A 3-layer densely connected graph convolutional network. The example AMR graph here corresponds to the sentence “You guys know what I mean.” Every layer encodes information about immediate neighbors and 3 layers are needed to capture third-order neighborhood information (nodes that are 3 hops away from the current node). Each layer concatenates all preceding outputs as the input.