The Panaceas for Improving Low-Rank Decomposition in Communication-Efficient Federated Learning. - Shiwei Li 002; Xiandi Luo; Haozhao Wang; Xing Tang 007; Shijie Xu; Weihong Luo; Yuhua Li 003; Xiuqiang He 001; Ruixuan Li 001 (CoRR, 2025)

Beyond Zero Initialization: Investigating the Impact of Non-Zero Initialization on LoRA Fine-Tuning Dynamics. - Shiwei Li 002; Xiandi Luo; Xing Tang 007; Haozhao Wang; Hao Chen; Weihong Luo; Yuhua Li 003; Xiuqiang He 001; Ruixuan Li 001 (CoRR, 2025)