Machine Learning, Molecular Design, AI, Transformers, Variational Autoencoder.
Novelty, Validity, and Uniqueness are the most important metric in terms of engineering. Novelty is the fraction of the generated molecules that are not present in the training set. Low novelty indicates overfitting. Validity measures how well the model captures explicit chemical constraints such