@article{prefixadaptiveblockdiffusionforefficient, title = {Prefix-Adaptive Block Diffusion for Efficient Document Recognition}, author = {Mingxu Chai and Ziyu Shen and Chenyu Liu and Kaidi Zhang and Jiazheng Zhang and Dingwei Zhu and Zhiheng Xi and Ruoyu Chen and Jun Long and Jihua Kang and Tao Gui and Qi Zhang}, year = {2026}, eprint = {2605.16861}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.16861}, }