Table Efficiency of GB-BI, GB-EPI and GB-GA in the rediscovery of Troglitazone, in terms of the average number of required score evaluations and the success ratio. We also include the publication year of the algorithm. For GB-BI, we present the results for ten independent, randomly seeded runs for the ECFP4 representation in combination with the posterior mean acquisition function. For GB-EPI and GB-GA, we use the results of a previous study in which 100 independent, randomly seeded runs of both those algorithms were analysed.