@article{fromartodiffusionefficientlyadaptinglarg,
  title = {From AR to Diffusion: Efficiently Adapting Large Language Models with Strictly Causal and Elastic Horizons},
  author = {Xiangyu Ma and Teng Xiao and Zuchao Li and Lefei Zhang},
  year = {2026},
  eprint = {2605.27387},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.27387},
}