As an example of optimizing towards user-specified desired properties, we have evaluated how well we can find more active compounds against DRD2 compared to a given starting molecule. However, any property can be optimized in the RL framework as long as it can be used as a scoring function. Notably, the accuracy and generalizability of a predictive model plays an important role in practice.