@article{crowdvlmr1expandingr1abilitytovision,
  title = {CrowdVLM-R1: Expanding R1 Ability to Vision Language Model for Crowd Counting using Fuzzy Group Relative Policy Reward},
  author = {Zhiqiang Wang and Pengbin Feng and Yanbin Lin and Shuzhang Cai and Zongao Bian and Jinghua Yan and Xingquan Zhu},
  year = {2025},
  eprint = {2504.03724},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2504.03724v1},
}