The hyperparameters we chose to investigate for optimisation were: the target quantity, the committee size, the batch size, and the target percentage of structures above the uncertainty threshold. The results of varying these parameters individually with 5-fold cross validation are shown in Table . In all cases the uncertainty threshold was set at 1.0 kJ mol -1 and structures were added to the training set by highest uncertainty.