@misc{lit_2610_30824,
  title = { {Loop to Look Better: Learning Adaptive Depth for Question-Guided Perception in Vision-Language Models} },
  author = {Wencheng Ye and Anning Hu and Hongye Fang and Tianyi Wang and Junchi Yan},
  year = {2026},
  note = {arXiv preprint},
  eprint = {2610.30824},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.30824}
}