Very exciting extension of Neural Turing Machines. As a side note: Gated Graph Sequence Neural Networks (https://arxiv.org/abs/1511.05493) perform similarly or better on the bAbI tasks mentioned in the paper. The comparison to existing graph neural network models apparently didn't make it into the paper (sadly).