@article{beyondthecovariancetrapunlockinggenerali,
  title = {Beyond the Covariance Trap: Unlocking Generalization in Same-Subject Knowledge Editing for Large Language Models},
  author = {Xiyu Liu and Qingyi Si and Zhengxiao Liu and Chenxu Yang and Naibin Gu and Zheng Lin},
  year = {2026},
  eprint = {2603.15518},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.15518},
}