With the continuous advances in generative models, the latent spaces are becoming denser covering a larger chemical space. At the same time, we are witnessing an increasing adoption of these models in drug discovery. Being able to efficiently navigate these spaces to identify novel molecules with desirable properties can greatly assist the drug discovery process.