@inproceedings{wang-etal-2025-milora, title = "{M}i{L}o{RA}: Harnessing Minor Singular Components for Parameter-Efficient {LLM} Finetuning", author = "Wang, Hanqing and Li, Yixia and Wang, Shuo and Chen, Guanhua and Chen, Yun", editor = "Chiruzzo, Luis and Ritter, Alan and Wang, Lu", booktitle = "Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)", month = apr, year = "2025", address = "Albuquerque, New Mexico", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.naacl-long.248/", pages = "4823--4836", ISBN = "979-8-89176-189-6" }