@article{fromcompetitiontosynergyunlockingreinfor,
  title = {From Competition to Synergy: Unlocking Reinforcement Learning for Subject-Driven Image Generation},
  author = {Ziwei Huang and Ying Shu and Hao Fang and Quanyu Long and Wenya Wang and Qiushi Guo and Tiezheng Ge and Leilei Gan},
  year = {2025},
  eprint = {2510.18263},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.18263},
}