@article{taskdrivensubspacedecompositionforknowle,
  title = {Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning},
  author = {Lingfeng He and De Cheng and Huaijie Wang and Xi Yang and Nannan Wang and Xinbo Gao},
  year = {2026},
  eprint = {2603.00191},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.00191},
}