{"id":37724,"date":"2025-02-03T09:00:57","date_gmt":"2025-02-03T01:00:57","guid":{"rendered":"https:\/\/17aitech.com\/?p=37724"},"modified":"2025-02-03T09:00:57","modified_gmt":"2025-02-03T01:00:57","slug":"%e7%a0%b4%e8%a7%a3%e8%81%94%e9%82%a6%e5%ad%a6%e4%b9%a0%e4%b8%ad%e7%9a%84%e8%be%9b%e6%99%ae%e6%a3%ae%e6%82%96%e8%ae%ba%ef%bc%8c%e6%b5%99%e5%a4%a7%e6%8f%90%e5%87%ba%e5%8f%8d%e4%ba%8b%e5%ae%9e%e5%ad%a6","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37724","title":{"rendered":"\u7834\u89e3\u8054\u90a6\u5b66\u4e60\u4e2d\u7684\u8f9b\u666e\u68ee\u6096\u8bba\uff0c\u6d59\u5927\u63d0\u51fa\u53cd\u4e8b\u5b9e\u5b66\u4e60\u65b0\u6846\u67b6FedCFA"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-13-3\" target=\"_blank\">\u7834\u89e3\u8054\u90a6\u5b66\u4e60\u4e2d\u7684\u8f9b\u666e\u68ee\u6096\u8bba\uff0c\u6d59\u5927\u63d0\u51fa\u53cd\u4e8b\u5b9e\u5b66\u4e60\u65b0\u6846\u67b6FedCFA<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-927af6c48bb454fec503e961591ea22a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-927af6c48bb454fec503e961591ea22a.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u6c5f\u4e2d\u534e\uff0c\u6d59\u6c5f\u5927\u5b66\u8f6f\u4ef6\u5b66\u9662\u7855\u58eb\u751f\u4e8c\u5e74\u7ea7\uff0c\u5bfc\u5e08\u4e3a\u5f20\u5723\u5b87\u8001\u5e08\u3002\u7814\u7a76\u65b9\u5411\u4e3a\u5927\u5c0f\u6a21\u578b\u7aef\u4e91\u534f\u540c\u8ba1\u7b97\u3002\u5f20\u5723\u5b87\uff0c\u6d59\u6c5f\u5927\u5b66\u5e73\u53f0\u300c\u767e\u4eba\u8ba1\u5212\u300d\u7814\u7a76\u5458\u3002\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5927\u5c0f\u6a21\u578b\u7aef\u4e91\u534f\u540c\u8ba1\u7b97\uff0c\u591a\u5a92\u4f53\u5206\u6790\u4e0e\u6570\u636e\u6316\u6398\u3002<\/strong><\/p>\n<p>\u968f\u7740\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u53d1\u5c55\uff0c\u9690\u79c1\u4fdd\u62a4\u548c\u5206\u5e03\u5f0f\u4f18\u5316\u7684\u9700\u6c42\u65e5\u76ca\u589e\u957f\u3002\u8054\u90a6\u5b66\u4e60\u4f5c\u4e3a\u4e00\u79cd\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u5141\u8bb8\u591a\u4e2a\u5ba2\u6237\u7aef\u5728\u4e0d\u5171\u4eab\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u534f\u540c\u8bad\u7ec3\u6a21\u578b\uff0c\u4ece\u800c\u6709\u6548\u5730\u4fdd\u62a4\u4e86\u7528\u6237\u9690\u79c1\u3002\u7136\u800c\uff0c\u6bcf\u4e2a\u5ba2\u6237\u7aef\u7684\u6570\u636e\u53ef\u80fd\u5404\u4e0d\u76f8\u540c\uff0c\u6709\u7684\u6570\u636e\u91cf\u5927\uff0c\u6709\u7684\u6570\u636e\u91cf\u5c0f\uff1b\u6709\u7684\u6570\u636e\u7279\u5f81\u4e30\u5bcc\uff0c\u6709\u7684\u6570\u636e\u7279\u5f81\u5355\u4e00\u3002\u8fd9\u79cd\u6570\u636e\u7684\u5f02\u8d28\u6027\u548c\u4e0d\u5e73\u8861\u6027\uff08Non-IID\uff09\u4f1a\u5bfc\u81f4\u4e00\u4e2a\u95ee\u9898\uff1a\u672c\u5730\u8bad\u7ec3\u7684\u5ba2\u6237\u6a21\u578b\u5ffd\u89c6\u4e86\u5168\u5c40\u6570\u636e\u4e2d\u660e\u663e\u7684\u66f4\u5e7f\u6cdb\u7684\u6a21\u5f0f\uff0c\u805a\u5408\u7684\u5168\u5c40\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u51c6\u786e\u53cd\u6620\u6240\u6709\u5ba2\u6237\u7aef\u7684\u6570\u636e\u5206\u5e03\uff0c\u751a\u81f3\u53ef\u80fd\u51fa\u73b0\u300c\u8f9b\u666e\u68ee\u6096\u8bba\u300d\u2014\u2014 \u591a\u7aef\u5404\u81ea\u6570\u636e\u5206\u5e03\u8d8b\u52bf\u76f8\u8fd1\uff0c\u4f46\u4e0e\u591a\u7aef\u5168\u5c40\u6570\u636e\u5206\u5e03\u8d8b\u52bf\u76f8\u6096\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6765\u81ea\u6d59\u6c5f\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 FedCFA\uff0c\u4e00\u4e2a\u57fa\u4e8e\u53cd\u4e8b\u5b9e\u5b66\u4e60\u7684\u65b0\u578b\u8054\u90a6\u5b66\u4e60\u6846\u67b6\u3002<\/p>\n<p>FedCFA \u5f15\u5165\u4e86\u7aef\u4fa7\u53cd\u4e8b\u5b9e\u5b66\u4e60\u673a\u5236\uff0c\u901a\u8fc7\u5728\u5ba2\u6237\u7aef\u672c\u5730\u751f\u6210\u4e0e\u5168\u5c40\u5e73\u5747\u6570\u636e\u5bf9\u9f50\u7684\u53cd\u4e8b\u5b9e\u6837\u672c\uff0c\u7f13\u89e3\u7aef\u4fa7\u6570\u636e\u4e2d\u5b58\u5728\u7684\u504f\u89c1\uff0c\u4ece\u800c\u6709\u6548\u907f\u514d\u6a21\u578b\u5b66\u4e60\u5230\u9519\u8bef\u7684\u7279\u5f81 &#8211; \u6807\u7b7e\u5173\u8054\u3002\u8be5\u7814\u7a76\u5df2\u88ab AAAI 2025 \u63a5\u6536\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e36db5082b308a17ba5fc36d21d2158d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e36db5082b308a17ba5fc36d21d2158d.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aFedCFA: Alleviating Simpson\u2019s Paradox in Model Aggregation with Counterfactual Federated Learning<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2412.18904<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/hua-zi\/FedCFA<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u8f9b\u666e\u68ee\u6096\u8bba<\/strong><\/section>\n<section><\/section>\n<section>\u8f9b\u666e\u68ee\u6096\u8bba\uff08Simpson&#8217;s Paradox\uff09\u662f\u4e00\u79cd\u7edf\u8ba1\u73b0\u8c61\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5f53\u4f60\u628a\u6570\u636e\u5206\u6210\u51e0\u4e2a\u5b50\u7ec4\u65f6\uff0c\u67d0\u4e9b\u8d8b\u52bf\u6216\u5173\u7cfb\u5728\u6bcf\u4e2a\u5b50\u7ec4\u4e2d\u8868\u73b0\u51fa\u4e00\u81f4\u7684\u65b9\u5411\uff0c\u4f46\u5728\u6574\u4e2a\u6570\u636e\u96c6\u4e2d\u5374\u51fa\u73b0\u4e86\u76f8\u53cd\u7684\u8d8b\u52bf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-98e12cbd06eddfdeefbd5feeaaf88d81.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-98e12cbd06eddfdeefbd5feeaaf88d81.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 1\uff1a\u8f9b\u666e\u68ee\u6096\u8bba\u3002\u5728\u5168\u5c40\u6570\u636e\u96c6\u4e0a\u89c2\u5bdf\u5230\u7684\u8d8b\u52bf\u5728\u5b50\u96c6\u4e0a\u6d88\u5931 \/ \u9006\u8f6c\uff0c\u805a\u5408\u7684\u5168\u5c40\u6a21\u578b\u65e0\u6cd5\u51c6\u786e\u53cd\u6620\u5168\u5c40\u6570\u636e\u5206\u5e03<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u8054\u90a6\u5b66\u4e60\u4e2d\uff0c\u8f9b\u666e\u68ee\u6096\u8bba\u53ef\u80fd\u4f1a\u5bfc\u81f4\u5168\u5c40\u6a21\u578b\u65e0\u6cd5\u51c6\u786e\u6355\u6349\u5230\u6570\u636e\u7684\u771f\u5b9e\u5206\u5e03\u3002\u4f8b\u5982\uff0c\u67d0\u4e9b\u5ba2\u6237\u7aef\u7684\u6570\u636e\u4e2d\u5b58\u5728\u7279\u5b9a\u7684\u7279\u5f81 &#8211; \u6807\u7b7e\u5173\u8054\uff08\u5982\u989c\u8272\u4e0e\u52a8\u7269\u79cd\u7c7b\u7684\u5173\u7cfb\uff09\uff0c\u800c\u8fd9\u4e9b\u5173\u8054\u53ef\u80fd\u5728\u5168\u5c40\u6570\u636e\u4e2d\u5e76\u4e0d\u5b58\u5728\u3002\u56e0\u6b64\uff0c\u76f4\u63a5\u5c06\u672c\u5730\u6a21\u578b\u6c47\u805a\u6210\u5168\u5c40\u6a21\u578b\u53ef\u80fd\u4f1a\u5f15\u5165\u9519\u8bef\u7684\u5b66\u4e60\u7ed3\u679c\uff0c\u5f71\u54cd\u6a21\u578b\u7684\u51c6\u786e\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 2 \u6240\u793a\u3002\u8003\u8651\u4e00\u4e2a\u7528\u4e8e\u5bf9\u732b\u548c\u72d7\u56fe\u50cf\u8fdb\u884c\u5206\u7c7b\u7684\u8054\u90a6\u5b66\u4e60\u7cfb\u7edf\uff0c\u6d89\u53ca\u5177\u6709\u4e0d\u540c\u6570\u636e\u96c6\u7684\u4e24\u4e2a\u5ba2\u6237\u7aef\u3002\u5ba2\u6237\u7aef i \u7684\u6570\u636e\u96c6\u4e3b\u8981\u5305\u62ec\u767d\u732b\u548c\u9ed1\u72d7\u7684\u56fe\u50cf\uff0c\u5ba2\u6237\u7aef j \u7684\u6570\u636e\u96c6\u5305\u62ec\u6d45\u7070\u8272\u732b\u548c\u68d5\u8272\u72d7\u7684\u56fe\u50cf\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u5ba2\u6237\u7aef\u800c\u8a00\uff0c\u6570\u636e\u96c6\u63ed\u793a\u4e86\u7c7b\u4f3c\u7684\u8d8b\u52bf\uff1a\u6d45\u8272\u52a8\u7269\u88ab\u5f52\u7c7b\u4e3a\u300c\u732b\u300d\uff0c\u800c\u6df1\u8272\u52a8\u7269\u88ab\u5f52\u7c7b\u4e3a\u300c\u72d7\u300d\u3002\u8fd9\u5bfc\u81f4\u805a\u5408\u7684\u5168\u5c40\u6a21\u578b\u503e\u5411\u4e8e\u5c06\u989c\u8272\u4e0e\u7c7b\u522b\u6807\u7b7e\u76f8\u5173\u8054\u5e76\u4e3a\u989c\u8272\u7279\u5f81\u5206\u914d\u66f4\u9ad8\u7684\u6743\u91cd\u3002\u7136\u800c\uff0c\u5168\u5c40\u6570\u636e\u5206\u5e03\u5f15\u5165\u4e86\u8bb8\u591a\u4e0d\u540c\u989c\u8272\u7684\u732b\u548c\u72d7\u7684\u56fe\u50cf\uff08\u4f8b\u5982\u9ed1\u732b\u548c\u767d\u72d7\uff09\uff0c\u4e0e\u805a\u5408\u7684\u5168\u5c40\u6a21\u578b\u76f8\u77db\u76fe\u3002\u5728\u5168\u5c40\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u53d1\u73b0\u52a8\u7269\u989c\u8272\u4e0e\u7279\u5b9a\u5206\u7c7b\u65e0\u5173\uff0c\u4ece\u800c\u51cf\u5c11\u989c\u8272\u7279\u5f81\u7684\u6743\u91cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5cc28f4989c4c04798ef120525bacd16.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5cc28f4989c4c04798ef120525bacd16.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2\uff1aFedCFA \u53ef\u4ee5\u751f\u6210\u5ba2\u6237\u7aef\u672c\u5730\u4e0d\u5b58\u5728\u7684\u53cd\u4e8b\u5b9e\u6837\u672c\uff0c\u9632\u6b62\u6a21\u578b\u5b66\u4e60\u5230\u4e0d\u6b63\u786e\u7684\u7279\u5f81 &#8211; \u6807\u7b7e\u5173\u8054\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u53cd\u4e8b\u5b9e\u5b66\u4e60<\/strong><\/section>\n<section><\/section>\n<section>\u53cd\u4e8b\u5b9e\uff08Counterfactual\uff09\u5c31\u50cf\u662f\u300c\u5982\u679c\u4e8b\u60c5\u53d1\u751f\u4e86\u53e6\u4e00\u79cd\u60c5\u51b5\uff0c\u7ed3\u679c\u4f1a\u5982\u4f55\uff1f\u300d \u7684\u5047\u8bbe\u6027\u63a8\u7406\u3002\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u53cd\u4e8b\u5b9e\u5b66\u4e60\u901a\u8fc7\u751f\u6210\u4e0e\u73b0\u5b9e\u6570\u636e\u4e0d\u540c\u7684\u865a\u62df\u6837\u672c\uff0c\u6765\u63a2\u7d22\u4e0d\u540c\u6761\u4ef6\u4e0b\u7684\u6a21\u578b\u884c\u4e3a\u3002\u8fd9\u4e9b\u865a\u62df\u6837\u672c\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u6570\u636e\u4e2d\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u907f\u514d\u5b66\u4e60\u5230\u865a\u5047\u7684\u5173\u8054\u3002<\/section>\n<section><\/section>\n<section>\u53cd\u4e8b\u5b9e\u5b66\u4e60\u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u5bf9\u73b0\u6709\u6570\u636e\u8fdb\u884c\u5e72\u9884\uff0c\u751f\u6210\u65b0\u7684\u6837\u672c\uff0c\u8fd9\u4e9b\u6837\u672c\u53cd\u6620\u4e86\u67d0\u79cd\u5047\u8bbe\u6761\u4ef6\u4e0b\u7684\u60c5\u51b5\u3002\u4f8b\u5982\uff0c\u5728\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u6539\u53d8\u56fe\u50cf\u4e2d\u7684\u67d0\u4e9b\u7279\u5f81\uff08\u5982\u989c\u8272\u3001\u5f62\u72b6\u7b49\uff09\uff0c\u751f\u6210\u4e0e\u539f\u56fe\u4e0d\u540c\u7684\u53cd\u4e8b\u5b9e\u6837\u672c\u3002\u901a\u8fc7\u8ba9\u6a21\u578b\u5b66\u4e60\u8fd9\u4e9b\u53cd\u4e8b\u5b9e\u6837\u672c\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u5bf9\u771f\u5b9e\u6570\u636e\u5206\u5e03\u7684\u7406\u89e3\uff0c\u907f\u514d\u8fc7\u62df\u5408\u5c40\u90e8\u6570\u636e\u7684\u7279\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u53cd\u4e8b\u5b9e\u5b66\u4e60\u5e7f\u6cdb\u5e94\u7528\u4e8e\u63a8\u8350\u7cfb\u7edf\u3001\u533b\u7597\u8bca\u65ad\u3001\u91d1\u878d\u98ce\u9669\u8bc4\u4f30\u7b49\u9886\u57df\u3002\u5728\u8054\u90a6\u5b66\u4e60\u4e2d\uff0c\u53cd\u4e8b\u5b9e\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u7f13\u89e3\u8f9b\u666e\u68ee\u6096\u8bba\u5e26\u6765\u7684\u95ee\u9898\uff0c\u4f7f\u5168\u5c40\u6a21\u578b\u66f4\u51c6\u786e\u5730\u53cd\u6620\u6574\u4f53\u6570\u636e\u7684\u771f\u5b9e\u5206\u5e03\u3002<\/section>\n<section><\/section>\n<section><strong>FedCFA 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\u6807\u7b7e\u5173\u8054\uff0c\u907f\u514d\u5c40\u90e8\u6570\u636e\u5206\u5e03\u4e0e\u5168\u5c40\u6570\u636e\u5206\u5e03\u76f8\u77db\u76fe\uff0c\u4ece\u800c\u7f13\u89e3\u6a21\u578b\u805a\u5408\u4e2d\u7684\u8f9b\u666e\u68ee\u6096\u8bba\u3002\u4ece\u6280\u672f\u4e0a\u8bb2\uff0cFedCFA \u7684\u53cd\u4e8b\u5b9e\u6a21\u5757\uff0c\u9009\u62e9\u6027\u5730\u66ff\u6362\u5173\u952e\u7279\u5f81\uff0c\u5c06\u5168\u5c40\u5e73\u5747\u6570\u636e\u96c6\u6210\u5230\u672c\u5730\u6570\u636e\u4e2d\uff0c\u5e76\u6784\u5efa\u7528\u4e8e\u6a21\u578b\u5b66\u4e60\u7684\u53cd\u4e8b\u5b9e\u6b63 \/ \u8d1f\u6837\u672c\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u7ed9\u5b9a\u672c\u5730\u6570\u636e\uff0cFedCFA \u8bc6\u522b\u53ef\u6709\u53ef\u65e0 \/ \u4e0d\u53ef\u6216\u7f3a\u7684\u7279\u5f81\u56e0\u5b50\uff0c\u901a\u8fc7\u76f8\u5e94\u5730\u66ff\u6362\u8fd9\u4e9b\u7279\u5f81\u6765\u6267\u884c\u53cd\u4e8b\u5b9e\u8f6c\u6362\u4ee5\u83b7\u5f97\u6b63 \/ \u8d1f\u6837\u672c\u3002\u901a\u8fc7\u5bf9\u66f4\u63a5\u8fd1\u5168\u5c40\u6570\u636e\u5206\u5e03\u7684\u53cd\u4e8b\u5b9e\u6837\u672c\u8fdb\u884c\u5bf9\u6bd4\u5b66\u4e60\uff0c\u5ba2\u6237\u7aef\u672c\u5730\u6a21\u578b\u53ef\u4ee5\u6709\u6548\u5730\u5b66\u4e60\u5168\u5c40\u6570\u636e\u5206\u5e03\u3002\u7136\u800c\uff0c\u53cd\u4e8b\u5b9e\u8f6c\u6362\u9762\u4e34\u7740\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u72ec\u7acb\u53ef\u63a7\u7279\u5f81\u7684\u6311\u6218\u3002\u4e00\u4e2a\u7279\u5f81\u53ef\u4ee5\u5305\u542b\u591a\u79cd\u7c7b\u578b\u7684\u4fe1\u606f\uff0c\u4f8b\u5982\u52a8\u7269\u56fe\u50cf\u7684\u4e00\u4e2a\u50cf\u7d20\u53ef\u4ee5\u643a\u5e26\u989c\u8272\u548c\u5f62\u72b6\u4fe1\u606f\u3002\u4e3a\u4e86\u63d0\u9ad8\u53cd\u4e8b\u5b9e\u6837\u672c\u7684\u8d28\u91cf\uff0c\u9700\u8981\u786e\u4fdd\u63d0\u53d6\u7684\u7279\u5f81\u56e0\u5b50\u53ea\u5305\u542b\u5355\u4e00\u4fe1\u606f\u3002\u56e0\u6b64\uff0cFedCFA \u5f15\u5165\u56e0\u5b50\u53bb\u76f8\u5173\u635f\u5931\uff0c\u76f4\u63a5\u60e9\u7f5a\u56e0\u5b50\u4e4b\u95f4\u7684\u76f8\u5173\u7cfb\u6570\uff0c\u4ee5\u5b9e\u73b0\u7279\u5f81\u4e4b\u95f4\u7684\u89e3\u8026\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8b77f05e62427ae3282344760ca47846.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8b77f05e62427ae3282344760ca47846.png\"><\/a><\/section>\n<section><strong>\u5168\u5c40\u5e73\u5747\u6570\u636e\u96c6\u7684\u6784\u5efa<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u6784\u5efa\u5168\u5c40\u5e73\u5747\u6570\u636e\u96c6\uff0cFedCFA \u5229\u7528\u4e86\u4e2d\u5fc3\u6781\u9650\u5b9a\u7406\uff08Central Limit Theorem, CLT\uff09\u3002\u6839\u636e\u4e2d\u5fc3\u6781\u9650\u5b9a\u7406\uff0c\u82e5\u4ece\u539f\u6570\u636e\u96c6\u4e2d\u968f\u673a\u62bd\u53d6\u7684\u5927\u5c0f\u4e3a n \u7684\u5b50\u96c6\u5e73\u5747\u503c\u8bb0\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-cf0b7244d9c54a08c5ca6478fbef0ea5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-cf0b7244d9c54a08c5ca6478fbef0ea5.png\"><\/a>\uff0c\u5219\u5f53 n \u8db3\u591f\u5927\u65f6\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e90b1dd5bee7e9d79874cd98dd8b4303.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e90b1dd5bee7e9d79874cd98dd8b4303.png\"><\/a>\u7684\u5206\u5e03\u8d8b\u4e8e\u6b63\u6001\u5206\u5e03\uff0c\u5176\u5747\u503c\u4e3a \u03bc\uff0c\u65b9\u5dee<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-90f8c6d561c21d29069b7ed65bdf2885.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-90f8c6d561c21d29069b7ed65bdf2885.png\"><\/a>\uff0c\u5373\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ebf90662b2eb8e16a1f329f70294735a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ebf90662b2eb8e16a1f329f70294735a.png\"><\/a>\uff0c\u5176\u4e2d \u00b5 \u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c7e52a7819dfb5d31bc44adcd9c6b08e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c7e52a7819dfb5d31bc44adcd9c6b08e.png\"><\/a>\u662f\u539f\u59cb\u6570\u636e\u96c6\u7684\u671f\u671b\u548c\u65b9\u5dee\u3002<\/section>\n<section><\/section>\n<section>\u5f53 n \u8f83\u5c0f\u65f6\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-07c30c67885e162ba8ccec7d4246b9f2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-07c30c67885e162ba8ccec7d4246b9f2.png\"><\/a>\u80fd\u66f4\u7cbe\u7ec6\u5730\u6355\u6349\u6570\u636e\u96c6\u7684\u5c40\u90e8\u7279\u5f81\u4e0e\u53d8\u5316\uff0c\u7279\u522b\u662f\u5728\u4fdd\u7559\u6570\u636e\u5206\u5e03\u5c3e\u90e8\u548c\u5f02\u5e38\u503c\u9644\u8fd1\u7684\u7ec6\u8282\u65b9\u9762\u8868\u73b0\u7a81\u51fa\u3002\u76f8\u53cd\uff0c\u968f\u7740 n \u7684\u589e\u5927\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c2058986b190daf278e8471313d7aab3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c2058986b190daf278e8471313d7aab3.png\"><\/a>\u7684\u7a33\u5b9a\u6027\u663e\u8457\u63d0\u5347\uff0c\u5176\u65b9\u5dee\u660e\u663e\u51cf\u5c0f\uff0c\u4ece\u800c\u4f7f\u5176\u4f5c\u4e3a\u603b\u4f53\u5747\u503c \ud835\udf07 \u7684\u4f30\u8ba1\u66f4\u4e3a\u7a33\u5065\u53ef\u9760\uff0c\u5bf9\u5f02\u5e38\u503c\u7684\u654f\u611f\u5ea6\u5927\u5e45\u964d\u4f4e\u3002\u6b64\u5916\uff0c\u5728\u8054\u90a6\u5b66\u4e60\u7b49\u5206\u5e03\u5f0f\u8ba1\u7b97\u573a\u666f\u4e2d\uff0c\u4e3a\u4e86\u5b9e\u73b0\u901a\u4fe1\u6210\u672c\u7684\u6709\u6548\u63a7\u5236\uff0c\u9009\u62e9\u8f83\u5927\u7684 n \u4f5c\u4e3a\u6837\u672c\u91cf\u88ab\u89c6\u4e3a\u4e00\u79cd\u4f18\u5316\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u4e0a\u8ff0\u5206\u6790\uff0cFedCFA \u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u6784\u5efa\u4e00\u4e2a\u5927\u5c0f\u4e3a B 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b3c3224c76fa97f401567199e14fa685.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b3c3224c76fa97f401567199e14fa685.png\"><\/a>\u4e3a\u5ba2\u6237\u7aef\u6570\u636e\u96c6\u5927\u5c0f\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u5b50\u96c6\uff0c\u8ba1\u7b97\u5176\u5e73\u5747\u503c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-700b901b6170e4752dc3992d3ed0c35e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-700b901b6170e4752dc3992d3ed0c35e.png\"><\/a>\u3002\u7531\u6b64\uff0c\u5ba2\u6237\u7aef\u80fd\u591f\u751f\u6210\u672c\u5730\u5e73\u5747\u6570\u636e\u96c6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-096f7ee651d7fe1ba5cd28ef4acfef4b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-096f7ee651d7fe1ba5cd28ef4acfef4b.png\"><\/a>\u4ee5\u8fd1\u4f3c\u5ba2\u6237\u7aef\u539f\u59cb\u6570\u636e\u7684\u5206\u5e03\u3002<\/section>\n<section><\/section>\n<section>2\uff0e\u5168\u5c40\u5e73\u5747\u6570\u636e\u96c6\u8ba1\u7b97\uff1a\u670d\u52a1\u5668\u7aef\u5219\u8d1f\u8d23\u805a\u5408\u6765\u81ea\u591a\u4e2a\u5ba2\u6237\u7aef\u7684\u672c\u5730\u5e73\u5747\u6570\u636e\uff0c\u5e76\u91c7\u7528\u76f8\u540c\u7684\u65b9\u6cd5\u8ba1\u7b97\u51fa\u4e00\u4e2a\u5927\u5c0f\u4e3a B \u7684\u5168\u5c40\u5e73\u5747\u6570\u636e\u96c6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-83e985126944681416e8ebbb9774840d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-83e985126944681416e8ebbb9774840d.png\"><\/a>\uff0c\u8be5\u6570\u636e\u96c6\u8fd1\u4f3c\u4e86\u5168\u5c40\u6570\u636e\u7684\u5206\u5e03\u3002\u5bf9\u4e8e\u6807\u7b7e Y\uff0cFedCFA \u91c7\u53d6\u76f8\u540c\u7684\u8ba1\u7b97\u7b56\u7565\uff0c\u751f\u6210\u5176\u5bf9\u5e94\u7684\u5168\u5c40\u5e73\u5747\u6570\u636e\u6807\u7b7e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f515a7be6dde7fef31147aca59338867.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f515a7be6dde7fef31147aca59338867.png\"><\/a>\u3002\u6700\u7ec8\u5f97\u5230\u5b8c\u6574\u7684\u5168\u5c40\u5e73\u5747\u6570\u636e\u96c6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2d20782ab37d0464e012eb851bff762b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2d20782ab37d0464e012eb851bff762b.png\"><\/a><\/section>\n<section><\/section>\n<section><strong>\u53cd\u4e8b\u5b9e\u53d8\u6362\u6a21\u5757<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-cca3f89d3109d1090db994a7c7c08f59.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-cca3f89d3109d1090db994a7c7c08f59.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 3\uff1aFedCFA \u4e2d\u7684\u672c\u5730\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b<\/sup><\/em><\/section>\n<section><\/section>\n<section>FedCFA \u4e2d\u7684\u672c\u5730\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\u5982\u56fe 3 \u6240\u793a\u3002\u53cd\u4e8b\u5b9e\u53d8\u6362\u6a21\u5757\u7684\u4e3b\u8981\u4efb\u52a1\u662f\u5728\u7aef\u4fa7\u751f\u6210\u4e0e\u5168\u5c40\u6570\u636e\u5206\u5e03\u5bf9\u9f50\u7684\u53cd\u4e8b\u5b9e\u6837\u672c\uff1a<\/section>\n<section><\/section>\n<section>1. \u7279\u5f81\u63d0\u53d6\uff1a\u4f7f\u7528\u7f16\u7801\u5668\uff08Encoder\uff09\u4ece\u539f\u59cb\u6570\u636e\u4e2d\u63d0\u53d6\u7279\u5f81\u56e0\u5b50<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a7a849c17789507dc1c4ef7c4ea987ff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a7a849c17789507dc1c4ef7c4ea987ff.png\"><\/a>\u3002<\/section>\n<section>2. \u9009\u62e9\u5173\u952e\u7279\u5f81\uff1a\u8ba1\u7b97\u6bcf\u4e2a\u7279\u5f81\u5728\u89e3\u7801\u5668\uff08Decoder\uff09\u8f93\u51fa\u5c42\u7684\u68af\u5ea6\uff0c\u9009\u62e9\u68af\u5ea6\u5c0f \/ \u5927\u7684 topk \u4e2a\u7279\u5f81\u56e0\u5b50\u4f5c\u4e3a\u53ef\u66ff\u6362\u7684\u56e0\u5b50\uff0c\u4f7f\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b904dda033ac5ba0c7ffdc74b310b6b4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b904dda033ac5ba0c7ffdc74b310b6b4.png\"><\/a>\u5c06\u9009\u5b9a\u7684\u5c0f \/ \u5927\u68af\u5ea6\u56e0\u5b50\u8bbe\u7f6e\u4e3a\u96f6\uff0c\u4ee5\u4fdd\u7559\u9700\u8981\u7684\u56e0\u5b50<\/section>\n<section>3. \u751f\u6210\u53cd\u4e8b\u5b9e\u6837\u672c\uff1a\u7528 Encoder \u63d0\u53d6\u7684\u5168\u5c40\u5e73\u5747\u6570\u636e\u7279\u5f81\u66ff\u6362\u53ef\u66ff\u6362\u7684\u7279\u5f81\u56e0\u5b50\uff0c\u5f97\u5230\u53cd\u4e8b\u5b9e\u6b63 \/ \u8d1f\u6837\u672c\uff0c\u5bf9\u4e8e\u6b63\u6837\u672c\uff0c\u6807\u7b7e\u4e0d\u4f1a\u6539\u53d8\u3002\u5bf9\u4e8e\u8d1f\u6837\u672c\uff0c\u4f7f\u7528\u52a0\u6743\u5e73\u5747\u503c\u6765\u751f\u6210\u53cd\u4e8b\u5b9e\u6807\u7b7e\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-caa47bb934560a37ed7386778968cc34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-caa47bb934560a37ed7386778968cc34.png\"><\/a><\/section>\n<section><strong>\u56e0\u5b50\u53bb\u76f8\u5173\u635f\u5931<\/strong><\/section>\n<section><\/section>\n<section>\u540c\u4e00\u50cf\u7d20\u53ef\u80fd\u5305\u542b\u591a\u4e2a\u6570\u636e\u7279\u5f81\u3002\u4f8b\u5982\uff0c\u5728\u52a8\u7269\u56fe\u50cf\u4e2d\uff0c\u4e00\u4e2a\u50cf\u7d20\u53ef\u4ee5\u540c\u65f6\u643a\u5e26\u989c\u8272\u548c\u5916\u89c2\u4fe1\u606f\u3002\u4e3a\u4e86\u63d0\u9ad8\u53cd\u4e8b\u5b9e\u6837\u672c\u7684\u8d28\u91cf\uff0cFedCFA \u5f15\u5165\u4e86\u56e0\u5b50\u53bb\u76f8\u5173\uff08Factor Decorrelation, FDC\uff09\u635f\u5931\uff0c\u7528\u4e8e\u51cf\u5c11\u63d0\u53d6\u51fa\u7684\u7279\u5f81\u56e0\u5b50\u4e4b\u95f4\u7684\u76f8\u5173\u6027\uff0c\u786e\u4fdd\u6bcf\u4e2a\u7279\u5f81\u56e0\u5b50\u53ea\u643a\u5e26\u5355\u4e00\u4fe1\u606f\u3002\u5177\u4f53\u6765\u8bf4\uff0cFDC \u635f\u5931\u901a\u8fc7\u8ba1\u7b97\u6bcf\u5bf9\u7279\u5f81\u4e4b\u95f4\u7684\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\uff08Pearson Correlation Coefficient\uff09\u6765\u8861\u91cf\u7279\u5f81\u7684\u76f8\u5173\u6027\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u6b63\u5219\u5316\u9879\u52a0\u5165\u5230\u603b\u635f\u5931\u51fd\u6570\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u7ed9\u5b9a\u4e00\u6279\u6570\u636e\uff0c\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ffef5039be6336fb8606a2ef5f71bf9d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ffef5039be6336fb8606a2ef5f71bf9d.png\"><\/a>\u6765\u8868\u793a\u7b2c i \u4e2a\u6837\u672c\u7684\u6240\u6709\u56e0\u5b50\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4e47dbe37f69ee4c11ef57d5fdd81e5a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4e47dbe37f69ee4c11ef57d5fdd81e5a.png\"><\/a>\u8868\u793a\u7b2c i \u4e2a\u6837\u672c\u7684\u7b2c j \u4e2a\u56e0\u5b50\u3002\u5c06\u540c\u4e00\u6279\u6b21\u4e2d\u6bcf\u4e2a\u6837\u672c\u7684\u76f8\u540c\u6307\u6807 j \u7684\u56e0\u5b50\u89c6\u4e3a\u4e00\u7ec4\u53d8\u91cf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7e24a9d1602a438d8d8b9fa4b9908a47.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7e24a9d1602a438d8d8b9fa4b9908a47.png\"><\/a>\u3002\u6700\u540e\uff0c\u4f7f\u7528\u6bcf\u5bf9\u53d8\u91cf\u7684 Pearson \u76f8\u5173\u7cfb\u6570\u7edd\u5bf9\u503c\u7684\u5e73\u5747\u503c\u4f5c\u4e3a FDC \u635f\u5931\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7a68d3516a6c81e0055981c4d78e043e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7a68d3516a6c81e0055981c4d78e043e.png\"><\/a><\/section>\n<section>\u5176\u4e2d Cov (\u30fb) \u662f\u534f\u65b9\u5dee\u8ba1\u7b97\u51fd\u6570\uff0cVar (\u30fb) \u662f\u65b9\u5dee\u8ba1\u7b97\u51fd\u6570\u3002\u6700\u7ec8\u7684\u603b\u635f\u5931\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0c6a476f64c323de67d5379dc586a81a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0c6a476f64c323de67d5379dc586a81a.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u91c7\u7528\u4e24\u4e2a\u6307\u6807\uff1a500 \u8f6e\u540e\u7684\u5168\u5c40\u6a21\u578b\u7cbe\u5ea6 \u548c \u8fbe\u5230\u76ee\u6807\u7cbe\u5ea6\u6240\u9700\u7684\u901a\u4fe1\u8f6e\u6570\uff0c\u6765\u8bc4\u4f30 FedCFA \u7684\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-693c69fadaf1e80b2f1a78a87f2fffd2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-693c69fadaf1e80b2f1a78a87f2fffd2.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-085533708dac02e22e533b5f4aad0d29.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-085533708dac02e22e533b5f4aad0d29.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-05cf4d1da68246c236b11939397c9dd7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-05cf4d1da68246c236b11939397c9dd7.png\"><\/a><\/section>\n<section>\u5b9e\u9a8c\u57fa\u4e8e MNIST \u6784\u5efa\u4e86\u4e00\u4e2a\u5177\u6709\u8f9b\u666e\u68ee\u6096\u8bba\u7684\u6570\u636e\u96c6\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u7ed9 1 \u548c 7 \u4e24\u7c7b\u56fe\u50cf\u8fdb\u884c\u4e0a\u8272\uff0c\u5e76\u6309\u989c\u8272\u6df1\u6d45\u5212\u5206\u7ed9 5 \u4e2a\u5ba2\u6237\u7aef\u3002\u6bcf\u4e2a\u5ba2\u6237\u7aef\u7684\u6570\u636e\u4e2d\uff0c\u6570\u5b57 1 \u7684\u989c\u8272\u90fd\u6bd4\u6570\u5b57 7 \u7684\u989c\u8272\u6df1\u3002\u968f\u540e\u9884\u8bad\u7ec3\u4e00\u4e2a\u51c6\u786e\u7387 96% \u7684 MLP \u6a21\u578b\uff0c\u4f5c\u4e3a\u8054\u90a6\u5b66\u4e60\u6a21\u578b\u521d\u59cb\u6a21\u578b\u3002\u8ba9 FedCFA \u4e0e FedAvg\uff0cFedMix \u4e24\u4e2a baseline \u4f5c\u4e3a\u5bf9\u6bd4\uff0c\u5728\u8be5\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u5982\u56fe 5 \u6240\u793a\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cFedAvg \u548c FedMix \u5747\u53d7\u8f9b\u666e\u68ee\u6096\u8bba\u7684\u5f71\u54cd\uff0c\u5168\u5c40\u6a21\u578b\u51c6\u786e\u7387\u4e0b\u964d\u3002\u800c FedCFA \u901a\u8fc7\u53cd\u4e8b\u5b9e\u8f6c\u6362\uff0c\u53ef\u4ee5\u7834\u574f\u6570\u636e\u4e2d\u7684\u865a\u5047\u7684\u7279\u5f81 &#8211; \u6807\u7b7e\u5173\u8054\uff0c\u751f\u6210\u53cd\u4e8b\u5b9e\u6837\u672c\u4f7f\u5f97\u672c\u5730\u6570\u636e\u5206\u5e03\u9760\u8fd1\u5168\u5c40\u6570\u636e\u5206\u5e03\uff0c\u6a21\u578b\u51c6\u786e\u7387\u63d0\u5347\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8d8449edf420f4cbea7caea54df6cbb6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8d8449edf420f4cbea7caea54df6cbb6.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4: \u5177\u6709\u8f9b\u666e\u68ee\u6096\u8bba\u7684\u6570\u636e\u96c6<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-08118e5e8ce2a0c25757ba54b47fe2dd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-08118e5e8ce2a0c25757ba54b47fe2dd.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 5: \u5728\u8f9b\u666e\u68ee\u6096\u8bba\u6570\u636e\u96c6\u4e0a\u7684\u5168\u5c40\u6a21\u578b top-1 \u51c6\u786e\u7387<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u6d88\u878d\u5b9e\u9a8c<\/strong><\/section>\n<section><a 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