@inproceedings{lin-etal-2026-parameter, title = "Parameter Importance is Not Static: Evolving Parameter Isolation for Supervised Fine-Tuning", author = "Lin, Zekai and Xue, Chao and Liang, Di and Han, Xingsheng and Liu, Peiyang and Wu, Xianjie and Jiang, Lei and Lu, Yu and Simons, Bob and Liang, Shuang and Peng, Minlong", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.1516/", pages = "32846--32864", ISBN = "979-8-89176-390-6" }