@misc{lit_2610_06833,
  title = { {Towards Looped Models Done Right, Part II: Rethinking at Fixed Points} },
  author = {Benhao Huang and Chufan Shi and Junlin Chen and Shicheng Wen and Zhengzhong Liu and Eric Xing and Xuezhe Ma},
  year = {2026},
  note = {arXiv preprint},
  eprint = {2610.06833},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.06833}
}