In a GGS-NN, the node representations are regarded as the hidden states of a GRU cell. The initial node features x u ( 0 ) {\displaystyle \mathbf {x} _{u}^{(0)}} are zero-padded up to the hidden state dimension of the GRU cell. The same GRU cell is used for updating representations for each node.