To make this evolutionary search more efficient, we bootstrap it by using an initial pool of molecules created by finding N most similar molecule embeddings to a given set of spectra embeddings within a pool of compounds with similar compositions (where the composition might be known from mass spectrometry and or elemental analysis, see Appendix F.1).