@article{annealadaptingllmagentsviagovernedsymbol,
  title = {ANNEAL: Adapting LLM Agents via Governed Symbolic Patch Learning},
  author = {Safayat Bin Hakim and Keyan Guo and Wenkai Tan and Alvaro Velasquez and Shouhuai Xu and Houbing Herbert Song},
  year = {2026},
  eprint = {2605.16309},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.16309},
}