3. Finally, the Direct Message Passing Network (D-MPNN) is found to be superior for reaction prediction and explanation. The D-MPNN differs from the conventional Message Passing Networks in a major fashion: The node (atom) features are only updated once, at the end of the message passing operation. Subsequently, the atoms (nodes) incorporate a larger proportion of initial atom features. This finding supports the importance of selecting representative chemical descriptors.