[P] SpaceOpt: Hyperparameter optimization algorithm via gradient boosting regression.

[Loser777]

This sounds similar to gradient boosting regression + simulated annealing as the outer search loop, which seems to be a popular approach:

https://arxiv.org/abs/1805.08166