@article{learningagenticpolicyfromactionguidance,
  title = {Learning Agentic Policy from Action Guidance},
  author = {Yuxiang Ji and Zengbin Wang and Yong Wang and Shidong Yang and Ziyu Ma and Guanhua Chen and Zonghua Sun and Liaoni Wu and Xiangxiang Chu},
  year = {2026},
  eprint = {2605.12004},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.12004},
}