Generative Bayesian Optimization: Generative Models as Acquisition Functions

Rafael Oliveira, Daniel M. Steinberg, Edwin V. Bonilla

We present a general strategy for turning generative models into candidate solution samplers for batch Bayesian optimization (BO). The use of generative models for BO enables large…