@article{notalldirectionsmattertowardsstructureda,
  title = {Not All Directions Matter: Towards Structured and Task-Aware Low-Rank Model Adaptation},
  author = {Xi Xiao and Chenrui Ma and Yunbei Zhang and Chen Liu and Zhuxuanzi Wang and Yanshu Li and Lin Zhao and Guosheng Hu and Tianyang Wang and Hao Xu},
  year = {2026},
  eprint = {2603.14228},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.14228},
}