@misc{lit_2610_11570,
  title = { {Scaling to Tens of Thousands of Test-Time Iterations with Loop-Native Attention Residuals} },
  author = {Pengxiang Li and Dilxat Muhtar and Di He and Guinan Su and Lu Yin and Shiwei Liu},
  year = {2026},
  note = {arXiv preprint},
  eprint = {2610.11570},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.11570}
}