@article{muontowardsmoreeffectivemuonviaoneadditi,
  title = {MUON+: Towards More Effective Muon via One Additional Normalization Step for LLM Pre-training},
  author = {Ruijie Zhang and Yequan Zhao and Ziyue Liu and Zhengyang Wang and Yupeng Su and Liyan Tan and Zheng Zhang},
  year = {2026},
  eprint = {2602.21545},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2602.21545},
}