The GCNs are designed to capture the dependencies between shortcut arcs, while the layer number of GCNs limits the ability to capture local graph information.
in this cases, we find that leveraging local sequential context will help to expand the information flow without increasing the layer number of GCNs, which means LSTMs and GCNs maybe complementary.