@article{maxsmetaadaptiveexplorationwithllmagents,
  title = {MAXS: Meta-Adaptive Exploration with LLM Agents},
  author = {Jian Zhang and Zhiyuan Wang and Zhangqi Wang and Yu He and Haoran Luo and li yuan and Lingling Zhang and Rui Mao and Qika Lin and Jun Liu},
  year = {2026},
  eprint = {2601.09259},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.09259},
}