@article{enhancingdecisionmakingforllmagentsvia,
  title = {Enhancing Decision-Making for LLM Agents via Step-Level Q-Value Models},
  author = {Yuanzhao Zhai and Tingkai Yang and Kele Xu and Feng Dawei and Cheng Yang and Bo Ding and Huaimin Wang},
  year = {2024},
  eprint = {2409.09345},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2409.09345v1},
}