Emily Delaney

Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders

Bayesian optimization (BayesOpt) is a gold standard for query-efficient continuous optimization. However, its adoption for drug design has been hindered by the discrete, high-dimensional nature of the decision variables. We develop a new approach (LaMBO) which jointly trains a denoising autoencoder…