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Junlin Wei · Jinrong Jiang · Wu Wang · Chen Li · Yehong Zhang · Yue Yu · Lian Zhao · Xiang Han · Zhenjia Li · Feng Zhang · Haoyuan Zhang · Yidi Bai · Maoxue Yu · Kai Xu · Hailong Liu · Xuebin Chi
Hao Zhang · Zhenjia Li · Yifan Gao · Xi Xiao · Heng Zhang · Shuyang Zhang · Xiaoxincc · Bo Huang · Yuhang Wu · Tianyang Wang · Hao Xu
Parameter-Efficient Fine-Tuning (PEFT), especially Low-Rank Adaptation (LoRA), has emerged as a promising approach to fine-tuning large language models(LLMs) while reducing computational and memory overhead. However, LoRA assumes a uniform rank r for each incremental matrix, not accounting for th...