Xinwu Liu

IFCLoRA: Topology-Aware Rank Allocation for Parameter-Efficient Fine-Tuning

Wei Zhang, Xinwu Liu, Yihang Cheng

Low-Rank Adaptation (LoRA) is a widely used parameter-efficient fine-tuning method for large language models, but its performance depends strongly on how a fixed rank budget is distributed across Transformer modules. Existing adaptive-rank methods usually rely on local gradient s…Read more