LoRA2: Multi-Scale Low-Rank Approximations for Fine-Tuning Large Language Models. - Jia-Chen Zhang; Yu-Jie Xiong; He-Xi Qiu; Dong-Hai Zhu; Chun-Ming Xia (CoRR, 2024)

Parameter-Efficient Fine-Tuning of Large Language Models via Deconvolution in Subspace. - Jia-Chen Zhang; Yu-Jie Xiong; Chun-Ming Xia; Dong-Hai Zhu; Xihe Qiu (COLING, 2025)

LoRA2: Multi-scale low-rank approximations for fine-tuning large language models. - Jia-Chen Zhang; Yu-Jie Xiong; Chun-Ming Xia; Dong-Hai Zhu; Hong-Jian Zhan (Neurocomputing, 2025)

Understanding Before Reasoning: Enhancing Chain-of-Thought with Iterative Summarization Pre-Prompting. - Dong-Hai Zhu; Yu-Jie Xiong; Jia-Chen Zhang; Xi-Jiong Xie; Chun-Ming Xia (CoRR, 2025)