The likely reason for the poorer performance of the dummy atom approach is that while it removes the same bits as the Riniker and Landrum approach, it also introduces an equal number of new on-bits associated with the dummy atom. These new on-bits introduces spurious logP contributions which can corrupt the heatmaps. We note that these conclusions are specific to the FP representation and do not necessarily apply to the use of dummy atoms with graph neural networks.