@misc{lit_2610_10623,
  title = { {Recurrent Self-Improvement: Dynamic Cross-Loop On-Policy Distillation for Looped Language Models} },
  author = {Yi Wang and Rui Qian and Yu Li and Haoyang Yao and Wenjie Wang},
  year = {2026},
  note = {arXiv preprint},
  eprint = {2610.10623},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.10623}
}