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Statistical Inference for Rank Allocation in Low-Rank Adaptation
In this paper, the authors propose StatLoRA, a statistical inference-based rank allocation method for low-rank adaptation (LoRA) in large language models. The proposed method uses estimated p-values to determine which…
Statistical Inference for Rank Allocation in Low-Rank Adaptation
Researchers propose StatLoRA, a statistical inference-based method for rank allocation in low-rank adaptation (LoRA). This method aims to balance efficiency, expressiveness, and generalization by using estimated…
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