@article{gao2025one,
  title={One Layer Is Enough: Adapting Pretrained Visual Encoders for Image Generation},
  author={Yuan Gao, Chen Chen, Tianrong Chen, Jiatao Gu},
  journal={arXiv preprint arXiv:2512.07829},
  url={https://arxiv.org/abs/2512.07829},
  year={2026}
}