Interestingly, although deeper GCNs with more layers will be able to capture richer neighborhood information of a graph, empirically it has been observed that the best performance is achieved with a 2-layer model .
recent efforts that leverage recurrencebased graph neural networks have been explored as the alternatives to encode the structural information of graphs.