@article{fouriersamplerunlockingnonautoregressive,
  title = {FourierSampler: Unlocking Non-Autoregressive Potential in Diffusion Language Models via Frequency-Guided Generation},
  author = {Siyang He and Qiqi Wang and Xiaoran Liu and Hongnan Ma and Yiwei Shi and Yuerong Song and Ying Zhu and Tianyi Liang and Zengfeng Huang and Ziwei He and Xipeng Qiu},
  year = {2026},
  eprint = {2601.23182},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.23182},
}