@article{decipheringtrajectoryaidedllmreasoningan,
  title = {Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective},
  author = {Junnan Liu and Hongwei Liu and Linchen Xiao and Shudong Liu and Taolin Zhang and Zihan Ma and Songyang Zhang and Kai Chen},
  year = {2025},
  eprint = {2505.19815},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2505.19815v1},
}