The gated graph sequence neural network (GGS-NN) was introduced by Yujia Li et al. in 2015.[27] The GGS-NN extends the GNN formulation by Scarselli et al.[1] to output sequences. The message passing framework is implemented as an update rule to a gated recurrent unit (GRU) cell.