@article{beyondfixedtrainingfreevariablelengthden,
  title = {Beyond Fixed: Training-Free Variable-Length Denoising for Diffusion Large Language Models},
  author = {Jinsong Li and Xiaoyi Dong and Yuhang Zang and Yuhang Cao and Jiaqi Wang and Dahua Lin},
  year = {2025},
  eprint = {2508.00819},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2508.00819},
}