"parameter efficient fine tuning" Papers

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Bilevel ZOFO: Efficient LLM Fine-Tuning and Meta-Training

Reza Shirkavand, Peiran Yu, Qi He et al.

NEURIPS 2025arXiv:2502.03604

Re-Imagining Multimodal Instruction Tuning: A Representation View

Yiyang Liu, James Liang, Ruixiang Tang et al.

ICLR 2025arXiv:2503.00723

SoMA: Singular Value Decomposed Minor Components Adaptation for Domain Generalizable Representation Learning

Seokju Yun, Seunghye Chae, Dongheon Lee et al.

CVPR 2025highlightarXiv:2412.04077

Soft Prompt Recovers Compressed LLMs, Transferably

Zhaozhuo Xu, Zirui Liu, Beidi Chen et al.

Sparse is Enough in Fine-tuning Pre-trained Large Language Models

Weixi Song, Zuchao Li, Lefei Zhang et al.

ICML 2024spotlightarXiv:2312.11875