In network biology for example, taking advantage of the network structure, either through node embeddings or directly, is almost always helpful (even necessary). I'm not as familiar with applications to social networks, or graph DBs.