{"id":727,"date":"2024-07-15T16:26:16","date_gmt":"2024-07-15T08:26:16","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=727"},"modified":"2024-07-25T15:16:12","modified_gmt":"2024-07-25T07:16:12","slug":"202407%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-22%e7%ba%a7%e9%bb%84%e7%90%86%e6%ba%90-revamping-federated-learning-security-from-a-defenders-perspective-a-unified-defense-with-homomorphic-encryp","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202407%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-22%e7%ba%a7%e9%bb%84%e7%90%86%e6%ba%90-revamping-federated-learning-security-from-a-defenders-perspective-a-unified-defense-with-homomorphic-encryp\/","title":{"rendered":"202407 \u8bba\u6587\u7814\u8bfb-Revamping Federated Learning Security from a Defender\u2019s Perspective: A Unified Defense with Homomorphic Encrypted Data Space"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<span style=\"color: rgb(0, 0, 0); font-family: Arial; font-size: 15.04px; letter-spacing: 1px; text-align: justify; white-space-collapse: collapse;\">K Naveen Kumar<\/span>, Reshmi Mitra, C Krishna Mohan<\/p>\n\n\n\n<p>\u6765\u6e90\uff1aProceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition. 2024<\/p>\n\n\n\n<p class=\"has-x-large-font-size\"><strong>\u7814\u7a76\u80cc\u666f<\/strong><\/p>\n\n\n\n<p>FL\u7684\u5206\u6563\u6027\u4f7f\u5176\u5bb9\u6613\u53d7\u5230\u5bf9\u6297\u6027\u5a01\u80c1\uff0c\u4e3b\u8981\u5206\u4e3a\u9488\u5bf9\u6a21\u578b\u6548\u679c\u7684\u5a01\u80c1\u4ee5\u53ca\u9488\u5bf9\u9690\u79c1\u7684\u5a01\u80c1\u3002\u6709\u6548\u5e94\u5bf9\u8fd9\u4e9b\u5a01\u80c1\u5bf9\u4e8e\u589e\u5f3aFL\u7684\u5b89\u5168\u6027\u81f3\u5173\u91cd\u8981\u3002\u5c3d\u7ba1\u73b0\u5728\u5dee\u5206\u9690\u79c1\u3001\u591a\u65b9\u5b89\u5168\u8ba1\u7b97\u548c\u53ef\u4fe1\u6267\u884c\u73af\u5883\u5df2\u7ecf\u88ab\u63d0\u51fa\u4f5c\u4e3a\u52a0\u5f3aFL\u9690\u79c1\u7684\u6f5c\u5728\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u73b0\u6709\u7684\u9690\u79c1\u4fdd\u62a4\u65b9\u6cd5\u90fd\u65e0\u6cd5\u5728\u4e0d\u540c\u653b\u51fb\u7684\u60c5\u51b5\u4e0b\u63d0\u4f9b\u4ee4\u4eba\u6ee1\u610f\u7684\u9690\u79c1\u3001\u6027\u80fd\u9632\u5fa1\u548c\u5408\u7406\u6548\u7387\u7684\u7edf\u4e00\u3002<\/p>\n\n\n\n<p class=\"has-x-large-font-size\"><strong>\u6838\u5fc3\u5185\u5bb9<\/strong><\/p>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u884c\u8f6c\u7f6e\u5bc6\u7801\u7684\u9690\u79c1\u4fdd\u62a4\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u5728\u6570\u636e\u7a7a\u95f4\u4e2d\u5b9e\u73b0\u4e86\u5b8c\u5168\u540c\u6001\u52a0\u5bc6\u6765\u62b5\u6297\u9488\u5bf9FL\u6a21\u578b\u7684\u5bf9\u6297\u6027\u5a01\u80c1\u3002\u76f8\u6bd4\u73b0\u6709\u7684\u9690\u79c1\u4fdd\u62a4\u65b9\u6cd5\uff0cFederated Cryptography Defense (FCD) 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class=\"has-x-large-font-size\"><strong>\u603b\u7ed3<\/strong><\/p>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u4e00\u79cd\u80fd\u591f\u540c\u65f6\u9632\u5fa1\u5bf9\u6297\u6027\u653b\u51fb\u548c\u6570\u636e\u91cd\u5efa\u653b\u51fb\u7684\u9632\u5fa1\u65b9\u6cd5\uff0cFCD\u901a\u8fc7\u5c06\u6574\u4e2a\u52a0\u5bc6\u8fc7\u7a0b\u8f6c\u79fb\u5230\u6570\u636e\u7a7a\u95f4\u4e0a\uff0c\u5229\u7528\u77e5\u8bc6\u84b8\u998f\u6765\u7ba1\u7406\u6a21\u578b\u6027\u80fd\u548c\u9690\u79c1\u7684\u6743\u8861\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aK Naveen Kumar, Reshmi Mitra, C Krishna Mohan \u6765\u6e90\uff1aPro [&hellip;]<\/p>\n","protected":false},"author":20,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-727","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/727","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=727"}],"version-history":[{"count":3,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/727\/revisions"}],"predecessor-version":[{"id":942,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/727\/revisions\/942"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=727"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=727"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=727"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}