Existing local Bayesian optimization techniques are overly conservative, wasting queries on directions that offer little decrease

existing techniques often prioritize the probability of descent over the magnitude of progress. This leads to overly conservative steps that yield negligible improvement, wasting queries on directions that are nearly certain to descend but offer little decrease

http://arxiv.org/abs/2608.25116v1