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Katia P. Sycara

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Jul 2026

kappa-LoRA: Condition Numbers Reveal Which LoRA Matrices Worth Updating

It is shown for the first time that not all LoRA matrices are equally worth tuning: matrices with smaller condition numbers are already well-balanced across directions and contribute only marginally to adaptation, whereas matrices with larger condition numbers contain underdeveloped directions that span richer subspace...

Jianghui Wang, Si-Long Yong, Francesco Orabona et al. · 0 citations

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