{"id":963,"date":"2025-09-03T14:33:00","date_gmt":"2025-09-03T06:33:00","guid":{"rendered":"https:\/\/lancedigitalodyssey.ltd\/?p=963"},"modified":"2025-10-13T11:57:45","modified_gmt":"2025-10-13T03:57:45","slug":"%e6%a0%87%e7%ad%be%e5%99%aa%e5%a3%b0%e4%b8%8b%e5%9b%be%e5%83%8f%e5%88%86%e7%b1%bb%e7%9a%84%e9%b2%81%e6%a3%92%e6%80%a7%e7%a0%94%e7%a9%b6%ef%bc%9aco-teaching-%e4%b8%8e%e5%9f%ba%e7%ba%bf%e6%96%b9","status":"publish","type":"post","link":"https:\/\/lancedigitalodyssey.ltd\/index.php\/2025\/09\/03\/%e6%a0%87%e7%ad%be%e5%99%aa%e5%a3%b0%e4%b8%8b%e5%9b%be%e5%83%8f%e5%88%86%e7%b1%bb%e7%9a%84%e9%b2%81%e6%a3%92%e6%80%a7%e7%a0%94%e7%a9%b6%ef%bc%9aco-teaching-%e4%b8%8e%e5%9f%ba%e7%ba%bf%e6%96%b9\/","title":{"rendered":"\u6807\u7b7e\u566a\u58f0\u4e0b\u56fe\u50cf\u5206\u7c7b\u7684\u9c81\u68d2\u6027\u7814\u7a76\uff1aCo-teaching \u4e0e\u57fa\u7ebf\u65b9\u6cd5\u7684\u5bf9\u6bd4\u5b9e\u9a8c"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Co-teaching \u7684\u7814\u7a76\u610f\u4e49<\/h2>\n\n\n\n<p>\u5728\u5f53\u524d\u6570\u5b57\u5a92\u4f53\u7cfb\u7edf\u7684\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u76d1\u7763\u5b66\u4e60\u6a21\u578b\u5e7f\u6cdb\u7528\u4e8e\u5185\u5bb9\u5206\u7c7b\u3001\u63a8\u8350\u6392\u5e8f\u3001\u7528\u6237\u884c\u4e3a\u5efa\u6a21\u7b49\u4efb\u52a1\u3002\u8fd9\u7c7b\u6a21\u578b\u7684\u8bad\u7ec3\u9ad8\u5ea6\u4f9d\u8d56\u6807\u7b7e\u6570\u636e\uff0c\u800c\u6807\u7b7e\u7684\u751f\u6210\u5f80\u5f80\u6765\u81ea\u7528\u6237\u884c\u4e3a\u65e5\u5fd7\u3001\u5f31\u76d1\u7763\u7b97\u6cd5\u6216\u4eba\u5de5\u6807\u6ce8\uff0c\u5176\u51c6\u786e\u6027\u96be\u4ee5\u4fdd\u8bc1\u3002\u6807\u7b7e\u9519\u8bef\u4e0d\u4ec5\u5f71\u54cd\u6a21\u578b\u6027\u80fd\uff0c\u8fd8\u53ef\u80fd\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\u5f15\u53d1\u63a8\u8350\u504f\u5dee\u3001\u5ba1\u6838\u8bef\u5224\u3001\u7528\u6237\u4f53\u9a8c\u4e0b\u964d\u7b49\u95ee\u9898\uff0c\u8fdb\u800c\u5f71\u54cd\u5e73\u53f0\u7684\u4e1a\u52a1\u7a33\u5b9a\u6027\u4e0e\u5185\u5bb9\u5206\u53d1\u6548\u7387\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u7ecf\u9a8c\u98ce\u9669\u6700\u5c0f\u5316\uff08ERM\uff09\u8bad\u7ec3\u7b56\u7565\u5728\u9762\u5bf9\u6807\u7b7e\u566a\u58f0\u65f6\u8868\u73b0\u51fa\u660e\u663e\u7684\u8106\u5f31\u6027\u3002\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5bb9\u6613\u201c\u8bb0\u5fc6\u201d\u9519\u8bef\u6807\u7b7e\uff0c\u5bfc\u81f4\u8fc7\u62df\u5408\u65e0\u6548\u4fe1\u606f\uff0c\u5c24\u5176\u5728\u6807\u7b7e\u9519\u8bef\u7387\u8f83\u9ad8\u7684\u573a\u666f\u4e2d\uff0c\u6a21\u578b\u6027\u80fd\u8fc5\u901f\u4e0b\u964d\u3002\u8fd9\u4e00\u95ee\u9898\u5728\u6570\u5b57\u5a92\u4f53\u5e73\u53f0\u4e2d\u5c24\u4e3a\u7a81\u51fa\uff0c\u539f\u56e0\u5728\u4e8e\u6570\u636e\u89c4\u6a21\u5e9e\u5927\u3001\u6807\u7b7e\u6765\u6e90\u590d\u6742\u3001\u66f4\u65b0\u9891\u7387\u9ad8\uff0c\u6a21\u578b\u5fc5\u987b\u5177\u5907\u4e00\u5b9a\u7684\u9c81\u68d2\u6027\u624d\u80fd\u7ef4\u6301\u957f\u671f\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n\n\n\n<p>Co-teaching \u662f\u4e00\u79cd\u9488\u5bf9\u6807\u7b7e\u566a\u58f0\u95ee\u9898\u63d0\u51fa\u7684\u9c81\u68d2\u8bad\u7ec3\u7b56\u7565\uff0c\u5176\u6838\u5fc3\u673a\u5236\u662f\u901a\u8fc7\u53cc\u7f51\u7edc\u4e92\u9009\u5c0f\u635f\u5931\u6837\u672c\u8fdb\u884c\u66f4\u65b0\uff0c\u4ece\u800c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u52a8\u6001\u8fc7\u6ee4\u6389\u53ef\u80fd\u5b58\u5728\u9519\u8bef\u6807\u7b7e\u7684\u6570\u636e\u3002\u8be5\u65b9\u6cd5\u4e0d\u4f9d\u8d56\u5916\u90e8\u77e5\u8bc6\u6216\u989d\u5916\u6807\u6ce8\uff0c\u7ed3\u6784\u7b80\u6d01\uff0c\u6613\u4e8e\u5d4c\u5165\u4e3b\u6d41\u6a21\u578b\u4f53\u7cfb\uff0c\u5177\u5907\u8f83\u9ad8\u7684\u5de5\u7a0b\u9002\u914d\u6027\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u8be5\u7b56\u7565\u7684\u610f\u4e49\u5728\u4e8e\uff1a\u4e00\u65b9\u9762\uff0c\u5b83\u4e3a\u6570\u5b57\u5a92\u4f53\u5e73\u53f0\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u90e8\u7f72\u7684\u8bad\u7ec3\u4f18\u5316\u65b9\u6848\uff0c\u80fd\u591f\u5728\u5f31\u76d1\u7763\u6216\u6807\u7b7e\u4e0d\u786e\u5b9a\u6027\u8f83\u9ad8\u7684\u73af\u5883\u4e0b\u63d0\u5347\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u63a8\u52a8\u4e86\u76d1\u7763\u5b66\u4e60\u4ece\u7406\u60f3\u6570\u636e\u5047\u8bbe\u5411\u771f\u5b9e\u6570\u636e\u73af\u5883\u7684\u9002\u5e94\uff0c\u5177\u6709\u660e\u786e\u7684\u7406\u8bba\u4ef7\u503c\u4e0e\u5b9e\u8df5\u6f5c\u529b\u3002\u5c24\u5176\u5728\u63a8\u8350\u7cfb\u7edf\u3001\u5185\u5bb9\u5ba1\u6838\u3001\u81ea\u52a8\u6807\u7b7e\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\uff0c\u8be5\u7b56\u7565\u53ef\u4f5c\u4e3a\u8bad\u7ec3\u9636\u6bb5\u7684\u9c81\u68d2\u6027\u6a21\u5757\u96c6\u6210\uff0c\u63d0\u5347\u6574\u4f53\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u4e0e\u4e1a\u52a1\u8868\u73b0\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1.\u80cc\u666f\u4ecb\u7ecd<\/h2>\n\n\n\n<p>\u5728\u6570\u5b57\u5a92\u4f53\u7cfb\u7edf\u7684\u63a8\u8350\u4e0e\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0c\u6807\u7b7e\u7684\u51c6\u786e\u6027\u59cb\u7ec8\u662f\u4e00\u4e2a\u96be\u4ee5\u56de\u907f\u7684\u95ee\u9898\u3002\u5e73\u53f0\u4e0a\u7684\u8bad\u7ec3\u6570\u636e\u5f80\u5f80\u6765\u81ea\u7528\u6237\u884c\u4e3a\u65e5\u5fd7\u3001\u81ea\u52a8\u6807\u7b7e\u751f\u6210\u5668\u6216\u4eba\u5de5\u6807\u6ce8\uff0c\u8fd9\u4e9b\u6807\u7b7e\u5728\u89c4\u6a21\u6269\u5927\u548c\u66f4\u65b0\u9891\u7387\u63d0\u5347\u7684\u80cc\u666f\u4e0b\uff0c\u4e0d\u53ef\u907f\u514d\u5730\u51fa\u73b0\u504f\u5dee\u3002\u5c24\u5176\u5728\u63a8\u8350\u7cfb\u7edf\u4e2d\uff0c\u6a21\u578b\u9700\u8981\u6839\u636e\u7528\u6237\u7684\u5386\u53f2\u884c\u4e3a\u9884\u6d4b\u70b9\u51fb\u7387\u6216\u504f\u597d\u5206\u5e03\uff0c\u800c\u8fd9\u4e9b\u884c\u4e3a\u672c\u8eab\u5c31\u53ef\u80fd\u5305\u542b\u5927\u91cf\u8bef\u70b9\u3001\u5237\u91cf\u6216\u975e\u610f\u56fe\u6027\u64cd\u4f5c\u3002\u6807\u7b7e\u566a\u58f0\u5728\u8fd9\u79cd\u573a\u666f\u4e0b\u4e0d\u662f\u5076\u53d1\u95ee\u9898\uff0c\u800c\u662f\u7ed3\u6784\u6027\u5e72\u6270\u3002<\/p>\n\n\n\n<p>\u672c\u5b9e\u9a8c\u56f4\u7ed5\u8fd9\u4e00\u95ee\u9898\u6784\u5efa\u4e86\u4e00\u4e2a\u5bc6\u96c6\u566a\u58f0\u7387\u91c7\u6837\u6846\u67b6\uff0c\u5728 CIFAR-10 \u6570\u636e\u96c6\u4e0a\u5bf9 Co-teaching \u4e0e\u6807\u51c6 ERM \u65b9\u6cd5\u8fdb\u884c\u4e86\u7cfb\u7edf\u5bf9\u6bd4\u3002\u901a\u8fc7\u591a\u968f\u673a\u79cd\u5b50\u8fd0\u884c\u4e0e\u51c6\u786e\u7387\u8d8b\u52bf\u5206\u6790\uff0c\u89c2\u5bdf\u6a21\u578b\u5728\u4e0d\u540c\u566a\u58f0\u5f3a\u5ea6\u4e0b\u7684\u6536\u655b\u884c\u4e3a\u4e0e\u6027\u80fd\u6ce2\u52a8\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5728\u566a\u58f0\u7387\u5904\u4e8e 0.25\u20130.50 \u533a\u95f4\u65f6\uff0cCo-teaching \u80fd\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u7a33\u5b9a\u6027\u4e0e\u6cdb\u5316\u80fd\u529b\uff0c\u6709\u6548\u6291\u5236\u9519\u8bef\u6807\u7b7e\u7684\u5f71\u54cd\uff1b\u800c\u5728\u6781\u9ad8\u566a\u58f0\u7387\uff08\u22650.70\uff09\u4e0b\uff0c\u5176\u4f18\u52bf\u5f00\u59cb\u51cf\u5f31\uff0c\u63d0\u793a\u8be5\u7b56\u7565\u5728\u6781\u7aef\u6761\u4ef6\u4e0b\u4ecd\u9700\u914d\u5408\u5176\u4ed6\u673a\u5236\u8fdb\u884c\u8c03\u4f18\u3002<\/p>\n\n\n\n<p>\u4ece\u7cfb\u7edf\u90e8\u7f72\u7684\u89d2\u5ea6\u6765\u770b\uff0cCo-teaching \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u73b0\u6709\u6a21\u578b\u7ed3\u6784\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e00\u79cd\u8bad\u7ec3\u9636\u6bb5\u7684\u6837\u672c\u7b5b\u9009\u673a\u5236\u3002\u5b83\u53ef\u4ee5\u4f5c\u4e3a\u6570\u636e\u52a0\u8f7d\u4e0e\u68af\u5ea6\u66f4\u65b0\u4e4b\u95f4\u7684\u4e2d\u95f4\u5c42\uff0c\u52a8\u6001\u8fc7\u6ee4\u6389\u9ad8\u635f\u5931\u6837\u672c\uff0c\u4ece\u800c\u63d0\u5347\u6570\u636e\u5229\u7528\u6548\u7387\u3002\u8fd9\u79cd\u673a\u5236\u5728\u63a8\u8350\u7cfb\u7edf\u4e2d\u5c24\u4e3a\u5173\u952e\u2014\u2014\u5f53\u6a21\u578b\u9762\u5bf9\u5927\u91cf\u884c\u4e3a\u6570\u636e\u65f6\uff0c\u5982\u4f55\u5224\u65ad\u54ea\u4e9b\u6837\u672c\u662f\u201c\u53ef\u4fe1\u7684\u201d\uff0c\u76f4\u63a5\u51b3\u5b9a\u4e86\u8bad\u7ec3\u7ed3\u679c\u7684\u504f\u5411\u6027\u4e0e\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e8e\u4f20\u7edf\u7684\u6570\u636e\u6e05\u6d17\u6216\u6807\u7b7e\u4fee\u590d\u65b9\u6cd5\uff0cCo-teaching \u7684\u4f18\u52bf\u5728\u4e8e\u5176\u5185\u5d4c\u6027\u4e0e\u4f4e\u6210\u672c\uff1a\u65e0\u9700\u989d\u5916\u6807\u6ce8\u3001\u4e0d\u4f9d\u8d56\u5916\u90e8\u77e5\u8bc6\u5e93\uff0c\u9002\u5408\u5728 GPU \u8bad\u7ec3\u73af\u5883\u4e2d\u4ee5\u6a21\u5757\u5316\u65b9\u5f0f\u96c6\u6210\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u201c\u7406\u8bba\u4e0a\u7684\u597d\u70b9\u5b50\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u4ee5\u5728\u771f\u5b9e\u6570\u636e\u73af\u5883\u4e2d\u8fd0\u884c\u7684\u7b56\u7565\u8865\u5f3a\u673a\u5236\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u6807\u7b7e\u4e0d\u53ef\u63a7\u3001\u6570\u636e\u66f4\u65b0\u9891\u7e41\u3001\u6a21\u578b\u8fed\u4ee3\u5468\u671f\u77ed\u7684\u6570\u5b57\u5a92\u4f53\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>\u8fd9\u7c7b\u7b56\u7565\u7684\u7814\u7a76\u610f\u4e49\u5728\u4e8e\uff0c\u5b83\u63a8\u52a8\u4e86\u8bad\u7ec3\u903b\u8f91\u4ece\u201c\u7406\u60f3\u6807\u7b7e\u5047\u8bbe\u201d\u5411\u201c\u6807\u7b7e\u4e0d\u786e\u5b9a\u6027\u9002\u5e94\u201d\u7684\u8f6c\u53d8\uff0c\u4e5f\u4e3a\u5e73\u53f0\u7b97\u6cd5\u56e2\u961f\u63d0\u4f9b\u4e86\u66f4\u5177\u5f39\u6027\u7684\u5efa\u6a21\u65b9\u5f0f\u3002\u5728\u6570\u636e\u8d28\u91cf\u65e0\u6cd5\u4fdd\u8bc1\u7684\u524d\u63d0\u4e0b\uff0c\u5982\u4f55\u6784\u5efa\u7a33\u5b9a\u7684\u5b66\u4e60\u8def\u5f84\uff0c\u662f\u5f53\u524d AI \u4e0e\u5a92\u4f53\u7cfb\u7edf\u878d\u5408\u8fc7\u7a0b\u4e2d\u5fc5\u987b\u9762\u5bf9\u7684\u6838\u5fc3\u95ee\u9898\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u5927\u89c4\u6a21\u6570\u5b57\u5a92\u4f53\u5904\u7406\u4e0e\u5206\u6790\u7684\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u76d1\u7763\u5b66\u4e60\u6a21\u578b\u5f80\u5f80\u4f9d\u8d56\u4eba\u5de5\u6216\u534a\u81ea\u52a8\u751f\u6210\u7684\u6807\u7b7e\u3002\u7136\u800c\uff0c\u6807\u7b7e\u566a\u58f0\u7684\u5b58\u5728\u51e0\u4e4e\u4e0d\u53ef\u907f\u514d\uff0c\u6765\u6e90\u5305\u62ec\u4eba\u5de5\u6807\u6ce8\u4e0d\u4e00\u81f4\u3001\u542f\u53d1\u5f0f\u89c4\u5219\u504f\u5dee\u4ee5\u53ca\u81ea\u52a8\u5316\u5f31\u76d1\u7763\u65b9\u6cd5\u7684\u5c40\u9650\u6027\u3002\u8fd9\u4e9b\u566a\u58f0\u4f1a\u5bfc\u81f4\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9010\u6e10\u8bb0\u5fc6\u9519\u8bef\u6807\u7b7e\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u6cdb\u5316\u6027\u80fd\uff0c\u5e76\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\u5f15\u53d1\u4e1a\u52a1\u98ce\u9669\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u6807\u7b7e\u566a\u58f0\u7684\u9c81\u68d2\u6027\u7814\u7a76\u5df2\u6210\u4e3a\u673a\u5668\u5b66\u4e60\u7684\u91cd\u8981\u65b9\u5411\u3002\u672c\u6587\u65e8\u5728\u901a\u8fc7\u53ef\u63a7\u7684\u5bf9\u79f0\u6807\u7b7e\u566a\u58f0\u6ce8\u5165\u5b9e\u9a8c\uff0c\u7cfb\u7edf\u6bd4\u8f83\u4e24\u79cd\u8bad\u7ec3\u7b56\u7565\u5728\u4e0d\u540c\u566a\u58f0\u6c34\u5e73\u4e0b\u7684\u8868\u73b0\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6807\u51c6\u4ea4\u53c9\u71b5\u57fa\u7ebf\u65b9\u6cd5<\/strong>\uff08Empirical Risk Minimization, ERM\uff09<\/li>\n\n\n\n<li><strong>Co-teaching \u65b9\u6cd5<\/strong>\uff08\u57fa\u4e8e\u5c0f\u635f\u5931\u539f\u5219\u7684\u53cc\u7f51\u7edc\u4e92\u9009\u7b56\u7565\uff09<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u76f8\u5173\u5de5\u4f5c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u6807\u7b7e\u566a\u58f0\u7c7b\u578b<\/h3>\n\n\n\n<p>\u6807\u7b7e\u566a\u58f0\u53ef\u5206\u4e3a<strong>\u5bf9\u79f0\u566a\u58f0<\/strong>\uff08\u968f\u673a\u5c06\u6807\u7b7e\u7ffb\u8f6c\u4e3a\u5176\u4ed6\u7c7b\u522b\uff09\u4e0e<strong>\u975e\u5bf9\u79f0\u566a\u58f0<\/strong>\uff08\u6807\u7b7e\u66f4\u53ef\u80fd\u88ab\u7ffb\u8f6c\u4e3a\u76f8\u4f3c\u7c7b\u522b\uff09\u3002\u5728\u5a92\u4f53\u6570\u636e\u5904\u7406\u4e2d\uff0c\u566a\u58f0\u6765\u6e90\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u6807\u6ce8\u5dee\u5f02<\/li>\n\n\n\n<li>\u81ea\u52a8\u5316\u6807\u7b7e\u751f\u6210\u9519\u8bef<\/li>\n\n\n\n<li>\u6570\u636e\u91c7\u96c6\u4e0e\u4f20\u8f93\u8fc7\u7a0b\u4e2d\u7684\u5143\u6570\u636e\u4e22\u5931\u6216\u9519\u8bef<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u9c81\u68d2\u8bad\u7ec3\u65b9\u6cd5<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7ecf\u9a8c\u98ce\u9669\u6700\u5c0f\u5316\uff08ERM\uff09<\/strong>\uff1a\u76f4\u63a5\u6700\u5c0f\u5316\u8bad\u7ec3\u96c6\u4e0a\u7684\u5e73\u5747\u635f\u5931\uff0c\u6613\u5728\u9ad8\u566a\u58f0\u4e0b\u8fc7\u62df\u5408\u9519\u8bef\u6807\u7b7e\u3002<\/li>\n\n\n\n<li><strong>Co-teaching<\/strong>\uff1a\u7531\u4e24\u7f51\u7edc\u540c\u65f6\u8bad\u7ec3\uff0c\u6bcf\u8f6e\u4e92\u76f8\u9009\u62e9\u5bf9\u65b9\u7684\u5c0f\u635f\u5931\u6837\u672c\u8fdb\u884c\u66f4\u65b0\uff0c\u4ece\u800c\u51cf\u5c11\u9519\u8bef\u6807\u7b7e\u7684\u5f71\u54cd\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">3 \u65b9\u6cd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u57fa\u7ebf\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u4f7f\u7528\u5355\u4e2a ResNet-18 \u7f51\u7edc\uff0c\u635f\u5931\u51fd\u6570\u4e3a\u4ea4\u53c9\u71b5\uff0c\u65e0\u989d\u5916\u566a\u58f0\u5904\u7406\u673a\u5236\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"751\" src=\"https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.51.31-AM-1024x751.png\" alt=\"\" class=\"wp-image-972\" style=\"width:1705px;height:auto\" srcset=\"https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.51.31-AM-1024x751.png 1024w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.51.31-AM-300x220.png 300w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.51.31-AM-768x563.png 768w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.51.31-AM-1536x1126.png 1536w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.51.31-AM.png 1664w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 Co-teaching \u65b9\u6cd5<\/h3>\n\n\n\n<p>\u4f7f\u7528\u4e24\u4e2a\u7ed3\u6784\u76f8\u540c\u7684 ResNet-18 \u7f51\u7edc\uff0c\u6bcf\u8f6e\u8bad\u7ec3\u4e2d\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u5404\u81ea\u8ba1\u7b97\u5f53\u524d\u6279\u6b21\u6837\u672c\u7684\u635f\u5931<\/li>\n\n\n\n<li>\u6309\u635f\u5931\u4ece\u5c0f\u5230\u5927\u6392\u5e8f<\/li>\n\n\n\n<li>\u6309\u8bb0\u5fc6\u7387\uff08remember rate\uff09\u9009\u53d6\u524d\u82e5\u5e72\u6bd4\u4f8b\u7684\u6837\u672c<\/li>\n\n\n\n<li>\u5c06\u9009\u51fa\u7684\u6837\u672c\u4ea4\u7ed9\u53e6\u4e00\u7f51\u7edc\u8fdb\u884c\u66f4\u65b0<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"738\" src=\"https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.53.53-AM-1024x738.png\" alt=\"\" class=\"wp-image-976\" style=\"width:1705px;height:auto\" srcset=\"https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.53.53-AM-1024x738.png 1024w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.53.53-AM-300x216.png 300w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.53.53-AM-768x554.png 768w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.53.53-AM-1536x1107.png 1536w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.53.53-AM.png 1726w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bb0\u5fc6\u7387\u968f\u8bad\u7ec3\u8f6e\u6570\u9012\u51cf\uff0c\u4ee5\u9010\u6b65\u8fc7\u6ee4\u6389\u66f4\u591a\u53ef\u80fd\u7684\u566a\u58f0\u6837\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u566a\u58f0\u6ce8\u5165<\/h3>\n\n\n\n<p>\u5728\u8bad\u7ec3\u96c6\u4e0a\u6309\u8bbe\u5b9a\u566a\u58f0\u7387\u968f\u673a\u7ffb\u8f6c\u6807\u7b7e\uff0c\u7ffb\u8f6c\u76ee\u6807\u7c7b\u522b\u5747\u5300\u91c7\u6837\uff0c\u6d4b\u8bd5\u96c6\u4fdd\u6301\u5e72\u51c0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"459\" src=\"https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.55.10-AM-1024x459.png\" alt=\"\" class=\"wp-image-978\" style=\"width:1705px;height:auto\" srcset=\"https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.55.10-AM-1024x459.png 1024w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.55.10-AM-300x135.png 300w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.55.10-AM-768x344.png 768w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.55.10-AM-1536x689.png 1536w, https:\/\/lancedigitalodyssey.ltd\/wp-content\/uploads\/2025\/09\/Screenshot-2025-10-10-at-11.55.10-AM.png 1632w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">4 \u5b9e\u9a8c\u8bbe\u7f6e<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u96c6<\/strong>\uff1aCIFAR-10<\/li>\n\n\n\n<li><strong>\u9884\u5904\u7406<\/strong>\uff1a\u6807\u51c6\u5f52\u4e00\u5316\u3001\u968f\u673a\u88c1\u526a\u3001\u6c34\u5e73\u7ffb\u8f6c<\/li>\n\n\n\n<li><strong>\u566a\u58f0\u7387<\/strong>\uff1a0.00\u20130.70\uff0c\u6b65\u957f 0.05<\/li>\n\n\n\n<li><strong>\u968f\u673a\u79cd\u5b50<\/strong>\uff1a\u591a\u79cd\u5b50\u8fd0\u884c\uff0c\u8bb0\u5f55\u5747\u503c\u4e0e\u6807\u51c6\u5dee<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u7ed3\u6784<\/strong>\uff1aResNet-18<\/li>\n\n\n\n<li><strong>\u4f18\u5316\u5668<\/strong>\uff1aSGD\uff08\u5b66\u4e60\u7387 0.1\uff0c\u52a8\u91cf 0.9\uff0c\u6743\u91cd\u8870\u51cf 5e-4\uff09<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u7387\u8c03\u5ea6<\/strong>\uff1aStepLR\uff08\u6bcf 20 \u8f6e\u8870\u51cf 0.1\uff09<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u8f6e\u6570<\/strong>\uff1a50<\/li>\n\n\n\n<li><strong>\u6279\u91cf\u5927\u5c0f<\/strong>\uff1a128<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30\u6307\u6807<\/strong>\uff1a\u6d4b\u8bd5\u96c6\u51c6\u786e\u7387\u3001\u6bcf\u8f6e\u635f\u5931\u66f2\u7ebf\u3001\u7ed3\u679c CSV \u8bb0\u5f55<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">5 \u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u51c6\u786e\u7387\u8d8b\u52bf<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u968f\u566a\u58f0\u7387\u589e\u52a0\uff0c\u4e24\u79cd\u65b9\u6cd5\u51c6\u786e\u7387\u5747\u5355\u8c03\u4e0b\u964d<\/li>\n\n\n\n<li>\u5728\u4f4e\u566a\u58f0\uff08\u22640.20\uff09\u4e0b\uff0c\u57fa\u7ebf\u65b9\u6cd5\u4e0e Co-teaching \u8868\u73b0\u63a5\u8fd1\uff0c\u751a\u81f3\u7565\u4f18<\/li>\n\n\n\n<li>\u5728\u4e2d\u566a\u58f0\uff080.25\u20130.50\uff09\u4e0b\uff0cCo-teaching \u660e\u663e\u4f18\u4e8e\u57fa\u7ebf<\/li>\n\n\n\n<li>\u5728\u9ad8\u566a\u58f0\uff08\u22650.55\uff09\u4e0b\uff0cCo-teaching \u4ecd\u6709\u4f18\u52bf\uff0c\u4f46\u5728\u6781\u9ad8\u566a\u58f0\uff080.70\uff09\u65f6\u5076\u6709\u57fa\u7ebf\u53cd\u8d85<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u7a33\u5b9a\u6027\u5206\u6790<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u968f\u566a\u58f0\u7387\u5347\u9ad8\uff0c\u968f\u673a\u79cd\u5b50\u95f4\u7684\u6027\u80fd\u65b9\u5dee\u663e\u8457\u589e\u5927<\/li>\n\n\n\n<li>Co-teaching \u5728\u4e2d\u9ad8\u566a\u58f0\u4e0b\u7684\u65b9\u5dee\u7565\u4f4e\u4e8e\u57fa\u7ebf\uff0c\u4f46\u5728\u6781\u9ad8\u566a\u58f0\u4e0b\u5dee\u5f02\u7f29\u5c0f<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">6 \u8ba8\u8bba\u4e0e\u4e1a\u52a1\u542f\u793a<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">6.1 \u4e0d\u540c\u566a\u58f0\u73af\u5883\u4e0b\u7684\u7b56\u7565\u5efa\u8bae<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f4e\u566a\u58f0<\/strong>\uff1a\u4f18\u5148\u4f7f\u7528\u57fa\u7ebf\u65b9\u6cd5\uff0c\u7b80\u5355\u9ad8\u6548<\/li>\n\n\n\n<li><strong>\u4e2d\u566a\u58f0<\/strong>\uff1a\u63a8\u8350 Co-teaching\uff0c\u80fd\u6709\u6548\u6291\u5236\u9519\u8bef\u6807\u7b7e\u7684\u5f71\u54cd<\/li>\n\n\n\n<li><strong>\u9ad8\u566a\u58f0<\/strong>\uff1a\u7ed3\u5408 Co-teaching \u4e0e\u6570\u636e\u6e05\u6d17\u3001\u534a\u76d1\u7763\u5b66\u4e60\u7b49\u65b9\u6cd5<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.2 \u90e8\u7f72\u5efa\u8bae<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5fc5\u987b\u8fdb\u884c\u591a\u968f\u673a\u79cd\u5b50\u9a8c\u8bc1\uff0c\u907f\u514d\u5076\u7136\u6027\u7ed3\u679c<\/li>\n\n\n\n<li>\u5728\u6781\u9ad8\u566a\u58f0\u4e0b\uff0c\u5e94\u76d1\u63a7 Co-teaching \u7684\u6837\u672c\u5229\u7528\u7387\uff0c\u5fc5\u8981\u65f6\u8c03\u6574\u8bb0\u5fc6\u7387\u7b56\u7565<\/li>\n\n\n\n<li>\u5bf9\u4e1a\u52a1\u5173\u952e\u4efb\u52a1\uff0c\u53ef\u91c7\u7528\u591a\u6a21\u578b\u96c6\u6210\u4ee5\u964d\u4f4e\u65b9\u5dee<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">7 \u5c40\u9650\u6027\u4e0e\u672a\u6765\u5de5\u4f5c<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u96c6\u4ec5\u9650 CIFAR-10\uff0c\u9700\u5728\u4e1a\u52a1\u76f8\u5173\u6570\u636e\u4e0a\u9a8c\u8bc1<\/li>\n\n\n\n<li>\u566a\u58f0\u7c7b\u578b\u4ec5\u4e3a\u5bf9\u79f0\u566a\u58f0\uff0c\u672a\u6765\u5e94\u8003\u8651\u975e\u5bf9\u79f0\u4e0e\u5b9e\u4f8b\u4f9d\u8d56\u566a\u58f0<\/li>\n\n\n\n<li>\u65b9\u6cd5\u4ec5\u6bd4\u8f83\u57fa\u7ebf\u4e0e Co-teaching\uff0c\u540e\u7eed\u53ef\u6269\u5c55\u81f3\u66f4\u591a\u9c81\u68d2\u8bad\u7ec3\u65b9\u6cd5<\/li>\n\n\n\n<li>\u8bc4\u4f30\u6307\u6807\u53ef\u589e\u52a0\u6a21\u578b\u6821\u51c6\u5ea6\u3001\u7cbe\u786e\u7387\/\u53ec\u56de\u7387\u7b49\u4e1a\u52a1\u76f8\u5173\u6307\u6807<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">8 \u7ed3\u8bba<\/h2>\n\n\n\n<p>\u672c\u6587\u5728\u53ef\u63a7\u7684\u5bf9\u79f0\u6807\u7b7e\u566a\u58f0\u73af\u5883\u4e0b\uff0c\u7cfb\u7edf\u6bd4\u8f83\u4e86 Co-teaching \u4e0e\u57fa\u7ebf\u65b9\u6cd5\u7684\u9c81\u68d2\u6027\u8868\u73b0\u3002\u7ed3\u679c\u8868\u660e\uff0c\u65b9\u6cd5\u9009\u62e9\u5e94\u6839\u636e\u566a\u58f0\u6c34\u5e73\u800c\u5b9a\uff1a\u4f4e\u566a\u58f0\u4e0b\u57fa\u7ebf\u8db3\u591f\uff0c\u4e2d\u9ad8\u566a\u58f0\u4e0b Co-teaching \u66f4\u4f18\uff0c\u6781\u9ad8\u566a\u58f0\u4e0b\u9700\u7ed3\u5408\u6570\u636e\u4e0e\u6a21\u578b\u7b56\u7565\u5171\u540c\u4f18\u5316\u3002\u8be5\u7814\u7a76\u4e3a\u5b9e\u9645\u4e1a\u52a1\u573a\u666f\u4e2d\u7684\u6a21\u578b\u9009\u62e9\u4e0e\u90e8\u7f72\u63d0\u4f9b\u4e86\u53ef\u590d\u73b0\u3001\u53ef\u91cf\u5316\u7684\u53c2\u8003\u6846\u67b6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Co-teaching \u7684\u7814\u7a76\u610f\u4e49 \u5728\u5f53\u524d\u6570\u5b57\u5a92\u4f53\u7cfb\u7edf\u7684\u5b9e\u9645 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-963","post","type-post","status-publish","format-standard","hentry","category-schoolevent"],"_links":{"self":[{"href":"https:\/\/lancedigitalodyssey.ltd\/index.php\/wp-json\/wp\/v2\/posts\/963","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lancedigitalodyssey.ltd\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lancedigitalodyssey.ltd\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lancedigitalodyssey.ltd\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/lancedigitalodyssey.ltd\/index.php\/wp-json\/wp\/v2\/comments?post=963"}],"version-history":[{"count":10,"href":"https:\/\/lancedigitalodyssey.ltd\/index.php\/wp-json\/wp\/v2\/posts\/963\/revisions"}],"predecessor-version":[{"id":1029,"href":"https:\/\/lancedigitalodyssey.ltd\/index.php\/wp-json\/wp\/v2\/posts\/963\/revisions\/1029"}],"wp:attachment":[{"href":"https:\/\/lancedigitalodyssey.ltd\/index.php\/wp-json\/wp\/v2\/media?parent=963"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lancedigitalodyssey.ltd\/index.php\/wp-json\/wp\/v2\/categories?post=963"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lancedigitalodyssey.ltd\/index.php\/wp-json\/wp\/v2\/tags?post=963"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}