@misc{lit_2610_19768,
  title = { {Learning to Compute Is Not Learning to Retain or Reuse in Looped Transformers} },
  author = {Peilong Zhou and Hongtao Zhang and Yulong Huang and Cangyuan Li and Mingyu Chen and Ying Wang},
  year = {2026},
  note = {arXiv preprint},
  eprint = {2610.19768},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.19768}
}