Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings

Aryan Deshwal, Sebastian Ament, Maximilian Balandat +3

We consider the problem of optimizing expensive black-box functions over high-dimensional combinatorial spaces which arises in many science, engineering, and ML applications. We us…