@article{hierarchicaldenoisingformultistepvisualr,
  title = {Hierarchical Denoising For Multi-Step Visual Reasoning},
  author = {Zezhong Qian and Xiaowei Chi and Chak-Wing Mak and Tianze Zhou and Ruibin Yuan and Yuhan Rui and Hengzhe Sun and Zhuoqun Wu and Yuming Li and Siyuan Qian and Sirui Han and Shanghang Zhang},
  year = {2026},
  eprint = {2607.15278},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2607.15278},
}