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Yiding Fan

Southwest Jiaotong University

No. 111, Sec. North 1, Er-Huan Rd.

Chengdu

Chengdu, 610031

China

  • Southwest Jiaotong University

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GSLoRA: Gradient Spectral Alignment for Low-Rank Adaptation

Number of pages: 11 Posted: 18 Sep 2025
Qingyun Lin, Lilan Peng, Zhendong Wu, Yiding Fan, Ke Zhao and Pengfei Zhang
Sichuan Normal University, Southwest Jiaotong University, Sichuan Normal University, Southwest Jiaotong University, Kunming University of Science and Technology and Southwest Jiaotong University
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Abstract:

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Parameter-efficient Fine-tuning, Low-rank Adaptation, Gradient Spectral Alignment, Dynamic Eigenvalue Scaling, Dual-mode Projection