Fig. 5. Scheme of the multi-task constrained model to predict chemical meaningful descriptors. The D-MPNN layer, as illustrated in literature,35 encodes a molecule into atom features and bond features, which then go through multiple feed forward neural networks (NN) to predict the target descriptors. For constrained descriptors, an attention-based constraint is applied. The constraining function f is defined as in eqn (1).
