@article{fromfakefocustorealprecisionconfusiondri,
  title = {From Fake Focus to Real Precision: Confusion-Driven Adversarial Attention Learning in Transformers},
  author = {Yawei Liu},
  year = {2025},
  eprint = {2512.20661},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2512.20661},
}