I came across this a few days ago, and my excuse to give it a a serious look is that Andreas Krause has some deep and interesting research in Gaussian Processes and Bandits [1].
It's Krause, he's one of the biggest researchers in the field. At least based on the other work of his I've read, he's a good writer too. This ought to be a worth while read.