Before revision:  Graph AE, VAE and most of their extensions rely on  graph convolutional networks (GCN) encoders to learn vector space representations of nodes.
After revision:  Graph AE, VAE and most of their extensions rely on multi-layer graph convolutional networks (GCN) encoders to learn vector space representations of nodes.