@article{generativebayesianoptimizationgenerative,
  title = {Generative Bayesian Optimization: Generative Models as Acquisition Functions},
  author = {Rafael Oliveira and Daniel M. Steinberg and Edwin V. Bonilla},
  year = {2025},
  eprint = {2510.25240},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.25240},
}