Author

Ru Wang

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Jul 2026

On the Convergence of Stochastic Low-Rank Adaptation

This work proposes LoRA-NSGDM, which finds an $\epsilon$-stationary point with $\mathcal{O}(\epsilon^{-8})$ stochastic oracle complexity, and LoRA-STORM, which improves the stochastic oracle complexity to $\mathcal{O}(\epsilon^{-6})$.

Ru Wang, Chengchang Liu, John C. S. Lui · arXiv.org · 1 citation