@inproceedings{song2024position,
  author       = {Xingyou Song and
                  Yingtao Tian and
                  Robert Tjarko Lange and
                  Chansoo Lee and
                  Yujin Tang and
                  Yutian Chen},
  editor       = {Ruslan Salakhutdinov and
                  Zico Kolter and
                  Katherine A. Heller and
                  Adrian Weller and
                  Nuria Oliver and
                  Jonathan Scarlett and
                  Felix Berkenkamp},
  title        = {Position: Leverage Foundational Models for Black-Box Optimization},
  booktitle    = {Forty-first International Conference on Machine Learning, {ICML} 2024,
                  Vienna, Austria, July 21-27, 2024},
  series       = {Proceedings of Machine Learning Research},
  volume       = {235},
  pages        = {46168--46180},
  publisher    = {{PMLR} / OpenReview.net},
  year         = {2024},
  url          = {https://proceedings.mlr.press/v235/song24h.html}
}