Generator. The generator loss is a weighted sum of negative log-likelihood (nll), Wasserstein GAN adversarial loss , and the reward network score for the fake molecule batch. The hyperparameters α and ρ represent the weights of the adversarial loss and reward score respectively; the weights of all objectives sum to one. The loss with respect to the generator is formalized