SingLoRA replaces LoRA's two matrices A and B with one matrix A and the symmetric update AA^T, cutting adapter parameters roughly in half while claiming more stable fine-tuning.
Lora+: Efficient low rank adaptation of large models
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SingLoRA: Low Rank Adaptation Using a Single Matrix
SingLoRA replaces LoRA's two matrices A and B with one matrix A and the symmetric update AA^T, cutting adapter parameters roughly in half while claiming more stable fine-tuning.