![\"\u738b\u4e00\u680b\uff08\u4e2d\uff09\u4e0e\u8c22\u5e78\uff08\u5de6\u4e00\uff09\u3001\u738b\u664b\u4e1c\uff08\u53f3\u4e00\uff09\"](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/02\/26473066214092887-1024x768.jpg\")
<\/p>\n\n\n\n
\u539a\u79ef\u8584\u53d1\uff0c\u5728\u95ee\u9898\u610f\u8bc6\u4e2d\u7ed8\u5c31\u4f53\u7cfb\u5316\u7684\u7814\u7a76\u7248\u56fe<\/h2>\n\n\n\n
\u535a\u89c2\u800c\u7ea6\u53d6\uff0c\u539a\u79ef\u800c\u8584\u53d1\u3002\u7ecf\u5386\u4e86\u672c\u79d1\u9636\u6bb5\u5bf9\u79d1\u7814\u7684\u61f5\u61c2\u63a5\u89e6\u4ee5\u53ca\u7855\u58eb\u9636\u6bb5\u5bf9\u8bfe\u9898\u7684\u81ea\u7531\u63a2\u7d22\uff0c\u738b\u4e00\u680b\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b8c\u6210\u4e86\u4ece\u79d1\u7814\u83dc\u9e1f\u5230\u5408\u683c\u79d1\u7814\u5de5\u4f5c\u8005\u7684\u8715\u53d8\uff0c\u9010\u6e10\u5f62\u6210\u4f53\u7cfb\u5316\u7684\u7814\u7a76\u7248\u56fe\u3002<\/p>\n\n\n\n
\u5c06\u95ee\u9898\u610f\u8bc6\u8d2f\u7a7f\u5728\u79d1\u7814\u5de5\u4f5c\u7684\u6bcf\u4e00\u4e2a\u73af\u8282\u662f\u738b\u4e00\u680b\u9ad8\u6548\u79d1\u7814\u7684\u79d8\u8bc0\u4e4b\u4e00\u3002\u5728 FlexMatch \u8fd9\u9879\u5de5\u4f5c\u7684\u8fdb\u884c\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u8005\u4eec\u610f\u8bc6\u5230\u534a\u76d1\u7763\u5b66\u4e60\u5b58\u5728\u4e24\u5927\u75db\u70b9\uff1a\u8bad\u7ec3\u65f6\u95f4\u8fc7\u957f\uff0c\u73af\u5883\u4e0d\u53cb\u597d\uff1b\u4e14\u9608\u503c\u7684\u9009\u62e9\u5bf9\u534a\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u6027\u80fd\u5f71\u54cd\u5f88\u5927\uff0c\u4f46\u662f\u6311\u9009\u9608\u503c\u53c8\u5f88\u8d39\u65f6\u8d39\u529b\u3002<\/p>\n\n\n\n
\u9488\u5bf9\u4ee5\u4e0a\u95ee\u9898\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u901a\u8fc7\u5728\u8bad\u7ec3\u671f\u95f4\u4fdd\u6301\u5927\u91cf\u548c\u9ad8\u8d28\u91cf\u7684\u4f2a\u6807\u7b7e\u6765\u6709\u6548\u5229\u7528\u672a\u6807\u8bb0\u7684\u6570\u636e\u7684\u65b9\u6cd5 SoftMatch\uff0c\u80fd\u591f\u6839\u636e\u6a21\u578b\u7684\u5b66\u4e60\u72b6\u6001\u4ee5\u81ea\u9002\u5e94\u65b9\u5f0f\u8c03\u6574\u7f6e\u4fe1\u5ea6\u9608\u503c\u7684\u6a21\u578b FreeMatch\uff0c\u9996\u4e2a\u5c06\u89c6\u89c9\u3001\u8bed\u8a00\u548c\u97f3\u9891\u5206\u7c7b\u4efb\u52a1\u8fdb\u884c\u7edf\u4e00\u7684\u534a\u76d1\u7763\u5206\u7c7b\u5b66\u4e60\u57fa\u51c6 USB\uff0c\u4ee5\u53ca\u7528\u4e8e\u7ec6\u7c92\u5ea6\u60c5\u611f\u5206\u7c7b TOWE \u4efb\u52a1\u7684\u591a\u7c92\u5ea6\u534a\u76d1\u7763\u7b97\u6cd5\uff0c\u4ece\u5404\u79cd\u89d2\u5ea6\u5e94\u5bf9\u5728\u6807\u7b7e\u4e0d\u8db3\u7684\u573a\u666f\u4e2d\u8ba9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u9ad8\u7cbe\u5ea6\u9002\u914d\u7684\u6311\u6218\u3002<\/p>\n\n\n\n
\u5b8c\u6210\u4e86\u5bf9\u534a\u76d1\u7763\u5b66\u4e60\u7684\u9636\u6bb5\u6027\u63a2\u7d22\u540e\uff0c\u738b\u4e00\u680b\u53c8\u5c06\u76ee\u5149\u6295\u5411\u957f\u5c3e\u89c6\u89c9\u8bc6\u522b\u4efb\u52a1\uff0c\u5728\u5206\u7c7b\u95f4\u9694\u7684\u89c6\u89d2\u4e0b\u63d0\u51fa\u4e86\u95f4\u9694\u6821\u51c6\u7b97\u6cd5 Margin Calibration\uff0c\u7528\u4e09\u884c\u4ee3\u7801\u89e3\u51b3\u4e86\u957f\u5c3e\u4e0d\u5e73\u8861\u7c7b\u522b\u5206\u7c7b\u7684\u95ee\u9898\u3002\u76ee\u524d\uff0c\u5173\u4e8e\u8fd9\u4e9b\u95ee\u9898\u7684\u63a2\u7d22\u4ecd\u5728\u6301\u7eed\u8fdb\u884c\u4e2d\u3002<\/p>\n\n\n\n
\u5728\u8bba\u6587\u5199\u4f5c\u4e2d\uff0c\u738b\u4e00\u680b\u901a\u8fc7\u738b\u664b\u4e1c\u4f20\u6388\u7684\u6280\u5de7\uff0c\u79ef\u7d2f\u4e86 \u201c\u5982\u4f55\u8ba9\u81ea\u5df1\u79d1\u7814\u60f3\u6cd5\u80fd\u591f\u66f4\u5bb9\u6613\u5730\u88ab\u5ba1\u7a3f\u4eba\u6240\u770b\u91cd\u201d \u7684\u7ecf\u9a8c\u3002\u5927\u9053\u81f3\u7b80\uff0c\u5728\u5199\u4f5c\u65f6\u5e94\u7a81\u51fa\u6240\u89e3\u51b3\u95ee\u9898\u7684\u91cd\u8981\u6027\uff0c\u800c\u975e\u82b1\u5927\u91cf\u7b14\u58a8\u63cf\u8ff0\u65b9\u6cd5\u7684\u590d\u6742\u6027\u3002\u201c\u5982\u679c\u4e4b\u524d\u6ca1\u6709\u4eba\u60f3\u8fc7\u53bb\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u6216\u8005\u89e3\u51b3\u5f97\u4e0d\u597d\uff0c\u5373\u4f7f\u6240\u7528\u65b9\u6cd5\u5f88\u7b80\u5355\u4e5f\u80fd\u8131\u9896\u800c\u51fa\u201d\uff0c \u738b\u4e00\u680b\u8bf4\u3002<\/p>\n\n\n\n
\u5bf9\u4e8e\u5408\u683c\u7684\u79d1\u7814\u5de5\u4f5c\u8005\u800c\u8a00\uff0c\u6210\u719f\u7684\u5fc3\u6001\u7ba1\u7406\u4e5f\u662f\u5b66\u672f\u4fee\u70bc\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u91cd\u8981\u4e00\u73af\u3002\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff0c\u738b\u4e00\u680b\u517b\u6210\u4e86\u4e0d\u56e0\u4e00\u65f6\u5f97\u5931\u800c\u60c5\u7eea\u8d77\u4f0f\u7684\u7a33\u5b9a\u5fc3\u6001\u3002\u4ed6\u56de\u5fc6\u8d77 FreeMatch \u8fd9\u7bc7\u8bba\u6587\u5728\u6536\u83b7\u5ba1\u7a3f\u4eba\u7684\u4e00\u81f4\u597d\u8bc4\u540e\u5374\u6700\u7ec8\u906d\u9047\u62d2\u7a3f\u65f6\u7684\u590d\u6742\u5fc3\u60c5\uff0c\u5728 Mentor \u738b\u664b\u4e1c\u7684\u5f00\u5bfc\u4e0b\uff0c\u738b\u4e00\u680b\u91cd\u62fe\u5bf9\u5de5\u4f5c\u4ef7\u503c\u7684\u4fe1\u5fc3\uff0c\u6839\u636e\u5ba1\u7a3f\u4eba\u7684\u610f\u89c1\u7ee7\u7eed\u6539\u8fdb\u540e\uff0c\u901a\u8fc7\u628a\u7cbe\u529b\u6295\u5165\u5176\u4ed6\u5de5\u4f5c\u7684\u65b9\u5f0f\u6765\u8f6c\u79fb\u6ce8\u610f\u529b\u3002\u5728\u53cd\u590d\u6253\u78e8\u4e2d\uff0c\u88ab\u62d2\u7a3f\u7684\u5de5\u4f5c\u4e5f\u76f8\u7ee7\u6536\u5230\u597d\u6d88\u606f\u3002<\/p>\n\n\n\n <\/p>\n\n\n\n \u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6240\u5728\u7684\u8fd9\u6761\u5584\u7f18\u8857\u4e0a\uff0c\u738b\u4e00\u680b\u6301\u7eed \u201c\u5e7f\u7ed3\u5584\u7f18\u201d\uff0c\u901a\u8fc7\u81ea\u5df1\u7684\u4f18\u79c0\u5de5\u4f5c\u5438\u5f15\u4e86\u6765\u81ea\u5168\u7403\u9876\u5c16\u7814\u7a76\u673a\u6784\u7684\u7814\u7a76\u8005\uff0c\u62d3\u5c55\u5173\u7cfb\u8fb9\u754c\u5e76\u4fc3\u6210\u7a33\u5b9a\u5408\u4f5c\uff0c\u9010\u6b65\u642d\u5efa\u8d77\u57fa\u4e8e\u5171\u540c\u7814\u7a76\u5174\u8da3\u7684\u79d1\u7814\u793e\u7fa4\u3002<\/p>\n\n\n\n \u8bba\u6587 Flexmatch \u516c\u5e03\u540e\uff0c\u5728\u5b66\u672f\u754c\u53d7\u5230\u4e86\u8bb8\u591a\u5173\u6ce8\uff0c\u5176\u5f00\u6e90\u9879\u76ee TorchSSL \u5728 GitHub \u4e0a\u83b7\u5f97\u4e86 1000 \u591a\u9897\u661f\uff0c\u4ed6\u4e5f\u6536\u5230\u4e86\u6765\u81ea\u9886\u57df\u5185\u5176\u4ed6\u7814\u7a76\u8005\u7684\u8bb8\u591a\u90ae\u4ef6\u3002\u5728\u4e0e\u4e0d\u540c\u4eba\u7684\u4ea4\u6d41\u78b0\u649e\u4e2d\uff0c\u738b\u4e00\u680b\u53d7\u5230\u8bf8\u591a\u542f\u53d1\uff0c\u4e5f\u4ee5\u6b64\u4e3a\u5951\u673a\u4e0e\u8fd9\u4e9b\u904d\u5e03\u5168\u7403\u7684\u4f18\u79c0\u7814\u7a76\u8005\u4eec\u5c55\u5f00\u8fdb\u4e00\u6b65\u7684\u79d1\u7814\u5408\u4f5c\u3002\u9664\u4e86\u738b\u4e00\u680b\u3001\u738b\u664b\u4e1c\u548c\u8c22\u5e78\uff0c\u8fd9\u4e9b\u5de5\u4f5c\u8fd8\u878d\u6dec\u4e86\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u7684\u9648\u7693\u3001\u9a6c\u514b\u65af\u00b7\u666e\u6717\u514b\u4fe1\u606f\u5b66\u7814\u7a76\u6240\u7684\u8303\u8d8a\u3001\u5317\u5361\u7f57\u6765\u7eb3\u5927\u5b66\u7684\u8861\u5f3a\u3001\u4e1c\u4eac\u5de5\u4e1a\u5927\u5b66\u7684\u5434\u660a\uff0c\u4ee5\u53ca\u5357\u4eac\u5927\u5b66\u7684\u5434\u9707\u3001\u897f\u6e56\u5927\u5b66\u7684\u5f20\u5cb3\u7b49\u7814\u7a76\u8005\u7684\u6210\u679c\u3002\u201c\u7279\u522b\u611f\u8c22\u4ed6\u4eec\uff0c\u6211\u7684\u8fdb\u6b65\u79bb\u4e0d\u5f00\u4ed6\u4eec\u7684\u5e2e\u52a9\u201d\uff0c\u738b\u4e00\u680b\u8bf4\u3002<\/p>\n\n\n\n \u5728\u7814\u7a76\u9662\u5f00\u653e\u5305\u5bb9\u7684\u73af\u5883\u4e2d\uff0c\u738b\u664b\u4e1c\u4e50\u89c1\u8fd9\u6837\u7684\u5408\u4f5c\uff0c\u5e76\u53d1\u6325\u7275\u7ebf\u642d\u6865\u7684\u4f5c\u7528\uff0c\u5e2e\u52a9\u738b\u4e00\u680b\u6574\u7406\u601d\u8def\u4ee5\u66f4\u597d\u5730\u4e0e\u5168\u7403\u7814\u7a76\u4eba\u5458\u5206\u4eab\uff0c\u540c\u65f6\u66f4\u597d\u5730\u7406\u89e3\u5408\u4f5c\u8005\u7684\u53cd\u9988\u4ee5\u4fee\u6b63\u7814\u7a76\u601d\u8def\u3002\u5728\u9f50\u5fc3\u534f\u529b\u7684\u5408\u4f5c\u4e0b\uff0c\u4e00\u7bc7\u7bc7\u4f18\u79c0\u7684\u8bba\u6587\u5728\u5934\u8111\u98ce\u66b4\u3001\u4e92\u4fe1\u4e92\u8865\u4e2d\u76f8\u7ee7\u8bde\u751f\u3002<\/p>\n\n\n\n \u9664\u4e86\u901a\u8fc7\u7814\u7a76\u5de5\u4f5c\u5438\u5f15\u5fd7\u8da3\u76f8\u6295\u7684\u5408\u4f5c\u8005\uff0c\u738b\u4e00\u680b\u4e5f\u4e3b\u52a8\u8054\u7cfb\u81ea\u5df1\u656c\u4ef0\u7684\u8001\u5e08\u4ea4\u6d41\u5b66\u4e60\uff0c\u5728\u79d1\u7814\u4e0a\u7684\u6bcf\u4e00\u6b65\u90fd\u5145\u6ee1\u4e3b\u52a8\u6027\u3002\u840c\u751f\u51fa\u628a\u534a\u76d1\u7763\u5b66\u4e60\u5e94\u7528\u5230\u81ea\u7136\u8bed\u8a00\u5904\u7406\u573a\u666f\u4e2d\u7684\u60f3\u6cd5\u540e\uff0c\u4ed6\u53c8\u524d\u5f80\u897f\u6e56\u5927\u5b66\u5b66\u4e60\u4ea4\u6d41\u3002\u65e0\u8bba\u662f\u7855\u58eb\u5bfc\u5e08\u3001\u4e1c\u4eac\u5de5\u4e1a\u5927\u5b66\u7684 Takahiro Shinozaki \u6559\u6388\uff0c\u8fd8\u662f\u897f\u6e56\u5927\u5b66\u7684\u5f20\u5cb3\u6559\u6388\uff0c\u90fd\u7ed9\u4e88\u4e86\u738b\u4e00\u680b\u8be6\u5c3d\u7684\u6307\u5bfc\uff0c\u5e76\u7eb7\u7eb7\u6210\u4e3a\u8bba\u6587\u7684\u5408\u4f5c\u8005\u3002\u4e00\u4e2a\u7531\u7814\u7a76\u5174\u8da3\u9a71\u52a8\uff0c\u96c6\u7ed3\u4e86\u5177\u6709\u4e0d\u540c\u80cc\u666f\u3001\u6765\u81ea\u4e0d\u540c\u6587\u5316\u7684\u5168\u7403\u7814\u7a76\u8005\u7684\u79d1\u7814\u793e\u7fa4\u9010\u6e10\u6210\u578b\u3002<\/p>\n\n\n\n \u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff0c\u738b\u4e00\u680b\u8fd8\u6536\u83b7\u4e86\u8bb8\u591a\u597d\u53cb\u3002\u5728\u52b3\u9038\u7ed3\u5408\u7684\u5de5\u4f5c\u8282\u594f\u4e2d\uff0c\u4ed6\u4eec\u7684\u53cb\u8c0a\u5728\u4e00\u8d77\u5403\u996d\u3001\u770b\u7535\u5f71\u3001\u6253\u53f0\u7403\u7684\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u52a0\u6df1\u3002\u4eca\u5e74 9 \u6708\uff0c\u4ed6\u5373\u5c06\u8fdb\u5165\u5317\u4eac\u5927\u5b66\u653b\u8bfb\u535a\u58eb\u5b66\u4f4d\uff0c\u201c\u51b3\u5b9a\u56de\u56fd\u8bfb\u535a\u6700\u4e3b\u8981\u7684\u5951\u673a\u5c31\u662f\u5728\u7814\u7a76\u9662\u8ba4\u8bc6\u4e86\u8bb8\u591a\u597d\u670b\u53cb\u201d\uff0c\u4ed6\u4eec\u7684\u53cb\u8c0a\u4e5f\u5c06\u7ee7\u7eed\u5728\u5317\u4eac\u5ef6\u7eed\u3002\u5bf9\u4e8e\u6027\u683c\u5f00\u6717\u3001\u4ea4\u53cb\u5e7f\u6cdb\u7684\u738b\u4e00\u680b\u6765\u8bf4\uff0c\u8fd9\u4e9b\u5f25\u8db3\u73cd\u8d35\u7684\u60c5\u611f\u751a\u81f3\u5728\u65e0\u5f62\u4e2d\u5f71\u54cd\u7740\u4ed6\u7684\u4eba\u751f\u822a\u5411\u3002<\/p>\n\n\n\n <\/p>\n\n\n\n \u738b\u4e00\u680b\u65f6\u5e38\u5c06\u81ea\u5df1\u53d6\u5f97\u7684\u6210\u7ee9\u5f52\u7ed3\u4e3a 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\u53d7\u5230\u7814\u7a76\u5458\u4eec\u4e25\u8c28\u7684\u79d1\u7814\u6001\u5ea6\u7684\u611f\u67d3\uff0c\u738b\u4e00\u680b\u6108\u53d1\u7cbe\u76ca\u6c42\u7cbe\u3002\u5728\u793e\u4f1a\u8ba1\u7b97\u7ec4\u7ec4\u4f1a\u7684\u62a5\u544a\u65f6\u95f4\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u8c22\u5e78\u8981\u6c42\u53c2\u4f1a\u6210\u5458\u4f7f\u7528\u82f1\u6587\u4ea4\u6d41\u5c55\u793a\uff0c\u9ad8\u5ea6\u4e13\u4e1a\u4e14\u5177\u6709\u5168\u7403\u89c6\u91ce\u7684\u4ea4\u6d41\u5e2e\u52a9\u738b\u4e00\u680b\u63d0\u5347\u4e86\u6c9f\u901a\u80fd\u529b\u548c\u82f1\u6587\u8868\u8fbe\u80fd\u529b\u3002\u540c\u65f6\uff0c\u5728\u738b\u664b\u4e1c\u7684\u5f71\u54cd\u4e0b\uff0c\u4ed6\u4ee5\u4e25\u8c28\u7684\u6001\u5ea6\u675c\u7edd \u201c\u864e\u5934\u86c7\u5c3e\u201d \u7684\u79d1\u7814\u3002\u5728\u5b8c\u6210 FreeMatch \u7684\u8bba\u6587\u65f6\uff0c\u5e08\u5f92\u4e00\u8d77\u5728\u4e00\u4e2a\u591a\u6708\u91cc\u8fdb\u884c\u4e86\u8fd1\u5341\u6b21\u7684\u5927\u7248\u672c\u6539\u52a8\uff0c\u201c\u7ecf\u5e38\u662f\u5199\u5b8c\u4e00\u4e2a\u7248\u672c\u540e\uff0c\u6211\u4eec\u5171\u540c\u8ba8\u8bba\u51fa\u66f4\u597d\u7684\u5199\u4f5c\u601d\u8def\uff0c\u4e0d\u65ad\u5927\u7bc7\u5e45\u5730\u4fee\u6539\u201d\u3002\u8be5\u6210\u679c\u6700\u7ec8\u53d1\u5e03\u4e8e ICLR 2023\u3002 \u7ebf\u4e0b\u5b9e\u4e60\u4e5f\u4f7f\u738b\u4e00\u680b\u89e3\u9501\u4e86 Mentor \u5728\u79d1\u7814\u4e4b\u5916\u7684\u53e6\u4e00\u9762\u3002\u5171\u540c\u8ba8\u8bba\u95ee\u9898\u3001\u5403\u996d\u804a\u5929\u3001\u5468\u672b\u4e00\u8d77\u5728\u738b\u664b\u4e1c\u5bb6\u6253\u201c\u53cc\u4eba\u6210\u884c\u201d\u2026\u2026\u5728\u5bc6\u5207\u7684\u4ea4\u5f80\u4e2d\uff0c\u4ed6\u4eec\u5171\u4eab\u7740\u8bb8\u591a\u5feb\u4e50\u8bb0\u5fc6\uff0c\u5728\u751f\u6d3b\u4e2d\u4e5f\u6210\u4e3a\u4e86\u65e0\u8bdd\u4e0d\u8c08\u7684\u597d\u670b\u53cb\u3002\u4ea6\u5e08\u4ea6\u53cb\uff0c\u8fd9\u662f\u738b\u4e00\u680b\u548c\u738b\u664b\u4e1c\u5173\u7cfb\u7684\u6700\u4f73\u63cf\u8ff0\u3002 \u535a\u89c2\u800c\u7ea6\u53d6\uff0c\u539a\u79ef\u800c\u8584\u53d1\u3002\u7ecf\u5386\u4e86\u672c\u79d1\u9636\u6bb5\u5bf9\u79d1\u7814\u7684\u61f5\u61c2\u63a5\u89e6\u4ee5\u53ca\u7855\u58eb\u9636\u6bb5\u5bf9\u8bfe\u9898\u7684\u81ea\u7531\u63a2\u7d22\uff0c\u738b\u4e00\u680b\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b8c\u6210\u4e86\u4ece\u79d1\u7814\u83dc\u9e1f\u5230\u5408\u683c\u79d1\u7814\u5de5\u4f5c\u8005\u7684\u8715\u53d8\uff0c\u9010\u6e10\u5f62\u6210\u4f53\u7cfb\u5316\u7684\u7814\u7a76\u7248\u56fe\u3002 \u5c06\u95ee\u9898\u610f\u8bc6\u8d2f\u7a7f\u5728\u79d1\u7814\u5de5\u4f5c\u7684\u6bcf\u4e00\u4e2a\u73af\u8282\u662f\u738b\u4e00\u680b\u9ad8\u6548\u79d1\u7814\u7684\u79d8\u8bc0\u4e4b\u4e00\u3002\u5728 FlexMatch \u8fd9\u9879\u5de5\u4f5c\u7684\u8fdb\u884c\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u8005\u4eec\u610f\u8bc6\u5230\u534a\u76d1\u7763\u5b66\u4e60\u5b58\u5728\u4e24\u5927\u75db\u70b9\uff1a\u8bad\u7ec3\u65f6\u95f4\u8fc7\u957f\uff0c\u73af\u5883\u4e0d\u53cb\u597d\uff1b\u4e14\u9608\u503c\u7684\u9009\u62e9\u5bf9\u534a\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u6027\u80fd\u5f71\u54cd\u5f88\u5927\uff0c\u4f46\u662f\u6311\u9009\u9608\u503c\u53c8\u5f88\u8d39\u65f6\u8d39\u529b\u3002 \u9488\u5bf9\u4ee5\u4e0a\u95ee\u9898\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u901a\u8fc7\u5728\u8bad\u7ec3\u671f\u95f4\u4fdd\u6301\u5927\u91cf\u548c\u9ad8\u8d28\u91cf\u7684\u4f2a\u6807\u7b7e\u6765\u6709\u6548\u5229\u7528\u672a\u6807\u8bb0\u7684\u6570\u636e\u7684\u65b9\u6cd5 SoftMatch\uff0c\u80fd\u591f\u6839\u636e\u6a21\u578b\u7684\u5b66\u4e60\u72b6\u6001\u4ee5\u81ea\u9002\u5e94\u65b9\u5f0f\u8c03\u6574\u7f6e\u4fe1\u5ea6\u9608\u503c\u7684\u6a21\u578b FreeMatch\uff0c\u9996\u4e2a\u5c06\u89c6\u89c9\u3001\u8bed\u8a00\u548c\u97f3\u9891\u5206\u7c7b\u4efb\u52a1\u8fdb\u884c\u7edf\u4e00\u7684\u534a\u76d1\u7763\u5206\u7c7b\u5b66\u4e60\u57fa\u51c6 USB\uff0c\u4ee5\u53ca\u7528\u4e8e\u7ec6\u7c92\u5ea6\u60c5\u611f\u5206\u7c7b TOWE \u4efb\u52a1\u7684\u591a\u7c92\u5ea6\u534a\u76d1\u7763\u7b97\u6cd5\uff0c\u4ece\u5404\u79cd\u89d2\u5ea6\u5e94\u5bf9\u5728\u6807\u7b7e\u4e0d\u8db3\u7684\u573a\u666f\u4e2d\u8ba9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u9ad8\u7cbe\u5ea6\u9002\u914d\u7684\u6311\u6218\u3002 \u5b8c\u6210\u4e86\u5bf9\u534a\u76d1\u7763\u5b66\u4e60\u7684\u9636\u6bb5\u6027\u63a2\u7d22\u540e\uff0c\u738b\u4e00\u680b\u53c8\u5c06\u76ee\u5149\u6295\u5411\u957f\u5c3e\u89c6\u89c9\u8bc6\u522b\u4efb\u52a1\uff0c\u5728\u5206\u7c7b\u95f4\u9694\u7684\u89c6\u89d2\u4e0b\u63d0\u51fa\u4e86\u95f4\u9694\u6821\u51c6\u7b97\u6cd5 Margin Calibration\uff0c\u7528\u4e09\u884c\u4ee3\u7801\u89e3\u51b3\u4e86\u957f\u5c3e\u4e0d\u5e73\u8861\u7c7b\u522b\u5206\u7c7b\u7684\u95ee\u9898\u3002\u76ee\u524d\uff0c\u5173\u4e8e\u8fd9\u4e9b\u95ee\u9898\u7684\u63a2\u7d22\u4ecd\u5728\u6301\u7eed\u8fdb\u884c\u4e2d\u3002 \u5728\u8bba\u6587\u5199\u4f5c\u4e2d\uff0c\u738b\u4e00\u680b\u901a\u8fc7\u738b\u664b\u4e1c\u4f20\u6388\u7684\u6280\u5de7\uff0c\u79ef\u7d2f\u4e86 \u201c\u5982\u4f55\u8ba9\u81ea\u5df1\u79d1\u7814\u60f3\u6cd5\u80fd\u591f\u66f4\u5bb9\u6613\u5730\u88ab\u5ba1\u7a3f\u4eba\u6240\u770b\u91cd\u201d \u7684\u7ecf\u9a8c\u3002\u5927\u9053\u81f3\u7b80\uff0c\u5728\u5199\u4f5c\u65f6\u5e94\u7a81\u51fa\u6240\u89e3\u51b3\u95ee\u9898\u7684\u91cd\u8981\u6027\uff0c\u800c\u975e\u82b1\u5927\u91cf\u7b14\u58a8\u63cf\u8ff0\u65b9\u6cd5\u7684\u590d\u6742\u6027\u3002\u201c\u5982\u679c\u4e4b\u524d\u6ca1\u6709\u4eba\u60f3\u8fc7\u53bb\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u6216\u8005\u89e3\u51b3\u5f97\u4e0d\u597d\uff0c\u5373\u4f7f\u6240\u7528\u65b9\u6cd5\u5f88\u7b80\u5355\u4e5f\u80fd\u8131\u9896\u800c\u51fa\u201d\uff0c \u738b\u4e00\u680b\u8bf4\u3002 \u5bf9\u4e8e\u5408\u683c\u7684\u79d1\u7814\u5de5\u4f5c\u8005\u800c\u8a00\uff0c\u6210\u719f\u7684\u5fc3\u6001\u7ba1\u7406\u4e5f\u662f\u5b66\u672f\u4fee\u70bc\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u91cd\u8981\u4e00\u73af\u3002\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff0c\u738b\u4e00\u680b\u517b\u6210\u4e86\u4e0d\u56e0\u4e00\u65f6\u5f97\u5931\u800c\u60c5\u7eea\u8d77\u4f0f\u7684\u7a33\u5b9a\u5fc3\u6001\u3002\u4ed6\u56de\u5fc6\u8d77 […]<\/p>\n","protected":false},"author":34512,"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":1016133,"msr_hide_image_in_river":0,"footnotes":""},"research-area":[],"msr-locale":[268881],"msr-post-option":[],"class_list":["post-1075041","msr-blog-post","type-msr-blog-post","status-publish","hentry","msr-locale-zh_cn"],"msr_assoc_parent":{"id":1016133,"type":"academic-program"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1075041","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/34512"}],"version-history":[{"count":4,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1075041\/revisions"}],"predecessor-version":[{"id":1075329,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1075041\/revisions\/1075329"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1075041"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1075041"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1075041"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1075041"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}![\"\u751f\u6d3b\u4e2d\u7684\u738b\u4e00\u680b\"](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/02\/252838438175066997-768x1024.jpg\")
\u5e7f\u7ed3\u5584\u7f18\uff0c\u4f18\u79c0\u5de5\u4f5c\u52a9\u63a8\u5168\u7403\u7814\u7a76\u793e\u7fa4\u642d\u5efa<\/h2>\n\n\n\n
![\"\u738b\u4e00\u680b\uff08\u53f3\u4e09\uff09\u4e0e\u4f19\u4f34\u4eec\"](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/02\/147044687018283743-1024x767.jpg\")
https:\/\/github.com\/microsoft\/Semi-supervised-learning<\/p>\n\n\n\n![\"text\"](\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2023\/02\/\u5c4f\u5e55\u622a\u56fe_20230220_105110.png\")
<\/figure>\n\n\n\n