{"id":79738,"date":"2026-03-03T03:49:33","date_gmt":"2026-03-02T19:49:33","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/79738.html"},"modified":"2026-03-03T03:49:33","modified_gmt":"2026-03-02T19:49:33","slug":"%e5%88%86%e5%b8%83%e5%bc%8f%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%b8%ad%e7%9a%84%e6%8b%9c%e5%8d%a0%e5%ba%ad%e5%ae%b9%e9%94%99%ef%bc%9akrum%e7%ae%97%e6%b3%95%e5%ae%9e%e6%88%98%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/79738.html","title":{"rendered":"\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u62dc\u5360\u5ead\u5bb9\u9519\uff1aKrum\u7b97\u6cd5\u5b9e\u6218\u89e3\u6790\u4e0e\u4ee3\u7801\u5b9e\u73b0"},"content":{"rendered":"<h2>\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u62dc\u5360\u5ead\u5bb9\u9519\uff1aKrum\u7b97\u6cd5\u5b9e\u6218\u89e3\u6790\u4e0e\u4ee3\u7801\u5b9e\u73b0<\/h2>\n<p>\u5728\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60\u7684\u5e7f\u9614\u6218\u573a\u4e0a\uff0c\u6211\u4eec\u5e38\u5e38\u4e3a\u6a21\u578b\u8bad\u7ec3\u7684\u6548\u7387\u63d0\u5347\u800c\u6b22\u6b23\u9f13\u821e\uff0c\u4f46\u4e00\u4e2a\u5e7d\u7075\u59cb\u7ec8\u5728\u534f\u4f5c\u7684\u8fb9\u7f18\u5f98\u5f8a\u2014\u2014\u90a3\u5c31\u662f\u201c\u574f\u8282\u70b9\u201d\u7684\u5a01\u80c1\u3002\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8054\u90a6\u5b66\u4e60\u7cfb\u7edf\uff0c\u6709\u6210\u767e\u4e0a\u5343\u4e2a\u8bbe\u5907\u53c2\u4e0e\u8bad\u7ec3\uff0c\u5176\u4e2d\u51e0\u4e2a\u8bbe\u5907\u56e0\u4e3a\u786c\u4ef6\u6545\u969c\u3001\u7f51\u7edc\u4e22\u5305\uff0c\u751a\u81f3\u66f4\u7cdf\uff0c\u662f\u6076\u610f\u653b\u51fb\u8005\u4f2a\u88c5\u7684\uff0c\u5b83\u4eec\u63d0\u4ea4\u7684\u6a21\u578b\u66f4\u65b0\u662f\u968f\u673a\u7684\u3001\u751a\u81f3\u662f\u7cbe\u5fc3\u6784\u9020\u7684\u7834\u574f\u6027\u6570\u636e\u3002\u8fd9\u5c31\u50cf\u4e00\u652f\u4ea4\u54cd\u4e50\u56e2\u91cc\u6df7\u5165\u4e86\u51e0\u4e2a\u6545\u610f\u8dd1\u8c03\u7684\u4e50\u624b\uff0c\u6700\u7ec8\u53ef\u80fd\u5bfc\u81f4\u6574\u573a\u6f14\u51fa\u5931\u8d25\u3002\u4f20\u7edf\u7684\u5bb9\u9519\u673a\u5236\u5bf9\u8fd9\u7c7b\u201c\u8bf4\u5047\u8bdd\u201d\u7684\u8282\u70b9\u5f80\u5f80\u675f\u624b\u65e0\u7b56\uff0c\u8fd9\u6b63\u662f\u62dc\u5360\u5ead\u5bb9\u9519\u95ee\u9898\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u6838\u5fc3\u6311\u6218\u3002<\/p>\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u4e0d\u8c08\u7a7a\u6d1e\u7684\u7406\u8bba\uff0c\u800c\u662f\u805a\u7126\u4e8e\u4e00\u4e2a\u88ab\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u53cd\u590d\u9a8c\u8bc1\u7684\u5b9e\u7528\u6b66\u5668\uff1aKrum\u7b97\u6cd5\u3002\u8fd9\u7bc7\u6587\u7ae0\u662f\u4e3a\u90a3\u4e9b\u771f\u6b63\u5728\u6784\u5efa\u5206\u5e03\u5f0f\u5b66\u4e60\u7cfb\u7edf\u7684\u5de5\u7a0b\u5e08\u548c\u7814\u7a76\u8005\u51c6\u5907\u7684\u3002\u6211\u4eec\u5c06\u7ed5\u8fc7\u7e41\u7410\u7684\u516c\u5f0f\u63a8\u5bfc\uff0c\u76f4\u63a5\u5207\u5165\u5b9e\u6218\uff0c\u7528\u4ee3\u7801\u548c\u6848\u4f8b\u544a\u8bc9\u4f60\uff0c\u5982\u4f55\u5728\u4f60\u7684\u4e0b\u4e00\u4e2aPyTorch\u6216TensorFlow\u9879\u76ee\u4e2d\uff0c\u96c6\u6210Krum\u7b97\u6cd5\u6765\u62b5\u5fa1\u90a3\u4e9b\u201c\u62dc\u5360\u5ead\u201d\u8282\u70b9\uff0c\u786e\u4fdd\u4f60\u7684\u6a21\u578b\u5728\u201c\u5608\u6742\u201d\u751a\u81f3\u201c\u654c\u5bf9\u201d\u7684\u73af\u5883\u4e2d\u4f9d\u7136\u7a33\u5065\u6536\u655b\u3002\u65e0\u8bba\u4f60\u662f\u5728\u6784\u5efa\u8de8\u8bbe\u5907\u7684\u9690\u79c1\u8ba1\u7b97\u5e73\u53f0\uff0c\u8fd8\u662f\u5728\u8bbe\u8ba1\u4e00\u4e2a\u6297\u653b\u51fb\u7684\u533a\u5757\u94feAI\u5e94\u7528\uff0c\u7406\u89e3\u5e76\u5b9e\u73b0Krum\u90fd\u5c06\u662f\u4f60\u5de5\u5177\u7bb1\u91cc\u81f3\u5173\u91cd\u8981\u7684\u4e00\u73af\u3002<\/p>\n<h3>1. 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  \u805a\u5408\u65b9\u6cd5<br \/>\n   \u539f\u7406\u7b80\u8ff0<br \/>\n   \u5bf9\u62dc\u5360\u5ead\u9519\u8bef\u7684\u9c81\u68d2\u6027<br \/>\n   \u5178\u578b\u5e94\u7528\u573a\u666f<br \/>\n  <\/tr>\n<tbody>\n<tr>\n<td style=\"text-align:left\">\u7b80\u5355\u5e73\u5747 (FedAvg)<\/td>\n<td style=\"text-align:left\">\u5bf9\u6240\u6709\u5ba2\u6237\u7aef\u68af\u5ea6\u53d6\u7b97\u672f\u5e73\u5747\u3002<\/td>\n<td style=\"text-align:left\">\u6781\u4f4e\u3002\u5c11\u6570\u6076\u610f\u68af\u5ea6\u80fd\u663e\u8457\u5f71\u54cd\u5747\u503c\u3002<\/td>\n<td style=\"text-align:left\">\u53ef\u4fe1\u3001\u540c\u8d28\u5316\u73af\u5883\u4e0b\u7684\u8054\u90a6\u5b66\u4e60\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\">\u4e2d\u4f4d\u6570\/\u5750\u6807\u4e2d\u4f4d\u6570<\/td>\n<td style=\"text-align:left\">\u5bf9\u6bcf\u4e2a\u7ef4\u5ea6\u72ec\u7acb\u53d6\u6240\u6709\u5ba2\u6237\u7aef\u68af\u5ea6\u7684\u4e2d\u4f4d\u6570\u3002<\/td>\n<td style=\"text-align:left\">\u4e2d\u7b49\u3002\u80fd\u5bb9\u5fcd\u63a5\u8fd1\u4e00\u534a\u7684\u6076\u610f\u503c\uff0c\u4f46\u7ef4\u5ea6\u95f4\u5173\u8054\u6027\u88ab\u5ffd\u7565\u3002<\/td>\n<td style=\"text-align:left\">\u5bf9\u5f02\u5e38\u503c\u6709\u4e00\u5b9a\u62b5\u6297\u9700\u6c42\u7684\u573a\u666f\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\">\u88c1\u526a\u5e73\u5747<\/td>\n<td style=\"text-align:left\">\u5148\u5c06\u68af\u5ea6\u88c1\u526a\u5230\u4e00\u5b9a\u8303\u6570\u5185\uff0c\u518d\u53d6\u5e73\u5747\u3002<\/td>\n<td style=\"text-align:left\">\u6709\u9650\u3002\u4ec5\u80fd\u9650\u5236\u5355\u6b21\u66f4\u65b0\u7684\u7834\u574f\u5e45\u5ea6\uff0c\u65e0\u6cd5\u7ea0\u6b63\u65b9\u5411\u9519\u8bef\u3002<\/td>\n<td style=\"text-align:left\">\u9632\u5fa1\u663e\u7740\u7684\u68af\u5ea6\u7206\u70b8\u6216\u8f7b\u5fae\u6270\u52a8\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\">Krum \/ Multi-Krum<\/td>\n<td 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