@article{hierarchicallyencapsulatedrepresentation,
  title = {Hierarchically Encapsulated Representation for Protocol Design in Self-Driving Labs},
  author = {Yu-Zhe Shi and Mingchen Liu and Fanxu Meng and Qiao Xu and Zhangqian Bi and Kun He and Lecheng Ruan and Qining Wang},
  year = {2025},
  eprint = {2504.03810},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2504.03810v1},
}