ACL · 2026 · Conference paper · Top venue

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

Shandong Institute of Automation · Beijing Academy of Artificial Intelligence · Institute of Automation · Fuzhou University · Fujian Provincial Cancer Hospital

Published in
Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
Date
2026-01-01
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 = {Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
  doi = {10.18653/v1/2026.acl-long.1244},
  url = {https://doi.org/10.18653/v1/2026.acl-long.1244},
}