{"id":74499,"date":"2026-02-09T23:05:06","date_gmt":"2026-02-09T15:05:06","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/74499.html"},"modified":"2026-02-09T23:05:06","modified_gmt":"2026-02-09T15:05:06","slug":"fedsrd-sparsify-reconstruct-decompose-for%e5%8c%97%e5%a4%a7%e6%8f%90%e5%87%bafedsrd%ef%bc%9a%e9%ab%98%e6%95%88%e8%81%94%e9%82%a6%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%be%ae%e8%b0%83","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/74499.html","title":{"rendered":"FedSRD Sparsify-Reconstruct-Decompose for\u5317\u5927\u63d0\u51faFedSRD\uff1a\u9ad8\u6548\u8054\u90a6\u5927\u6a21\u578b\u5fae\u8c03"},"content":{"rendered":"<h2>\u7b2c\u4e00\u90e8\u5206\uff1a\u57fa\u672c\u4fe1\u606f<\/h2>\n<p>https:\/\/arxiv.org\/pdf\/2510.04601v2<\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aFedSRD: Sparsify-Reconstruct-Decompose for Communication-Efficient Federated Large Language Models Fine-Tuning<\/p>\n<\/li>\n<li>\n<p>\u4f5c\u8005\/\u5355\u4f4d\uff1aGuochen Yan\u3001Luyuan Xie\u3001Qingni Shen\u3001Yuejian Fang\u3001Zhonghai Wu\uff08Peking University\uff09<\/p>\n<\/li>\n<li>\n<p>\u5e74\u4efd\/\u6765\u6e90\uff1a2025\uff1barXiv:2510.04601v2\uff082025-10-08\uff09<\/p>\n<\/li>\n<li>\n<p>\u5173\u952e\u8bcd\uff1aFederated Learning\u3001Large Language Models\u3001Communication\u3001LoRA\u3001Fine-tuning<\/p>\n<\/li>\n<li>\n<p>\u7814\u7a76\u5bf9\u8c61\/\u80cc\u666f\uff1a\u5728\u8054\u90a6\u5b66\u4e60(FL)\u91cc\u505a LLM \u7684 LoRA \u5fae\u8c03\uff0c\u4f46 LoRA \u53c2\u6570\u5728\u6bcf\u8f6e\u901a\u4fe1\u4ecd\u53ef\u80fd\u8fbe\u5230\u201c\u6bcf\u5ba2\u6237\u7aef\u6bcf\u8f6e\u6570\u767e MB\u201d\uff0c\u6210\u4e3a\u4e92\u8054\u7f51\u5f02\u6784\u7f51\u7edc\u4e0b\u7684\u74f6\u9888\uff08\u56fe1\uff09<\/p>\n<\/li>\n<\/ul>\n<h2>\u7b2c\u4e8c\u90e8\u5206\uff1a\u95ee\u9898\u63cf\u8ff0<\/h2>\n<p>\u8bba\u6587<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b2c\u4e00\u90e8\u5206\uff1a\u57fa\u672c\u4fe1\u606f<br \/>\nhttps:\/\/arxiv.org\/pdf\/2510.04601v2 \u8bba\u6587\u6807\u9898\uff1aFedSRD: Sparsify-Reconstruct-Decompose for Communication-Efficient Federated Large Language Models Fine-Tuning  \u4f5c\u8005\/\u5355\u4f4d\uff1aGuochen Yan\u3001Luyuan Xie\u3001Qingni Shen\u3001Yuejian Fang\u3001Zhonghai Wu\uff08Peking Univ<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,207,86,427,51],"topic":[],"class_list":["post-74499","post","type-post","status-publish","format-standard","hentry","category-server","tag-50","tag-207","tag-86","tag-427","tag-51"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - 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