Since G t and G b capture distinct perspectives of the graph structure, the information flow is prop-agated throughout TD and BU directions, respectively.
for each node v i , the GE receives the node embeddings of v i and its neighbors, and computes its node representation: where Each node v i is represented by two different hidden states, h t i and h b i .