Obtain chemical insight from neural network results
Since you are interested in Artificial Neural Networks that also explain their decisions/predictions you may be interested in transparent neural networks, although they have not been used to my knowledge on chemical information.

Other interesting approaches include inductive logic programming which have among other things been applied to predicting binding of proteins to hexose