Author

Lilan Peng

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Open access Aug 2026

GSLoRa: Gradient spectral alignment for low-rank adaptation.

This work develops a low-rank adaptation framework based on gradient spectral alignment that achieves performance comparable to full fine-tuning while training only 0.1% of parameters, and provides novel insights into improving the efficiency, stability, and adaptability of PEFT frameworks.

Qing Lin, Lilan Peng, Zhendong Wu et al. · Neural Networks · 0 citations