Virtual screening with a synthetic oracle. We designed the virtual screens such that the NGT and HE approaches had an approximately similar computational budget for function evaluations. Consequently, the NGT approach resulted in approximately three times as many final, scored compounds compared to the HE approach. We applied MW and logP molecular property constraints equally to the NGT and HE approaches as described above: the final compounds satisfy MW < 550 Da and CLogP < 5.