ACL · 2026 · Conference paper

Harmonizing the Past, Present, and Future: A Null-Space Constrained Region-Specific Method for Continual Learning in LLMs

Jinhui Chen, Shizhu He, Xingchang Yang, Huanxuan Liao, Yequan Wang, Xiangwen Liao, Wenhao Teng, Kang Liu, Jun Zhao

Published in: Annual Meeting of the Association for Computational Linguistics
Citations: 0

Cite

@inproceedings{chen2026harmonizing,
  title = {Harmonizing the Past, Present, and Future: A Null-Space Constrained Region-Specific Method for Continual Learning in LLMs},
  author = {Jinhui Chen and Shizhu He and Xingchang Yang and Huanxuan Liao and Yequan Wang and Xiangwen Liao and Wenhao Teng and Kang Liu and Jun Zhao},
  year = {2026},
  booktitle = {Annual Meeting of the Association for Computational Linguistics},
  doi = {10.18653/v1/2026.acl-long.1244},
  url = {https://doi.org/10.18653/v1/2026.acl-long.1244},
}