Acquisition Function-Guided Generation for Bayesian Optimization over Discrete Spaces

Tommaso Ancilli, Thomas Wedenig, Henry Moss +1

Bayesian optimization (BO) over discrete spaces is challenging due to missing gradients and the sparsity of valid solutions. Latent-space BO sidesteps both issues by fitting a surr…