The fact that the software in question is not publicly available or runnable certainly makes it a "black box", regardless of whether the underlying models are human-interpretable. EDIT: my apologies, apparently it is available: https://github.com/deepmind/deepmind-research/tree/master/al... I must have gotten mixed this up with a different black-box-advertised-in-scientific-journal story.