@misc{liu2023reason,
  title={Reason for Future, Act for Now: A Principled Framework for Autonomous LLM Agents with Provable Sample Efficiency},
  author={Zhihan Liu and Hao Hu and Shenao Zhang and Hongyi Guo and Shuqi Ke and Boyi Liu and Zhaoran Wang},
  year={2023},
  eprint={2309.17382},
  archivePrefix={arXiv},
  primaryClass={cs.AI},
  url={https://arxiv.org/abs/2309.17382}
}