@article{semanticawareprefixlearningfortokeneffic,
  title = {Semantic-Aware Prefix Learning for Token-Efficient Image Generation},
  author = {Qingfeng Li and Haoxian Zhang and Xu He and Songlin Tang and Zhixue Fang and Xiaoqiang Liu and Pengfei Wan Guoqi Li},
  year = {2026},
  eprint = {2603.25249},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.25249},
}