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Federated Transfer Learning for On-Device LLMs Efficient Fine Tuning Optimization

Chuantao Li Bruce Gu Zhigang Zhao Youyang Qu Guomao Xin Jidong Huo Longxiang Gao

大数据挖掘与分析（英文版）2025，Vol.8Issue(2)：430-446,17.

大数据挖掘与分析（英文版）2025，Vol.8Issue(2)：430-446,17.DOI:10.26599/BDMA.2024.9020068

Federated Transfer Learning for On-Device LLMs Efficient Fine Tuning Optimization

Chuantao Li ¹Bruce Gu ¹Zhigang Zhao ²Youyang Qu ¹Guomao Xin ³Jidong Huo ⁴Longxiang Gao¹

作者信息

1. Key Laboratory of Computing Power Network and Information Security,Shandong Computer Science Center(National Supercomputer Center in Jinan),Qilu University of Technology(Shandong Academy of Sciences),Jinan 250000,China||Shandong Provincial Key Laboratory of Computer Networks,Jinan 250000,China
2. Key Laboratory of Computing Power Network and Information Security,Shandong Computer Science Center(National Supercomputer Center in Jinan),Qilu University of Technology(Shandong Academy of Sciences),Jinan 250000,China||Department of Computer Science,Fudan University,Shanghai 200000,China
3. TelChina Group Co.Ltd.,Jinan 250000,China
4. Key Laboratory of Computing Power Network and Information Security,Shandong Computer Science Center(National Supercomputer Center in Jinan),Qilu University of Technology(Shandong Academy of Sciences),Jinan 250000,China||College Oceanography and Space Informatics,China University of Petroleum(East China),Qingdao 266000,China
折叠

摘要

关键词

Federated learning/fine-tuning/deep learning/Large Language Models(LLMs)

Key words

Federated learning/fine-tuning/deep learning/Large Language Models(LLMs)

引用本文复制引用

Chuantao Li,Bruce Gu,Zhigang Zhao,Youyang Qu,Guomao Xin,Jidong Huo,Longxiang Gao..Federated Transfer Learning for On-Device LLMs Efficient Fine Tuning Optimization[J].大数据挖掘与分析（英文版）,2025,8(2):430-446,17.

基金项目

This work was supported by the Key R&D Program of Shandong Province(No.2024CXGC010111),the Jinan Science and Technology Bureau(No.202333043),the Shandong Provincial Natural Science Foundation(Nos.ZR2021LZH008 and ZR202211150015),and the Taishan Scholars Program(No.TSQNZ20230621). （No.2024CXGC010111）

大数据挖掘与分析（英文版）

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