@misc{lit_2610_21594,
  title = { {LoopAhead: Speculating Ahead for Faster Decoding in Looped Language Models} },
  author = {Zixuan Liu and Nan Xue and Rui Bao and Yuhang Xu and Xiaofeng Cao and Jiangchao Yao and Zhiyong Chen},
  year = {2026},
  note = {arXiv preprint},
  eprint = {2610.21594},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.21594}
}