Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning

@inproceedings{he2026taskdriven,
  title = {Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning},
  author = {Ling-Feng He and De Cheng and Huai-Jie Wang and Xi Yang and Nan-Nan Wang and Xinbo Gao},
  year = {2026},
  booktitle = {ICML},
  eprint = {2603.00191},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.00191},
}