{"id":37414,"date":"2025-01-28T06:00:24","date_gmt":"2025-01-27T22:00:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=37414"},"modified":"2025-01-28T06:00:24","modified_gmt":"2025-01-27T22:00:24","slug":"%e6%8e%a8%e5%8a%a8%e6%99%ba%e8%83%bd%e5%86%b3%e7%ad%96%ef%bc%8cautoml%e6%8a%80%e6%9c%af%e5%9c%a8%e8%85%be%e8%ae%af%e5%b9%bf%e5%91%8a%e6%8e%a8%e8%8d%90%e5%9c%ba%e6%99%af%e7%9a%84%e6%8e%a2%e7%b4%a2","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37414","title":{"rendered":"\u63a8\u52a8\u667a\u80fd\u51b3\u7b56\uff0cAutoML\u6280\u672f\u5728\u817e\u8baf\u5e7f\u544a\u63a8\u8350\u573a\u666f\u7684\u63a2\u7d22\u4e0e\u5e94\u7528"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-24-2\" target=\"_blank\">\u63a8\u52a8\u667a\u80fd\u51b3\u7b56\uff0cAutoML\u6280\u672f\u5728\u817e\u8baf\u5e7f\u544a\u63a8\u8350\u573a\u666f\u7684\u63a2\u7d22\u4e0e\u5e94\u7528<\/a><\/p>\n<p>\u5e7f\u544a\u63a8\u8350\u7cfb\u7edf\u7684\u8868\u73b0\u76f4\u63a5\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u548c\u5546\u4e1a\u6536\u76ca\uff0c\u5982\u4f55\u5728\u6d77\u91cf\u6570\u636e\u4e2d\u7cbe\u51c6\u6355\u6349\u7528\u6237\u9700\u6c42\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u63a8\u8350\uff0c\u6210\u4e3a\u5e7f\u544a\u63a8\u8350\u573a\u666f\u9762\u4e34\u7684\u91cd\u8981\u6311\u6218\u3002\u4e3a\u4e86\u89e3\u51b3\u8be5\u573a\u666f\u4e2d\u7684\u6570\u636e\u7a00\u758f\u3001\u51b7\u542f\u52a8\u7b49\u95ee\u9898\uff0c\u817e\u8baf\u673a\u5668\u5b66\u4e60\u5e73\u53f0\u90e8\u5bf9 AutoML \u76f8\u5173\u6280\u672f\u8fdb\u884c\u4e86\u6df1\u5165\u7684\u7814\u7a76\uff0c\u53d1\u8868\u4e86\u4e00\u7cfb\u5217\u5177\u6709\u521b\u65b0\u6027\u7684\u5b66\u672f\u8bba\u6587\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=37414\/#%E4%B8%80%E3%80%81AutoML_%E6%8A%80%E6%9C%AF%E8%83%8C%E6%99%AF\" >\u4e00\u3001AutoML \u6280\u672f\u80cc\u666f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=37414\/#%E4%BA%8C%E3%80%81AutoML_%E7%A0%94%E7%A9%B6%E6%8E%A2%E7%B4%A2\" >\u4e8c\u3001AutoML \u7814\u7a76\u63a2\u7d22<\/a><\/li><\/ul><\/nav><\/div>\n<h4><span class=\"ez-toc-section\" id=\"%E4%B8%80%E3%80%81AutoML_%E6%8A%80%E6%9C%AF%E8%83%8C%E6%99%AF\"><\/span>\u4e00\u3001AutoML \u6280\u672f\u80cc\u666f<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>AutoML \u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60\uff0c\u662f\u4e00\u4e2a\u65e8\u5728\u7b80\u5316\u548c\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5f00\u53d1\u8fc7\u7a0b\u7684\u9886\u57df\u3002\u5b83\u901a\u8fc7\u63d0\u4f9b\u5de5\u5177\u548c\u6280\u672f\uff0c\u5982\u7279\u5f81\u8bc4\u4f30\u3001\u81ea\u52a8\u5316\u7ed3\u6784\u641c\u7d22\u7b49\u4f7f\u5f97\u975e\u4e13\u4e1a\u4eba\u58eb\u4e5f\u80fd\u6709\u6548\u5730\u4f7f\u7528\u673a\u5668\u5b66\u4e60\uff0c\u964d\u4f4e\u80fd\u529b\u95e8\u69db\uff1b\u540c\u65f6\u901a\u8fc7\u81ea\u52a8\u5316\u6d41\u7a0b\u3001\u8d85\u53c2\u6570\u641c\u7d22\u8c03\u4f18\u7b49\u5e2e\u52a9\u7b97\u6cd5\u5de5\u7a0b\u5e08\u6709\u6548\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u3002<\/p>\n<p>\u5728\u5e7f\u544a\u63a8\u8350\u573a\u666f\u4e2d\uff0cAutoML \u5177\u6709\u91cd\u8981\u610f\u4e49\uff0c\u4e3b\u8981\u4f53\u73b0\u5728\u9ad8\u6548\u6027\u3001\u8d44\u6e90\u4f18\u5316\u548c\u7075\u6d3b\u6027\u7b49\u65b9\u9762\u3002\u5b83\u80fd\u591f\u81ea\u52a8\u5316\u6a21\u578b\u9009\u62e9\u3001\u8d85\u53c2\u6570\u8c03\u4f18\u548c\u7279\u5f81\u5de5\u7a0b\uff0c\u663e\u8457\u51cf\u5c11\u4eba\u5de5\u5e72\u9884\u548c\u65f6\u95f4\u6210\u672c\uff0c\u4f7f\u56e2\u961f\u80fd\u591f\u5feb\u901f\u54cd\u5e94\u7528\u6237\u9700\u6c42\u548c\u5e02\u573a\u53d8\u5316\u3002\u6b64\u5916\uff0cAutoML \u5e2e\u52a9\u56e2\u961f\u6709\u6548\u5229\u7528\u8ba1\u7b97\u8d44\u6e90\uff0c\u907f\u514d\u5728\u4e0d\u5fc5\u8981\u7684\u5b9e\u9a8c\u4e0a\u6d6a\u8d39\u65f6\u95f4\uff0c\u4ece\u800c\u96c6\u4e2d\u7cbe\u529b\u5728\u6700\u6709\u6f5c\u529b\u7684\u6a21\u578b\u548c\u7279\u5f81\u4e0a\u3002\u901a\u8fc7\u81ea\u52a8\u63a2\u7d22\u591a\u79cd\u6a21\u578b\u548c\u7b97\u6cd5\uff0cAutoML \u80fd\u591f\u627e\u5230\u6700\u9002\u5408\u5f53\u524d\u6570\u636e\u548c\u4e1a\u52a1\u9700\u6c42\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u63d0\u5347\u63a8\u8350\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002\u540c\u65f6\uff0c\u5b83\u964d\u4f4e\u4e86\u6280\u672f\u95e8\u69db\uff0c\u4f7f\u975e\u4e13\u4e1a\u4eba\u5458\u4e5f\u80fd\u53c2\u4e0e\u6a21\u578b\u5f00\u53d1\uff0c\u4fc3\u8fdb\u8de8\u90e8\u95e8\u534f\u4f5c\u548c\u521b\u65b0\u3002\u6700\u540e\uff0cAutoML \u652f\u6301\u6301\u7eed\u7684\u6a21\u578b\u66f4\u65b0\u548c\u4f18\u5316\uff0c\u786e\u4fdd\u63a8\u8350\u7cfb\u7edf\u59cb\u7ec8\u4fdd\u6301\u9ad8\u6548\u548c\u51c6\u786e\uff0c\u5e76\u63d0\u4f9b\u53ef\u89e3\u91ca\u6027\u529f\u80fd\uff0c\u5e2e\u52a9\u56e2\u961f\u7406\u89e3\u6a21\u578b\u51b3\u7b56\u8fc7\u7a0b\uff0c\u4ece\u800c\u66f4\u597d\u5730\u8c03\u6574\u5e7f\u544a\u7b56\u7565\u548c\u4f18\u5316\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<p>\u817e\u8baf\u673a\u5668\u5b66\u4e60\u5e73\u53f0\u81f4\u529b\u4e8e\u901a\u8fc7 AutoML \u7684\u7814\u7a76\u4e0e\u63a2\u7d22\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u901a\u7528\u7684 AutoML \u80fd\u529b\uff0c\u4ee5\u63d0\u5347\u7528\u6237\u7684\u4f7f\u7528\u6548\u7387\u548c\u4f53\u9a8c\uff0c\u4ece\u800c\u66f4\u597d\u5730\u8d4b\u80fd\u5e7f\u544a\u63a8\u8350\u7cfb\u7edf\u3002\u6211\u4eec\u5e0c\u671b\u901a\u8fc7 AutoML \u80fd\u529b\u7684\u5f15\u5165\uff0c\u7b80\u5316\u6a21\u578b\u5f00\u53d1\u6d41\u7a0b\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u66f4\u5feb\u901f\u5730\u6784\u5efa\u548c\u4f18\u5316\u5e7f\u544a\u63a8\u8350\u6a21\u578b\uff0c\u6700\u7ec8\u5b9e\u73b0\u66f4\u7cbe\u51c6\u7684\u5e7f\u544a\u6295\u653e\u548c\u66f4\u4f18\u8d28\u7684\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E4%BA%8C%E3%80%81AutoML_%E7%A0%94%E7%A9%B6%E6%8E%A2%E7%B4%A2\"><\/span>\u4e8c\u3001AutoML \u7814\u7a76\u63a2\u7d22<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>1. BiGNAS\uff08AAAI&#8217;25\uff09<\/p>\n<p>Behavior Importance-Aware Graph Neural Architecture Search for Cross-Domain Recommendation<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7ffaf4a68f796224fe787566d7d94e04.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7ffaf4a68f796224fe787566d7d94e04.png\"><\/a><\/p>\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u8de8\u57df\u63a8\u8350\u7cfb\u7edf\u6846\u67b6\uff0c\u79f0\u4e3a\u884c\u4e3a\u91cd\u8981\u6027\u611f\u77e5\u56fe\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u641c\u7d22\uff08BiGNAS\uff09\u3002\u73b0\u6709\u7684\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u7684 CNR \u65b9\u6cd5\u867d\u7136\u80fd\u591f\u6355\u6349\u590d\u6742\u7684\u7528\u6237 &#8211; \u7269\u54c1\u4ea4\u4e92\uff0c\u4f46\u901a\u5e38\u4f9d\u8d56\u4e8e\u624b\u52a8\u8bbe\u8ba1\u7684\u67b6\u6784\uff0cBiGNAS \u65e8\u5728\u89e3\u51b3\u63a8\u8350\u7cfb\u7edf\u4e2d\u7684\u6570\u636e\u7a00\u758f\u6027\u548c\u51b7\u542f\u52a8\u95ee\u9898\u3002BiGNAS \u901a\u8fc7\u4e24\u4e2a\u5173\u952e\u7ec4\u4ef6\u5b9e\u73b0\u4e86\u521b\u65b0\uff1a\u8de8\u57df\u5b9a\u5236\u8d85\u7f51\u7edc\uff08Cross-Domain Customized Supernetwork\uff09\u548c\u57fa\u4e8e\u56fe\u7684\u884c\u4e3a\u91cd\u8981\u6027\u611f\u77e5\u5668\uff08Graph-Based Behavior Importance Perceptron\uff09\u3002\u8d85\u7f51\u7edc\u4f5c\u4e3a\u4e00\u6b21\u6027\u3001\u65e0\u9700\u91cd\u8bad\u7ec3\u7684\u6a21\u5757\uff0c\u80fd\u591f\u81ea\u52a8\u641c\u7d22\u6bcf\u4e2a\u57df\u7684\u6700\u4f73\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u67b6\u6784\uff0c\u51cf\u5c11\u4e86\u624b\u52a8\u8bbe\u8ba1\u7684\u590d\u6742\u6027\u3002\u884c\u4e3a\u91cd\u8981\u6027\u611f\u77e5\u5668\u5219\u901a\u8fc7\u8f85\u52a9\u5b66\u4e60\u52a8\u6001\u8bc4\u4f30\u6e90\u57df\u884c\u4e3a\u7684\u91cd\u8981\u6027\uff0c\u4ece\u800c\u63d0\u5347\u76ee\u6807\u57df\u7684\u63a8\u8350\u6548\u679c\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cBiGNAS \u5728\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u548c\u5927\u89c4\u6a21\u884c\u4e1a\u5e7f\u544a\u6570\u636e\u96c6\u4e0a\u5747\u4f18\u4e8e\u73b0\u6709\u7684\u6700\u5148\u8fdb\u65b9\u6cd5\u3002\u8fd9\u9879\u7814\u7a76\u9996\u6b21\u8054\u5408\u4f18\u5316 GNN \u67b6\u6784\u548c\u884c\u4e3a\u6570\u636e\u91cd\u8981\u6027\uff0c\u4e3a\u8de8\u57df\u63a8\u8350\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u548c\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>2. One-Shot NAS (WWW&#8217;23)<\/p>\n<p>Automatic Feature Selection By One-Shot Neural Architecture Search In Recommendation Systems | Proceedings of the ACM Web Conference 2023<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4c38c1417a6460fc00e9935e7694e594.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4c38c1417a6460fc00e9935e7694e594.png\"><\/a><\/p>\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u4e00\u6b21\u6027\u795e\u7ecf\u67b6\u6784\u641c\u7d22\uff08One-Shot NAS\uff09\u7684\u81ea\u52a8\u7279\u5f81\u9009\u62e9\u65b9\u6cd5\u3002\u63a8\u8350\u7cfb\u7edf\u7684\u6027\u80fd\u4f9d\u8d56\u4e8e\u7279\u5f81\u7684\u8d28\u91cf\u548c\u9009\u62e9\uff0c\u800c\u4f20\u7edf\u7684\u7279\u5f81\u9009\u62e9\u65b9\u6cd5\u4f9d\u8d56\u4eba\u5de5\uff0c\u8017\u65f6\u4e14\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u5927\u3002\u672c\u6587\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u65b0\u6846\u67b6\uff0c\u901a\u8fc7 NAS \u81ea\u52a8\u8bc6\u522b\u6700\u4f18\u7279\u5f81\u3002\u9996\u5148\u6784\u5efa\u4e00\u4e2a\u5019\u9009\u7279\u5f81\u96c6\u5408\uff0c\u7136\u540e\u5229\u7528\u4e00\u6b21\u6027\u67b6\u6784\u641c\u7d22\u6280\u672f\u5feb\u901f\u8bc4\u4f30\u4e0d\u540c\u7279\u5f81\u7ec4\u5408\u7684\u6027\u80fd\u3002\u901a\u8fc7\u8bad\u7ec3\u4e00\u4e2a\u5171\u4eab\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u5728\u4e0d\u540c\u67b6\u6784\u4e4b\u95f4\u5171\u4eab\u6743\u91cd\uff0c\u80fd\u591f\u5728\u4e00\u6b21\u8bad\u7ec3\u4e2d\u8bc4\u4f30\u591a\u4e2a\u67b6\u6784\uff0c\u5373\u5feb\u901f\u8bc4\u4f30\u5404\u79cd\u7279\u5f81\u7ec4\u5408\uff0c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u8ba1\u7b97\u5f00\u9500\u3002\u5728\u7279\u5f81\u9009\u62e9\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u4f1a\u6839\u636e\u9884\u5b9a\u4e49\u7684\u6027\u80fd\u6307\u6807\uff0c\u5982\u51c6\u786e\u7387\u548c\u53ec\u56de\u7387\u8bc4\u4f30\u4e0d\u540c\u7279\u5f81\u7ec4\u5408\u7684\u8d21\u732e\u3002\u901a\u8fc7\u5b9e\u65f6\u53cd\u9988\uff0c\u641c\u7d22\u7b97\u6cd5\u80fd\u591f\u4f18\u5316\u7279\u5f81\u9009\u62e9\uff0c\u6700\u7ec8\u8bc6\u522b\u51fa\u6700\u5177\u5f71\u54cd\u529b\u7684\u7279\u5f81\u3002\u8fd9\u79cd\u81ea\u52a8\u5316\u7684\u7279\u5f81\u9009\u62e9\u8fc7\u7a0b\u4f7f\u5f97\u63a8\u8350\u7cfb\u7edf\u80fd\u591f\u66f4\u597d\u5730\u6355\u6349\u7528\u6237\u504f\u597d\uff0c\u63d0\u9ad8\u63a8\u8350\u7684\u51c6\u786e\u6027\u3002<\/p>\n<p>\u672c\u6587\u4e3a\u63a8\u8350\u7cfb\u7edf\u4e2d\u7684\u7279\u5f81\u9009\u62e9\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848\uff0c\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u8be5\u65b9\u6cd5\u5728\u591a\u4e2a\u63a8\u8350\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u80fd\u591f\u6709\u6548\u9009\u62e9\u51fa\u5bf9\u63a8\u8350\u6548\u679c\u5f71\u54cd\u6700\u5927\u7684\u7279\u5f81\u3002<\/p>\n<p>3. AutoPooling (WSDM&#8217;24)<\/p>\n<p>AutoPooling: Automated Pooling Search for Multi-valued Features in Recommendations | Proceedings of the 17th ACM International Conference on Web Search and Data Mining\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-328ad497da3e6e32c74f49d3d515558a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-328ad497da3e6e32c74f49d3d515558a.png\"><\/a><\/p>\n<p>\u672c\u6587\u63d0\u51fa\u4e86 AutoPooling \u81ea\u52a8\u5316\u6c60\u5316\u641c\u7d22\u65b9\u6cd5\uff0c\u65e8\u5728\u4f18\u5316\u63a8\u8350\u7cfb\u7edf\u4e2d\u591a\u503c\u7279\u5f81\u7684\u5904\u7406\u3002\u5728\u63a8\u8350\u7cfb\u7edf\u4e2d\uff0c\u5982\u4f55\u6709\u6548\u5904\u7406\u591a\u503c\u7279\u5f81\uff08\u5982\u7528\u6237\u7684\u5174\u8da3\u6807\u7b7e\u3001\u5546\u54c1\u7684\u5c5e\u6027\u7b49\uff09\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u6311\u6218\u3002\u4f20\u7edf\u7684\u6c60\u5316\u65b9\u6cd5\u5f80\u5f80\u4f9d\u8d56\u4e8e\u624b\u52a8\u8bbe\u8ba1\uff0c\u96be\u4ee5\u9002\u5e94\u4e0d\u540c\u6570\u636e\u96c6\u548c\u4efb\u52a1\u7684\u9700\u6c42\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0cAutoPooling \u901a\u8fc7\u81ea\u52a8\u5316\u6c60\u5316\u7b56\u7565\u7684\u641c\u7d22\uff0c\u4f18\u5316\u4e86\u591a\u503c\u7279\u5f81\u7684\u8868\u793a\u3002AutoPooling \u901a\u8fc7\u5f15\u5165\u4e00\u79cd\u81ea\u52a8\u5316\u641c\u7d22\u673a\u5236\uff0c\u80fd\u591f\u5728\u591a\u79cd\u6c60\u5316\u7b56\u7565\u4e2d\u8fdb\u884c\u9009\u62e9\u548c\u7ec4\u5408\uff0c\u4ece\u800c\u627e\u5230\u6700\u9002\u5408\u7279\u5b9a\u4efb\u52a1\u7684\u6c60\u5316\u65b9\u6cd5\u3002\u8be5\u65b9\u6cd5\u5229\u7528\u5f3a\u5316\u5b66\u4e60\u3001\u8fdb\u5316\u7b97\u6cd5\u7b49\u6280\u672f\uff0c\u81ea\u52a8\u63a2\u7d22\u4e0d\u540c\u7684\u6c60\u5316\u914d\u7f6e\uff0c\u8bc4\u4f30\u5176\u5728\u63a8\u8350\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002\u8fd9\u79cd\u81ea\u52a8\u5316\u7684\u8fc7\u7a0b\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u6c60\u5316\u7b56\u7565\u7684\u9009\u62e9\u6548\u7387\uff0c\u8fd8\u80fd\u591f\u6839\u636e\u6570\u636e\u7684\u7279\u6027\u52a8\u6001\u8c03\u6574\u6c60\u5316\u65b9\u5f0f\u3002\u6b64\u5916\uff0cAutoPooling \u8fd8\u8003\u8651\u4e86\u591a\u503c\u7279\u5f81\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u901a\u8fc7\u8bbe\u8ba1\u7075\u6d3b\u7684\u6c60\u5316\u7ed3\u6784\uff0c\u80fd\u591f\u66f4\u597d\u5730\u6355\u6349\u7279\u5f81\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u7075\u6d3b\u6027\u4f7f\u5f97\u5b83\u80fd\u591f\u9002\u5e94\u5404\u79cd\u63a8\u8350\u573a\u666f\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cAutoPooling \u5728\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u5747\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff0c\u8d85\u8d8a\u4e86\u4f20\u7edf\u7684\u6c60\u5316\u65b9\u6cd5\u3002AutoPooling \u53ef\u4ee5\u4e0e\u73b0\u6709\u7684\u63a8\u8350\u7b97\u6cd5\u65e0\u7f1d\u96c6\u6210\uff0c\u4f5c\u4e3a\u7279\u5f81\u5904\u7406\u7684\u4e00\u4e2a\u6a21\u5757\uff0c\u63d0\u5347\u6574\u4f53\u63a8\u8350\u7cfb\u7edf\u7684\u6027\u80fd\u3002\u901a\u8fc7\u81ea\u52a8\u5316\u6c60\u5316\u641c\u7d22\uff0cAutoPooling \u4e3a\u63a8\u8350\u7cfb\u7edf\u4e2d\u7684\u591a\u503c\u7279\u5f81\u5904\u7406\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u4e14\u5b9e\u7528\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u63a8\u52a8\u4e86\u63a8\u8350\u7b97\u6cd5\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002<\/p>\n<p>4. AdaS&amp;S<\/p>\n<p>[2411.07504] AdaS&amp;S: a One-Shot Supernet Approach for Automatic Embedding Size Search in Deep Recommender System<\/p>\n<p>\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ac64e3a607c6edd4386d9554094b3d47.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ac64e3a607c6edd4386d9554094b3d47.png\"><\/a><\/p>\n<p>\u672c\u6587\u63d0\u51fa\u4e86 AdaS&amp;S\uff0c\u4e00\u79cd\u81ea\u52a8\u5316\u641c\u7d22\u6df1\u5ea6\u63a8\u8350\u7cfb\u7edf\u4e2d embedding \u5c42\u5927\u5c0f\u7684\u65b9\u6cd5\u3002\u5728\u6df1\u5ea6\u63a8\u8350\u7cfb\u7edf\u4e2d\uff0cembedding \u5c42\u7684\u5927\u5c0f\u5bf9\u6a21\u578b\u7684\u6027\u80fd\u8d77\u7740\u5173\u952e\u4f5c\u7528\u3002\u7136\u800c\uff0c\u624b\u52a8\u9009\u62e9\u5408\u9002 embedding \u5927\u5c0f\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u5b9e\u9a8c\u548c\u7ecf\u9a8c\uff0c\u65e2\u8017\u65f6\u53c8\u4f4e\u6548\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0cAdaS&amp;S \u91c7\u7528\u4e00\u6b21\u6027\u8d85\u7f51\u7edc\uff08One-Shot Supernet\uff09\u7b56\u7565\uff0c\u65e8\u5728\u81ea\u52a8\u5316 embedding \u5927\u5c0f\u7684\u641c\u7d22\u8fc7\u7a0b\u3002AdaS&amp;S \u901a\u8fc7\u6784\u5efa\u4e00\u4e2a\u8d85\u7f51\u7edc\uff0c\u80fd\u591f\u5728\u540c\u4e00\u6a21\u578b\u4e2d\u540c\u65f6\u8bad\u7ec3\u591a\u4e2a embedding \u5927\u5c0f\u7684\u914d\u7f6e\u3002\u8fd9\u79cd\u5171\u4eab\u6743\u91cd\u7684\u673a\u5236\u4f7f\u5f97\u4e0d\u540c embedding \u5927\u5c0f\u7684\u6a21\u578b\u53ef\u4ee5\u9ad8\u6548\u5730\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u800c\u663e\u8457\u51cf\u5c11\u4e86\u8bad\u7ec3\u65f6\u95f4\u548c\u8ba1\u7b97\u8d44\u6e90\u7684\u6d88\u8017\u3002\u901a\u8fc7\u5feb\u901f\u8bc4\u4f30\u4e0d\u540c embedding \u5927\u5c0f\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff0cAdaS&amp;S \u80fd\u591f\u81ea\u52a8\u9009\u62e9\u6700\u4f18\u7684\u914d\u7f6e\uff0c\u63d0\u5347\u63a8\u8350\u7cfb\u7edf\u7684\u6548\u679c\u3002\u6b64\u5916\uff0cAdaS&amp;S \u5f15\u5165\u4e86\u81ea\u9002\u5e94\u641c\u7d22\u7b56\u7565\uff0c\u6839\u636e\u6a21\u578b\u5728\u9a8c\u8bc1\u96c6\u4e0a\u7684\u8868\u73b0\u52a8\u6001\u8c03\u6574\u5d4c\u5165\u5927\u5c0f\u7684\u641c\u7d22\u8303\u56f4\u3002\u8fd9\u79cd\u7075\u6d3b\u6027\u4f7f\u5f97\u8be5\u65b9\u6cd5\u80fd\u591f\u5728\u4e0d\u540c\u7684\u6570\u636e\u96c6\u548c\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u9002\u5e94\u6027\u5f3a\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cAdaS&amp;S \u5728\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u5747\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u6027\u80fd\uff0c\u663e\u8457\u63d0\u5347\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u6548\u679c\uff0c\u540c\u65f6\u964d\u4f4e\u4e86\u8d85\u53c2\u6570\u8c03\u4f18\u7684\u590d\u6742\u6027\u3002\u901a\u8fc7\u81ea\u52a8\u5316\u5d4c\u5165\u5927\u5c0f\u7684\u641c\u7d22\uff0cAdaS&amp;S \u4e3a\u6df1\u5ea6\u63a8\u8350\u7cfb\u7edf\u7684\u4f18\u5316\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u4e14\u5b9e\u7528\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u63a8\u52a8\u4e86\u76f8\u5173\u9886\u57df\u7684\u7814\u7a76\u8fdb\u5c55\u3002<\/p>\n<p>5. FlexHB<\/p>\n<p>[2402.13641] FlexHB: a More Efficient and Flexible Framework for Hyperparameter Optimization<\/p>\n<p>\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-87e1ba788224d2cd64e2469979867cd5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-87e1ba788224d2cd64e2469979867cd5.png\"><\/a><\/p>\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a FlexHB \u7684\u8d85\u53c2\u6570\u4f18\u5316\u6846\u67b6\uff0c\u65e8\u5728\u663e\u8457\u63d0\u5347\u4f18\u5316\u8fc7\u7a0b\u7684\u6548\u7387\u548c\u7075\u6d3b\u6027\u3002\u4f20\u7edf\u7684\u8d85\u53c2\u6570\u4f18\u5316\u65b9\u6cd5\u5f80\u5f80\u9762\u4e34\u7740\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u8fc7\u5927\u548c\u641c\u7d22\u7a7a\u95f4\u4e0d\u591f\u7075\u6d3b\u7684\u95ee\u9898\uff0c\u8fd9\u4f7f\u5f97\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u96be\u4ee5\u5feb\u901f\u627e\u5230\u6700\u4f73\u7684\u8d85\u53c2\u6570\u914d\u7f6e\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0cFlexHB \u5de7\u5999\u5730\u7ed3\u5408\u4e86\u8d1d\u53f6\u65af\u4f18\u5316\u548c\u8d85\u5e26\u5bbd\uff08Hyperband\uff09\u7b56\u7565\uff0c\u901a\u8fc7\u52a8\u6001\u8c03\u6574\u8d44\u6e90\u5206\u914d\uff0c\u80fd\u591f\u5feb\u901f\u8bc4\u4f30\u4e0d\u540c\u8d85\u53c2\u6570\u914d\u7f6e\u4e0b\u6a21\u578b\u7684\u6027\u80fd\uff0c\u4ece\u800c\u6709\u6548\u7f29\u77ed\u4f18\u5316\u6240\u9700\u7684\u65f6\u95f4\u3002FlexHB \u7684\u7075\u6d3b\u6027\u4f53\u73b0\u5728\u5176\u5bf9\u591a\u79cd\u6a21\u578b\u548c\u4efb\u52a1\u7684\u652f\u6301\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u81ea\u5b9a\u4e49\u641c\u7d22\u7a7a\u95f4\u548c\u8bc4\u4f30\u7b56\u7565\u3002\u8fd9\u79cd\u4e2a\u6027\u5316\u7684\u8bbe\u7f6e\u4f7f\u5f97\u4f18\u5316\u8fc7\u7a0b\u66f4\u52a0\u8d34\u5408\u5b9e\u9645\u5e94\u7528\u573a\u666f\uff0c\u80fd\u591f\u66f4\u597d\u5730\u6ee1\u8db3\u4e0d\u540c\u7528\u6237\u7684\u9700\u6c42\u3002\u6b64\u5916\uff0cFlexHB \u8fd8\u901a\u8fc7\u667a\u80fd\u7684\u8d44\u6e90\u7ba1\u7406\uff0c\u786e\u4fdd\u5728\u4f18\u5316\u8fc7\u7a0b\u4e2d\u80fd\u591f\u9ad8\u6548\u5229\u7528\u8ba1\u7b97\u8d44\u6e90\uff0c\u964d\u4f4e\u4e0d\u5fc5\u8981\u7684\u6d6a\u8d39\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cFlexHB \u4e3a\u8d85\u53c2\u6570\u4f18\u5316\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u4e14\u7075\u6d3b\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5728\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u7684\u6d4b\u8bd5\u4e2d\uff0cFlexHB \u663e\u8457\u63d0\u9ad8\u4e86\u8d85\u53c2\u6570\u4f18\u5316\u7684\u6548\u7387\u548c\u6548\u679c\uff0c\u6210\u529f\u964d\u4f4e\u4e86\u65f6\u95f4\u548c\u8ba1\u7b97\u6210\u672c\u3002\u8fd9\u4e00\u6846\u67b6\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u6709\u6548\u7684\u8d85\u53c2\u6570\u8c03\u4f18\u5de5\u5177\uff0c\u4e5f\u4e3a\u672a\u6765\u7684\u8d85\u53c2\u6570\u4f18\u5316\u7814\u7a76\u5f00\u8f9f\u4e86\u65b0\u7684\u65b9\u5411\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-24-2\" target=\"_blank\">\u63a8\u52a8\u667a\u80fd\u51b3\u7b56\uff0cAutoML\u6280\u672f\u5728\u817e\u8baf\u5e7f\u544a\u63a8\u8350\u573a\u666f\u7684\u63a2\u7d22\u4e0e\u5e94\u7528<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u63a8\u52a8\u667a\u80fd\u51b3\u7b56\uff0cAuto [&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],"class_list":["post-37414","post","type-post","status-publish","format-standard","hentry","category-news","tag-55"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u63a8\u52a8\u667a\u80fd\u51b3\u7b56\uff0cAutoML\u6280\u672f\u5728\u817e\u8baf\u5e7f\u544a\u63a8\u8350\u573a\u666f\u7684\u63a2\u7d22\u4e0e\u5e94\u7528 - \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=37414\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=37414\",\"url\":\"https:\/\/17aitech.com\/?p=37414\",\"name\":\"\u63a8\u52a8\u667a\u80fd\u51b3\u7b56\uff0cAutoML\u6280\u672f\u5728\u817e\u8baf\u5e7f\u544a\u63a8\u8350\u573a\u666f\u7684\u63a2\u7d22\u4e0e\u5e94\u7528 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=37414#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=37414#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7ffaf4a68f796224fe787566d7d94e04.png\",\"datePublished\":\"2025-01-27T22:00:24+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=37414#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=37414\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=37414#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7ffaf4a68f796224fe787566d7d94e04.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7ffaf4a68f796224fe787566d7d94e04.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=37414#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u63a8\u52a8\u667a\u80fd\u51b3\u7b56\uff0cAutoML\u6280\u672f\u5728\u817e\u8baf\u5e7f\u544a\u63a8\u8350\u573a\u666f\u7684\u63a2\u7d22\u4e0e\u5e94\u7528\"}]},{\"@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":"\u63a8\u52a8\u667a\u80fd\u51b3\u7b56\uff0cAutoML\u6280\u672f\u5728\u817e\u8baf\u5e7f\u544a\u63a8\u8350\u573a\u666f\u7684\u63a2\u7d22\u4e0e\u5e94\u7528 - \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=37414","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=37414","url":"https:\/\/17aitech.com\/?p=37414","name":"\u63a8\u52a8\u667a\u80fd\u51b3\u7b56\uff0cAutoML\u6280\u672f\u5728\u817e\u8baf\u5e7f\u544a\u63a8\u8350\u573a\u666f\u7684\u63a2\u7d22\u4e0e\u5e94\u7528 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=37414#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=37414#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7ffaf4a68f796224fe787566d7d94e04.png","datePublished":"2025-01-27T22:00:24+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=37414#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=37414"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=37414#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7ffaf4a68f796224fe787566d7d94e04.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7ffaf4a68f796224fe787566d7d94e04.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=37414#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u63a8\u52a8\u667a\u80fd\u51b3\u7b56\uff0cAutoML\u6280\u672f\u5728\u817e\u8baf\u5e7f\u544a\u63a8\u8350\u573a\u666f\u7684\u63a2\u7d22\u4e0e\u5e94\u7528"}]},{"@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\/37414","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=37414"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/37414\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=37414"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=37414"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=37414"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}