@article{dfllavaunlockingmllmsforsyntheticimagede,
  title = {DF-LLaVA: Unlocking MLLMs for Synthetic Image Detection via Knowledge Injection and Conflict-Driven Self-Reflection},
  author = {Zhuokang Shen and Kaisen Zhang and Bohan Jia and Heming Jia and Yuan Fang and Zhou Yu and Shaohui Lin},
  year = {2025},
  eprint = {2509.14957},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2509.14957},
}