Sample-Efficient Optimization in the Latent Space of Deep Generative Models via Weighted Retraining

Austin Tripp, Erik Daxberger, José Miguel Hernández-Lobato

Many important problems in science and engineering, such as drug design, involve optimizing an expensive black-box objective function over a complex, high-dimensional, and structur…