Beyond LoRA: Is Sparsity-Induced Adaptation Better?

In three linesComparative study of LoRA and variants with sparsity-induced adaptation. Proposes Cheap LoRA (cLA) and c³LA reducing training time by 10% and peak GPU memory by 15%. Evaluates 11 methods across 10 models and 14 datasets with theoretical generalization error bounds.

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