during the AL training of MLPs for water. In each case, we evaluated the accuracy of the generated potential by measuring the mean absolute deviation (MAD) of total energy and atomic forces with respect to the ground truth method, PBE0-D3BJ. We also considered the efficiency of training by analysing the number of configurations required for training. The AL process was considered complete when no configurations were selected within the maximum simulation time of 5 ps.