AIBullisharXiv – CS AI · Mar 57/10
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Spectral Surgery: Training-Free Refinement of LoRA via Gradient-Guided Singular Value Reweighting
Researchers have developed Spectral Surgery, a training-free method to improve LoRA (Low-Rank Adaptation) model performance by reweighting singular values based on gradient sensitivity. The technique achieves significant performance gains (up to +4.4 points on CommonsenseQA) by adjusting only about 1,000 scalar coefficients without requiring retraining.
🧠 Llama