作者位次 #3/5ICML 2026Poster· General Machine Learning / Representation Learning
Towards Rule-Based Knowledge Sharing in Federated Learning
Zixuan Qin · Qi Shen · Liu Yang · Qilong Wang · Qinghua Hu
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Zixuan Qin · Qi Shen · Liu Yang · Qilong Wang · Qinghua Hu
Xing Zhao · Liu Yang · Xi-Le Zhao · Yueqi Yang · Tianqi Jiang
Low-Rank Adaptation (LoRA) is a widely used method to fine-tune large language models, extremely reducing computational and storage costs. But its fixed-rank design cannot well capture the varying importance across different layers, limiting its flexibility. Dynamic rank allocation methods mitiga...
Tianqi Jiang · Liu Yang · Xi-Le Zhao · Zixuan Qin · Qinghua Hu