[I'm one of the Microsoft Research people who worked on this]

(thanks Nick. Here are the links)

Generative Code Modeling with Graphs: https://arxiv.org/abs/1805.08490 Learning to Represent Programs with Graphs: https://arxiv.org/abs/1711.00740