Latent Space Bayesian Optimization with Latent Data Augmentation for Enhanced Exploration

Onur Boyar, Ichiro Takeuchi

Latent Space Bayesian Optimization (LSBO) combines generative models, typically Variational Autoencoders (VAE), with Bayesian Optimization (BO) to generate de-novo objects of inter…