This recent OSDI paper [1] has a direct comparison in Fig 8. It appears there is no particularly pronounced distribution or general performance advantage, and TensorFlow actually outperforms MXNet in this comparison.

1: https://www.usenix.org/system/files/conference/osdi16/osdi16...

[full disclosure, I work on the TensorFlow team]