Reason for Future, Act for Now: A Principled Framework for Autonomous LLM Agents with Provable Sample Efficiency
Project page: https://agentification.github.io/RAFA/.
Please follow the instructions in the respective directories to reproduce our results in the four benchmarks:
@article{liu2023reason,
title={Reason for Future, Act for Now: A Principled Framework for Autonomous LLM Agents with Provable Sample Efficiency},
author={Liu, Zhihan and Hu, Hao and Zhang, Shenao and Guo, Hongyi and Ke, Shuqi and Liu, Boyi and Wang, Zhaoran},
journal={arXiv preprint arXiv:2309.17382},
year={2023}
}