We compare to some standard convex optimization techniques implemented in scipy here [1]. We have comparisons to some other Bayesian methods here [2]. I'm happy to answer any questions!

[1]: https://github.com/sigopt/sigopt-examples/blob/master/ipytho...

[2]: http://arxiv.org/abs/1603.09441