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id=\"%E8%B7%AF%E7%94%B1%E7%AD%96%E7%95%A5%E7%9A%84%E5%AF%B9%E6%AF%94%E4%B8%8E%E6%94%B6%E6%95%9B%E6%80%A7-toc\" style=\"margin-left:160px\">\u8def\u7531\u7b56\u7565\u7684\u5bf9\u6bd4\u4e0e\u6536\u655b\u6027<\/p>\n<p id=\"%E5%A4%9A%E4%BB%BB%E5%8A%A1%E5%AD%A6%E4%B9%A0%E7%9A%84%E8%81%94%E5%90%88%E6%8D%9F%E5%A4%B1%E4%BC%98%E5%8C%96-toc\" style=\"margin-left:80px\">\u591a\u4efb\u52a1\u5b66\u4e60\u7684\u8054\u5408\u635f\u5931\u4f18\u5316<\/p>\n<p id=\"%E5%9B%9B%E3%80%81%E6%80%BB%E7%BB%93-toc\" style=\"margin-left:0px\">\u56db\u3001\u603b\u7ed3<\/p>\n<hr id=\"hr-toc\" \/>\n<p>\u8bba\u6587\u4f20\u9001\u95e8&#xff1a;https:\/\/dl.acm.org\/doi\/10.1145\/3383313.3412236\u00a0<\/p>\n<h2 id=\"%E4%B8%80%E3%80%81%E5%A4%9A%E4%BB%BB%E5%8A%A1%E5%AD%A6%E4%B9%A0%E8%83%8C%E6%99%AF\">\u4e00\u3001\u591a\u4efb\u52a1\u5b66\u4e60\u80cc\u666f<\/h2>\n<li>\n<h4 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Transfer&#xff09;&#xff1a;\u591a\u4efb\u52a1\u5b66\u4e60\u4e2d&#xff0c;\u67d0\u4e9b\u4efb\u52a1\u95f4\u7684\u76f8\u4e92\u5e72\u6270\u5bfc\u81f4\u6a21\u578b\u6574\u4f53\u6027\u80fd\u4e0b\u964d\u7684\u73b0\u8c61\u3002<\/li>\n<li>\u4efb\u52a1\u5173\u8054&#xff08;Task Correlation&#xff09;&#xff1a;\u4e0d\u540c\u4efb\u52a1\u4e4b\u95f4\u7684\u4f9d\u8d56\u6216\u51b2\u7a81\u5173\u7cfb&#xff0c;\u53ef\u80fd\u4fc3\u8fdb\u6216\u963b\u788d\u6a21\u578b\u5b66\u4e60\u3002<\/li>\n<\/li>\n<li>\n<h5 id=\"%E2%80%9C%E8%B7%B7%E8%B7%B7%E6%9D%BF%E2%80%9D%E7%8E%B0%E8%B1%A1%E7%9A%84%E5%8F%91%E7%8E%B0%EF%BC%9A%E6%8F%90%E5%8D%87%E6%9F%90%E4%B8%80%E4%BB%BB%E5%8A%A1%E6%80%A7%E8%83%BD%E6%97%B6%EF%BC%8C%E5%BE%80%E5%BE%80%E4%BC%9A%E6%8D%9F%E5%AE%B3%E5%85%B6%E4%BB%96%E6%9F%90%E4%BA%9B%E4%BB%BB%E5%8A%A1%E7%9A%84%E6%80%A7%E8%83%BD%E3%80%82\">\u201c\u8df7\u8df7\u677f\u201d\u73b0\u8c61\u7684\u53d1\u73b0&#xff1a;\u63d0\u5347\u67d0\u4e00\u4efb\u52a1\u6027\u80fd\u65f6&#xff0c;\u5f80\u5f80\u4f1a\u635f\u5bb3\u5176\u4ed6\u67d0\u4e9b\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/h5>\n<\/li>\n<\/li>\n<li>\n<h4 id=\"%E6%9C%AC%E6%96%87%E7%9A%84%E6%84%8F%E4%B9%89\">\u672c\u6587\u7684\u610f\u4e49<\/h4>\n<li>\n<h5 id=\"%E6%8F%90%E5%87%BA%E4%BA%86%E4%B8%80%E7%A7%8D%E5%85%B7%E6%9C%89%E5%88%9B%E6%96%B0%E5%85%B1%E4%BA%AB%E7%BB%93%E6%9E%84%E8%AE%BE%E8%AE%A1%E7%9A%84%E6%B8%90%E8%BF%9B%E5%BC%8F%E5%88%86%E5%B1%82%E6%8F%90%E5%8F%96%EF%BC%88PLE%EF%BC%89%E6%A8%A1%E5%9E%8B%E3%80%82\">\u63d0\u51fa\u4e86\u4e00\u79cd\u5177\u6709\u521b\u65b0\u5171\u4eab\u7ed3\u6784\u8bbe\u8ba1\u7684\u6e10\u8fdb\u5f0f\u5206\u5c42\u63d0\u53d6&#xff08;PLE&#xff09;\u6a21\u578b\u3002<\/h5>\n<li>\u8be5\u6a21\u578b\u663e\u5f0f\u5206\u79bb\u5171\u4eab\u7ec4\u4ef6\u4e0e\u4efb\u52a1\u7279\u5b9a\u7ec4\u4ef6&#xff0c;\u5e76\u91c7\u7528\u6e10\u8fdb\u5f0f\u8def\u7531\u673a\u5236\u9010\u6b65\u63d0\u53d6\u548c\u5206\u79bb\u66f4\u6df1\u5c42\u6b21\u7684\u8bed\u4e49\u77e5\u8bc6&#xff0c;\u4ece\u800c\u63d0\u5347\u8054\u5408\u8868\u793a\u5b66\u4e60\u6548\u7387\u4ee5\u53ca\u901a\u7528\u573a\u666f\u4e0b\u8de8\u4efb\u52a1\u4fe1\u606f\u8def\u7531\u7684\u6548\u679c\u3002<\/li>\n<\/li>\n<li>\n<h5 id=\"%E5%BA%94%E7%94%A8%E5%9C%BA%E6%99%AF%E4%B8%8E%E5%AE%9E%E9%AA%8C%E7%BB%93%E6%9E%9C\">\u5e94\u7528\u573a\u666f\u4e0e\u5b9e\u9a8c\u7ed3\u679c<\/h5>\n<li>\u5728\u817e\u8baf\u89c6\u9891\u63a8\u8350\u6570\u636e\u96c6\u7684\u5341\u4ebf\u7ea7\u6837\u672c\u4e0a&#xff0c;PLE\u88ab\u5e94\u7528\u4e8e\u590d\u6742\u5173\u8054\u4efb\u52a1\u548c\u5e38\u89c4\u5173\u8054\u4efb\u52a1&#xff0c;\u6db5\u76d6\u53cc\u4efb\u52a1\u5230\u591a\u4efb\u52a1\u573a\u666f\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e&#xff0c;\u5728\u4e0d\u540c\u4efb\u52a1\u76f8\u5173\u6027\u548c\u4efb\u52a1\u7ec4\u89c4\u6a21\u4e0b&#xff0c;PLE\u663e\u8457\u4f18\u4e8e\u5f53\u524d\u6700\u5148\u8fdb\u7684\u591a\u4efb\u52a1\u5b66\u4e60&#xff08;MTL&#xff09;\u6a21\u578b\u3002<\/li>\n<\/li>\n<li>\n<h5 id=\"%E7%BA%BF%E4%B8%8A%E6%95%88%E6%9E%9C%E4%B8%8E%E6%89%A9%E5%B1%95%E9%AA%8C%E8%AF%81\">\u7ebf\u4e0a\u6548\u679c\u4e0e\u6269\u5c55\u9a8c\u8bc1<\/h5>\n<li>\u5728\u817e\u8baf\u5927\u89c4\u6a21\u5185\u5bb9\u63a8\u8350\u5e73\u53f0\u4e0a\u7684\u5728\u7ebf\u8bc4\u4f30\u663e\u793a&#xff0c;PLE\u76f8\u6bd4\u73b0\u6709\u6700\u4f18MTL\u6a21\u578b\u5b9e\u73b0\u4e862.23%\u7684\u89c2\u770b\u91cf\u63d0\u5347\u548c1.84%\u7684\u89c2\u770b\u65f6\u957f\u589e\u957f&#xff0c;\u8fd9\u4e00\u663e\u8457\u6539\u8fdb\u9a8c\u8bc1\u4e86\u5176\u6709\u6548\u6027\u3002\u6b64\u5916&#xff0c;\u5728\u516c\u5f00\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u7684\u5927\u91cf\u79bb\u7ebf\u5b9e\u9a8c\u8bc1\u660e&#xff0c;PLE\u53ef\u9002\u914d\u63a8\u8350\u7cfb\u7edf\u4e4b\u5916\u7684\u591a\u79cd\u573a\u666f&#xff0c;\u6709\u6548\u6d88\u9664&#034;\u8df7\u8df7\u677f\u6548\u5e94&#034;\u3002<\/li>\n<\/li>\n<\/li>\n<h2 id=\"%E4%B8%89%E3%80%81%E8%AE%BA%E6%96%87%E6%A0%B8%E5%BF%83%E8%AE%B2%E8%A7%A3\">\u4e09\u3001\u8bba\u6587\u6838\u5fc3\u8bb2\u89e3<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1048\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153432-689cb088680e8.png\" width=\"1394\" \/><\/p>\n<li>\n<h4 id=\"CGC(Customized%20Gate%20Control)%E6%A8%A1%E5%9E%8B%E7%BB%93%E6%9E%84%E8%AE%B2%E8%A7%A3\">CGC(Customized Gate Control)\u6a21\u578b\u7ed3\u6784\u8bb2\u89e3<\/h4>\n<li>\n<h5 id=\"%E7%BB%93%E6%9E%84%E6%9C%89%E4%B8%89%E9%83%A8%E5%88%86\">\u7ed3\u6784\u6709\u4e09\u90e8\u5206<\/h5>\n<li>\u8f93\u5165-&gt;\u4e2d\u95f4\u7684\u4e13\u5bb6\u7f51\u7edc-&gt;\u9876\u90e8\u7684\u4efb\u52a1\u7279\u5b9a\u7684\u5854\u5f0f\u7f51\u7edc<\/li>\n<\/li>\n<li>\n<h5 id=\"%E4%B8%93%E5%AE%B6%E7%BD%91%E7%BB%9C\">\u4e13\u5bb6\u7f51\u7edc<\/h5>\n<li>\u5171\u4eab\u4e13\u5bb6\u8d1f\u8d23\u5b66\u4e60\u8de8\u4efb\u52a1\u7684\u901a\u7528\u6a21\u5f0f<\/li>\n<li>\u4efb\u52a1\u7279\u5b9a\u4e13\u5bb6\u63d0\u53d6\u4e0e\u5355\u4e00\u4efb\u52a1\u76f8\u5173\u7684\u72ec\u7279\u6a21\u5f0f<\/li>\n<li>\u5171\u4eab\u4e13\u5bb6\u53c2\u6570\u53d7\u6240\u6709\u4efb\u52a1\u5f71\u54cd&#xff0c;\u800c\u4efb\u52a1\u7279\u5b9a\u4e13\u5bb6\u53c2\u6570\u4ec5\u53d7\u5bf9\u5e94\u4efb\u52a1\u5f71\u54cd<\/li>\n<\/li>\n<li>\n<h5 id=\"%E5%A1%94%E5%BC%8F%E7%BD%91%E7%BB%9C\">\u5854\u5f0f\u7f51\u7edc<\/h5>\n<li>\u6bcf\u4e2a\u5854\u5f0f\u7f51\u7edc\u540c\u65f6\u63a5\u6536\u6765\u81ea\u5171\u4eab\u4e13\u5bb6\u548c\u81ea\u8eab\u4efb\u52a1\u7279\u5b9a\u4e13\u5bb6\u7684\u77e5\u8bc6<\/li>\n<\/li>\n<li>\n<h5 id=\"%E9%97%A8%E6%8E%A7%E7%BD%91%E7%BB%9C\">\u95e8\u63a7\u7f51\u7edc<\/h5>\n<li>\u5171\u4eab\u4e13\u5bb6\u548c\u4efb\u52a1\u7279\u5b9a\u4e13\u5bb6\u901a\u8fc7\u95e8\u63a7\u7f51\u7edc\u8fdb\u884c\u9009\u62e9\u6027\u878d\u5408&#xff0c;\u5982\u4e0a\u56fe\u6240\u793a&#xff0c;\u95e8\u63a7\u7f51\u7edc\u7684\u7ed3\u6784\u57fa\u4e8e\u5355\u5c42\u524d\u9988\u7f51\u7edc&#xff0c;\u91c7\u7528SoftMax\u4f5c\u4e3a\u6fc0\u6d3b\u51fd\u6570&#xff0c;\u8f93\u5165\u4f5c\u4e3a\u9009\u62e9\u5668\u8ba1\u7b97\u9009\u5b9a\u5411\u91cf&#xff08;\u5373\u4e13\u5bb6\u8f93\u51fa\u7684\u52a0\u6743\u548c&#xff09;\u3002\n<li>\u4efb\u52a1k\u7684\u95e8\u63a7\u7f51\u7edc\u8f93\u51fa\u53ef\u8868\u8ff0\u4e3a&#xff1a;\n<li><img decoding=\"async\" alt=\"g^k (x) &#061; w^k (x)S^k (x)\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153433-689cb0898ea60.png\" \/><\/li>\n<li>\u5176\u4e2dx \u4e3a\u8f93\u5165\u8868\u5f81&#xff0c;<img decoding=\"async\" alt=\"w^k(x)\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153433-689cb089dc96d.png\" \/>\u4e3a\u6743\u91cd\u51fd\u6570&#xff0c;\u901a\u8fc7\u7ebf\u6027\u53d8\u6362\u548c SoftMax \u5c42\u8ba1\u7b97\u4efb\u52a1 k \u7684\u6743\u91cd\u5411\u91cf\u3002\n<li><img decoding=\"async\" alt=\"w^k(x) &#061; Softmax(W^k_gx),\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153434-689cb08a3ae53.png\" \/><\/li>\n<li>\u5176\u4e2d<img decoding=\"async\" alt=\"W^k_g \\\\in R^{(m_k&#043;m_s)*d}\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153434-689cb08a7c45f.png\" \/>,\u662f\u4e00\u4e2a\u53c2\u6570\u77e9\u9635<img decoding=\"async\" alt=\"m_s\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153434-689cb08aa4d83.png\" \/>\u548c<img decoding=\"async\" alt=\"m_k\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153434-689cb08ab0a94.png\" \/>\u5206\u522b\u662f\u5171\u4eab\u4e13\u5bb6\u548c\u4efb\u52a1k\u7684\u72ec\u6709\u4e13\u5bb6\u7684\u4e13\u5bb6\u4e2a\u6570&#xff1b;<img decoding=\"async\" alt=\"d\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153434-689cb08abbb8f.png\" \/>\u662f\u8f93\u5165\u8868\u5f81\u7684\u7ef4\u5ea6\u3002<\/li>\n<\/li>\n<li><img decoding=\"async\" alt=\"S^k (x)\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153434-689cb08adc00c.png\" \/>\u00a0\u662f\u4e00\u4e2a\u6311\u9009\u77e9\u9635&#xff0c;\u7531\u5171\u4eab\u4e13\u5bb6\u548c\u4efb\u52a1k\u7684\u72ec\u6709\u4e13\u5bb6\u6784\u6210\u3002\n<li><img decoding=\"async\" alt=\"S^k (x) &#061; [E^T(k,1), E^T(k,2), . . . , E^T(k,m_k ), E^T(s,1), E^T(s,2), . . . , E^T(s,m_s )]^T\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153434-689cb08ae9a37.png\" \/><\/li>\n<\/li>\n<\/li>\n<li>\u6700\u540e\u4efb\u52a1k\u7684\u9884\u6d4b\u5c31\u662f\n<li><img decoding=\"async\" alt=\"y^k (x) &#061; t^k (g^k (x)),\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153435-689cb08b0c74b.png\" \/>\n<li><img decoding=\"async\" alt=\"t^k\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153435-689cb08b1c7d6.png\" \/>\u6307\u7684\u662f\u4efb\u52a1k\u7684tower\u5c42<\/li>\n<\/li>\n<\/li>\n<\/li>\n<\/li>\n<\/li>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1480\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153435-689cb08b29d12.png\" width=\"1818\" \/><\/p>\n<li>\n<h4 id=\"PLE(Progressive%20Layered%20Extraction)%E6%A8%A1%E5%9E%8B%E7%BB%93%E6%9E%84%E8%AE%B2%E8%A7%A3\">PLE(Progressive Layered Extraction)\u6a21\u578b\u7ed3\u6784\u8bb2\u89e3<\/h4>\n<li>\n<h5 id=\"%E4%B8%BA%E4%BB%80%E4%B9%88%E8%A6%81ple%EF%BC%8Ccgc%E8%BF%98%E4%B8%8D%E5%A4%9F%E5%90%97%EF%BC%9F\">\u4e3a\u4ec0\u4e48\u8981ple&#xff0c;cgc\u8fd8\u4e0d\u591f\u5417&#xff1f;<\/h5>\n<li>CGC\u663e\u5f0f\u5206\u79bb\u4efb\u52a1\u7279\u5b9a\u7ec4\u4ef6\u548c\u5171\u4eab\u7ec4\u4ef6&#xff0c;\u4f46\u5728\u6df1\u5ea6\u591a\u4efb\u52a1\u5b66\u4e60&#xff08;MTL&#xff09;\u4e2d&#xff0c;\u6a21\u578b\u9700\u9010\u6b65\u6784\u5efa\u66f4\u6df1\u5c42\u6b21\u7684\u8bed\u4e49\u8868\u5f81&#xff0c;\u800c\u4e2d\u95f4\u8868\u5f81\u5e94\u5f52\u7c7b\u4e3a\u5171\u4eab\u8fd8\u662f\u4efb\u52a1\u7279\u5b9a\u901a\u5e38\u96be\u4ee5\u660e\u786e\u754c\u5b9a\u3002\u4e3a\u89e3\u51b3\u8be5\u95ee\u9898&#xff0c;\u901a\u8fc7*\u6e10\u8fdb\u5f0f\u5206\u5c42\u63d0\u53d6&#xff08;PLE&#xff09;*\u5bf9CGC\u8fdb\u884c\u6269\u5c55\u3002<\/li>\n<li>\u5982\u4e0a\u56fe\u6240\u793a&#xff0c;PLE\u5305\u542b\u591a\u7ea7\u63d0\u53d6\u7f51\u7edc&#xff0c;\u7528\u4e8e\u63d0\u53d6\u66f4\u9ad8\u5c42\u6b21\u7684\u5171\u4eab\u4fe1\u606f\u3002\u9664\u4efb\u52a1\u7279\u5b9a\u4e13\u5bb6\u95e8\u63a7\u673a\u5236\u5916&#xff0c;\u63d0\u53d6\u7f51\u7edc\u8fd8\u4e3a\u5171\u4eab\u4e13\u5bb6\u8bbe\u8ba1\u95e8\u63a7\u7f51\u7edc&#xff0c;\u4ee5\u6574\u5408\u5f53\u524d\u5c42\u6240\u6709\u4e13\u5bb6\u7684\u77e5\u8bc6\u3002\u56e0\u6b64&#xff0c;PLE\u4e2d\u4e0d\u540c\u4efb\u52a1\u7684\u53c2\u6570\u5728\u5e95\u5c42\u5e76\u975e\u5982CGC\u822c\u5b8c\u5168\u9694\u79bb&#xff0c;\u800c\u662f\u968f\u5c42\u7ea7\u4e0a\u5347\u9010\u6b65\u5206\u79bb\u3002<\/li>\n<li>\u9ad8\u5c42\u63d0\u53d6\u7f51\u7edc\u7684\u95e8\u63a7\u673a\u5236\u4ee5\u4f4e\u5c42\u95e8\u63a7\u7684\u878d\u5408\u7ed3\u679c&#xff08;\u800c\u975e\u539f\u59cb\u8f93\u5165&#xff09;\u4f5c\u4e3a\u9009\u62e9\u4f9d\u636e&#xff0c;\u56e0\u5176\u80fd\u66f4\u6709\u6548\u7b5b\u9009\u9ad8\u5c42\u4e13\u5bb6\u63d0\u53d6\u7684\u62bd\u8c61\u77e5\u8bc6\u3002<\/li>\n<\/li>\n<li>\n<h5 id=\"%E6%9D%83%E9%87%8D%E5%87%BD%E6%95%B0%E3%80%81%E9%80%89%E6%8B%A9%E7%9F%A9%E9%98%B5%E5%92%8C%E9%97%A8%E6%8E%A7%E7%BD%91%E7%BB%9C%E7%9A%84%E8%AE%A1%E7%AE%97\">\u6743\u91cd\u51fd\u6570\u3001\u9009\u62e9\u77e9\u9635\u548c\u95e8\u63a7\u7f51\u7edc\u7684\u8ba1\u7b97<\/h5>\n<li>\u5728PLE&#xff08;Progressive Layered Extraction&#xff09;\u6a21\u578b\u4e2d&#xff0c;\u6743\u91cd\u51fd\u6570\u3001\u9009\u62e9\u77e9\u9635\u548c\u95e8\u63a7\u7f51\u7edc\u7684\u8ba1\u7b97\u65b9\u5f0f\u4e0eCGC&#xff08;Customized Gate Control&#xff09;\u6a21\u578b\u4e00\u81f4\u3002\u5177\u4f53\u800c\u8a00&#xff0c;PLE\u7684\u7b2cj\u4e2a\u63d0\u53d6\u7f51\u7edc\u4e2d&#xff0c;\u4efb\u52a1k\u7684\u95e8\u63a7\u7f51\u7edc\u7684\u8ba1\u7b97\u516c\u5f0f\u5982\u4e0b&#xff1a;\n<li><img decoding=\"async\" alt=\"g^{k,j}(x) &#061; w^{k,j} (g^{k,{j-1}}(x))S^{k,j}(x),\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153436-689cb08c31d5b.png\" \/>\n<li>\u5176\u4e2d&#xff0c;<img decoding=\"async\" alt=\"w^{k,j}\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153436-689cb08c3d492.png\" \/>\u662f\u4efb\u52a1 k \u7684\u52a0\u6743\u51fd\u6570&#xff0c;\u4ee5 <img decoding=\"async\" alt=\"g^{k,j-1}\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153436-689cb08c46213.png\" \/> \u4f5c\u4e3a\u8f93\u5165&#xff1b;<img decoding=\"async\" alt=\"S^{k,j}\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153436-689cb08c4ee5b.png\" \/> \u662f\u4efb\u52a1 k \u5728\u7b2c j \u4e2a\u63d0\u53d6\u7f51\u7edc\u4e2d\u7684\u9009\u62e9\u77e9\u9635\u3002<\/li>\n<li>\u503c\u5f97\u6ce8\u610f\u7684\u4e00\u70b9\u662f&#xff0c;PLE&#xff08;\u6e10\u8fdb\u5206\u5c42\u63d0\u53d6&#xff09;\u6a21\u578b\u4e2d\u5171\u4eab\u6a21\u5757\u7684\u9009\u5b9a\u77e9\u9635\u4e0e\u4efb\u52a1\u4e13\u7528\u6a21\u5757\u7565\u6709\u4e0d\u540c&#xff0c;\u56e0\u4e3a\u8be5\u77e9\u9635\u7531\u5f53\u524d\u5c42\u7684\u6240\u6709\u5171\u4eab\u4e13\u5bb6\u548c\u4efb\u52a1\u4e13\u7528\u4e13\u5bb6\u5171\u540c\u7ec4\u6210\u3002<\/li>\n<\/li>\n<li>\u5728\u8ba1\u7b97\u5b8c\u6240\u6709\u95e8\u63a7\u7f51\u7edc\u548c\u4e13\u5bb6\u6a21\u5757\u540e&#xff0c;\u6700\u7ec8\u53ef\u4ee5\u5f97\u5230PLE\u4e2d\u4efb\u52a1k\u7684\u9884\u6d4b\u7ed3\u679c\u3002\n<li><img decoding=\"async\" alt=\"y^{k}(x) &#061; t^k(g^{k,N} (x))\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153436-689cb08c57ecf.png\" \/><\/li>\n<\/li>\n<\/li>\n<\/li>\n<li>\n<h5 id=\"%E5%A4%9A%E4%B8%93%E5%AE%B6%E4%B8%8E%E9%97%A8%E6%8E%A7%E7%BD%91%E7%BB%9C%E7%9A%84%E6%B8%90%E8%BF%9B%E5%BC%8F%E5%88%86%E5%B1%82%E6%8F%90%E5%8F%96\">\u591a\u4e13\u5bb6\u4e0e\u95e8\u63a7\u7f51\u7edc\u7684\u6e10\u8fdb\u5f0f\u5206\u5c42\u63d0\u53d6<\/h5>\n<li>\n<h6 id=\"PLE%EF%BC%88%E6%B8%90%E8%BF%9B%E5%BC%8F%E5%88%86%E5%B1%82%E6%8F%90%E5%8F%96%EF%BC%89%E9%80%9A%E8%BF%87%E5%A4%9A%E5%B1%82%E6%AC%A1%E4%B8%93%E5%AE%B6%E5%92%8C%E9%97%A8%E6%8E%A7%E7%BD%91%E7%BB%9C%EF%BC%8C%E4%B8%BA%E6%AF%8F%E4%B8%AA%E4%BB%BB%E5%8A%A1%E6%8F%90%E5%8F%96%E5%B9%B6%E8%9E%8D%E5%90%88%E6%9B%B4%E6%B7%B1%E5%B1%82%E7%9A%84%E8%AF%AD%E4%B9%89%E8%A1%A8%E5%BE%81%EF%BC%8C%E4%BB%8E%E8%80%8C%E6%8F%90%E5%8D%87%E6%B3%9B%E5%8C%96%E8%83%BD%E5%8A%9B%E3%80%82%E5%A6%82%EF%BC%8CMMOE%E9%87%87%E7%94%A8%E5%85%A8%E8%BF%9E%E6%8E%A5%E8%B7%AF%E7%94%B1%E7%AD%96%E7%95%A5%EF%BC%8CCGC%E9%87%87%E7%94%A8%E6%97%A9%E6%9C%9F%E5%88%86%E7%A6%BB%E7%AD%96%E7%95%A5%EF%BC%8C%E8%80%8CPLE%E5%88%99%E9%87%87%E7%94%A8%E6%B8%90%E8%BF%9B%E5%BC%8F%E5%88%86%E7%A6%BB%E8%B7%AF%E7%94%B1%E6%9C%BA%E5%88%B6%EF%BC%9A%E5%90%B8%E6%94%B6%E6%89%80%E6%9C%89%E5%BA%95%E5%B1%82%E4%B8%93%E5%AE%B6%E7%9A%84%E4%BF%A1%E6%81%AF%EF%BC%8C%E6%8F%90%E5%8F%96%E6%9B%B4%E9%AB%98%E5%B1%82%E6%AC%A1%E7%9A%84%E5%85%B1%E4%BA%AB%E7%9F%A5%E8%AF%86%EF%BC%8C%E5%B9%B6%E9%80%90%E6%AD%A5%E5%88%86%E7%A6%BB%E4%BB%BB%E5%8A%A1%E7%89%B9%E5%AE%9A%E5%8F%82%E6%95%B0\">PLE&#xff08;\u6e10\u8fdb\u5f0f\u5206\u5c42\u63d0\u53d6&#xff09;\u901a\u8fc7\u591a\u5c42\u6b21\u4e13\u5bb6\u548c\u95e8\u63a7\u7f51\u7edc&#xff0c;\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u63d0\u53d6\u5e76\u878d\u5408\u66f4\u6df1\u5c42\u7684\u8bed\u4e49\u8868\u5f81&#xff0c;\u4ece\u800c\u63d0\u5347\u6cdb\u5316\u80fd\u529b\u3002\u5982&#xff0c;MMOE\u91c7\u7528\u5168\u8fde\u63a5\u8def\u7531\u7b56\u7565&#xff0c;CGC\u91c7\u7528\u65e9\u671f\u5206\u79bb\u7b56\u7565&#xff0c;\u800cPLE\u5219\u91c7\u7528\u6e10\u8fdb\u5f0f\u5206\u79bb\u8def\u7531\u673a\u5236&#xff1a;\u5438\u6536\u6240\u6709\u5e95\u5c42\u4e13\u5bb6\u7684\u4fe1\u606f&#xff0c;\u63d0\u53d6\u66f4\u9ad8\u5c42\u6b21\u7684\u5171\u4eab\u77e5\u8bc6&#xff0c;\u5e76\u9010\u6b65\u5206\u79bb\u4efb\u52a1\u7279\u5b9a\u53c2\u6570<\/h6>\n<\/li>\n<li>\n<h6 id=\"%E6%B8%90%E8%BF%9B%E5%BC%8F%E5%88%86%E7%A6%BB%E7%9A%84%E5%8C%96%E5%AD%A6%E7%B1%BB%E6%AF%94\">\u6e10\u8fdb\u5f0f\u5206\u79bb\u7684\u5316\u5b66\u7c7b\u6bd4<\/h6>\n<li>\u6e10\u8fdb\u5f0f\u5206\u79bb\u8fc7\u7a0b\u7c7b\u4f3c\u4e8e\u5316\u5b66\u4e2d\u4ece\u5316\u5408\u7269\u9010\u6b65\u63d0\u53d6\u76ee\u6807\u4ea7\u7269\u7684\u6d41\u7a0b\u3002\u5728PLE\u7684\u77e5\u8bc6\u63d0\u53d6\u4e0e\u8f6c\u5316\u8fc7\u7a0b\u4e2d&#xff0c;\u5e95\u5c42\u8868\u5f81\u5728\u9ad8\u5c42\u5171\u4eab\u4e13\u5bb6\u5c42\u8054\u5408\u63d0\u53d6\/\u805a\u5408\u5e76\u8def\u7531&#xff0c;\u83b7\u53d6\u5171\u4eab\u77e5\u8bc6\u540e\u9010\u6b65\u5206\u53d1\u81f3\u7279\u5b9a\u4efb\u52a1\u5854\u5c42\u3002\u8fd9\u79cd\u65b9\u5f0f\u5b9e\u73b0\u4e86\u66f4\u9ad8\u6548\u3001\u7075\u6d3b\u7684\u8054\u5408\u8868\u5f81\u5b66\u4e60\u4e0e\u5171\u4eab\u3002<\/li>\n<\/li>\n<li>\n<h6 id=\"%E8%B7%AF%E7%94%B1%E7%AD%96%E7%95%A5%E7%9A%84%E5%AF%B9%E6%AF%94%E4%B8%8E%E6%94%B6%E6%95%9B%E6%80%A7\">\u8def\u7531\u7b56\u7565\u7684\u5bf9\u6bd4\u4e0e\u6536\u655b\u6027<\/h6>\n<li>\u5c3d\u7ba1MMOE\u7684\u5168\u8fde\u63a5\u8def\u7531\u770b\u4f3c\u662fCGC\u548cPLE\u7684\u4e00\u822c\u5316\u8bbe\u8ba1&#xff0c;\u4f46\u5b9e\u9645\u7814\u7a76\u8868\u660e&#xff08;\u89c1\u8bba\u6587\u7b2c5.3\u8282&#xff09;&#xff0c;MMOE\u65e0\u6cd5\u6536\u655b\u5230CGC\u6216PLE\u7684\u7ed3\u6784&#xff0c;\u5373\u4fbf\u5b58\u5728\u7406\u8bba\u53ef\u80fd\u6027\u3002<\/li>\n<\/li>\n<\/li>\n<\/li>\n<li>\n<h4 id=\"%E5%A4%9A%E4%BB%BB%E5%8A%A1%E5%AD%A6%E4%B9%A0%E7%9A%84%E8%81%94%E5%90%88%E6%8D%9F%E5%A4%B1%E4%BC%98%E5%8C%96\">\u591a\u4efb\u52a1\u5b66\u4e60\u7684\u8054\u5408\u635f\u5931\u4f18\u5316<\/h4>\n<li>\u5728\u8bbe\u8ba1\u4e86\u9ad8\u6548\u7684\u7f51\u7edc\u7ed3\u6784\u540e&#xff0c;\u5f53\u524d\u91cd\u70b9\u8f6c\u5411\u4ee5\u7aef\u5230\u7aef\u65b9\u5f0f\u8054\u5408\u8bad\u7ec3\u4efb\u52a1\u7279\u5b9a\u5c42\u548c\u5171\u4eab\u5c42\u3002\u591a\u4efb\u52a1\u5b66\u4e60\u4e2d&#xff0c;\u8054\u5408\u635f\u5931\u7684\u5e38\u89c1\u5f62\u5f0f\u662f\u5404\u4efb\u52a1\u635f\u5931\u7684\u52a0\u6743\u6c42\u548c\n<li><img decoding=\"async\" alt=\"L(\\\\Theta_1,...,\\\\Theta_K,\\\\Theta_s ) &#061; \\\\sum_{k&#061;1}^{K} w_kL_k(\\\\Theta_k,\\\\Theta_s)\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153436-689cb08c61f4f.png\" \/>\n<li>\u03b8s \u8868\u793a\u5171\u4eab\u53c2\u6570&#xff0c;K \u662f\u4efb\u52a1\u6570\u91cf&#xff0c;Lk\u3001\u03c9k \u548c \u03b8k \u5206\u522b\u8868\u793a\u4efb\u52a1 k \u7684\u635f\u5931\u51fd\u6570\u3001\u635f\u5931\u6743\u91cd\u548c\u4efb\u52a1\u7279\u5b9a\u53c2\u6570\u3002<\/li>\n<\/li>\n<\/li>\n<li><span style=\"color:#4d4d4d\">\u7136\u800c&#xff0c;\u5b58\u5728\u591a\u4e2a\u95ee\u9898\u4f7f\u5f97\u591a\u4efb\u52a1\u5b66\u4e60&#xff08;MTL&#xff09;\u6a21\u578b\u7684\u8054\u5408\u4f18\u5316\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5177\u6709\u6311\u6218\u6027\u3002\u672c\u6587\u901a\u8fc7\u4f18\u5316\u8054\u5408\u635f\u5931\u51fd\u6570&#xff0c;\u89e3\u51b3\u4e86\u73b0\u5b9e\u63a8\u8350\u7cfb\u7edf\u4e2d\u4e24\u4e2a\u5173\u952e\u95ee\u9898\u3002<\/span>\n<li><span 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src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250813153436-689cb08c6ec4e.png\" \/><\/li>\n<li><img decoding=\"async\" alt=\"loss_k\" class=\"mathcode\" src=\"2025-08-130vnq2rqai1m.png\" \/>\u00a0\u662f\u4efb\u52a1k\u7684\u635f\u5931&#xff0c;\u57fa\u4e8e\u9884\u6d4b\u503c\u00a0\u00a0<img decoding=\"async\" alt=\"\\\\hat{y}^i_k\" class=\"mathcode\" src=\"2025-08-130h1tj1n2k4d.png\" \/>\u4e0e\u771f\u5b9e\u503c\u00a0<img decoding=\"async\" alt=\"y^i_k\" class=\"mathcode\" src=\"2025-08-13ektaujstmtg.png\" \/>\u8ba1\u7b97\u5f97\u51fa&#xff1b;<img decoding=\"async\" alt=\"\\\\delta^i_k\" class=\"mathcode\" src=\"2025-08-13qurdaayscww.png\" 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