ML acceleration with the help of regression models has, for instance, been previously achieved by a Random Forest (RF) model (option in MolPAL), an ensemble of RF and a Graph Convolutional Neural Network (Glide Active Learning), a simple feed-forward neural network (Mol-PAL), and by the message-passing neural network Chemprop (MolPAL, ).