@misc{lit_2610_25723,
  title = { {Learning to Couple: Context-Adaptive Joint Denoising for Diffusion Language Models} },
  author = {Zilei Shao and Ian Li and Heng Zhao and Kewei Lian and Guy Van den Broeck and Zhe Zeng and Anji Liu},
  year = {2026},
  note = {arXiv preprint},
  eprint = {2610.25723},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.25723}
}