{"id":34892,"date":"2024-12-14T22:00:17","date_gmt":"2024-12-14T14:00:17","guid":{"rendered":"https:\/\/17aitech.com\/?p=34892"},"modified":"2024-12-14T22:00:17","modified_gmt":"2024-12-14T14:00:17","slug":"%e5%8f%af%e8%a7%a3%e9%87%8a%e6%80%a7%e7%bb%88%e6%9e%81%e8%bf%bd%e9%97%ae%ef%bc%8c%e4%bb%80%e4%b9%88%e6%89%8d%e6%98%af%e7%ac%ac%e4%b8%80%e6%80%a7%e8%a7%a3%e9%87%8a%ef%bc%9f20%e7%af%87ccf-aiclr","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34892","title":{"rendered":"\u53ef\u89e3\u91ca\u6027\u7ec8\u6781\u8ffd\u95ee\uff0c\u4ec0\u4e48\u624d\u662f\u7b2c\u4e00\u6027\u89e3\u91ca\uff1f20\u7bc7CCF-A+ICLR\u8bba\u6587\u7ed9\u4f60\u7b54\u6848"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-04-9\" target=\"_blank\">\u53ef\u89e3\u91ca\u6027\u7ec8\u6781\u8ffd\u95ee\uff0c\u4ec0\u4e48\u624d\u662f\u7b2c\u4e00\u6027\u89e3\u91ca\uff1f20\u7bc7CCF-A+ICLR\u8bba\u6587\u7ed9\u4f60\u7b54\u6848<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-6b974db2aea2f65799989cd9e03595f6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-6b974db2aea2f65799989cd9e03595f6.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<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" 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data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6027\u80fd\u662f\u5bf9<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6574\u4f53\u7684\u63cf\u8ff0\uff0c\u800c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u65e0\u6cd5\u50cf\u4eba\u7c7b\u4e00\u6837\u5c06\u81ea\u5df1\u7684\u5206\u7c7b\u5224\u65ad\u62c6\u89e3\u6210\u5177\u8c61\u5316\u7684\u3001\u5c11\u91cf\u7684\u51b3\u7b56<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u3002\u5728\u8fd9\u65b9\u9762\uff0c\u6211\u4eec\u7ed9\u51fa\u4e86\u4e0d\u4e00\u6837\u7684\u89c2\u70b9 \u2014\u2014 \u5c06\u6027\u80fd\u6307\u6807\u4e0e\u5177\u8c61\u5316\u7684\u4ea4\u4e92\u4e4b\u95f4\u5efa\u7acb\u8d77\u6570\u5b66\u5173\u7cfb\u3002\u6211\u4eec\u8bc1\u660e\u4e86 1. \u7b49\u6548\u4ea4\u4e92\u7684\u590d\u6742\u5ea6\u53ef\u4ee5\u76f4\u63a5\u51b3\u5b9a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u5bf9\u6297\u9c81\u68d2\u6027 \/ \u8fc1\u79fb\u6027\uff0c2. \u4ea4\u4e92\u7684\u590d\u6742\u5ea6\u51b3\u5b9a\u4e86<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u8868\u5f81\u80fd\u529b\uff0c3. \u5e76\u89e3\u91ca<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u6cdb\u5316\u80fd\u529b [1]\uff0c\u548c 4. \u89e3\u91ca<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u8868\u5f81\u74f6\u9888\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u53c2\u89c11\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/369883667<\/section>\n<\/li>\n<li>\n<section>\u53c2\u89c12\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/361686461<\/section>\n<\/li>\n<li>\n<section>\u53c2\u89c13\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/704760363<\/section>\n<\/li>\n<li>\n<section>\u53c2\u89c14\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/468569001<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>3. \u7edf\u4e00\u5de5\u7a0b\u6027<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u7b97\u6cd5<\/strong>\u3002\u7531\u4e8e\u7f3a\u5c11\u57fa\u7840\u7406\u8bba\u7684\u652f\u6491\uff0c\u76ee\u524d<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u7b97\u6cd5\u5927\u90fd\u662f\u7ecf\u9a8c\u6027\u7684\u3001\u5de5\u7a0b\u6027\u7684\u3002\u53ef\u89e3\u91ca\u6027\u9886\u57df\u7684\u7b2c\u4e00\u6027\u539f\u7406\u5e94\u8be5\u53ef\u4ee5\u627f\u62c5\u8d77\u5c06\u524d\u4eba\u7684\u5927\u91cf\u5de5\u7a0b\u6027\u7ecf\u9a8c\u603b\u7ed3\u4e3a\u79d1\u5b66\u89c4\u5f8b\u7684\u4efb\u52a1\u3002\u5728\u7b49\u6548\u4ea4\u4e92\u53ef\u89e3\u91ca\u6027\u7406\u8bba\u4f53\u7cfb\u4e0b\uff0c\u6211\u4eec\u56e2\u961f\u65e2\u8bc1\u660e\u4e86 14 \u79cd\u4e0d\u540c\u7684\u8f93\u5165\u91cd\u8981\u6027\u5f52\u56e0\u7b97\u6cd5\u7684\u8ba1\u7b97\u672c\u8d28\u5728\u6570\u5b66\u4e0a\u90fd\u53ef\u4ee5\u7edf\u4e00\u5199\u6210\u5bf9\u4ea4\u4e92\u4f5c\u7528\u7684\u518d\u5206\u914d\u5f62\u5f0f\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u7edf\u4e00\u4e86 12 \u79cd\u63d0\u5347\u5bf9\u6297\u8fc1\u79fb\u6027\u7684\u7b97\u6cd5\uff0c\u8bc1\u660e\u4e86\u6240\u6709\u63d0\u5347\u5bf9\u6297\u8fc1\u79fb\u6027\u7b97\u6cd5\u7684\u4e00\u4e2a\u516c\u5171\u673a\u7406\u662f\u964d\u4f4e\u5bf9\u6297\u6270\u52a8\u4e4b\u95f4\u7684\u4ea4\u4e92\u6548\u7528\uff0c\u5b9e\u73b0\u4e86\u5bf9<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u53ef\u89e3\u91ca\u6027\u65b9\u5411\u5927\u90e8\u5206\u5de5\u7a0b\u6027\u7b97\u6cd5\u7684\u7406\u8bba\u51dd\u7ec3\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u53c2\u89c11\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/610774894<\/section>\n<\/li>\n<li>\n<section>\u53c2\u89c12\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/546433296<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u7b49\u6548\u4ea4\u4e92\u53ef\u89e3\u91ca\u6027\u7406\u8bba\u4f53\u7cfb\u4e0b\uff0c\u6211\u4eec\u7684\u56e2\u961f\u5728\u4e4b\u524d\u7684\u7814\u7a76\u4e2d\u5df2\u7ecf\u6210\u529f\u53d1\u8868\u4e86 20 \u7bc7 CCF-A \u7c7b\u548c<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u9876\u7ea7\u4f1a\u8bae ICLR \u8bba\u6587\uff0c\u6211\u4eec\u5df2\u7ecf\u4ece\u7406\u8bba\u548c\u5b9e\u9a8c\u4e0a\u5145\u5206\u89e3\u7b54\u4e86\u4e0a\u8ff0\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e8c\u3001\u672c\u6587\u7814\u7a76\u6982\u8ff0<\/strong><\/section>\n<section><\/section>\n<section>\u6cbf\u7740\u4e0a\u8ff0\u7406\u8bba\u6846\u67b6\uff0c\u5728\u8fd9\u7bc7<mark data-type=\"institutions\" data-id=\"3b7e9c71-af3b-45e0-a15a-9b575ea76b1d\">\u77e5\u4e4e<\/mark>\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5e0c\u671b\u7cbe\u786e\u89e3\u91ca\u51fa<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6cdb\u5316\u6027\u7684\u53d8\u5316\u89c4\u5f8b\uff0c\u5177\u4f53\u5730\u6d89\u53ca\u4e24\u7bc7\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>1.Junpeng Zhang, Qing Li, Liang Lin, Quanshi Zhang\uff0c\u201cTwo-Phase Dynamics of Interactions Explains the Starting Point of a DNN Learning Over-Fitted Features\u201d\uff0cin\u00a0arXiv: 2405.10262<\/section>\n<\/li>\n<li>\n<section>2.Qihan Ren, Yang Xu, Junpeng Zhang, Yue Xin, Dongrui Liu, Quanshi Zhang\uff0c\u201cTowards the Dynamics of a DNN Learning Symbolic Interactions\u201d in arXiv:2407.19198<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-380c7ab589951874138f2d9731781d75.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-380c7ab589951874138f2d9731781d75.png\"><\/a><\/p>\n<section><em><sup>\u56fe 1\uff1a\u4e24\u9636\u6bb5\u73b0\u8c61\u7684\u793a\u610f\u56fe\u3002\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u9010\u6e10\u6d88\u9664\u4e2d\u9ad8\u9636\u4ea4\u4e92\uff0c\u5b66\u4e60\u4f4e\u9636\u4ea4\u4e92\uff1b\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u9010\u6e10\u5efa\u6a21\u9636\u6570\u4e0d\u65ad\u589e\u5927\u7684\u4ea4\u4e92\u3002\u5f53<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6d4b\u8bd5\u635f\u5931\u548c\u8bad\u7ec3\u635f\u5931\u4e4b\u95f4\u7684 loss gap \u5f00\u59cb\u589e\u5927\u65f6\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6070\u597d\u4e5f\u8fdb\u5165\u8bad\u7ec3\u7684\u7b2c\u4e8c\u9636\u6bb5\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u6211\u4eec\u5e0c\u671b\u5728\u7b49\u6548\u4ea4\u4e92\u6846\u67b6\u91cc\u63d0\u51fa\u65b0\u7684\u7406\u8bba\uff0c\u7cbe\u786e\u9884\u6d4b\u51fa<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6bcf\u4e00\u4e2a\u65f6\u95f4\u70b9\u4e0a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5b66\u5230\u7684\u4ea4\u4e92\u6982\u5ff5\u7684\u6570\u91cf\u3001\u590d\u6742\u5ea6\uff0c\u4ee5\u53ca\u6cdb\u5316\u6027\u53d8\u5316\u7684\u52a8\u529b\u5b66\u89c4\u5f8b<\/strong>\uff08\u5982\u56fe 1 \u6240\u793a\uff09\u3002\u5177\u4f53\u5730\uff0c\u6211\u4eec\u5e0c\u671b\u8bc1\u660e\u51fa\u4e24\u65b9\u9762\u7ed3\u8bba\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e00\uff0c\u57fa\u4e8e\u524d\u4eba\u7684\u8bc1\u660e\uff08\u4e00\u4e2a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u51b3\u7b56<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u53ef\u4ee5\u88ab\u4e25\u683c\u89e3\u6784\u8868\u793a\u4e3a\u51e0\u5341\u4e2a\u4ea4\u4e92\u6982\u5ff5\u6548\u7528\u7684\u548c\u7684\u5f62\u5f0f\uff09\uff0c\u8fdb\u4e00\u6b65\u4e25\u683c\u63a8\u5bfc\u51fa\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u7684\u4ea4\u4e92\u6548\u7528\u7684\u53d8\u5316\u52a8\u529b\u5b66\u8fc7\u7a0b \u2014\u2014 <strong>\u5373\u7406\u8bba\u9700\u7cbe\u786e\u9884\u6d4b\u51fa\u5728\u4e0d\u540c\u8bad\u7ec3\u9636\u6bb5\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u7684\u4ea4\u4e92\u6982\u5ff5\u7684\u5206\u5e03\u7684\u53d8\u5316 \u2014\u2014 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data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u7684\u6982\u5ff5\u8868\u5f81\u4e0e\u5176\u6cdb\u5316\u6027\u7684\u5173\u7cfb\u5efa\u7acb\u8d77\u6765\uff0c\u5bf9\u6cdb\u5316\u6027\u7684\u5206\u6790\u4f9d\u7136\u505c\u7559\u5728\u7279\u5f81\u7a7a\u95f4\u5206\u6790\u7684\u5c42\u9762\uff0c\u800c\u6ca1\u6709\u5728\u3010\u7b26\u53f7\u5316\u6982\u5ff5<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u3011\u4e0e\u3010\u6cdb\u5316\u6027\u3011\u4e4b\u95f4\u5efa\u7acb\u8d77\u4e25\u683c\u7684\u5173\u7cfb\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e09\u3001\u4e24\u5927\u7814\u7a76\u80cc\u666f<\/strong><\/section>\n<section><\/section>\n<section><strong>\u8bef\u4f1a 1\uff1a<mark data-type=\"tech_methods\" 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data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8868\u5f81\u7684\u8868\u9762\u5f62\u5f0f\u3002\u9664\u53bb\u6709\u660e\u663e\u7f3a\u9677\u7684\u5bf9\u6027\u80fd\u6709\u660e\u663e\u5f71\u54cd\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\uff0c\u6240\u6709\u5176\u4ed6\u53ef\u4ee5\u5b9e\u73b0 SOTA \u6027\u80fd\u7684\u5177\u6709\u4e0d\u540c\u7ed3\u6784\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5f80\u5f80\u90fd\u5efa\u6a21\u4e86\u76f8\u4f3c\u7684\u7b49\u6548\u4ea4\u4e92\u8868\u5f81\uff0c\u5373\u4e0d\u540c\u7ed3\u6784\u7684\u9ad8\u6027\u80fd<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u7b49\u6548\u4ea4\u4e92\u8868\u5f81\u4e0a\u5f80\u5f80\u90fd\u662f\u6b8a\u9014\u540c\u5f52\u7684<\/strong> [3, 4]\u3002\u867d\u7136<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5176\u4e2d\u5c42\u7279\u5f81\u5185\u90e8\u662f\u590d\u6742\u7684\u6df7\u4e71\u7684\uff0c\u867d\u7136\u4e0d\u540c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u7684\u7279\u5f81\u5411\u91cf\u5927\u76f8\u5f84\u5ead\uff0c\u867d\u7136<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e2d\u5355\u4e2a<mark data-type=\"concepts\" data-id=\"b5cce590-1c61-4d22-8e75-fe74128079c3\">\u795e\u7ecf\u5143<\/mark>\u5f80\u5f80\u5efa\u6a21\u4e86\u76f8\u5bf9\u6bd4\u8f83\u6df7\u4e71\u7684\u8bed\u4e49\uff08\u4e0d\u662f\u4e25\u683c\u6e05\u6670\u7684\u8bed\u4e49\uff09\uff0c\u4f46\u662f<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4f5c\u4e3a\u4e00\u4e2a\u6574\u4f53\uff0c\u6211\u4eec\u4ece\u7406\u8bba\u4e0a\u8bc1\u660e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u6240\u5efa\u6a21\u7684\u4ea4\u4e92\u5173\u7cfb\u662f\u7a00\u758f\u7684\u7b26\u53f7\u5316\u7684\uff08\u800c\u4e0d\u662f\u7279\u5f81\u7684\u7a00\u758f\u6027\uff0c\u5177\u4f53\u89c1 \u201c\u56db\u3001\u4ea4\u4e92\u7684\u5b9a\u4e49\u201d \u7ae0\u8282\uff09\uff0c\u800c\u4e14\u9762\u5411\u76f8\u540c\u4efb\u52a1\u7684\u5b8c\u5168\u4e0d\u540c\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5f80\u5f80\u5efa\u6a21\u4e86\u76f8\u4f3c\u7684\u4ea4\u4e92\u5173\u7cfb\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-32aae84e0602ab7131848149301beede.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-32aae84e0602ab7131848149301beede.png\"><\/a><\/p>\n<section><em><sup>\u56fe 2\uff1a\u4e0d\u540c\u7ed3\u6784\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u7684\u7b49\u6548\u4ea4\u4e92\u5f80\u5f80\u662f\u6b8a\u9014\u540c\u5f52\u7684\u3002\u5bf9\u4e8e\u4e00\u4e2a\u76f8\u540c\u7684\u8f93\u5165\u53e5\u5b50\uff0c\u9762\u5411\u4e24\u4e2a\u76f8\u540c\u4efb\u52a1\u7684\u4e24\u4e2a\u5b8c\u5168\u4e0d\u540c\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u5f80\u5f80\u76f8\u4f3c\u7684\u4ea4\u4e92\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u4e0d\u540c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u548c\u8bad\u7ec3\u6837\u672c\u4e0d\u4e00\u6837\uff0c\u4e24\u4e2a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e2d\u6ca1\u6709\u4efb\u4f55\u4e00\u4e2a<mark data-type=\"concepts\" data-id=\"b5cce590-1c61-4d22-8e75-fe74128079c3\">\u795e\u7ecf\u5143<\/mark>\u5728\u8868\u5f81\u4e0a\u5177\u6709\u4e25\u683c\u7684\u4e00\u4e00\u5bf9\u5e94\u5173\u7cfb\uff0c\u4e14\u6bcf\u4e00\u4e2a<mark data-type=\"concepts\" data-id=\"b5cce590-1c61-4d22-8e75-fe74128079c3\">\u795e\u7ecf\u5143<\/mark>\u5f80\u5f80\u5efa\u6a21\u7740\u4e0d\u540c\u8bed\u4e49\u7684\u6df7\u5408\u6a21\u5f0f\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6b63\u5982\u4e0a\u6bb5\u5206\u6790\uff0c<mark data-type=\"tech_methods\" 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data-id=\"1c2aec65-cc26-48f5-8c2d-ad3327512b28\">\u77e5\u8bc6\u8868\u5f81<\/mark>\u7684\u7b2c\u4e00\u6027\u539f\u7406\uff08\u88ab\u4ea4\u4e92\u7684\u7a00\u758f\u6027\u5b9a\u7406\u3001\u65e0\u9650\u62df\u5408\u6027\u5b9a\u7406\u3001\u4ee5\u53ca\u6b8a\u9014\u540c\u5f52\u73b0\u8c61\u6240\u4fdd\u8bc1\uff0c\u89c1 \u201c\u56db\u3001\u4ea4\u4e92\u7684\u5b9a\u4e49\u201d \u7ae0\u8282\uff0c\u5177\u4f53\u8be6\u7ec6\u7814\u7a76\u89c1\u4e0b\u9762<mark data-type=\"institutions\" data-id=\"3b7e9c71-af3b-45e0-a15a-9b575ea76b1d\">\u77e5\u4e4e<\/mark>\u6587\u7ae0\u3002<\/section>\n<section><\/section>\n<section>\u53c2\u89c1\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/633531725<\/section>\n<section><\/section>\n<section><strong>\u8bef\u4f1a 2\uff1a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u6cdb\u5316\u6027\u95ee\u9898\u662f\u4e00\u4e2a\u6df7\u5408\u6a21\u578b\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u9ad8\u7ef4\u7a7a\u95f4\u7684\u5411\u91cf<\/strong>\u3002\u5982\u56fe 3 \u6240\u793a\uff0c\u4f20\u7edf\u7684\u6cdb\u5316\u6027\u5206\u6790\u603b\u662f\u5047\u8bbe\u5355\u4e2a\u6837\u672c\u6574\u4f53\u662f\u9ad8\u7ef4\u7a7a\u95f4\u7684\u4e00\u4e2a\u70b9\uff0c\u5b9e\u9645\u4e0a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5bf9\u5355\u4e2a\u6837\u672c\u7684\u8868\u5f81\u662f mixture model \u7684\u5f62\u5f0f \u2014\u2014 \u5b9e\u9645\u4e0a\u901a\u8fc7\u5927\u91cf\u4e0d\u540c\u7684\u4ea4\u4e92\u6765\u8868\u8fbe\u3002\u6211\u4eec\u53d1\u73b0\u7b80\u5355\u4ea4\u4e92\u7684\u6cdb\u5316\u80fd\u529b\u6bd4\u590d\u6742\u4ea4\u4e92\u7684\u6cdb\u5316\u80fd\u529b\u66f4\u5f3a\uff0c\u6240\u4ee5\u4e0d\u518d\u9002\u5408\u7528\u4e00\u4e2a\u7b80\u5355\u6807\u91cf\u6765\u7b3c\u7edf\u8868\u793a\u6574\u4e2a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u4e0d\u540c\u6837\u672c\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u3002\u76f8\u53cd\uff0c\u540c\u4e00\u4e2a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u4e0d\u540c\u7684\u6837\u672c\u4e0a\u5efa\u6a21\u4e86\u4e0d\u540c\u590d\u6742\u5ea6\u7684\u4ea4\u4e92\u5173\u7cfb\uff0c\u800c\u4e0d\u540c\u590d\u6742\u5ea6\u7684\u4ea4\u4e92\u5f80\u5f80\u5bf9\u5e94\u7740\u4e0d\u540c\u6cdb\u5316\u80fd\u529b\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u7684\u9ad8\u9636\uff08\u590d\u6742\uff09\u7684\u4ea4\u4e92\u5f80\u5f80\u96be\u4ee5\u6cdb\u5316\u5230\u6d4b\u8bd5\u6837\u672c\u4e0a\uff08\u6d4b\u8bd5\u6837\u672c\u4e0a\u4e0d\u4f1a\u89e6\u53d1\u76f8\u540c\u7684\u4ea4\u4e92\uff09\uff0c\u4ee3\u8868<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u8868\u5f81\uff0c\u800c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u7684\u4f4e\u9636\uff08\u7b80\u5355\uff09\u4ea4\u4e92\u5f80\u5f80\u4ee3\u8868\u6cdb\u5316\u6027\u8f83\u5f3a\u7684\u8868\u5f81\uff0c\u5177\u4f53\u8be6\u7ec6\u7814\u7a76\u89c1 [1]\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f5d2d3c733d20ad3b83d07ee4d171efe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f5d2d3c733d20ad3b83d07ee4d171efe.png\"><\/a><\/p>\n<section><em><sup>\u56fe 3\uff1a\uff08a\uff09\u4f20\u7edf\u7684\u6cdb\u5316\u6027\u5206\u6790\u603b\u662f\u5047\u8bbe\u5355\u4e2a\u6837\u672c\u6574\u4f53\u662f\u9ad8\u7ef4\u7a7a\u95f4\u7684\u4e00\u4e2a\u70b9\u3002\uff08b\uff09\u5b9e\u9645\u4e0a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5bf9\u5355\u4e2a\u6837\u672c\u7684\u8868\u5f81\u662f mixture model \u7684\u5f62\u5f0f\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u5355\u4e2a\u6837\u672c\u4f1a\u5efa\u6a21\u7b80\u5355\u4ea4\u4e92\uff08\u53ef\u6cdb\u5316\u7684\u4ea4\u4e92\uff09\u548c\u590d\u6742\u4ea4\u4e92\uff08\u4e0d\u53ef\u6cdb\u5316\u7684\u4ea4\u4e92\uff09\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u56db\u3001\u4ea4\u4e92\u7684\u5b9a\u4e49<\/strong><\/section>\n<section><\/section>\n<section>\u8ba9\u6211\u4eec\u8003\u8651\u4e00\u4e2a\u6df1\u5ea6<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fc600ede6a52fc005bc79478bb0c4819.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fc600ede6a52fc005bc79478bb0c4819.png\"><\/a>\u548c\u4e00\u4e2a\u8f93\u5165\u6837\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f034def6f8d6591852c0dd15e8e68683.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f034def6f8d6591852c0dd15e8e68683.png\"><\/a>\uff0c\u5b83\u5305\u542b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c5c8fbe0d37def38a9c41437c71792fb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c5c8fbe0d37def38a9c41437c71792fb.png\"><\/a>\u4e2a\u8f93\u5165\u53d8\u91cf\uff0c\u6211\u4eec\u7528\u96c6\u5408<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ad51974fea40d53c232b663fd21982f4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ad51974fea40d53c232b663fd21982f4.png\"><\/a>\u8868\u793a\u8fd9\u4e9b\u8f93\u5165\u53d8\u91cf\u7684\u5168\u96c6\u3002\u4ee4<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-dd132f2124b4e09de187f9305cd68a1b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-dd132f2124b4e09de187f9305cd68a1b.png\"><\/a>\u8868\u793a DNN \u5728\u6837\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-094df2233ec8c7b86400e047e9c1a42a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-094df2233ec8c7b86400e047e9c1a42a.png\"><\/a>\u4e0a\u7684\u4e00\u4e2a\u6807\u91cf\u8f93\u51fa\u3002\u5bf9\u4e8e\u4e00\u4e2a\u9762\u5411\u5206\u7c7b\u4efb\u52a1\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u4e0d\u540c\u89d2\u5ea6\u6765\u5b9a\u4e49\u5176\u6807\u91cf\u8f93\u51fa\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u591a\u7c7b\u522b\u5206\u7c7b\u95ee\u9898\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ce11fbc96620e42b8863cd86474d0cc7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ce11fbc96620e42b8863cd86474d0cc7.png\"><\/a>\u53ef\u4ee5\u5b9a\u4e49\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c45406bc2b034b543508273f953807cc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c45406bc2b034b543508273f953807cc.png\"><\/a>\uff0c\u4e5f\u53ef\u4ee5\u5b9a\u4e49\u4e3a softmax \u5c42\u4e4b\u524d\u8be5\u6837\u672c\u771f\u5b9e\u6807\u7b7e\u6240\u5bf9\u5e94\u7684\u6807\u91cf\u8f93\u51fa\u3002\u8fd9\u91cc\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-350960d65acb12d4694aa68d572183ff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-350960d65acb12d4694aa68d572183ff.png\"><\/a>\u8868\u793a\u771f\u5b9e\u6807\u7b7e\u7684\u5206\u7c7b\u6982\u7387\u3002\u8fd9\u6837\uff0c\u9488\u5bf9\u6bcf\u4e2a\u5b50\u96c6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-67018858eeb668f45ae7a884dab12c34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-67018858eeb668f45ae7a884dab12c34.png\"><\/a>\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u4e0b\u9762\u516c\u5f0f\u6765\u5b9a\u4e49<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ff6123130d01ebd6dd9e599e37825875.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ff6123130d01ebd6dd9e599e37825875.png\"><\/a>\u4e2d\u6240\u6709\u8f93\u5165\u53d8\u91cf\u4e4b\u95f4 \u201c\u7b49\u6548\u4e0e\u4ea4\u4e92\u201d \u548c \u201c\u7b49\u6548\u6216\u4ea4\u4e92\u201d\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d6a8538ec44675dc1a59587e7a0db701.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d6a8538ec44675dc1a59587e7a0db701.png\"><\/a><\/p>\n<section>\u5982\u56fe 4\uff08a\uff09\u6240\u793a\uff0c\u6211\u4eec\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\u4e0a\u8ff0\u4e0e\u6216\u4ea4\u4e92\uff1a\u6211\u4eec\u53ef\u4ee5\u8ba4\u4e3a\u4e0e\u7b49\u6548\u4ea4\u4e92\u8868\u793a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u7f16\u7801\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a9fb5e7b69f547ebaf410385f8e0f8cd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a9fb5e7b69f547ebaf410385f8e0f8cd.png\"><\/a>\u5185\u8f93\u5165\u53d8\u91cf\u4e4b\u95f4\u7684 \u201c\u4e0e\u5173\u7cfb\u201d\u3002\u4f8b\u5982\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u8f93\u5165\u53e5\u5b50<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-536ff3cf10c605938c2d882a35fb7672.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-536ff3cf10c605938c2d882a35fb7672.png\"><\/a>,<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u53ef\u80fd\u4f1a\u5728<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c3a89677b410016c7ade84ac0eb1f9e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c3a89677b410016c7ade84ac0eb1f9e5.png\"><\/a>\u4e4b\u95f4\u5efa\u6a21\u4e00\u4e2a\u4ea4\u4e92\uff0c\u4f7f\u5f97<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f132febe84cb0c0a5971673519ab8aa7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f132febe84cb0c0a5971673519ab8aa7.png\"><\/a>\u4ea7\u751f\u4e00\u4e2a\u63a8\u52a8<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8f93\u51fa \u201c\u503e\u76c6\u5927\u96e8\u201d \u7684\u6570\u503c\u6548\u7528\u3002\u5982\u679c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1e388689ba73d0ce64962dcab8abf0e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1e388689ba73d0ce64962dcab8abf0e5.png\"><\/a>\u4e2d\u7684\u4efb\u4f55\u8f93\u5165\u53d8\u91cf\u88ab\u906e\u6321\uff0c\u5219\u8be5\u6570\u503c\u6548\u7528\u5c06\u4ece<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u8f93\u51fa\u4e2d\u79fb\u9664\u3002\u7c7b\u4f3c\u5730\uff0c\u7b49\u6548\u6216\u4ea4\u4e92<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8ec3594e2cea540a3522bfb96918b614.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8ec3594e2cea540a3522bfb96918b614.png\"><\/a>\u8868\u793a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8737074a2128658bdea8383c0b6aceb2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8737074a2128658bdea8383c0b6aceb2.png\"><\/a>\u5185\u8f93\u5165\u53d8\u91cf\u4e4b\u95f4\u7684 \u201c\u6216\u5173\u7cfb\u201d\u3002\u4f8b\u5982\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u8f93\u5165\u53e5\u5b50<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0c0ddad779c0e88a8f45817c0cc54b27.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0c0ddad779c0e88a8f45817c0cc54b27.png\"><\/a>\uff0c\u53ea\u8981<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-256688230674766f1e8a55518c627b2f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-256688230674766f1e8a55518c627b2f.png\"><\/a>\u4e2d\u7684\u4efb\u610f\u4e00\u4e2a\u8bcd\u51fa\u73b0\uff0c\u5c31\u4f1a\u63a8\u52a8<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u8f93\u51fa\u8d1f\u9762<mark data-type=\"tech_tasks\" data-id=\"767b290d-ca81-4cf0-938c-65f2fb0651da\">\u60c5\u611f\u5206\u7c7b<\/mark>\u3002<\/section>\n<section><\/section>\n<section><mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u7684\u7b49\u6548\u4ea4\u4e92\u6ee1\u8db3 \u201c\u7406\u60f3\u6982\u5ff5\u201d \u7684\u4e09\u6761\u516c\u7406\u6027\u51c6\u5219\uff0c\u5373\u65e0\u9650\u62df\u5408\u6027\u3001\u7a00\u758f\u6027\u3001\u6837\u672c\u95f4\u8fc1\u79fb\u6027\u3002<\/section>\n<section><\/section>\n<ol>\n<li>\n<section><strong>\u65e0\u9650\u62df\u5408\u6027<\/strong>\uff1a\u5982\u56fe 4\uff0c5 \u6240\u793a\uff0c\u5bf9\u4e8e\u4efb\u610f\u906e\u6321\u6837\u672c\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u6837\u672c\u4e0a\u7684\u8f93\u51fa\u53ef\u4ee5\u7528\u4e0d\u540c\u4ea4\u4e92\u6982\u5ff5\u7684\u6548\u7528\u4e4b\u548c\u6765\u62df\u5408\u3002\u5373\uff0c\u6211\u4eec\u53ef\u4ee5\u6784\u9020\u51fa\u4e00\u4e2a\u57fa\u4e8e\u4ea4\u4e92\u7684 logical model\uff0c\u65e0\u8bba\u6211\u4eec\u5982\u4f55\u906e\u6321\u8f93\u5165\u6837\u672c\uff0c\u8fd9\u4e2a logical model \u4f9d\u7136\u53ef\u7cbe\u786e\u62df\u5408\u6a21\u578b\u5728\u6b64\u8f93\u5165\u6837\u672c\u5728\u4efb\u610f\u906e\u6321\u72b6\u6001\u4e0b\u7684\u8f93\u51fa\u503c\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u7a00\u758f\u6027<\/strong>\uff1a\u9762\u5411\u5206\u7c7b\u4efb\u52a1\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5f80\u5f80\u53ea\u5efa\u6a21\u5c11\u91cf\u7684\u663e\u8457\u4ea4\u4e92\u6982\u5ff5\uff0c\u800c\u5927\u90e8\u5206\u4ea4\u4e92\u6982\u5ff5\u90fd\u662f\u6570\u503c\u6548\u7528\u90fd\u63a5\u8fd1\u4e8e 0 \u7684\u566a\u58f0\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u6837\u672c\u95f4\u8fc1\u79fb\u6027<\/strong>\uff1a\u4ea4\u4e92\u5728\u4e0d\u540c\u6837\u672c\u95f4\u662f\u53ef\u8fc1\u79fb\u7684\uff0c\u5373<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\uff08\u540c\u4e00\u7c7b\u522b\u7684\uff09\u4e0d\u540c\u6837\u672c\u4e0a\u5efa\u6a21\u7684\u663e\u8457\u4ea4\u4e92\u6982\u5ff5\u5f80\u5f80\u6709\u5f88\u5927\u7684\u91cd\u5408\u3002<\/section>\n<\/li>\n<\/ol>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d074b6c32284dab367a9f3589c1a2b19.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d074b6c32284dab367a9f3589c1a2b19.png\"><\/a><\/p>\n<section><em><sup>\u56fe 4\uff1a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u590d\u6742\u7684\u63a8\u7406<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u53ef\u4ee5\u88ab\u57fa\u4e8e\u5c11\u91cf\u4ea4\u4e92\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u6a21\u578b<\/sup><\/em><sup><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4e5078fb65bb7ea9447afde92d452d53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4e5078fb65bb7ea9447afde92d452d53.png\"><\/a><\/sup><em><sup>\u51c6\u786e\u62df\u5408\u3002\u6bcf\u4e2a\u4ea4\u4e92\u90fd\u662f\u8861\u91cf<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u7279\u5b9a\u8f93\u5165\u53d8\u91cf\u96c6\u5408<\/sup><\/em><sup><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-cb198a68e027df3fc3a7ae3a16f578ee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-cb198a68e027df3fc3a7ae3a16f578ee.png\"><\/a><em>\u4e4b\u95f4\u975e\u7ebf\u6027\u5173\u7cfb\u7684\u5ea6\u91cf\u6307\u6807\u3002\u5f53\u4e14\u4ec5\u5f53\u96c6\u5408\u4e2d\u53d8\u91cf\u540c\u65f6\u51fa\u73b0\u65f6\u624d\u4f1a\u89e6\u53d1\u4e0e\u4ea4\u4e92\uff0c\u5e76\u4e3a\u8f93\u51fa\u8d21\u732e\u6570\u503c\u5206\u6570<\/em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-50a35f752c82499cab7d58e40b193a59.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-50a35f752c82499cab7d58e40b193a59.png\"><\/a><\/sup><em><sup>\uff0c\u96c6\u5408<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-52a5fadd61c590e330a4c5101adeed4b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-52a5fadd61c590e330a4c5101adeed4b.png\"><\/a>\u4e2d\u4efb\u610f\u53d8\u91cf\u51fa\u73b0\u65f6\u4f1a\u89e6\u53d1\u6216\u4ea4\u4e92\u3002<\/sup><\/em><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-84e2616d0bec3d5df415d887497af4f2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-84e2616d0bec3d5df415d887497af4f2.png\"><\/a><\/p>\n<section><em><sup>\u56fe 5\uff1a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u4efb\u610f\u7684\u906e\u6321\u6837\u672c\u4e0a\u7684\u8f93\u51fa\u53ef\u4ee5\u7528\u4e0d\u540c\u4ea4\u4e92\u6982\u5ff5\u7684\u6548\u7528\u4e4b\u548c\u6765\u62df\u5408\uff0c\u5373\u6211\u4eec\u53ef\u4ee5\u6784\u9020\u51fa\u4e00\u4e2a\u57fa\u4e8e\u4ea4\u4e92\u7684 logical model\uff0c\u65e0\u8bba\u6211\u4eec\u5982\u4f55\u906e\u6321\u8f93\u5165\u6837\u672c\uff0c\u54ea\u6015\u7a77\u4e3e\u4e2a\u8f93\u5165\u5355\u5143\u4e0a\u79cd\u5b8c\u5168\u4e0d\u540c\u7684\u906e\u6321\u65b9\u5f0f\uff0c\u8fd9\u4e2a logical model \u4f9d\u7136\u53ef\u7cbe\u786e\u62df\u5408\u6a21\u578b\u5728\u6b64\u8f93\u5165\u6837\u672c\u5728\u4efb\u610f\u906e\u6321\u72b6\u6001\u4e0b\u7684\u8f93\u51fa\u503c\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u4e94\u3001\u65b0\u7684\u53d1\u73b0\u4e0e\u8bc1\u660e<\/strong><\/section>\n<section><\/section>\n<section><strong>5.1 \u53d1\u73b0<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4ea4\u4e92\u53d8\u5316\u7684\u4e24\u9636\u6bb5\u73b0\u8c61<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u7bc7<mark data-type=\"institutions\" data-id=\"3b7e9c71-af3b-45e0-a15a-9b575ea76b1d\">\u77e5\u4e4e<\/mark>\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5173\u6ce8<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u89e3\u91ca\u6027\u9886\u57df\u7684\u4e00\u4e2a\u6839\u672c\u95ee\u9898\uff0c\u5373<strong>\u5982\u4f55\u4ece\u4e00\u4e2a\u89e3\u6790\u5206\u6790\u7684\u89d2\u5ea6\u53bb\u4e25\u683c\u9884\u6d4b\u51fa<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6cdb\u5316\u80fd\u529b\u7684\u53d8\u5316\u60c5\u51b5\uff0c\u5e76\u4e14\u7cbe\u786e\u7684\u5206\u6790<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4ece<mark data-type=\"concepts\" data-id=\"174750bc-c8ac-40b1-aa62-27ee956389f8\">\u6b20\u62df\u5408<\/mark>\u5230<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u7684\u6574\u4e2a\u52a8\u6001\u53d8\u5316\u8fc7\u7a0b\u53ca\u5176\u80cc\u540e\u7684\u6839\u672c\u539f\u56e0<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u6211\u4eec\u5c06\u4ea4\u4e92\u7684\u9636\u6570\uff08\u590d\u6742\u5ea6\uff09\u5b9a\u4e49\u4e3a\u4ea4\u4e92\u4e2d\u7684\u8f93\u5165\u53d8\u91cf\u7684\u6570\u91cf\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-2daa90d3605ab62a8df58cbb8734a703.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-2daa90d3605ab62a8df58cbb8734a703.png\"><\/a>\u3002\u6211\u4eec\u56e2\u961f\u4e4b\u524d\u7684\u5de5\u4f5c\u53d1\u73b0<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u67d0\u4e2a\u7279\u5b9a\u6837\u672c\u6240\u5efa\u6a21\u7684 \u201c\u4e0e\u6216\u4ea4\u4e92\u201d \u7684\u590d\u6742\u5ea6\u76f4\u63a5\u51b3\u5b9a\u4e86<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u8fd9\u4e2a\u6837\u672c\u7684\u6cdb\u5316\u80fd\u529b [1]\uff0c\u5373<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u7684\u9ad8\u9636\u7684\uff08\u5927\u91cf\u8f93\u5165\u5355\u5143\u4e4b\u95f4\u7684\uff09\u201c\u4e0e\u6216\u4ea4\u4e92\u201d \u5f80\u5f80\u6709\u8f83\u5dee\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u800c\u4f4e\u9636\u7684\uff08\u5c11\u91cf\u8f93\u5165\u5355\u5143\u4e4b\u95f4\u7684\uff09\u201c\u4e0e\u6216\u4ea4\u4e92\u201d \u5177\u6709\u8f83\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u672c\u7bc7\u7814\u7a76\u7684\u7b2c\u4e00\u6b65\u662f\u53bb<strong>\u9884\u6d4b\u51fa<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u540c\u65f6\u95f4\u70b9\u6240\u5efa\u6a21\u7684\u4e0d\u540c\u9636 \u201c\u4e0e\u6216\u4ea4\u4e92\u201d \u7684\u590d\u6742\u5ea6\u7684\u4e00\u4e2a\u89e3\u6790\u89e3\uff0c\u5373\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u4e0d\u540c\u65f6\u95f4\u70b9\u6240\u5efa\u6a21\u7684\u4e0d\u540c\u9636 \u201c\u4e0e\u6216\u4ea4\u4e92\u201d \u7684\u5206\u5e03\u53bb\u89e3\u91ca<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u4e0d\u540c\u9636\u6bb5\u7684\u6cdb\u5316\u80fd\u529b<\/strong>\u3002\u4ea4\u4e92\u7684\u6cdb\u5316\u80fd\u529b\u7684\u5b9a\u4e49\u4e0e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6574\u4f53\u6cdb\u5316\u80fd\u529b\u7684\u5b9a\u4e49\u8bf7\u89c1 \u201c5.2 <mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u4ea4\u4e92\u7684\u9636\u6570\u548c\u5176\u6cdb\u5316\u80fd\u529b\u7684\u5173\u7cfb\u201d \u7ae0\u8282\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u63d0\u51fa\u4e24\u4e2a\u6307\u6807\u6765\u8868\u793a\u4e0d\u540c\u9636\uff08\u590d\u6742\u5ea6\uff09\u7684\u4ea4\u4e92\u7684\u5f3a\u5ea6\u7684\u5206\u5e03\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1b0b23b7af3bc5b22209eaea871a1676.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1b0b23b7af3bc5b22209eaea871a1676.png\"><\/a>\u6765\u8861\u91cf\u6240\u6709\u9636\u6b63\u663e\u8457\u4ea4\u4e92\u7684\u5f3a\u5ea6\uff0c\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-221d499065d9c42072d222f2835c7841.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-221d499065d9c42072d222f2835c7841.png\"><\/a>\u6765\u8861\u91cf\u6240\u6709<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f0b4e8d85454e203c5767150f59cb41d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f0b4e8d85454e203c5767150f59cb41d.png\"><\/a>\u9636\u8d1f\u663e\u8457\u4ea4\u4e92\u7684\u5f3a\u5ea6\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9763b95b6ad3b0a1a39f9af8846e00fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9763b95b6ad3b0a1a39f9af8846e00fc.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-74790ef50106056f84b565f333b52f02.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-74790ef50106056f84b565f333b52f02.png\"><\/a>\u8868\u793a\u663e\u8457\u4ea4\u4e92\u7684\u96c6\u5408\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8e217126dea5a2ba7d180a361a866531.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8e217126dea5a2ba7d180a361a866531.png\"><\/a>\u8868\u793a\u663e\u8457\u4ea4\u4e92\u7684\u9608\u503c\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8f11bc42b0b42088866d82765854b211.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8f11bc42b0b42088866d82765854b211.png\"><\/a><\/p>\n<section><em><sup>\u56fe 6\uff1a\u4ece\u8bad\u7ec3\u4e0d\u540c\u8f6e\u6b21\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e2d\u63d0\u53d6\u7684\u4e0d\u540c\u9636\u4ea4\u4e92\u5f3a\u5ea6<\/sup><\/em><sup><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-468147e1a976a65b4e0c6186088fae96.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-468147e1a976a65b4e0c6186088fae96.png\"><\/a><em>\u548c<\/em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9ec60c59155b4efaca9a13e5d440e33b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9ec60c59155b4efaca9a13e5d440e33b.png\"><\/a><\/sup><em><sup>\u3002\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u3001\u4e0d\u540c\u4efb\u52a1\u4e0a\u8bad\u7ec3\u7684\u4e0d\u540c\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u8bad\u7ec3\u8fc7\u7a0b\u90fd\u5b58\u5728\u4e24\u9636\u6bb5\u73b0\u8c61\u3002\u524d\u4e24\u4e2a\u9009\u5b9a\u65f6\u95f4\u70b9\u5c5e\u4e8e\u7b2c\u4e00\u9636\u6bb5\uff0c\u800c\u540e\u4e24\u4e2a\u65f6\u95f4\u70b9\u5c5e\u4e8e\u7b2c\u4e8c\u9636\u6bb5\u3002\u6070\u6070\u5728\u8fdb\u5165<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u8fc7\u7a0b\u7684\u7b2c\u4e8c\u9636\u6bb5\u4e0d\u4e45\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u6d4b\u8bd5\u635f\u5931\u548c\u8bad\u7ec3\u635f\u5931\u4e4b\u95f4\u7684 loss gap \u5f00\u59cb\u663e\u8457\u4e0a\u5347\uff08\u89c1\u6700\u540e\u4e00\u5217\uff09\u3002\u8fd9\u8868\u660e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u7684\u4e24\u9636\u6bb5\u73b0\u8c61\u4e0e\u6a21\u578b loss gap \u7684\u53d8\u5316\u5728\u65f6\u95f4\u4e0a\u662f \u201c\u5bf9\u9f50\u201d \u7684\u3002\u66f4\u591a\u5b9e\u9a8c\u7ed3\u679c\u8bf7\u53c2\u89c1\u8bba\u6587\u3002<\/sup><\/em><\/section>\n<section><em><br \/><\/em><\/section>\n<section>\u5982\u56fe 6 \u6240\u793a\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u4e24\u9636\u6bb5\u73b0\u8c61\u5177\u4f53\u8868\u73b0\u4e3a\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u5728\u795e\u7ecf\u8bad\u7ec3\u8bad\u7ec3\u4e4b\u524d<\/strong>\uff0c\u521d\u59cb\u5316\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e3b\u8981\u7f16\u7801\u4e2d\u9636\u4ea4\u4e92\uff0c\u5f88\u5c11\u7f16\u7801\u9ad8\u9636\u548c\u4f4e\u9636\u4ea4\u4e92\uff0c\u5e76\u4e14\u4e0d\u540c\u9636\u4ea4\u4e92\u7684\u5206\u5e03\u770b\u8d77\u6765\u5448\u73b0 \u201c\u7eba\u9524\u5f62\u201d\u3002\u5047\u8bbe\u5177\u6709\u968f\u673a\u521d\u59cb\u5316<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u7684\u662f\u7eaf\u566a\u58f0\uff0c\u6211\u4eec\u5728 \u201c5.4 \u7406\u8bba\u8bc1\u660e\u4e24\u9636\u6bb5\u73b0\u8c61\u201d \u7ae0\u8282\u8bc1\u660e\u4e86\u5177\u6709\u968f\u673a\u521d\u59cb\u5316<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u7684\u4e0d\u540c\u9636\u7684\u4ea4\u4e92\u7684\u5206\u5e03\u5448\u73b0 \u201c\u7eba\u9524\u5f62\u201d\uff0c\u5373\u4ec5\u5efa\u6a21\u5c11\u91cf\u7684\u4f4e\u9636\u548c\u9ad8\u9636\u4ea4\u4e92\uff0c\u5927\u91cf\u5efa\u6a21\u4e2d\u9636\u4ea4\u4e92\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5728<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u7684\u7b2c\u4e00\u9636\u6bb5<\/strong>\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7f16\u7801\u7684\u9ad8\u9636\u548c\u4e2d\u9636\u4ea4\u4e92\u7684\u5f3a\u5ea6\u9010\u6e10\u51cf\u5f31\uff0c\u800c\u4f4e\u9636\u4ea4\u4e92\u7684\u5f3a\u5ea6\u9010\u6e10\u589e\u5f3a\u3002\u6700\u7ec8\uff0c\u9ad8\u9636\u548c\u4e2d\u9636\u4ea4\u4e92\u9010\u6e10\u88ab\u6d88\u9664\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u53ea\u7f16\u7801\u4f4e\u9636\u4ea4\u4e92\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5728<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u7684\u7b2c\u4e8c\u9636\u6bb5<\/strong>\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7f16\u7801\u7684\u4ea4\u4e92\u9636\u6570\uff08\u590d\u6742\u5ea6\uff09\u9010\u6e10\u589e\u52a0\u3002\u5728\u9010\u6e10\u5b66\u4e60\u66f4\u9ad8\u590d\u6742\u5ea6\u7684\u4ea4\u4e92\u7684\u8fc7\u7a0b\u4e2d\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u7684\u98ce\u9669\u4e5f\u5728\u9010\u6e10\u63d0\u9ad8\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e0a\u8ff0\u7684\u4e24\u9636\u6bb5\u73b0\u8c61\u5e7f\u6cdb\u5b58\u5728\u4e8e\u4e0d\u540c\u7ed3\u6784\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u4e8e\u4e0d\u540c\u4efb\u52a1\u4e0a\u7684\u4e0d\u540c\u6570\u636e\u96c6\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d<\/strong>\u3002\u6211\u4eec\u5728\u56fe\u50cf\u6570\u636e\u96c6\uff08CIFAR-10 \u6570\u636e\u96c6\u3001MNIST \u6570\u636e\u96c6\u3001CUB200-2011 \u6570\u636e\u96c6\uff08\u4f7f\u7528\u4ece\u56fe\u7247\u4e2d\u88c1\u526a\u51fa\u6765\u7684\u9e1f\u7c7b\u56fe\u50cf\uff09\u548c Tiny-ImageNet \u6570\u636e\u96c6\uff09\u4e0a\u8bad\u7ec3\u4e86 <mark data-type=\"tech_methods\" data-id=\"1d2204cb-e4cf-47c5-bfa2-691367fe2387\">VGG<\/mark>-11\/13\/16 \u548c\u00a0AlexNet\u3002\u6211\u4eec\u5728 SST-2 \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u4e86\u7528\u4e8e\u60c5\u611f\u8bed\u4e49\u5206\u7c7b Bert-Medium\/Tiny \u6a21\u578b\uff0c\u6211\u4eec\u5728\u00a0ShapeNet \u6570\u636e\u96c6\u4e2d\u8bad\u7ec3 DGCNN \u6765\u5206\u7c7b\u7684 3D \u70b9\u4e91\u6570\u636e\u3002\u4e0a\u56fe\u663e\u793a\u4e86\u4e0d\u540c\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u4e0d\u540c\u8bad\u7ec3\u65f6\u671f\u63d0\u53d6\u7684\u4e0d\u540c\u9636\u7684\u663e\u8457\u4ea4\u4e92\u7684\u5206\u5e03\u3002\u6211\u4eec\u5728\u8fd9\u4e9b<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u90fd\u53d1\u73b0\u4e86\u4e24\u9636\u6bb5\u73b0\u8c61\uff0c\u66f4\u591a\u5b9e\u9a8c\u7ed3\u679c\u53ca\u7ec6\u8282\u8bf7\u53c2\u8003\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<section><strong>5.2 <mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u4ea4\u4e92\u7684\u9636\u6570\u548c\u5176\u6cdb\u5316\u80fd\u529b\u7684\u5173\u7cfb<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u56e2\u961f\u4e4b\u524d\u7684\u5de5\u4f5c\u5df2\u7ecf\u53d1\u73b0\u4e86<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u4ea4\u4e92\u7684\u9636\u6570\u548c\u5176\u6cdb\u5316\u80fd\u529b\u7684\u5173\u7cfb\uff0c\u5373\u9ad8\u9636\u4ea4\u4e92\u6bd4\u4f4e\u9636\u4ea4\u4e92\u5177\u6709\u66f4\u5dee\u7684\u6cdb\u5316\u80fd\u529b [1]\u3002\u67d0\u4e2a\u5177\u4f53\u4ea4\u4e92\u7684\u6cdb\u5316\u6027\u6709\u6e05\u6670\u7684\u5b9a\u4e49 \u2014\u2014 \u5982\u679c\u4e00\u4e2a\u4ea4\u4e92\u540c\u65f6\u5728\u8bad\u7ec3\u6837\u672c\u548c\u6d4b\u8bd5\u6837\u672c\u4e2d\u9891\u7e41\u7684\u88ab<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\uff0c\u5219\u8fd9\u4e2a\u4ea4\u4e92\u5177\u6709\u8f83\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5728\u672c\u7bc7<mark data-type=\"institutions\" data-id=\"3b7e9c71-af3b-45e0-a15a-9b575ea76b1d\">\u77e5\u4e4e<\/mark>\u6587\u7ae0\u4e2d\uff0c\u4ecb\u7ecd\u4e86\u4e24\u4e2a\u5b9e\u9a8c\u6765\u8bc1\u660e\u9ad8\u9636\u4ea4\u4e92\u5177\u6709\u8f83\u5dee\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4f4e\u9636\u4ea4\u4e92\u5177\u6709\u8f83\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u4e00\uff1a\u89c2\u5bdf\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u4e0d\u540c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u7684\u4ea4\u4e92\u7684\u6cdb\u5316\u6027\u3002\u8fd9\u91cc\u6211\u4eec\u7528\u88ab\u6d4b\u8bd5\u96c6\u6240\u89e6\u53d1\u7684\u4ea4\u4e92\u7684\u5206\u5e03\u548c\u88ab\u8bad\u7ec3\u96c6\u6240\u89e6\u53d1\u7684\u4ea4\u4e92\u7684\u5206\u5e03\u7684 Jaccard \u76f8\u4f3c\u6027\u6765\u5ea6\u91cf\u4ea4\u4e92\u7684\u6cdb\u5316\u6027<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u5305\u542b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-51ee3ed8f9364eb33768ace469d5f703.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-51ee3ed8f9364eb33768ace469d5f703.png\"><\/a>\u4e2a\u8f93\u5165\u53d8\u91cf\u7684\u8f93\u5165\u6837\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-93f95862799125e6c9c7d37dfb744098.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-93f95862799125e6c9c7d37dfb744098.png\"><\/a>\uff0c\u6211\u4eec\u5c06\u4ece\u8f93\u5165\u6837\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-743c4334259949b976a8f210b8d4cd98.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-743c4334259949b976a8f210b8d4cd98.png\"><\/a>\u63d0\u53d6\u5230\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-dae9ba408ccc06ab9afabd4aabc5e898.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-dae9ba408ccc06ab9afabd4aabc5e898.png\"><\/a>\u9636\u4ea4\u4e92\u5411<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1cd7382d33837aabb6612b0b7ba320a4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1cd7382d33837aabb6612b0b7ba320a4.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-43cc7d21a09617472f8e1791c8c6c0e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-43cc7d21a09617472f8e1791c8c6c0e3.png\"><\/a>\u8868\u793a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-70343496cdb24afd1e0bde0dce00a228.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-70343496cdb24afd1e0bde0dce00a228.png\"><\/a>\u4e2a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-adcf69d84279338d6200320fb534a10d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-adcf69d84279338d6200320fb534a10d.png\"><\/a>\u9636\u4ea4\u4e92\u3002\u7136\u540e\uff0c\u6211\u4eec\u8ba1\u7b97\u5206\u7c7b\u4efb\u52a1\u4e2d\u6240\u6709\u7c7b\u522b\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-23490ede35eca5daf91a64d9adef0871.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-23490ede35eca5daf91a64d9adef0871.png\"><\/a>\u7684\u6837\u672c\u4e2d\u63d0\u53d6\u5230\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-2c116738925135c41d797280d9362ba5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-2c116738925135c41d797280d9362ba5.png\"><\/a>\u9636\u7684\u5e73\u5747\u4ea4\u4e92\u5411\u91cf\uff0c\u8868\u793a\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-084bf311622d5181c80ed0744b9e177c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-084bf311622d5181c80ed0744b9e177c.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-23fe5e3069ebd65f4d3263d134457c30.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-23fe5e3069ebd65f4d3263d134457c30.png\"><\/a>\u8868\u793a\u7c7b\u522b\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-07e0d4e6fadce12f2c7cf736062dff95.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-07e0d4e6fadce12f2c7cf736062dff95.png\"><\/a>\u7684\u6837\u672c\u7684\u96c6\u5408\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u8ba1\u7b97\u4ece\u8bad\u7ec3\u6837\u672c\u4e2d\u63d0\u53d6\u7684\u9636\u7684\u5e73\u5747\u4ea4\u4e92\u5411\u91cf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-bce365aef3e75978103552cae6d9f62a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-bce365aef3e75978103552cae6d9f62a.png\"><\/a>\u4e0e\u4ece\u6d4b\u8bd5\u6837\u672c\u4e2d\u63d0\u53d6\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-af36e488f28d1d263778ebadcdd5443b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-af36e488f28d1d263778ebadcdd5443b.png\"><\/a>\u9636\u7684\u5e73\u5747\u4ea4\u4e92\u5411\u91cf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c5279dad8677e9abc3bb54caad351aa2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c5279dad8677e9abc3bb54caad351aa2.png\"><\/a>\u4e4b\u95f4\u7684 Jaccard \u76f8\u4f3c\u6027\uff0c\u4ee5\u8861\u91cf\u5206\u7c7b\u4efb\u52a1\u4e2d\u7c7b\u522b\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-73fd629a149f7e827ce533f8241ce6b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-73fd629a149f7e827ce533f8241ce6b9.png\"><\/a>\u7684\u6837\u672c\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-396d3cd9dddd872363e80c0cfaa6fca7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-396d3cd9dddd872363e80c0cfaa6fca7.png\"><\/a>\u9636\u4ea4\u4e92\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5373\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fdc8487ca95c9adad98b4609ee801484.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fdc8487ca95c9adad98b4609ee801484.png\"><\/a><\/p>\n<section>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-186fb3ea2e4f9615928d32f67c98a493.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-186fb3ea2e4f9615928d32f67c98a493.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b72cf35bbfe705719394f01fb8e620da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b72cf35bbfe705719394f01fb8e620da.png\"><\/a>\u5c06\u4e24\u4e2a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8e753f610ee6cd6bb304f0415df4d68d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8e753f610ee6cd6bb304f0415df4d68d.png\"><\/a>\u7ef4\u4ea4\u4e92\u5411\u91cf\u6295\u5f71\u5230\u4e24\u4e2a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-33a0abf2384868273a982dd48e7ecb68.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-33a0abf2384868273a982dd48e7ecb68.png\"><\/a>\u7ef4\u7684\u975e\u8d1f\u5411\u91cf\u4e0a\uff0c\u4ee5\u4fbf\u8ba1\u7b97 Jaccard \u76f8\u4f3c\u6027\u3002\u5bf9\u4e8e\u67d0\u4e00\u9636\u7684\u4ea4\u4e92\uff0c\u5982\u679c\u6b64\u9636\u4ea4\u4e92\u666e\u904d\u5c55\u73b0\u51fa\u8f83\u5927\u7684 Jaccard \u76f8\u4f3c\u6027\uff0c\u5219\u8868\u793a\u8fd9\u4e00\u9636\u4ea4\u4e92\u5177\u6709\u8f83\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u8fdb\u884c\u4e86\u5b9e\u9a8c\u8ba1\u7b97\u4e0d\u540c\u9636\u4ea4\u4e92<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-77a372d81171953e2e600c8625c0f157.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-77a372d81171953e2e600c8625c0f157.png\"><\/a>\u3002\u6211\u4eec\u6d4b\u8bd5\u4e86\u5728 MNIST \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684 <mark data-type=\"tech_methods\" data-id=\"6c9baf12-1a32-4c53-8217-8c9f69bd011b\">LeNet<\/mark>\u3001\u5728 CIFAR-10 \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684 <mark data-type=\"tech_methods\" data-id=\"1d2204cb-e4cf-47c5-bfa2-691367fe2387\">VGG<\/mark>-11\u3001\u5728 CUB200-2011 \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684 <mark data-type=\"tech_methods\" data-id=\"1d2204cb-e4cf-47c5-bfa2-691367fe2387\">VGG<\/mark>-13\uff0c\u4ee5\u53ca\u5728 Tiny-ImageNet \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684 AlexNet\u3002\u4e3a\u4e86\u51cf\u5c11\u8ba1\u7b97\u6210\u672c\uff0c\u6211\u4eec\u4ec5\u8ba1\u7b97\u4e86\u524d 10 \u4e2a\u7c7b\u522b\u7684 Jaccard \u76f8\u4f3c\u6027\u7684\u5e73\u5747\u503c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e58fbb109a3907340891be6ed6ec6b4a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e58fbb109a3907340891be6ed6ec6b4a.png\"><\/a>\u3002\u5982\u56fe 7 \u6240\u793a\uff0c\u968f\u7740\u4ea4\u4e92\u9636\u6570\u7684\u589e\u52a0\uff0c\u4ea4\u4e92\u7684 Jaccard \u76f8\u4f3c\u6027\u4e0d\u65ad\u4e0b\u964d\u3002\u56e0\u6b64\uff0c\u8fd9\u9a8c\u8bc1\u4e86\u9ad8\u9636\u4ea4\u4e92\u6bd4\u4f4e\u9636\u4ea4\u4e92\u5177\u6709\u66f4\u5dee\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<p><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-98676de49415f0686fdba72d72ee9842.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-98676de49415f0686fdba72d72ee9842.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 7\uff1a\u4ece\u8bad\u7ec3\u6837\u672c\u548c\u6d4b\u8bd5\u6837\u672c\u4e2d\u63d0\u53d6\u7684\u4ea4\u4e92\u4e4b\u95f4\u7684 Jaccard \u76f8\u4f3c\u6027\u3002\u4f4e\u9636\u4ea4\u4e92\u5177\u6709\u76f8\u5bf9\u8f83\u9ad8 Jaccard \u76f8\u4f3c\u6027\u8868\u660e\u4f4e\u9636\u4ea4\u4e92\u5177\u6709\u8f83\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/sup><\/em><\/p>\n<section><strong>\u5b9e\u9a8c\u4e8c\uff1a\u6bd4\u8f83<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u6b63\u5e38\u6837\u672c\u548c OOD \u6837\u672c\u5efa\u6a21\u7684\u4ea4\u4e92\u7684\u5206\u5e03<\/strong>\u3002\u6211\u4eec\u6bd4\u8f83\u4e86\u4ece\u6b63\u5e38\u6837\u672c\u4e2d\u63d0\u53d6\u7684\u4ea4\u4e92\u4e0e\u4ece\u5206\u5e03\u5916 (OOD) \u6837\u672c\u4e2d\u63d0\u53d6\u7684\u4ea4\u4e92\uff0c\u4ee5\u68c0\u67e5<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728 OOD \u6837\u672c\u4e0a\u662f\u5426\u5efa\u6a21\u66f4\u591a\u7684\u9ad8\u9636\u4ea4\u4e92\u3002\u6211\u4eec\u5c06\u5c11\u91cf\u8bad\u7ec3\u6837\u672c\u7684\u5206\u7c7b\u6807\u7b7e\u8bbe\u7f6e\u4e3a\u9519\u8bef\u6807\u7b7e\u3002\u8fd9\u6837\uff0c\u6570\u636e\u96c6\u4e2d\u7684\u539f\u59cb\u6837\u672c\u53ef\u4ee5\u89c6\u4e3a\u6b63\u5e38\u6837\u672c\uff0c\u800c\u4e00\u4e9b\u5e26\u6709\u9519\u8bef\u6807\u7b7e\u7684\u6837\u672c\u5219\u5bf9\u5e94\u4e8e OOD \u6837\u672c\uff0c\u8fd9\u4e9b OOD \u6837\u672c\u53ef\u80fd\u4f1a\u5bfc\u81f4<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u3002\u6211\u4eec\u5728 MNIST \u6570\u636e\u96c6\u548c CIFAR-10 \u6570\u636e\u96c6\u4e0a\u5206\u522b\u8bad\u7ec3\u4e86 <mark data-type=\"tech_methods\" data-id=\"1d2204cb-e4cf-47c5-bfa2-691367fe2387\">VGG<\/mark>-11 \u548c <mark data-type=\"tech_methods\" data-id=\"1d2204cb-e4cf-47c5-bfa2-691367fe2387\">VGG<\/mark>-13\u3002\u56fe 8 \u6bd4\u8f83\u4e86\u4ece\u6b63\u5e38\u6837\u672c\u4e2d\u63d0\u53d6\u7684\u4ea4\u4e92\u7684\u5206\u5e03\u548c\u4ece OOD \u6837\u672c\u4e2d\u63d0\u53d6\u7684\u4ea4\u4e92\u7684\u5206\u5e03\u3002\u6211\u4eec\u53d1\u73b0\uff0c<mark data-type=\"tech_methods\" data-id=\"1d2204cb-e4cf-47c5-bfa2-691367fe2387\">VGG<\/mark>-11 \u548c <mark data-type=\"tech_methods\" data-id=\"1d2204cb-e4cf-47c5-bfa2-691367fe2387\">VGG<\/mark>-13 \u5728\u5206\u7c7b OOD \u6837\u672c\u65f6\u5efa\u6a21\u4e86\u66f4\u591a\u590d\u6742\u7684\u4ea4\u4e92\uff08\u9ad8\u9636\u4ea4\u4e92\uff09\uff0c\u800c\u5728\u5206\u7c7b\u6b63\u5e38\u6837\u672c\u65f6\u5219\u4f7f\u7528\u4e86\u8f83\u4f4e\u9636\u7684\u4ea4\u4e92\u3002\u8fd9\u9a8c\u8bc1\u4e86\u9ad8\u9636\u4ea4\u4e92\u7684\u6cdb\u5316\u80fd\u529b\u901a\u5e38\u5f31\u4e8e\u4f4e\u9636\u4ea4\u4e92\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-78b2c0cd5a2bfcab320ef58153f0f8fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-78b2c0cd5a2bfcab320ef58153f0f8fd.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 8\uff1a\u6bd4\u8f83\u4ece\u6b63\u5e38\u6837\u672c\u4e2d\u63d0\u53d6\u7684\u4ea4\u4e92\u4e0e\u4ece\u5206\u5e03\u5916 (OOD) \u6837\u672c\u4e2d\u63d0\u53d6\u7684\u4ea4\u4e92\u3002<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u901a\u5e38\u5728 OOD \u6837\u672c\u4e0a\u5efa\u6a21\u7684\u66f4\u9ad8\u9636\u7684\u4ea4\u4e92\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>5.3 \u4e24\u9636\u6bb5\u73b0\u8c61\u548c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u8fc7\u7a0b loss gap \u7684\u53d8\u5316\u76f8\u5bf9\u9f50<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6211\u4eec\u53d1\u73b0\u4e0a\u8ff0\u4e24\u9636\u6bb5\u73b0\u8c61\u53ef\u4ee5\u5145\u5206\u8868\u793a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6cdb\u5316\u6027\u52a8\u529b\u5b66\u3002\u4e00\u4e2a\u5f88\u6709\u8da3\u7684\u73b0\u8c61\u662f<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u4e24\u9636\u6bb5\u73b0\u8c61\u548c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u6d4b\u8bd5\u96c6\u548c\u8bad\u7ec3\u96c6\u7684 loss gap \u7684\u53d8\u5316\u5728\u65f6\u95f4\u4e0a\u662f\u5bf9\u9f50\u7684<\/strong>\u3002\u8bad\u7ec3\u635f\u5931\u548c\u6d4b\u8bd5\u635f\u5931\u4e4b\u95f4\u7684 loss gap \u662f\u8861\u91cf\u6a21\u578b<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u7a0b\u5ea6\u7684\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u6307\u6807\u3002\u56fe 6 \u663e\u793a\u4e86\u4e0d\u540c\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u8bad\u7ec3\u5de5\u7a0b\u7684\u6d4b\u8bd5\u635f\u5931\u548c\u8bad\u7ec3\u635f\u5931\u4e4b\u95f4\u7684 loss gap \u7684\u66f2\u7ebf\uff0c\u8fd8\u663e\u793a\u4e86\u4ece\u4e0d\u540c\u8bad\u7ec3\u65f6\u671f\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e2d\u63d0\u53d6\u7684\u4ea4\u4e92\u5206\u5e03\u3002\u6211\u4eec\u53d1\u73b0\u5f53<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6d4b\u8bd5\u635f\u5931\u548c\u8bad\u7ec3\u635f\u5931\u4e4b\u95f4\u7684 loss gap \u5f00\u59cb\u589e\u5927\u65f6\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6070\u597d\u4e5f\u8fdb\u5165\u8bad\u7ec3\u7684\u7b2c\u4e8c\u9636\u6bb5\u3002\u8fd9\u8868\u660e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u7684\u4e24\u9636\u6bb5\u73b0\u8c61\u4e0e\u6a21\u578b loss gap \u7684\u53d8\u5316\u5728\u65f6\u95f4\u4e0a\u662f \u201c\u5bf9\u9f50\u201d \u7684\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\u4e0a\u8ff0\u73b0\u8c61\uff1a\u5728\u8bad\u7ec3\u8fc7\u7a0b\u5f00\u59cb\u524d\uff0c\u521d\u59cb\u5316\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u7684\u4ea4\u4e92\u5168\u90e8\u8868\u793a\u968f\u673a\u566a\u58f0\uff0c\u5e76\u4e14\u4e0d\u540c\u9636\u4ea4\u4e92\u7684\u5206\u5e03\u770b\u8d77\u6765\u50cf \u201c\u7eba\u9524\u5f62\u201d\u3002\u5728<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u7684\u7b2c\u4e00\u9636\u6bb5\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u9010\u6e10\u6d88\u9664\u4e2d\u9636\u548c\u9ad8\u9636\u7684\u4ea4\u4e92\uff0c\u5e76\u5b66\u4e60\u6700\u7b80\u5355\u7684\uff08\u6700\u4f4e\u9636\u7684\uff09\u4ea4\u4e92\u3002\u7136\u540e\uff0c\u5728<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u7684\u7b2c\u4e8c\u9636\u6bb5\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u4e86\u9636\u6570\u9010\u6e10\u589e\u5927\u7684\u4ea4\u4e92\u3002\u7531\u4e8e\u6211\u4eec\u5728 \u201c5.2 <mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u6240\u5efa\u6a21\u4ea4\u4e92\u7684\u9636\u6570\u548c\u5176\u6cdb\u5316\u80fd\u529b\u7684\u5173\u7cfb\u201d \u7ae0\u8282\u4e2d\u7684\u4e24\u4e2a\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u9ad8\u9636\u4ea4\u4e92\u901a\u5e38\u6bd4\u4f4e\u9636\u4ea4\u4e92\u5177\u6709\u66f4\u5dee\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u56e0\u6b64\u6211\u4eec\u53ef\u4ee5\u8ba4\u4e3a\u5728<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u7684\u7b2c\u4e8c\u9636\u6bb5\uff0cDNN \u9996\u5148\u5b66\u4e60\u4e86\u6cdb\u5316\u80fd\u529b\u6700\u5f3a\u7684\u4ea4\u4e92\uff0c\u7136\u540e\u9010\u6e10\u8f6c\u5411\u66f4\u590d\u6742\u4f46\u6cdb\u5316\u80fd\u529b\u8f83\u5f31\u7684\u4ea4\u4e92\u3002\u6700\u7ec8\u4e00\u4e9b<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u9010\u6e10<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\uff0c\u5e76\u7f16\u7801\u4e86\u5927\u91cf\u4e2d\u9636\u548c\u9ad8\u9636\u4ea4\u4e92\u3002<\/section>\n<section><\/section>\n<section><strong>5.4 \u7406\u8bba\u8bc1\u660e\u4e24\u9636\u6bb5\u73b0\u8c61<\/strong><\/section>\n<section><\/section>\n<section>\u7406\u8bba\u8bc1\u660e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u8fc7\u7a0b\u7684\u4e24\u9636\u6bb5\u73b0\u8c61\u5171\u5206\u4e3a\u4e09\u4e2a\u90e8\u5206\uff0c\u7b2c\u4e00\u90e8\u5206\u6211\u4eec\u9700\u8981\u8bc1\u660e\u968f\u673a\u521d\u59cb\u5316\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u5f00\u59cb\u4e4b\u524d\u5efa\u6a21\u7684\u4ea4\u4e92\u7684\u5206\u5e03\u5448\u73b0 \u201c\u7eba\u9524\u5f62\u201d\uff0c\u5373\u5f88\u5c11\u5efa\u6a21\u9ad8\u9636\u548c\u4f4e\u9636\u4ea4\u4e92\uff0c\u4e3b\u8981\u5efa\u6a21\u4e2d\u9636\u4ea4\u4e92\u3002\u7b2c\u4e8c\u90e8\u5206\u8bc1\u660e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u8bad\u7ec3\u7684\u7b2c\u4e8c\u9636\u6bb5\u5728\u5efa\u6a21\u9636\u6570\u9010\u6e10\u589e\u5927\u7684\u4ea4\u4e92\u3002\u7b2c\u4e09\u90e8\u5206\u8bc1\u660e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u8bad\u7ec3\u7684\u7b2c\u4e00\u9636\u6bb5\u9010\u6e10\u6d88\u9664\u4e2d\u9636\u548c\u9ad8\u9636\u4ea4\u4e92\uff0c\u5b66\u4e60\u6700\u4f4e\u4ef7\u7684\u4ea4\u4e92\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u8bc1\u660e\u521d\u59cb\u5316<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u7684 \u201c\u7eba\u9524\u5f62\u201d \u4ea4\u4e92\u5206\u5e03\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u968f\u673a\u521d\u59cb\u5316\u7684\u968f\u673a\u7f51\u7edc\u5728\u8bad\u7ec3\u8fc7\u7a0b\u5f00\u59cb\u4e4b\u524d\u5efa\u6a21\u7684\u90fd\u662f\u566a\u58f0\uff0c\u6240\u4ee5\u6211\u4eec\u5047\u8bbe\u968f\u673a\u521d\u59cb\u5316\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u7684\u4ea4\u4e92\u7684\u670d\u4ece\u5747\u503c\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-7d6bc2b11aaa4d9720650d2b9ec7a7dc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-7d6bc2b11aaa4d9720650d2b9ec7a7dc.png\"><\/a>\uff0c\u65b9\u5dee\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-db077db13e27bd33be47fe82254bac48.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-db077db13e27bd33be47fe82254bac48.png\"><\/a>\u7684\u6b63\u6001\u5206\u5e03\u3002\u5728\u4e0a\u8ff0\u5047\u8bbe\u4e0b\uff0c\u6211\u4eec\u80fd\u591f\u8bc1\u660e\u521d\u59cb\u5316\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5efa\u6a21\u7684\u4ea4\u4e92\u7684\u5f3a\u5ea6\u548c\u7684\u5206\u5e03\u5448\u73b0 \u201c\u7eba\u9524\u5f62\u201d\uff0c\u5373\u5f88\u5c11\u5efa\u6a21\u9ad8\u9636\u548c\u4f4e\u9636\u4ea4\u4e92\uff0c\u4e3b\u8981\u5efa\u6a21\u4e2d\u9636\u4ea4\u4e92\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-83cc557e0947e38676c3cf4d9b791c43.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-83cc557e0947e38676c3cf4d9b791c43.png\"><\/a><\/p>\n<section><strong>2. \u8bc1\u660e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u7684\u7b2c\u4e8c\u9636\u6bb5\u7684\u4ea4\u4e92\u53d8\u5316\u52a8\u6001\u8fc7\u7a0b\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8fdb\u5165\u6b63\u5f0f\u7684\u8bc1\u660e\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u505a\u4ee5\u4e0b\u7684\u9884\u5907\u5de5\u4f5c\u3002\u9996\u5148\uff0c\u6211\u4eec\u53c2\u7167 [5, 6] \u7684\u505a\u6cd5\uff0c<strong>\u5c06<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-92290e17a73f2c092b42e1f7234d8f6e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-92290e17a73f2c092b42e1f7234d8f6e.png\"><\/a>\u5728\u7279\u5b9a\u6837\u672c\u4e0a\u7684 inference \u6539\u5199\u4e3a\u4e0d\u540c\u4ea4\u4e92\u89e6\u53d1\u51fd\u6570\u7684\u52a0\u6743\u548c<\/strong>\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-907b738093dffe3c202823b2f3d5be11.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-907b738093dffe3c202823b2f3d5be11.png\"><\/a>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8b02ea97fb213ab59f13db54bf1717fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8b02ea97fb213ab59f13db54bf1717fc.png\"><\/a>\u4e3a\u6807\u91cf<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff0c\u6ee1\u8db3<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f706a8e28bada47315b273d441981e84.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f706a8e28bada47315b273d441981e84.png\"><\/a>\u3002\u800c\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-bc943ad9adad7b1bde2dd07e82f1fed9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-bc943ad9adad7b1bde2dd07e82f1fed9.png\"><\/a>\u4e3a\u4ea4\u4e92\u89e6\u53d1\u51fd\u6570\uff0c\u5728\u4efb\u610f\u4e00\u4e2a\u906e\u6321\u6837\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a5da8b272ed0812f514ccddc1f78ae92.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a5da8b272ed0812f514ccddc1f78ae92.png\"><\/a>\u4e0a\u90fd\u6ee1\u8db3<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8ffd3947d21d2bac3d3c41737d0b54ca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8ffd3947d21d2bac3d3c41737d0b54ca.png\"><\/a>\u3002\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-682085488c4de54cea5adbc07f6fb896.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-682085488c4de54cea5adbc07f6fb896.png\"><\/a>\u7684\u5177\u4f53\u5f62\u5f0f\u53ef\u4ee5\u7531\u6cf0\u52d2\u5c55\u5f00\u63a8\u5bfc\u5f97\u5230\uff0c\u53ef\u53c2\u8003\u8bba\u6587\uff0c\u8fd9\u91cc\u4e0d\u505a\u8d58\u8ff0\u3002<\/p>\n<section><\/section>\n<section>\u6839\u636e\u4e0a\u8ff0\u6539\u5199\u5f62\u5f0f\uff0c<strong><mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u7279\u5b9a\u6837\u672c\u4e0a\u7684\u5b66\u4e60\u53ef\u8fd1\u4f3c\u770b\u6210\u662f\u5bf9\u4ea4\u4e92\u89e6\u53d1\u51fd\u6570\u7684<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark><\/strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-3fb5536f5ef6dbafbf6a7ed29341e43b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-3fb5536f5ef6dbafbf6a7ed29341e43b.png\"><\/a><strong>\u7684\u5b66\u4e60<\/strong>\u3002\u8fdb\u4e00\u6b65\u5730\uff0c\u5b9e\u9a8c\u5ba4\u7684\u524d\u671f\u5de5\u4f5c [3] \u53d1\u73b0\u5728\u540c\u4e00\u4efb\u52a1\u4e0a\u5145\u5206\u8bad\u7ec3\u7684\u4e0d\u540c\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5f80\u5f80\u4f1a\u5efa\u6a21\u76f8\u4f3c\u7684\u4ea4\u4e92\uff0c\u6240\u4ee5\u6211\u4eec\u53ef\u4ee5\u5c06<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u5b66\u4e60\u770b\u6210\u662f\u5bf9\u4e00\u7cfb\u5217\u6f5c\u5728\u7684 ground truth \u4ea4\u4e92\u7684\u62df\u5408\u3002\u7531\u6b64\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u8bad\u7ec3\u5230<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u65f6\u5efa\u6a21\u7684\u4ea4\u4e92\u53ef\u4ee5\u770b\u6210\u662f\u6700\u5c0f\u5316\u4e0b\u9762\u7684<mark data-type=\"concepts\" data-id=\"a3ee878c-7013-408b-8e6b-7b1038057f8f\">\u76ee\u6807\u51fd\u6570<\/mark>\u65f6\u5f97\u5230\u7684\u89e3\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ae6a111e7942617b1d90196d8e4ad337.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ae6a111e7942617b1d90196d8e4ad337.png\"><\/a>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a148097904eb9c0eb85579bba02762a4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a148097904eb9c0eb85579bba02762a4.png\"><\/a>\u8868\u793a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u9700\u8981\u62df\u5408\u7684\u4e00\u7cfb\u5217\u6f5c\u5728\u7684 ground truth \u4ea4\u4e92\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c9d0e167c087d3e756e0e19a029b5508.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c9d0e167c087d3e756e0e19a029b5508.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f5cedd8fa25a1be7a878349dc80f68cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f5cedd8fa25a1be7a878349dc80f68cb.png\"><\/a>\u5219\u5206\u522b\u8868\u793a\u5c06\u6240\u6709<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u62fc\u8d77\u6765\u5f97\u5230\u7684\u5411\u91cf\u548c\u5c06\u6240\u6709\u4ea4\u4e92\u89e6\u53d1\u51fd\u6570\u7684\u503c\u62fc\u8d77\u6765\u5f97\u5230\u7684\u5411\u91cf\u3002<\/p>\n<section><\/section>\n<section>\u53ef\u60dc\u7684\u662f\uff0c\u4e0a\u8ff0\u5efa\u6a21\u867d\u7136\u80fd\u5f97\u5230<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u5230<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u65f6\u7684\u4ea4\u4e92\uff0c\u4f46\u662f\u65e0\u6cd5\u5f88\u597d\u5730\u523b\u753b<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b66\u4e60\u4ea4\u4e92\u7684\u52a8\u6001\u8fc7\u7a0b\u3002\u8fd9\u91cc\u5f15\u5165\u6211\u4eec\u7684\u6838\u5fc3\u5047\u8bbe\uff1a\u6211\u4eec\u5047\u8bbe<strong>\u521d\u59cb\u5316<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u4e0a\u5305\u542b\u4e86\u5927\u91cf\u566a\u58f0\uff0c\u800c\u8fd9\u4e9b\u566a\u58f0\u7684\u91cf\u7ea7\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9010\u6b65\u53d8\u5c0f<\/strong>\u3002\u800c\u8fdb\u4e00\u6b65\u5730\uff0c<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u4e0a\u7684\u566a\u58f0\u4f1a\u5bfc\u81f4\u4ea4\u4e92\u89e6\u53d1\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-6ecc03b5b25302acabfd991866c3a996.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-6ecc03b5b25302acabfd991866c3a996.png\"><\/a>\u4e0a\u7684\u566a\u58f0\uff0c\u4e14\u8be5\u566a\u58f0\u968f\u7740\u4ea4\u4e92\u9636\u6570\u6307\u6570\u7ea7\u589e\u957f (\u5728 [5] \u4e2d\u5df2\u6709\u5b9e\u9a8c\u4e0a\u7684\u89c2\u5bdf\u548c\u9a8c\u8bc1) \u3002\u6211\u4eec\u5c06\u6709\u566a\u58f0\u4e0b\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u5b66\u4e60\u5efa\u6a21\u5982\u4e0b\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-db1bf0f64dca5f25af856126e522a478.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-db1bf0f64dca5f25af856126e522a478.png\"><\/a><\/p>\n<section>\u5176\u4e2d\u566a\u58f0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-951d1706f718ff84107b2095f7c3a8bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-951d1706f718ff84107b2095f7c3a8bc.png\"><\/a>\u6ee1\u8db3<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9f9f7fd101fb99c1e2a9cb441f8f703c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9f9f7fd101fb99c1e2a9cb441f8f703c.png\"><\/a>\u3002\u4e14\u968f\u7740\u8bad\u7ec3\u8fdb\u884c\uff0c\u566a\u58f0\u7684\u65b9\u5dee<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-919a8f56d525553aecc62f000cf84e6d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-919a8f56d525553aecc62f000cf84e6d.png\"><\/a>\u9010\u6e10\u53d8\u5c0f\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7ed9\u5b9a\u7684\u566a\u58f0\u91cf\u7ea7<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a7e4641e4c192495edf0dadb9f67f387.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a7e4641e4c192495edf0dadb9f67f387.png\"><\/a>\u7684\u60c5\u51b5\u4e0b\u6700\u5c0f\u5316\u4e0a\u8ff0<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\uff0c\u53ef\u5f97\u5230<strong>\u6700\u4f18\u4ea4\u4e92<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark><\/strong><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-5f6a97a53d8cf82fbff53289ea5edb86.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-5f6a97a53d8cf82fbff53289ea5edb86.png\"><\/a>\u7684\u89e3\u6790\u89e3<\/strong>\uff0c\u5982\u4e0b\u56fe\u4e2d\u7684\u5b9a\u7406\u6240\u793a\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-dd5f92584f1b831e7c0a2f0bc69b7392.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-dd5f92584f1b831e7c0a2f0bc69b7392.png\"><\/a><\/p>\n<section>\u6211\u4eec\u53d1\u73b0\uff0c<strong>\u968f\u7740\u8bad\u7ec3\u8fdb\u884c\uff08\u5373\u566a\u58f0\u91cf\u7ea7<\/strong><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-48efc6c5da7d0ce93a4645e48a1ecb21.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-48efc6c5da7d0ce93a4645e48a1ecb21.png\"><\/a>\u53d8\u5c0f\uff09\uff0c\u4e2d\u4f4e\u9636\u4ea4\u4e92\u5f3a\u5ea6\u548c\u9ad8\u9636\u4ea4\u4e92\u5f3a\u5ea6\u7684\u6bd4\u503c\u9010\u6e10\u51cf\u5c0f<\/strong>\uff08\u5982\u4e0b\u9762\u7684\u5b9a\u7406\u6240\u793a\uff09\u3002\u8fd9\u89e3\u91ca\u4e86\u8bad\u7ec3\u7684\u7b2c\u4e8c\u9636\u6bb5\u4e2d<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u9010\u6e10\u5b66\u5230\u66f4\u52a0\u9ad8\u9636\u7684\u4ea4\u4e92\u7684\u73b0\u8c61\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-68f324d41cb98db9aaf07ccec30933de.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-68f324d41cb98db9aaf07ccec30933de.png\"><\/a><\/p>\n<section>\u53e6\u5916\uff0c\u6211\u4eec\u5bf9\u4e0a\u8ff0\u7ed3\u8bba\u8fdb\u4e00\u6b65\u505a\u4e86\u5b9e\u9a8c\u9a8c\u8bc1\u3002\u7ed9\u5b9a\u4e00\u4e2a\u5177\u6709 n \u4e2a\u8f93\u5165\u5355\u5143\u7684\u6837\u672c\uff0c\u6307\u6807<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-6457166ebff9ee75bc257010ddc728da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-6457166ebff9ee75bc257010ddc728da.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-51d308db067feda138582e564984ea5b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-51d308db067feda138582e564984ea5b.png\"><\/a>, \u53ef\u4ee5\u7528\u6765\u8fd1\u4f3c\u6d4b\u91cf\u7b2c k \u9636\u4ea4\u4e92\u548c\u7b2c k+1 \u9636\u4ea4\u4e92\u5f3a\u5ea6\u7684\u6bd4\u503c\u3002\u5728\u4e0b\u56fe\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u53d1\u73b0\uff0c\u5728\u4e0d\u540c\u7684\u8f93\u5165\u5355\u5143\u4e2a\u6570 n \u548c\u4e0d\u540c\u7684\u9636\u6570 k \u4e0b\uff0c\u8be5\u6bd4\u503c\u90fd\u4f1a\u968f\u7740<strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-79879555b7b467120ac74d2b3b7b78a4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-79879555b7b467120ac74d2b3b7b78a4.png\"><\/a><\/strong>\u7684\u51cf\u5c0f\u800c\u9010\u6e10\u51cf\u5c0f\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d56873bb78e21dee3e9cf8400d4ac9e1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d56873bb78e21dee3e9cf8400d4ac9e1.png\"><\/a><\/p>\n<section><em><sup>\u56fe 9\uff1a\u5728\u4e0d\u540c\u7684\u8f93\u5165\u5355\u5143\u4e2a\u6570 n \u548c\u4e0d\u540c\u7684\u9636\u6570 k \u4e0b\uff0c\u7b2c k \u9636\u4ea4\u4e92\u548c\u7b2c k+1 \u9636\u4ea4\u4e92\u5f3a\u5ea6\u7684\u6bd4\u503c\u90fd\u4f1a\u968f\u7740\u566a\u58f0\u91cf\u7ea7<\/sup><strong><sup><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-834759fcaa08785d55878366aec5e0b2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-834759fcaa08785d55878366aec5e0b2.png\"><\/a><\/sup><\/strong><sup>\u7684\u51cf\u5c0f\u800c\u9010\u6e10\u51cf\u5c0f\u3002\u8fd9\u8bf4\u660e\u968f\u7740\u8bad\u7ec3\u8fdb\u884c\uff08\u5373<strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e47dcc2022998272e13a1b8349aef9a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e47dcc2022998272e13a1b8349aef9a5.png\"><\/a><\/strong>\u9010\u6e10\u53d8\u5c0f\uff09\uff0c\u4f4e\u9636\u4ea4\u4e92\u5f3a\u5ea6\u4e0e\u9ad8\u9636\u4ea4\u4e92\u5f3a\u5ea6\u7684\u6bd4\u503c\u9010\u6e10\u53d8\u5c0f\uff0c<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u9010\u6e10\u5b66\u5230\u66f4\u52a0\u9ad8\u9636\u7684\u4ea4\u4e92\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u6211\u4eec\u5bf9\u6bd4\u4e86\u5728\u4e0d\u540c\u566a\u58f0\u91cf\u7ea7<em><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d49926cec75af945f776968852ddc0b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d49926cec75af945f776968852ddc0b9.png\"><\/a><\/strong><\/em>\u4e0b\u7684\u7406\u8bba\u4ea4\u4e92\u503c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-855b2c922b43a84e359b83196d8a99dd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-855b2c922b43a84e359b83196d8a99dd.png\"><\/a>\u5728\u5404\u4e2a\u9636\u6570\u4e0a\u7684\u5206\u5e03<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-af4a1b3c572f1d8f262fde98db929249.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-af4a1b3c572f1d8f262fde98db929249.png\"><\/a>\u548c\u5b9e\u9645\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5404\u9636\u4ea4\u4e92\u7684\u5206\u5e03<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-629d503f8038573fb0f46f9a8ee8b56d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-629d503f8038573fb0f46f9a8ee8b56d.png\"><\/a>\uff0c\u53d1\u73b0\u7406\u8bba\u4ea4\u4e92\u5206\u5e03\u53ef\u4ee5\u5f88\u597d\u5730\u9884\u6d4b\u5b9e\u9645\u8bad\u7ec3\u4e2d\u5404\u65f6\u95f4\u70b9\u7684\u4ea4\u4e92\u5f3a\u5ea6\u5206\u5e03\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-40d7ba0191dc8d3a0fa985cae741a2a3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-40d7ba0191dc8d3a0fa985cae741a2a3.png\"><\/a><\/p>\n<section><em><sup>\u56fe 10\uff1a\u6bd4\u8f83\u7406\u8bba\u4ea4\u4e92\u5206\u5e03<\/sup><\/em><sup><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f49465c5bb725346da782db68cd5abf9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f49465c5bb725346da782db68cd5abf9.png\"><\/a><em>\uff08\u84dd\u8272\u76f4\u65b9\u56fe\uff09\u548c\u5b9e\u9645\u4ea4\u4e92\u5206\u5e03<\/em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-38719ef4d0754eeda760781b95173053.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-38719ef4d0754eeda760781b95173053.png\"><\/a><\/sup><em><sup>\uff08\u6a59\u8272\u76f4\u65b9\u56fe\uff09\u3002\u5728\u8bad\u7ec3\u7b2c\u4e8c\u9636\u6bb5\u7684\u4e0d\u540c\u65f6\u95f4\u70b9\uff0c\u7406\u8bba\u4ea4\u4e92\u5206\u5e03\u90fd\u53ef\u4ee5\u5f88\u597d\u5730\u9884\u6d4b\u548c\u5339\u914d\u5b9e\u9645\u4ea4\u4e92\u7684\u5206\u5e03\u3002\u66f4\u591a\u7ed3\u679c\u8bf7\u53c2\u89c1\u8bba\u6587\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>3. \u8bc1\u660e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u7684\u7b2c\u4e00\u9636\u6bb5\u7684\u4ea4\u4e92\u53d8\u5316\u52a8\u6001\u8fc7\u7a0b\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u679c\u8bf4\u8bad\u7ec3\u7684\u7b2c\u4e8c\u9636\u6bb5\u4e2d\u4ea4\u4e92\u7684\u52a8\u6001\u53d8\u5316\u53ef\u4ee5\u89e3\u91ca\u4e3a<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-34e4df9fda7e2847dde9d41bef55b711.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-34e4df9fda7e2847dde9d41bef55b711.png\"><\/a>\u7684\u6700\u4f18\u89e3\u5728\u566a\u58f0<em><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1091958f3eabc6aa9630e862639b722f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1091958f3eabc6aa9630e862639b722f.png\"><\/a><\/strong><\/em>\u9010\u6e10\u51cf\u5c0f\u65f6\u7684\u53d8\u5316\uff0c\u90a3\u4e48\u7b2c\u4e00\u9636\u6bb5\u5c31\u53ef\u8ba4\u4e3a\u662f\u4ea4\u4e92\u4ece\u521d\u59cb\u5316\u7684\u968f\u673a\u4ea4\u4e92\u9010\u6e10<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u5230\u6700\u4f18\u89e3\u7684\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section><strong>\u8def\u6f2b\u6f2b\u5176\u4fee\u8fdc\u516e\uff0c\u6211\u4eec\u56e2\u961f\u662f\u505a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u53ef\u89e3\u91ca\u6027\u7684\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u6211\u4eec\u5e0c\u671b\u5728\u66f4\u591a\u7684\u65b9\u9762\u628a\u8fd9\u4e2a\u7406\u8bba\u505a\u624e\u5b9e\uff0c\u80fd\u591f\u4e25\u683c\u8bc1\u660e\u7b49\u6548\u4ea4\u4e92\u662f\u7b26\u53f7\u5316\u7684\u89e3\u91ca\uff0c\u5e76\u4e14\u80fd\u591f\u89e3\u91ca<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u6cdb\u5316\u6027\u3001\u9c81\u68d2\u6027\uff0c\u540c\u65f6\u8bc1\u660e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8868\u5f81\u74f6\u9888\uff0c\u7edf\u4e00 12 \u79cd\u63d0\u5347<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5bf9\u6297\u8fc1\u79fb\u6027\u7684\u65b9\u6cd5\u548c\u89e3\u91ca 14 \u79cd\u91cd\u8981\u6027\u4f30\u8ba1\u65b9\u6cd5\u3002\u6211\u4eec\u540e\u9762\u4f1a\u505a\u51fa\u66f4\u624e\u5b9e\u7684\u5de5\u4f5c\uff0c\u8fdb\u4e00\u6b65\u5b8c\u5584\u7406\u8bba\u4f53\u7cfb<\/strong>\u3002<\/section>\n<section><\/section>\n<section><sup>[1] Huilin Zhou, Hao Zhang, Huiqi Deng, Dongrui Liu, Wen Shen, Shih-Han Chan, and Quanshi Zhang. Explaining generalization power of a dnn using interactive concepts. AAAI, 2024<\/sup><\/section>\n<section><sup>[2] Arthur Jacot, Franck Gabriel, Clement Hongler. Neural tangent kernel: Convergence and generalization in neural networks. NeurIPS, 2018<\/sup><\/section>\n<section><sup>[3] Mingjie Li, and Quanshi Zhang. Does a Neural Network Really Encode Symbolic Concept? ICML, 2023<\/sup><\/section>\n<section><sup>[4] Wen Shen, Lei Cheng, Yuxiao Yang, Mingjie Li, and Quanshi Zhang. Can the Inference Logic of Large Language Models be Disentangled into Symbolic Concepts?<\/sup><\/section>\n<section><sup>[5] Qihan Ren, Huiqi Deng, Yunuo Chen, Siyu Lou, and Quanshi Zhang. Bayesian Neural Networks Tend to Ignore Complex and Sensitive Concepts. ICML, 2023<\/sup><\/section>\n<section><sup>[6] Dongrui Liu, Huiqi Deng, Xu Cheng, Qihan Ren, Kangrui Wang, and Quanshi Zhang. Towards the Difficulty for a Deep Neural Network to Learn Concepts of Different Complexities. NeurIPS, 2023<\/sup><\/section>\n<p><sup>\u7b49\u6548\u4ea4\u4e92\u7406\u8bba\u4f53\u7cfb<\/sup><\/p>\n<p><sup>[1] Huiqi Deng, Na Zou, Mengnan Du, Weifu Chen, Guocan Feng, Ziwei Yang, Zheyang Li, and Quanshi Zhang. Unifying Fourteen Post-Hoc Attribution Methods With Taylor Interactions. IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE T-PAMI), 2024.<\/sup><\/p>\n<p><sup>[2] Xu Cheng, Lei Cheng, Zhaoran Peng, Yang Xu, Tian Han, and Quanshi Zhang. Layerwise Change of Knowledge in Neural Networks. ICML, 2024.<\/sup><\/p>\n<p><sup>[3] Qihan Ren, Jiayang Gao, Wen Shen, and Quanshi Zhang. Where We Have Arrived in Proving the Emergence of Sparse Interaction Primitives in AI Models. ICLR, 2024.<\/sup><\/p>\n<p><sup>[4] Lu Chen, Siyu Lou, Benhao Huang, and Quanshi Zhang. Defining and Extracting Generalizable Interaction Primitives from DNNs. ICLR, 2024.<\/sup><\/p>\n<p><sup>[5] Huilin Zhou, Hao Zhang, Huiqi Deng, Dongrui Liu, Wen Shen, Shih-Han Chan, and Quanshi Zhang. Explaining Generalization Power of a DNN Using Interactive Concepts. AAAI, 2024.<\/sup><\/p>\n<p><sup>[6] Dongrui Liu, Huiqi Deng, Xu Cheng, Qihan Ren, Kangrui Wang, and Quanshi Zhang. Towards the Difficulty for a Deep Neural Network to Learn Concepts of Different Complexities. NeurIPS, 2023.<\/sup><\/p>\n<p><sup>[7] Quanshi Zhang, Jie Ren, Ge Huang, Ruiming Cao, Ying Nian Wu, and Song-Chun Zhu. Mining Interpretable AOG Representations from Convolutional Networks via Active Question Answering. IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE T-PAMI), 2020.<\/sup><\/p>\n<p><sup>[8] Xin Wang, Jie Ren, Shuyun Lin, Xiangming Zhu, Yisen Wang, and Quanshi Zhang. A Unified Approach to Interpreting and Boosting Adversarial Transferability. ICLR, 2021.<\/sup><\/p>\n<p><sup>[9] Hao Zhang, Sen Li, Yinchao Ma, Mingjie Li, Yichen Xie, and Quanshi Zhang. Interpreting and Boosting <mark data-type=\"concepts\" data-id=\"1c91194a-1732-4fb3-90c9-e0135c69027e\">Dropout<\/mark> from a Game-Theoretic View. ICLR, 2021.<\/sup><\/p>\n<p><sup>[10] Mingjie Li, and Quanshi Zhang. Does a Neural Network Really Encode Symbolic Concept? ICML, 2023.<\/sup><\/p>\n<p><sup>[11] Lu Chen, Siyu Lou, Keyan Zhang, Jin Huang, and Quanshi Zhang. HarsanyiNet: Computing Accurate Shapley Values in a Single Forward Propagation. ICML, 2023.<\/sup><\/p>\n<p><sup>[12] Qihan Ren, Huiqi Deng, Yunuo Chen, Siyu Lou, and Quanshi Zhang. Bayesian Neural Networks Avoid Encoding Perturbation-Sensitive and Complex Concepts. ICML, 2023.<\/sup><\/p>\n<p><sup>[13] Jie Ren, Mingjie Li, Qirui Chen, Huiqi Deng, and Quanshi Zhang. Defining and Quantifying the Emergence of Sparse Concepts in DNNs. CVPR, 2023.<\/sup><\/p>\n<p><sup>[14] Jie Ren, Mingjie Li, Meng Zhou, Shih-Han Chan, and Quanshi Zhang. Towards Theoretical Analysis of Transformation Complexity of ReLU DNNs. ICML, 2022.<\/sup><\/p>\n<p><sup>[15] Jie Ren, Die Zhang, Yisen Wang, Lu Chen, Zhanpeng Zhou, Yiting Chen, Xu Cheng, Xin Wang, Meng Zhou, Jie Shi, and Quanshi Zhang. A Unified Game-Theoretic Interpretation of Adversarial Robustness. NeurIPS, 2021.<\/sup><\/p>\n<p><sup>[16] Wen Shen, Qihan Ren, Dongrui Liu, and Quanshi Zhang. Interpreting Representation Quality of DNNs for 3D Point Cloud Processing. NeurIPS, 2021.<\/sup><\/p>\n<p><sup>[17] Xin Wang, Shuyun Lin, Hao Zhang, Yufei Zhu, and Quanshi Zhang. Interpreting Attributions and Interactions of Adversarial Attacks. ICCV, 2021.<\/sup><\/p>\n<p><sup>[18] Wen Shen, Zhihua Wei, Shikun Huang, Binbin Zhang, Panyue Chen, Ping Zhao, and Quanshi Zhang. Verifiability and Predictability: Interpreting Utilities of Network Architectures for 3D Point Cloud Processing. CVPR, 2021.<\/sup><\/p>\n<p><sup>[19] Hao Zhang, Yichen Xie, Longjie Zheng, Die Zhang, and Quanshi Zhang. Interpreting Multivariate Shapley Interactions in DNNs. AAAI, 2021.<\/sup><\/p>\n<p><sup>[20] Die Zhang, Huilin Zhou, Hao Zhang, Xiaoyi Bao, Da Huo, Ruizhao Chen, Xu Cheng, Mengyue Wu, and Quanshi Zhang. Building Interpretable Interaction Trees for Deep NLP Models. 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