@misc{lit_2610_41825,
  title = { {Where KV-Cache Error Lives in Looped Language Models: A Diagnostic Study of Ouro and Huginn} },
  author = {Dezhen Lu and Runguo Li and Zixiang Ni and Yuchen Tang and Xingquan Kong and Jiaxing Yang and Jiarui Guo and Lingxiang Gao},
  year = {2026},
  note = {arXiv preprint},
  eprint = {2610.41825},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.41825}
}