Data Efficient Adaptation in Large Language Models via Continuous Low-Rank Fine-Tuning

Xiao Han 0004, Zimo Zhao, Wanyu Wang, Maolin Wang 0001, Zitao Liu 0001, Yi Chang 0001, Xiangyu Zhao 0001. Data Efficient Adaptation in Large Language Models via Continuous Low-Rank Fine-Tuning. In Danielle Belgrave, Cheng Zhang 0005, Laura N. Montoya, Hsuan-Tien Lin, Razvan Pascanu, Piotr Koniusz, Marzyeh Ghassemi, Nancy Chen, Iván Vladimir Meza Ruíz, Arturo Loaiza-Bonilla, editors, Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, NeurIPS 2025, San Diago, CA, USA, December 2-7, 2025 / Mexico City, Mexico, November 30 - December 5, 2025. 2025. [doi]

Abstract

Abstract is missing.