We note that reweighting only guarantees improvement in the case of complete domain coverage, which is not fulfilled in general. However, we observe that the surrogate model tends to broadly cover the domain, even generating high-energy metastable conformations. One important role of the reweighting step is ruling out these states as we illustrate in Appendix 9.7.