A Unified Study of LoRA Variants: Taxonomy, Review, Codebase, and Empirical Evaluation

Haonan He, Jingqi Ye, Minglei Li +4

Low-Rank Adaptation (LoRA) is a fundamental parameter-efficient fine-tuning method that balances efficiency and performance in large-scale neural networks. However, the proliferati…