{"id":39503,"date":"2025-03-19T03:02:21","date_gmt":"2025-03-18T19:02:21","guid":{"rendered":"https:\/\/17aitech.com\/?p=39503"},"modified":"2025-03-19T03:02:21","modified_gmt":"2025-03-18T19:02:21","slug":"%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e5%b9%b3%e8%a1%a1%e4%b9%8b%e9%81%93%ef%bc%9a%e6%b8%af%e7%a7%91%e5%a4%a7%e3%80%81%e6%b8%af%e5%9f%8e%e5%a4%a7%e7%ad%89%e5%9b%a2%e9%98%9f%e8%81%94%e5%90%88","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39503","title":{"rendered":"\u6df1\u5ea6\u5b66\u4e60\u7684\u5e73\u8861\u4e4b\u9053\uff1a\u6e2f\u79d1\u5927\u3001\u6e2f\u57ce\u5927\u7b49\u56e2\u961f\u8054\u5408\u53d1\u5e03\u591a\u76ee\u6807\u4f18\u5316\u6700\u65b0\u7efc\u8ff0"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-18-10\" target=\"_blank\">\u6df1\u5ea6\u5b66\u4e60\u7684\u5e73\u8861\u4e4b\u9053\uff1a\u6e2f\u79d1\u5927\u3001\u6e2f\u57ce\u5927\u7b49\u56e2\u961f\u8054\u5408\u53d1\u5e03\u591a\u76ee\u6807\u4f18\u5316\u6700\u65b0\u7efc\u8ff0<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9caea26bb54eac30ad5646582673052b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9caea26bb54eac30ad5646582673052b.png\"><\/a><\/section>\n<p><strong>\u672c\u6587\u4f5c\u8005\u6765\u81ea\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u3001\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u4ee5\u53caUIUC\u7b49\u673a\u6784\u3002\u5176\u4e2d\uff0c\u6e2f\u79d1\u5927\u5728\u8bfb\u535a\u58eb\u751f\u9648\u5dcd\u6631\u3001\u6e2f\u57ce\u5927\u5728\u8bfb\u535a\u58eb\u751f\u5f20\u9704\u8fdc\u548c\u6e2f\u79d1\u5e7f\u5728\u8bfb\u535a\u58eb\u751f\u6797\u767e\u7085\u4e3a\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\uff1b\u6797\u7199\u535a\u58eb\u76ee\u524d\u62c5\u4efb\u6e2f\u57ce\u5927\u535a\u58eb\u540e\u7814\u7a76\u5458\uff1bUIUC\u8d75\u6657\u52a9\u7406\u6559\u6388\u3001\u6e2f\u57ce\u5927\u5f20\u9752\u5bcc\u6559\u6388\u4ee5\u53ca\u6e2f\u79d1\u5927\u90ed\u5929\u4f51\u6559\u6388\u4e3a\u5171\u540c\u901a\u8baf\u4f5c\u8005\u3002\u8d75\u6657\u535a\u58eb\u7684\u7814\u7a76\u65b9\u5411\u4e3b\u8981\u96c6\u4e2d\u5728\u673a\u5668\u5b66\u4e60\u7406\u8bba\u548c\u53ef\u4fe1\u673a\u5668\u5b66\u4e60\u9886\u57df\uff0c\u6db5\u76d6\u7b97\u6cd5\u516c\u5e73\uff0c\u53ef\u89e3\u91ca\u6027\u548c\u591a\u4efb\u52a1\u4f18\u5316\u7b49\u591a\u4e2a\u65b9\u5411\uff0c\u5176\u7814\u7a76\u6210\u679c\u66fe\u83b7Google Research Award\u3002\u5f20\u9752\u5bcc\u6559\u6388 (IEEE Fellow) \u957f\u671f\u81f4\u529b\u4e8e\u591a\u76ee\u6807\u4f18\u5316\u7684\u7814\u7a76\uff0c\u6240\u63d0\u51faMOEA\/D\u65b9\u6cd5\u81f3\u4eca\u5df2\u88ab\u5f15\u7528\u8fd1\u4e07\u6b21\uff0c\u6210\u4e3a\u591a\u76ee\u6807\u4f18\u5316\u7ecf\u5178\u8303\u5f0f\u4e4b\u4e00\u3002\u90ed\u5929\u4f51\u6559\u6388 (IEEE Fellow) \u4e13\u6ce8\u4e8e\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u4f18\u5316\u95ee\u9898\u7814\u7a76\uff0c\u66fe\u83b7AI 2000\u6700\u5177\u5f71\u54cd\u529b\u5b66\u8005\u8363\u8a89\u63d0\u540d\uff0c\u5e76\u62c5\u4efbIJCAI-2025\u7a0b\u5e8f\u4e3b\u5e2d\u3002<\/strong><\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u81ea\u52a8\u9a7e\u9a76\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u5f3a\u5316\u5b66\u4e60\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\uff0c\u4f20\u7edf\u5355\u76ee\u6807\u4f18\u5316\u8303\u5f0f\u5728\u5e94\u5bf9\u591a\u4efb\u52a1\u534f\u540c\u4f18\u5316\u3001\u8d44\u6e90\u7ea6\u675f\u4ee5\u53ca\u5b89\u5168\u6027 &#8211; \u516c\u5e73\u6027\u6743\u8861\u7b49\u590d\u6742\u9700\u6c42\u65f6\uff0c\u9010\u6e10\u66b4\u9732\u51fa\u5176\u65b9\u6cd5\u8bba\u7684\u5c40\u9650\u6027\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e0e\u751f\u6210\u5f0f AI \u7cfb\u7edf\u7684\u591a\u7ef4\u5ea6\u4ef7\u503c\u5bf9\u9f50\uff08Multi-Dimensional Alignment\uff09\u9886\u57df\uff0c\u5982\u4f55\u534f\u8c03\u6a21\u578b\u6027\u80fd\u3001\u5b89\u5168\u4f26\u7406\u8fb9\u754c\u3001\u6587\u5316\u9002\u5e94\u6027\u53ca\u80fd\u8017\u6548\u7387\u7b49\u591a\u5143\u76ee\u6807\uff0c\u5df2\u6210\u4e3a\u5236\u7ea6\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u793e\u4f1a\u5e94\u7528\u7684\u5173\u952e\u6311\u6218\u3002\u591a\u76ee\u6807\u4f18\u5316\uff08Multi-Objective Optimization, MOO\uff09\u4f5c\u4e3a\u4e00\u79cd\u534f\u8c03\u591a\u4e2a\u6f5c\u5728\u51b2\u7a81\u76ee\u6807\u7684\u6838\u5fc3\u6280\u672f\u6846\u67b6\uff0c\u6b63\u5728\u6210\u4e3a\u7834\u89e3\u590d\u6742\u7cfb\u7edf\u591a\u91cd\u7ea6\u675f\u96be\u9898\u7684\u5173\u952e\u65b9\u6cd5\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u7531\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u3001\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u4ee5\u53ca UIUC \u7b49\u56e2\u961f\u8054\u5408\u53d1\u5e03\u7684\u57fa\u4e8e\u68af\u5ea6\u7684\u591a\u76ee\u6807\u6df1\u5ea6\u5b66\u4e60\u7efc\u8ff0\u8bba\u6587\u300aGradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond\u300b\u6b63\u5f0f\u4e0a\u7ebf\u3002\u8fd9\u7bc7\u7efc\u8ff0\u4ece\u591a\u76ee\u6807\u7b97\u6cd5\u8bbe\u8ba1\u3001\u7406\u8bba\u5206\u6790\u5230\u5b9e\u9645\u5e94\u7528\u4e0e\u672a\u6765\u5c55\u671b\uff0c\u5168\u65b9\u4f4d\u89e3\u6790\u4e86\u5982\u4f55\u5728\u591a\u4efb\u52a1\u573a\u666f\u4e0b\u9ad8\u6548\u5e73\u8861\u5404\u76ee\u6807\u4efb\u52a1\uff0c\u5448\u73b0\u4e86\u8fd9\u4e00\u9886\u57df\u7684\u5168\u666f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-558a9c3b94c80a34e9fb40c2d112b556.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-558a9c3b94c80a34e9fb40c2d112b556.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u9898\u76ee\uff1aGradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2501.10945v2<\/section>\n<\/li>\n<li>\n<section>\u4ed3\u5e93\u94fe\u63a5\uff1ahttps:\/\/github.com\/Baijiong-Lin\/Awesome-Multi-Objective-Deep-Learning<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u80cc\u666f<\/strong><\/p>\n<p>\u5728\u6df1\u5ea6\u5b66\u4e60\u4e2d\uff0c\u6211\u4eec\u5e38\u5e38\u9700\u8981\u540c\u65f6\u4f18\u5316\u591a\u4e2a\u76ee\u6807\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u591a\u4efb\u52a1\u5b66<\/strong><strong>\u4e60\uff1a<\/strong>\u5728\u8bb8\u591a\u5b9e\u9645\u95ee\u9898\u4e2d\uff0c\u6211\u4eec\u5e38\u5e38\u9700\u8981\u540c\u65f6\u4f18\u5316\u591a\u4e2a\u4efb\u52a1\uff0c\u5e76\u5728\u4e0d\u540c\u4efb\u52a1\u4e4b\u95f4\u5bfb\u6c42\u5e73\u8861\uff0c\u4ee5\u89e3\u51b3\u5b83\u4eec\u4e4b\u95f4\u7684\u6f5c\u5728\u51b2\u7a81\uff08\u4f8b\u5982\uff0c\u5728\u5206\u5b50\u6027\u8d28\u9884\u6d4b\u9886\u57df\uff0c\u6211\u4eec\u901a\u5e38\u9700\u8981\u5bf9\u4e00\u4e2a\u5206\u5b50\u9884\u6d4b\u591a\u79cd\u6027\u8d28\uff09\uff1b<\/p>\n<\/li>\n<li>\n<p><strong>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u591a\u7ef4\u5ea6\u4ef7\u503c\u5bf9\u9f50<\/strong><strong>\uff1a<\/strong>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u671f\u671b\u5176\u751f\u6210\u7684\u56de\u590d\u80fd\u591f\u4e0e\u4eba\u7c7b\u591a\u7ef4\u5ea6\u7684\u4ef7\u503c\u504f\u597d\u76f8\u5339\u914d\uff0c\u6db5\u76d6\u6709\u7528\u6027\u3001\u5b89\u5168\u6027\u3001\u5e7d\u9ed8\u5ea6\u7b49\u591a\u4e2a\u65b9\u9762\uff1b<\/p>\n<\/li>\n<li>\n<p><strong>\u8d44\u6e90\u7ea6\u675f\u3001\u5b89\u5168\u6027\u3001\u516c\u5e73\u6027\u7b49\u56e0\u7d20\u7684\u6743\u8861<\/strong><strong>\uff1a<\/strong>\u5728\u8bb8\u591a\u5de5\u4e1a\u573a\u666f\u4e2d\uff0c\u9664\u4e86\u6027\u80fd\u6307\u6807\u5916\uff0c\u5b89\u5168\u3001\u80fd\u8017\u3001\u5ef6\u8fdf\u7b49\u5b9e\u9645\u5de5\u7a0b\u6307\u6807\u4e5f\u662f\u9700\u8981\u517c\u987e\u7684\u91cd\u8981\u76ee\u6807\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u591a\u76ee\u6807\u4f18\u5316\u7b97\u6cd5\u65e8\u5728\u5bfb\u627e\u4e00\u7cfb\u5217 \u300c\u6298\u4e2d\u89e3\u300d\uff08\u4e5f\u79f0\u4e3a Pareto \u6700\u4f18\u89e3\uff09\uff0c\u5728\u4e0d\u540c\u76ee\u6807\u95f4\u8fbe\u5230\u5e73\u8861\uff0c\u4ece\u800c\u6ee1\u8db3\u5e94\u7528\u573a\u666f\u4e2d\u5bf9\u534f\u540c\u4f18\u5316\u7684\u8981\u6c42\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-499e815f851ecad54f21ddd2736b46a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-499e815f851ecad54f21ddd2736b46a2.png\"><\/a><\/section>\n<p><strong>\u7b97\u6cd5\u8bbe\u8ba1<\/strong><\/p>\n<p>\u57fa\u4e8e\u68af\u5ea6\u7684\u591a\u76ee\u6807\u4f18\u5316\u65b9\u6cd5\u4e3b\u8981\u5206\u4e3a\u4e09\u7c7b\uff1a<strong>\u5bfb\u627e\u5355\u4e2a Pareto \u6700\u4f18\u89e3<\/strong>\u7684\u7b97\u6cd5\uff0c<strong>\u5bfb\u627e\u6709\u9650\u4e2a Pareto \u6700\u4f18\u89e3<\/strong>\u7684\u7b97\u6cd5\u4ee5\u53ca<strong>\u5bfb\u627e\u65e0\u9650\u4e2a Pareto \u6700\u4f18\u89e3<\/strong>\u7684\u7b97\u6cd5\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-34fcbd503f57c4e1be433b88ab86d833.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-34fcbd503f57c4e1be433b88ab86d833.png\"><\/a><\/section>\n<p><strong>\u5bfb\u627e\u5355\u4e2a Pareto \u6700\u4f18\u89e3<\/strong><\/p>\n<p>\u5728\u591a\u4efb\u52a1\u5b66\u4e60\u7b49\u573a\u666f\u4e2d\uff0c\u901a\u5e38\u53ea\u9700\u627e\u5230\u4e00\u4e2a\u5e73\u8861\u7684\u89e3\uff0c\u4ee5\u89e3\u51b3\u4efb\u52a1\u4e4b\u95f4\u7684\u51b2\u7a81\uff0c\u4f7f\u6bcf\u4e2a\u4efb\u52a1\u7684\u6027\u80fd\u90fd\u5c3d\u53ef\u80fd\u8fbe\u5230\u6700\u4f18\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86\u591a\u79cd\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u8fdb\u4e00\u6b65\u5206\u4e3a\u635f\u5931\u5e73\u8861\u65b9\u6cd5\u548c\u68af\u5ea6\u5e73\u8861\u65b9\u6cd5\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u635f\u5931\u5e73\u8861\u65b9\u6cd5<\/strong><strong>\uff1a<\/strong>\u901a\u8fc7\u52a8\u6001\u8ba1\u7b97\u6216\u5b66\u4e60\u76ee\u6807\u6743\u91cd\uff0c\u5e73\u8861\u4e0d\u540c\u4efb\u52a1\u7684\u635f\u5931\u3002\u4f8b\u5982\uff0c\u52a8\u6001\u6743\u91cd\u5e73\u5747\uff08DWA\uff09\u901a\u8fc7\u6bcf\u4e2a\u76ee\u6807\u7684\u8bad\u7ec3\u635f\u5931\u7684\u4e0b\u964d\u901f\u5ea6\u66f4\u65b0\u6743\u91cd\uff1b\u4e0d\u786e\u5b9a\u6027\u52a0\u6743\uff08UW\uff09\u57fa\u4e8e\u6bcf\u4e2a\u76ee\u6807\u7684\u4e0d\u786e\u5b9a\u6027\u52a8\u6001\u4f18\u5316\u76ee\u6807\u6743\u91cd\uff1b\u591a\u76ee\u6807\u5143\u5b66\u4e60\uff08MOML\uff09\u901a\u8fc7\u9a8c\u8bc1\u96c6\u6027\u80fd\u81ea\u9002\u5e94\u8c03\u6574\u76ee\u6807\u6743\u91cd\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u68af\u5ea6\u5e73\u8861\u65b9\u6cd5<\/strong><strong>\uff1a<\/strong>\u901a\u8fc7\u8ba1\u7b97\u591a\u4e2a\u4efb\u52a1\u68af\u5ea6\u7684 \u300c\u6700\u4f18\u5e73\u8861\u65b9\u5411\u300d\uff0c\u4f7f\u6a21\u578b\u5728\u66f4\u65b0\u53c2\u6570\u65f6\u80fd\u591f\u517c\u987e\u6240\u6709\u4efb\u52a1\u7684\u4f18\u5316\u9700\u6c42\u3002\u8fd9\u7c7b\u65b9\u6cd5\u53c8\u53ef\u4ee5\u7ec6\u5206\u4e3a\u68af\u5ea6\u52a0\u6743\u65b9\u6cd5\u548c\u68af\u5ea6\u64cd\u7eb5\u65b9\u6cd5\u3002\u4f8b\u5982\uff0c\u591a\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\uff08MGDA\uff09\u901a\u8fc7\u6c42\u89e3\u4f18\u5316\u95ee\u9898\u627e\u5230\u66f4\u65b0\u65b9\u5411\uff0c\u4f7f\u8be5\u65b9\u5411\u4e0a\u7684\u68af\u5ea6\u66f4\u65b0\u80fd\u591f\u6700\u5927\u5316\u5730\u51cf\u5c11\u6240\u6709\u4efb\u52a1\u7684\u635f\u5931\u51fd\u6570\uff1bPCGrad \u65b9\u6cd5\u5c06\u6bcf\u4e2a\u4efb\u52a1\u7684\u68af\u5ea6\u6295\u5f71\u5230\u4e0e\u5176\u4ed6\u4efb\u52a1\u68af\u5ea6\u51b2\u7a81\u6700\u5c0f\u5316\u7684\u65b9\u5411\u4e0a\uff0c\u4ece\u800c\u6709\u6548\u89e3\u51b3\u4efb\u52a1\u95f4\u7684\u68af\u5ea6\u51b2\u7a81\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4e00\u4e9b\u6709\u4ee3\u8868\u6027\u7684\u65b9\u6cd5\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2e7e789d1eb5683b611d17c45b995e87.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2e7e789d1eb5683b611d17c45b995e87.png\"><\/a><\/section>\n<p><strong>\u5bfb\u627e\u6709\u9650\u4e2a Pareto \u6700\u4f18\u89e3<\/strong><\/p>\n<p>\u5728\u5bfb\u627e\u6709\u9650\u4e2a Pareto \u89e3\u96c6\u65f6\uff0c\u9700\u8981\u540c\u65f6\u8003\u8651\u4e24\u4e2a\u5173\u952e\u56e0\u7d20\uff1a<strong>\u89e3\u7684\u5feb\u901f\u6536\u655b\u6027<\/strong>\uff08\u786e\u4fdd\u89e3\u8fc5\u901f\u903c\u8fd1 Pareto \u6700\u4f18\u524d\u6cbf\uff09\u548c<strong>\u89e3\u96c6\u7684\u591a\u6837\u6027<\/strong>\uff08\u4fdd\u8bc1\u89e3\u5728 Pareto \u524d\u6cbf\u4e0a\u7684\u5747\u5300\u5206\u5e03\uff09\u3002\u76ee\u524d\u4e3b\u8981\u6709\u4e24\u7c7b\u65b9\u6cd5\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u57fa\u4e8e\u504f\u597d\u5411\u91cf\u7684\u65b9\u6cd5<\/strong><strong>\uff1a<\/strong>\u5229\u7528\u504f\u597d\u5411\u91cf\u6765\u6307\u5b9a\u7279\u5b9a\u7684 Pareto \u89e3\u3002\u901a\u8fc7\u5747\u5300\u5206\u5e03\u7684\u504f\u597d\u5411\u91cf\uff0c\u53ef\u4ee5\u751f\u6210\u5177\u6709\u591a\u6837\u6027\u7684 Pareto \u89e3\u96c6\uff0c\u8986\u76d6 Pareto \u524d\u6cbf\u7684\u4e0d\u540c\u533a\u57df\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u65e0\u9700\u504f\u597d\u5411\u91cf\u7684\u65b9\u6cd5<\/strong><strong>\uff1a<\/strong>\u901a\u8fc7\u4f18\u5316 Pareto \u89e3\u96c6\u7684\u67d0\u4e2a\u6307\u6807\u6765\u63d0\u9ad8\u89e3\u7684\u591a\u6837\u6027\u3002\u4f8b\u5982\uff0c<strong>\u6700\u5927\u5316\u8d85\u4f53\u79ef\uff08Hypervolume\uff09<\/strong>\uff0c\u4f7f\u89e3\u96c6\u5728\u76ee\u6807\u7a7a\u95f4\u4e2d\u8986\u76d6\u66f4\u5927\u7684\u533a\u57df\uff1b\u6216\u8005<strong>\u6700\u5927\u5316\u6700\u5c0f\u8ddd\u79bb<\/strong>\uff0c\u786e\u4fdd\u89e3\u96c6\u4e2d\u7684\u89e3\u5f7c\u6b64\u8fdc\u79bb\uff0c\u4ece\u800c\u63d0\u5347\u5206\u5e03\u5747\u5300\u6027\u3002\u7531\u4e8e\u8be5\u7c7b\u65b9\u6cd5\u65e0\u9700\u6307\u5b9a\u504f\u597d\u5411\u91cf\uff0c\u56e0\u6b64\u5177\u6709\u66f4\u9ad8\u7684\u9002\u5e94\u6027\u548c\u7075\u6d3b\u6027\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u4e00\u4e9b\u6709\u4ee3\u8868\u6027\u7684\u65b9\u6cd5\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9d45d0c29462148d4c8526cc28dd2f42.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9d45d0c29462148d4c8526cc28dd2f42.png\"><\/a><\/section>\n<p><strong>\u5bfb\u627e\u65e0\u9650\u4e2a Pareto \u6700\u4f18\u89e3\u00a0<\/strong><\/p>\n<p>\u4e3a\u6ee1\u8db3\u7528\u6237\u5728\u4efb\u4e00\u504f\u597d\u4e0b\u90fd\u80fd\u83b7\u5f97\u5408\u9002\u89e3\u7684\u9700\u6c42\uff0c\u7814\u7a76\u8005\u8bbe\u8ba1\u4e86\u76f4\u63a5\u5b66\u4e60\u6574\u4e2a Pareto \u96c6\u7684\u65b9\u6cd5\uff0c\u4e3b\u8981\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u8d85\u7f51\u7edc<\/strong><strong>\uff1a<\/strong>\u5229\u7528\u4e13\u95e8\u7684\u7f51\u7edc\u6839\u636e\u7528\u6237\u504f\u597d\u751f\u6210\u76ee\u6807\u7f51\u7edc\u7684\u53c2\u6570\uff1b<\/p>\n<\/li>\n<li>\n<p><strong>\u504f\u597d\u6761\u4ef6\u7f51\u7edc<\/strong><strong>\uff1a<\/strong>\u5728\u539f\u6a21\u578b\u4e2d\u589e\u52a0\u504f\u597d\u4fe1\u606f\u4f5c\u4e3a\u989d\u5916\u6761\u4ef6\uff1b<\/p>\n<\/li>\n<li>\n<p><strong>\u6a21\u578b\u7ec4\u5408<\/strong><strong>\uff1a<\/strong>\u901a\u8fc7\u7ec4\u5408\u591a\u4e2a\u57fa\u6a21\u578b\u7684\u53c2\u6570\uff08\u5982 PaMaL\u3001LORPMAN \u7b49\u65b9\u6cd5\uff09\u5b9e\u73b0\u5bf9\u6240\u6709 Pareto \u89e3\u7684\u7d27\u51d1\u8868\u8fbe\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u91c7\u7528\u968f\u673a\u91c7\u6837\u7528\u6237\u504f\u597d\uff0c\u5229\u7528\u7aef\u5230\u7aef\u7684\u68af\u5ea6\u4e0b\u964d\u4f18\u5316\u6620\u5c04\u7f51\u7edc\u53c2\u6570\uff0c\u540c\u65f6\u7ed3\u5408\u6807\u91cf\u5316\u76ee\u6807\u6216\u8d85\u4f53\u79ef\u6700\u5927\u5316\u7b49\u7b56\u7565\uff0c\u786e\u4fdd\u6620\u5c04\u7f51\u7edc\u80fd\u591f\u8986\u76d6\u6574\u4e2a\u89e3\u96c6\u5e76\u5b9e\u73b0\u7a33\u5b9a\u6536\u655b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f35623c349abdf5e2acb5b8664aab46e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f35623c349abdf5e2acb5b8664aab46e.png\"><\/a><\/p>\n<p><strong>\u7406\u8bba\u5206\u6790<\/strong><\/p>\n<p>\u6211\u4eec\u4ece\u6536\u655b\u6027\u548c\u6cdb\u5316\u6027\u4e24\u4e2a\u89d2\u5ea6\u603b\u7ed3\u4e86\u73b0\u6709\u7684 MOO \u7684\u7406\u8bba\u5206\u6790\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u6536\u655b\u6027\uff1a<\/strong>\u9488\u5bf9\u786e\u5b9a\u6027\uff08\u5168\u68af\u5ea6\uff09\u548c\u968f\u673a\u68af\u5ea6\u7684\u60c5\u51b5\uff0c\u8bb8\u591a\u5de5\u4f5c\u4ece Pareto Stationary \u89d2\u5ea6\u51fa\u53d1\uff0c\u63d0\u4f9b\u4e86\u6536\u655b\u6027\u8bc1\u660e\u3002\u901a\u8fc7\u53cc\u91c7\u6837\u3001\u5e73\u6ed1\u79fb\u52a8\u5e73\u5747\u4ee5\u53ca\u8fd1\u4f3c\u6c42\u89e3\u5b50\u95ee\u9898\u7b49\u7b56\u7565\uff0c\u6709\u6548\u964d\u4f4e\u4e86\u968f\u673a\u68af\u5ea6\u5e26\u6765\u7684\u504f\u5dee\uff0c\u52a0\u5feb\u4e86\u6574\u4f53\u6536\u655b\u901f\u5ea6\uff0c\u7406\u8bba\u4e0a\u53ef\u4ee5\u8fbe\u5230\u5355\u76ee\u6807\u4f18\u5316\u76f8\u8fd1\u7684\u6536\u655b\u901f\u7387\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5b3a51ae951b6788aab1937cd2c28204.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5b3a51ae951b6788aab1937cd2c28204.png\"><\/a><\/p>\n<ul>\n<li>\n<p><strong>\u6cdb\u5316\u6027\uff1a<\/strong>\u8bb8\u591a\u5de5\u4f5c\u63a2\u8ba8\u4e86\u591a\u76ee\u6807\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5229\u7528 Rademacher \u590d\u6742\u5ea6\u7b49\u5de5\u5177\u5206\u6790\u4e86\u6807\u91cf\u5316\u65b9\u6cd5\u4e0e\u68af\u5ea6\u5e73\u8861\u65b9\u6cd5\u5728\u672a\u89c1\u6570\u636e\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u5e94\u7528\u4e0e\u6311\u6218<\/strong><\/p>\n<p>\u57fa\u4e8e\u68af\u5ea6\u7684\u591a\u76ee\u6807\u4f18\u5316\u65b9\u6cd5\u5df2\u5728\u591a\u4e2a\u524d\u6cbf\u5e94\u7528\u4e2d\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u4e3b\u8981\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\uff1a<\/strong>\u5e94\u7528\u4e8e\u591a\u4efb\u52a1\u5bc6\u96c6\u9884\u6d4b\uff08\u5982\u8bed\u4e49\u5206\u5272\u3001\u6df1\u5ea6\u4f30\u8ba1\u3001\u8868\u9762\u6cd5\u5411\u9884\u6d4b\uff09\uff0c\u5b9e\u73b0\u4efb\u52a1\u95f4\u7684\u534f\u540c\u63d0\u5347\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\uff1a<\/strong>\u5728\u591a\u76ee\u6807\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u540c\u65f6\u4f18\u5316\u5956\u52b1\u3001\u591a\u6837\u6027\u548c\u5b89\u5168\u6027\u6307\u6807\uff0c\u4f7f\u667a\u80fd\u4f53\u5728\u590d\u6742\u73af\u5883\u4e0b\u8868\u73b0\u66f4\u5747\u8861\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u795e\u7ecf\u67b6\u6784\u641c\u7d22\uff08NAS\uff09\uff1a<\/strong>\u517c\u987e\u6a21\u578b\u51c6\u786e\u6027\u4e0e\u8d44\u6e90\u6d88\u8017\uff08\u5982 FLOPs\u3001\u53c2\u6570\u91cf\u3001\u5ef6\u8fdf\uff09\uff0c\u5bfb\u627e\u9002\u5408\u5d4c\u5165\u5f0f\u8bbe\u5907\u7684\u9ad8\u6548\u67b6\u6784\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u63a8\u8350\u7cfb\u7edf\uff1a<\/strong>\u9664\u51c6\u786e\u5ea6\u5916\uff0c\u6574\u5408\u65b0\u9896\u6027\u3001\u591a\u6837\u6027\u3001\u7528\u6237\u516c\u5e73\u7b49\u6307\u6807\uff0c\u4e3a\u4e2a\u6027\u5316\u63a8\u8350\u63d0\u4f9b\u4f18\u5316\u652f\u6491\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff1a<\/strong>\uff081\uff09\u591a\u4efb\u52a1\u5fae\u8c03\uff1a\u5728\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u9488\u5bf9\u591a\u4e2a\u4e0b\u6e38\u4efb\u52a1\u540c\u65f6\u5fae\u8c03\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u6548\u7387\u548c\u6cdb\u5316\u80fd\u529b\uff1b\uff082\uff09\u591a\u76ee\u6807\u5bf9\u9f50\uff1a\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u901a\u8fc7\u591a\u76ee\u6807\u7b97\u6cd5\u540c\u65f6\u4f18\u5316\u591a\u4e2a\u76ee\u6807\uff08\u5982\u5b89\u5168\u6027\u3001\u6709\u7528\u6027\u3001\u5e7d\u9ed8\u6027\u7b49\uff09\uff0c\u4ee5\u4f7f\u6a21\u578b\u7684\u8f93\u51fa\u66f4\u597d\u5730\u6ee1\u8db3\u7528\u6237\u5728\u4e0d\u540c\u65b9\u9762\u7684\u504f\u597d\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5c3d\u7ba1\u591a\u76ee\u6807\u4f18\u5316\u65b9\u6cd5\u5df2\u53d6\u5f97\u8bf8\u591a\u8fdb\u5c55\uff0c\u4f46\u4ecd\u9762\u4e34\u4e00\u4e9b\u4e9f\u5f85\u89e3\u51b3\u7684\u95ee\u9898\uff1a\u6bd4\u5982\uff1a<strong>\u7406\u8bba\u6cdb\u5316\u5206\u6790\u4e0d\u8db3\uff0c \u8ba1\u7b97\u5f00\u9500\u4e0e\u9ad8\u6548\u6027\u95ee\u9898\uff0c \u9ad8\u7ef4\u76ee\u6807\u4e0e\u504f\u597d\u91c7\u6837\u6311\u6218\uff0c \u5206\u5e03\u5f0f\u8bad\u7ec3\u4e0e\u534f\u540c\u4f18\u5316\u4ee5\u53ca\u5927\u8bed\u8a00\u6a21\u578b\u7684\u591a\u76ee\u6807\u4f18\u5316<\/strong>\u3002<\/p>\n<p><strong>\u591a\u76ee\u6807\u7b97\u6cd5\u5e93<\/strong><\/p>\n<p>\u6211\u4eec\u5f00\u6e90\u4e86\u591a\u76ee\u6807\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u4e24\u5927\u7684\u7b97\u6cd5\u5e93\uff1aLibMTL \u548c LibMOON\u3002<\/p>\n<ul>\n<li>\n<p><strong>LibMTL<\/strong> \u662f\u4e00\u4e2a\u4e13\u4e3a\u591a\u4efb\u52a1\u5b66\u4e60\u8bbe\u8ba1\u7684\u5f00\u6e90\u5e93\uff0c\u652f\u6301\u8d85\u8fc7 20 \u79cd\u591a\u4efb\u52a1\u7b97\u6cd5\u3002\u5b83\u5728 GitHub \u4e0a\u5df2\u6536\u83b7\u8d85\u8fc7 2200 \u4e2a Star\uff0c\u5e76\u88ab\u673a\u5668\u5b66\u4e60\u9876\u520a\u300aJournal of Machine Learning Research\u300b\uff08JMLR\uff09\u63a5\u6536\u3002<\/p>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/median-research-group\/LibMTL<\/p>\n<\/li>\n<li>\n<p><strong>LibMOON<\/strong> \u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u591a\u76ee\u6807\u4f18\u5316\u7684\u5f00\u6e90\u6846\u67b6\uff0c\u652f\u6301\u8d85\u8fc7 20 \u79cd\u591a\u76ee\u6807\u7b97\u6cd5\uff0c\u80fd\u591f\u9ad8\u6548\u5bfb\u627e\u591a\u4e2a Pareto \u6700\u4f18\u89e3\u3002\u5176\u76f8\u5173\u5de5\u4f5c\u5df2\u88ab\u4eba\u5de5\u667a\u80fd\u9876\u4f1a NeurIPS 2024 \u63a5\u6536\u3002<\/p>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/xzhang2523\/libmoon<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u7ed3\u8bed<\/strong><\/p>\n<p>\u672c\u7efc\u8ff0\u65e8\u5728\u4e3a\u591a\u76ee\u6807\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u63d0\u4f9b\u4e00\u4efd\u5168\u9762\u7684\u8d44\u6e90\u6574\u5408\u3002\u6211\u4eec\u7cfb\u7edf\u5730\u68b3\u7406\u4e86\u4ece\u7b97\u6cd5\u8bbe\u8ba1\u3001\u7406\u8bba\u5206\u6790\u5230\u5b9e\u9645\u5e94\u7528\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u5e76\u6df1\u5165\u63a2\u8ba8\u4e86\u672a\u6765\u53d1\u5c55\u9762\u4e34\u7684\u6311\u6218\u3002\u65e0\u8bba\u60a8\u7684\u7814\u7a76\u91cd\u70b9\u662f\u591a\u4efb\u52a1\u5b66\u4e60\u3001\u5f3a\u5316\u5b66\u4e60\uff0c\u8fd8\u662f\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u4e0e\u5bf9\u9f50\uff0c\u76f8\u4fe1\u90fd\u80fd\u5728\u672c\u6587\u4e2d\u627e\u5230\u6709\u4ef7\u503c\u7684\u89c1\u89e3\u4e0e\u542f\u53d1\u3002\u6211\u4eec\u4e5f\u8ba4\u8bc6\u5230\uff0c\u5f53\u524d\u7684\u5de5\u4f5c\u53ef\u80fd\u672a\u80fd\u5b8c\u6574\u6db5\u76d6\u8be5\u9886\u57df\u7684\u6240\u6709\u7814\u7a76\u6210\u679c\uff0c\u5982\u679c\u4f60\u6709\u4efb\u4f55\u5efa\u8bae\u6216\u8865\u5145\uff0c\u6b22\u8fce\u8bbf\u95ee\u6211\u4eec\u7684 GitHub \u4ed3\u5e93\uff0c\u5e76\u63d0\u4ea4 Issue \u6216 Pull Request\uff0c\u8ba9\u6211\u4eec\u643a\u624b\u63a8\u52a8\u8fd9\u4e00\u9886\u57df\u7684\u53d1\u5c55\uff0c\u5171\u540c\u8fdb\u6b65\uff01<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-18-10\" target=\"_blank\">\u6df1\u5ea6\u5b66\u4e60\u7684\u5e73\u8861\u4e4b\u9053\uff1a\u6e2f\u79d1\u5927\u3001\u6e2f\u57ce\u5927\u7b49\u56e2\u961f\u8054\u5408\u53d1\u5e03\u591a\u76ee\u6807\u4f18\u5316\u6700\u65b0\u7efc\u8ff0<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6df1\u5ea6\u5b66\u4e60\u7684\u5e73\u8861\u4e4b\u9053\uff1a\u6e2f [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[55,65,67,66],"class_list":["post-39503","post","type-post","status-publish","format-standard","hentry","category-news","tag-55","tag-65","tag-67","tag-66"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6df1\u5ea6\u5b66\u4e60\u7684\u5e73\u8861\u4e4b\u9053\uff1a\u6e2f\u79d1\u5927\u3001\u6e2f\u57ce\u5927\u7b49\u56e2\u961f\u8054\u5408\u53d1\u5e03\u591a\u76ee\u6807\u4f18\u5316\u6700\u65b0\u7efc\u8ff0 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=39503\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=39503\",\"url\":\"https:\/\/17aitech.com\/?p=39503\",\"name\":\"\u6df1\u5ea6\u5b66\u4e60\u7684\u5e73\u8861\u4e4b\u9053\uff1a\u6e2f\u79d1\u5927\u3001\u6e2f\u57ce\u5927\u7b49\u56e2\u961f\u8054\u5408\u53d1\u5e03\u591a\u76ee\u6807\u4f18\u5316\u6700\u65b0\u7efc\u8ff0 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=39503#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=39503#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9caea26bb54eac30ad5646582673052b.png\",\"datePublished\":\"2025-03-18T19:02:21+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=39503#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=39503\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=39503#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9caea26bb54eac30ad5646582673052b.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9caea26bb54eac30ad5646582673052b.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=39503#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u6df1\u5ea6\u5b66\u4e60\u7684\u5e73\u8861\u4e4b\u9053\uff1a\u6e2f\u79d1\u5927\u3001\u6e2f\u57ce\u5927\u7b49\u56e2\u961f\u8054\u5408\u53d1\u5e03\u591a\u76ee\u6807\u4f18\u5316\u6700\u65b0\u7efc\u8ff0\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u6df1\u5ea6\u5b66\u4e60\u7684\u5e73\u8861\u4e4b\u9053\uff1a\u6e2f\u79d1\u5927\u3001\u6e2f\u57ce\u5927\u7b49\u56e2\u961f\u8054\u5408\u53d1\u5e03\u591a\u76ee\u6807\u4f18\u5316\u6700\u65b0\u7efc\u8ff0 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=39503","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=39503","url":"https:\/\/17aitech.com\/?p=39503","name":"\u6df1\u5ea6\u5b66\u4e60\u7684\u5e73\u8861\u4e4b\u9053\uff1a\u6e2f\u79d1\u5927\u3001\u6e2f\u57ce\u5927\u7b49\u56e2\u961f\u8054\u5408\u53d1\u5e03\u591a\u76ee\u6807\u4f18\u5316\u6700\u65b0\u7efc\u8ff0 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=39503#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=39503#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9caea26bb54eac30ad5646582673052b.png","datePublished":"2025-03-18T19:02:21+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=39503#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=39503"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=39503#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9caea26bb54eac30ad5646582673052b.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9caea26bb54eac30ad5646582673052b.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=39503#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u6df1\u5ea6\u5b66\u4e60\u7684\u5e73\u8861\u4e4b\u9053\uff1a\u6e2f\u79d1\u5927\u3001\u6e2f\u57ce\u5927\u7b49\u56e2\u961f\u8054\u5408\u53d1\u5e03\u591a\u76ee\u6807\u4f18\u5316\u6700\u65b0\u7efc\u8ff0"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39503","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39503"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39503\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39503"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39503"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39503"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}