{"id":36519,"date":"2025-01-13T03:00:31","date_gmt":"2025-01-12T19:00:31","guid":{"rendered":"https:\/\/17aitech.com\/?p=36519"},"modified":"2025-01-13T03:00:31","modified_gmt":"2025-01-12T19:00:31","slug":"neurips-2024%ef%bd%9c%e6%96%b0%e4%b8%80%e4%bb%a3%e8%8a%af%e7%89%87%e7%94%b5%e8%b7%af%e9%80%bb%e8%be%91%e7%bb%bc%e5%90%88%ef%bc%8c%e5%8f%af%e6%89%a9%e5%b1%95%e5%8f%af%e8%a7%a3%e9%87%8a%e7%9a%84","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36519","title":{"rendered":"NeurIPS 2024\uff5c\u65b0\u4e00\u4ee3\u82af\u7247\u7535\u8def\u903b\u8f91\u7efc\u5408\uff0c\u53ef\u6269\u5c55\u53ef\u89e3\u91ca\u7684\u795e\u7ecf\u7535\u8def\u751f\u6210\u6846\u67b6"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-05-4\" target=\"_blank\">NeurIPS 2024\uff5c\u65b0\u4e00\u4ee3\u82af\u7247\u7535\u8def\u903b\u8f91\u7efc\u5408\uff0c\u53ef\u6269\u5c55\u53ef\u89e3\u91ca\u7684\u795e\u7ecf\u7535\u8def\u751f\u6210\u6846\u67b6<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-41972fbf781ee4a78e72851fb4eb4f01.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-41972fbf781ee4a78e72851fb4eb4f01.png\"><\/a><\/section>\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\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u8bba\u6587\u4f5c\u8005\u738b\u6cbb\u6d77\u662f\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66 2020 \u7ea7\u7855\u535a\u8fde\u8bfb\u751f\uff0c\u5e08\u4ece\u738b\u6770\u6559\u6388\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u5f3a\u5316\u5b66\u4e60\u4e0e\u5b66\u4e60\u4f18\u5316\u7406\u8bba\u53ca\u65b9\u6cd5\u3001\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u82af\u7247\u8bbe\u8ba1\u7b49\u3002\u4ed6\u66fe\u4ee5\u7b2c\u4e00\u4f5c\u8005\u5728 TPAMI\u3001ICML\u3001NeurIPS\u3001ICLR\u3001AAAI \u7b49\u9876\u7ea7\u671f\u520a\u4e0e\u4f1a\u8bae\u4e0a\u53d1\u8868\u8bba\u6587\u4e03\u7bc7\uff0c\u4e00\u7bc7\u5165\u9009 ICML \u4eae\u70b9\u8bba\u6587\uff08\u524d3.5%\uff09\uff0c\u66fe\u83b7\u534e\u4e3a\u4f18\u79c0\u5b9e\u4e60\u751f\uff085\/400+\uff09\u3001\u4e24\u6b21\u56fd\u5bb6\u5956\u5b66\u91d1\uff082017\u548c2024\uff09\u7b49\u8363\u8a89\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0c\u4e2d\u79d1\u5927\u738b\u6770\u6559\u6388\u56e2\u961f\uff08MIRA Lab\uff09\u548c\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\uff08Huawei Noah&#8217;s Ark Lab\uff09\u8054\u5408\u63d0\u51fa\u4e86\u53ef\u751f\u6210\u5177\u6709\u6210\u5343\u4e0a\u4e07\u8282\u70b9\u89c4\u6a21\u7684\u795e\u7ecf\u7535\u8def\u751f\u6210\u4e0e\u4f18\u5316\u6846\u67b6\uff0c\u5177\u5907\u9ad8\u6269\u5c55\u6027\u548c\u9ad8\u53ef\u89e3\u91ca\u6027\uff0c\u8fd9\u4e3a\u65b0\u4e00\u4ee3\u82af\u7247\u7535\u8def\u903b\u8f91\u7efc\u5408\u5de5\u5177\u5960\u5b9a\u4e86\u91cd\u8981\u57fa\u7840\u3002\u8bba\u6587\u53d1\u8868\u5728 CCF-A \u7c7b\u4eba\u5de5\u667a\u80fd\u9876\u7ea7\u4f1a\u8bae Neural Information Processing Systems\uff08NeurIPS 2024\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-db889b856a34c4c1e8230ef672f67994.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-db889b856a34c4c1e8230ef672f67994.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aTowards Next-Generation Logic Synthesis: A Scalable Neural Circuit Generation Framework<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/neurips.cc\/virtual\/2024\/poster\/94631<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u8bba\u6587\u6982\u89c8<\/strong><\/section>\n<section><\/section>\n<section>\u903b\u8f91\u7efc\u5408\uff08Logic Synthesis, LS\uff09\u662f\u82af\u7247\u8bbe\u8ba1\u6d41\u7a0b\u4e2d\u627f\u4e0a\u542f\u4e0b\u7684\u5173\u952e\u73af\u8282\uff0c\u5bf9\u82af\u7247\u8bbe\u8ba1\u7684\u6548\u7387\u548c\u8d28\u91cf\u90fd\u5177\u6709\u91cd\u8981\u5f71\u54cd\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u903b\u8f91\u7efc\u5408\u65e8\u5728\u751f\u6210\u7cbe\u51c6\u6ee1\u8db3\u7ed9\u5b9a\u529f\u80fd\u8981\u6c42\uff08\u5982\u7531\u7535\u8def\u8f93\u5165\u8f93\u51fa\u5bf9\u6784\u6210\u7684\u529f\u80fd\u771f\u503c\u8868\uff09\u7684\u6700\u4f18\u903b\u8f91\u7535\u8def\u56fe\uff0c\u662f NP \u96be\u95ee\u9898\u3002\u4e3a\u4e86\u6c42\u89e3\u8be5\u95ee\u9898\uff0c\u4f20\u7edf\u65b9\u6cd5\u4e3b\u8981\u4f9d\u8d56\u4e8e\u786c\u7f16\u7801\u542f\u53d1\u5f0f\u89c4\u5219\uff0c\u6613\u9677\u5165\u6b21\u4f18\u89e3\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u6846\u67b6\u80fd\u591f<strong>\u7cbe\u786e\u751f\u6210\u8fbe1200\u8282\u70b9\u89c4\u6a21\u7684\u7535\u8def<\/strong>\uff0c\u8be5\u65b9\u6848\u4e3a\u65b0\u4e00\u4ee3\u82af\u7247\u7535\u8def\u903b\u8f91\u7efc\u5408\u5de5\u5177\u63d0\u4f9b\u4e86\u53ef\u884c\u601d\u8def\u4e0e\u5960\u5b9a\u4e86\u5173\u952e\u57fa\u7840\u3002\u76f8\u5173\u6280\u672f\u548c\u80fd\u529b\u5df2\u6574\u5408\u5165\u534e\u4e3a\u81ea\u7814EDA\u5de5\u5177\u3002<\/section>\n<section><\/section>\n<section><strong>\u5f15\u8a00<\/strong><\/section>\n<section><\/section>\n<section>\u82af\u7247\u7535\u8def\u751f\u6210\u7684\u76ee\u6807\u662f\u5728\u7ed9\u5b9a\u7535\u8def\u529f\u80fd\u63cf\u8ff0\u7684\u6761\u4ef6\u4e0b\uff0c\u751f\u6210\u7cbe\u51c6\u6ee1\u8db3\u7535\u8def\u529f\u80fd\u8981\u6c42\u4e14\u8282\u70b9\u6570\u5c11\u7684\u903b\u8f91\u7535\u8def\u56fe\u3002\u4f20\u7edf\u7684\u7535\u8def\u751f\u6210\u65b9\u6cd5\u5c06\u9ad8\u7ea7\u7535\u8def\u63cf\u8ff0\u8bed\u8a00\u76f4\u63a5\u8f6c\u8bd1\u4e3a\u5197\u4f59\u5ea6\u8f83\u9ad8\u7684\u903b\u8f91\u7535\u8def\uff0c\u8fd9\u7ed9\u540e\u7eed\u7684\u7535\u8def\u4f18\u5316\u5e26\u6765\u4e86\u8f83\u5927\u538b\u529b\u3002\u8fd1\u671f\uff0c\u4e00\u4e9b\u7814\u7a76\u901a\u8fc7\u5f15\u5165\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c<strong>\u5c06\u7535\u8def\u751f\u6210\u4e0e\u4f18\u5316\u8fc7\u7a0b\u6709\u673a\u7ed3\u5408<\/strong>\uff0c\u5c55\u73b0\u4e86\u65b0\u4e00\u4ee3\u903b\u8f91\u7efc\u5408\u6280\u672f\u7684\u7f8e\u597d\u524d\u666f\u3002<\/section>\n<section><\/section>\n<section>\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u641c\u7d22\uff08Differential Neural Network Architecture Search, DNAS\uff09\u662f\u4e00\u79cd\u5229\u7528\u68af\u5ea6\u4e0b\u964d\u6cd5\u641c\u7d22\u79bb\u6563\u7ed3\u6784\u7684\u6280\u672f\u3002\u5df2\u6709\u7814\u7a76\u5c06\u5176\u5e94\u7528\u4e8e\u751f\u6210\u4f4e\u5197\u4f59\u7535\u8def\uff0c\u5c55\u73b0\u51fa\u4e86\u663e\u8457\u7684\u6f5c\u529b\u3002\u7136\u800c\uff0c\u4f5c\u8005\u53d1\u73b0\u73b0\u6709\u65b9\u6cd5\u5728\u751f\u6210\u7535\u8def\u65f6\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u5927\u89c4\u6a21\u7535\u8def\u65f6\uff0c<strong>\u96be\u4ee5\u5b9e\u73b0\u5b8c\u5168\u51c6\u786e\u7684\u751f\u6210<\/strong>\uff0c\u4e14\u5176\u6027\u80fd\u5bf9\u8d85\u53c2\u6570\u6781\u4e3a\u654f\u611f\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6df1\u5165\u7684\u5b9e\u9a8c\u5206\u6790\u540e\uff0c\u4f5c\u8005\u8fdb\u4e00\u6b65\u603b\u7ed3\u51fa\u5c06 DNAS \u5e94\u7528\u4e8e\u7535\u8def\u751f\u6210\u7684<strong>\u4e09\u4e2a\u4e3b\u8981\u96be\u70b9<\/strong>\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>DNAS \u503e\u5411\u4e8e\u751f\u6210\u5927\u91cf\u7684\u8de8\u5c42\u8fde\u63a5\uff0c\u5bfc\u81f4\u7f51\u7edc\u8868\u8fbe\u80fd\u529b\u53d7\u9650\u3002<\/section>\n<\/li>\n<li>\n<section>\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u4e0e\u7535\u8def\u56fa\u6709\u7ed3\u6784\u5b58\u5728\u8f83\u5927\u504f\u5dee\uff0c\u663e\u8457\u964d\u4f4e\u4e86 DNAS \u7684\u641c\u7d22\u6548\u7387\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e0d\u540c\u8f93\u5165\u8f93\u51fa\u793a\u4f8b\u6570\u636e\u7684\u5b66\u4e60\u96be\u5ea6\u5dee\u5f02\u663e\u8457\uff0c\u73b0\u6709\u65b9\u6cd5\u96be\u4ee5\u5b66\u4e60\u96be\u4f8b\u8f93\u5165\u8f93\u51fa\u5bf9\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u4e3a\u7cfb\u7edf\u6027\u5730\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u6b63\u5219\u5316\u4e09\u89d2\u5f62\u7535\u8def\u7f51\u7edc\u751f\u6210\u6846\u67b6\uff08T-Net\uff09\uff0c\u5b9e\u73b0\u4e86\u5b8c\u5168\u51c6\u786e\u4e14\u53ef\u6269\u5c55\u7684\u7535\u8def\u751f\u6210\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u7531\u5f3a\u5316\u5b66\u4e60\u8f85\u52a9\u7684\u6f14\u5316\u7b97\u6cd5\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u6548\u4e14\u6709\u6548\u7684\u7535\u8def\u4f18\u5316\u3002\u5728\u56db\u4e2a\u7535\u8def\u8bc4\u6d4b\u6807\u51c6\u6570\u636e\u96c6\u4e2d\uff0c\u5b9e\u9a8c\u8868\u660e\u4ed6\u4eec\u7684\u65b9\u6cd5\u80fd\u591f\u7cbe\u786e\u751f\u6210\u591a\u8fbe 1200 \u8282\u70b9\u89c4\u6a21\u7684\u7535\u8def\uff0c\u4e14\u5176\u6027\u80fd\u663e\u8457\u4f18\u4e8e\u56fd\u9645\u903b\u8f91\u7efc\u5408\u7ade\u8d5b IWLS 2022 \u548c 2023 \u4e2d\u51a0\u4e9a\u519b\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section><strong>\u80cc\u666f\u4e0e\u95ee\u9898\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section><strong>\u903b\u8f91\u7535\u8def\u751f\u6210\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u903b\u8f91\u7535\u8def\u56fe\uff08And-Inverter Graph, AIG\uff09\u662f\u903b\u8f91\u7535\u8def\u7684\u4e00\u79cd\u8868\u793a\u65b9\u5f0f\u3002AIG \u4e3a\u6709\u5411\u65e0\u73af\u56fe\uff0c\u56fe\u4e2d\u7684\u8282\u70b9\u4ee3\u8868\u4e0e\u903b\u8f91\u95e8\uff0c\u56fe\u4e2d\u7684\u8fb9\u4ee3\u8868\u903b\u8f91\u95e8\u95f4\u7684\u8fde\u7ebf\uff0c\u8fde\u7ebf\u4e0a\u53ef\u4ee5\u6dfb\u52a0\u975e\u95e8\u3002\u903b\u8f91\u7535\u8def\u7684\u5927\u5c0f\u4e3a AIG \u4e2d\u7684\u8282\u70b9\u6570\uff0c\u5728\u903b\u8f91\u529f\u80fd\u4e0d\u53d8\u7684\u60c5\u51b5\u4e0b\uff0c\u8282\u70b9\u6570\u8d8a\u5c11\u8868\u793a\u7535\u8def\u7ed3\u6784\u8d8a\u7d27\u51d1\uff0c\u8fd9\u5c06\u6709\u52a9\u4e8e\u540e\u7eed\u7684\u82af\u7247\u8bbe\u8ba1\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section>\u903b\u8f91\u7535\u8def\u751f\u6210\u65b9\u6cd5\u5c06\u7535\u8def\u7684\u5b8c\u6574\u8f93\u5165\u8f93\u51fa\u5bf9\u7ec4\u5408\uff0c\u5373\u529f\u80fd\u771f\u503c\u8868\uff0c\u5efa\u6a21\u4e3a\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u5e76\u5229\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u81ea\u52a8\u4ece\u6570\u636e\u96c6\u4e2d\u5b66\u4e60\u751f\u6210\u903b\u8f91\u7535\u8def\u56fe [1,2,3]\u3002\u5728\u7535\u8def\u8bbe\u8ba1\u7684\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u8981\u6c42\u8bbe\u8ba1\u7cbe\u51c6\u6ee1\u8db3\u529f\u80fd\u8981\u6c42\u7684\u7535\u8def\u7ed3\u6784\uff0c\u56e0\u6b64\u751f\u6210\u7684\u903b\u8f91\u7535\u8def\u56fe\u5fc5\u987b\u5728\u8bad\u7ec3\u96c6\u4e0a\u8fbe\u5230 100% \u7684\u51c6\u786e\u7387\u3002<\/section>\n<section><\/section>\n<section><strong>\u57fa\u4e8e DNAS \u7684\u7535\u8def\u751f\u6210\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u641c\u7d22\uff08Differential Neural Network Architecture Search, DNAS\uff09[4] \u8fd1\u671f\u88ab\u7528\u4e8e\u751f\u6210\u903b\u8f91\u7535\u8def\u56fe [2,3]\u3002\u8fd9\u7c7b\u65b9\u6cd5\u5c06\u4e00\u4e2a L \u5c42\uff0c\u6bcf\u5c42 K \u4e2a\u795e\u7ecf\u5143\u7684\u795e\u7ecf\u7f51\u7edc\u5efa\u6a21\u4e3a AIG\uff0c\u5176\u4e2d\u795e\u7ecf\u5143\u89c6\u4e3a\u903b\u8f91\u95e8\uff0c\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u8fde\u63a5\u89c6\u4e3a\u903b\u8f91\u95e8\u4e4b\u95f4\u7684\u7535\u8def\u8fde\u63a5\uff0c\u795e\u7ecf\u5143\u53ef\u4ee5\u8fde\u63a5\u5230\u66f4\u6d45\u5c42\u7684\u4efb\u610f\u795e\u7ecf\u5143\u3002\u5bf9\u4e8e\u4e00\u4e2a\u53c2\u6570\u5316\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u6bcf\u4e2a\u795e\u7ecf\u5143\u90fd\u56fa\u5b9a\u6267\u884c\u4e0e\u903b\u8f91\u8fd0\u7b97\uff0c\u800c\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u8fde\u63a5\u53c2\u6570\u662f\u53ef\u5b66\u4e60\u7684\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u80fd\u591f\u4f7f\u7528\u68af\u5ea6\u4e0b\u964d\u6cd5\u8bad\u7ec3\u7f51\u7edc\u7ed3\u6784\uff0c\u73b0\u6709\u65b9\u6cd5\u4f1a\u6267\u884c 2 \u79cd\u8fde\u7eed\u5316\u64cd\u4f5c\uff1a1. \u795e\u7ecf\u5143\u7684\u903b\u8f91\u8fd0\u7b97\u7528\u7b49\u4ef7\u7684\u53ef\u5fae\u65b9\u5f0f\u8ba1\u7b97\uff0c\u4f8b\u5982 a \u4e0e b \u7528 a\u22c5b \u4ee3\u66ff [5]\u30022. \u5c06\u79bb\u6563\u7684\u7f51\u7edc\u8fde\u63a5\u65b9\u5f0f\u53c2\u6570\u5316\uff0c\u5e76\u5728\u524d\u5411\u4f20\u64ad\u65f6\u4f7f\u7528 gumbel-softmax [6] \u5bf9\u8fde\u63a5\u8fdb\u884c\u8fde\u7eed\u5316\u548c\u91c7\u6837\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bad\u7ec3\u671f\u95f4\uff0c\u771f\u503c\u8868\u7684\u6bcf\u4e00\u884c\u8f93\u5165 &#8211; \u8f93\u51fa\u5bf9\u90fd\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\u8f93\u5165\u7f51\u7edc\uff0c\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\u6cd5\u8bad\u7ec3\u8fde\u63a5\u53c2\u6570\u3002\u5728\u6d4b\u8bd5\u671f\u95f4\uff0c\u6bcf\u4e2a\u8282\u70b9\u7684\u8f93\u5165\u6839\u636e\u53c2\u6570\u53ea\u9009\u62e9\u4e00\u6761\u8fde\u63a5\uff0c\u4ece\u800c\u5c06\u7f51\u7edc\u79bb\u6563\u5316\uff0c\u6a21\u62df\u5b9e\u9645\u7684\u903b\u8f91\u7535\u8def\u3002<\/section>\n<section><\/section>\n<section><strong>\u52a8\u673a\u5b9e\u9a8c \u2014\u2014DNAS \u96be\u4ee5\u51c6\u786e\u751f\u6210\u7535\u8def<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u4f7f\u7528\u4e0a\u8ff0 DNAS \u65b9\u6cd5\u751f\u6210\u7535\u8def\uff0c\u751f\u6210\u51c6\u786e\u7387\u548c\u7535\u8def\u7684\u89c4\u6a21\u5982\u56fe 1\uff08a\uff09\u6240\u793a\u3002\u7ed3\u679c\u663e\u793a\uff0c\u73b0\u6709\u65b9\u6cd5\u96be\u4ee5\u51c6\u786e\u751f\u6210\u7535\u8def\uff0c\u4e14\u51c6\u786e\u7387\u968f\u7740\u7535\u8def\u89c4\u6a21\u589e\u5927\u800c\u51cf\u5c0f\u3002\u540c\u65f6\uff0c\u4ed6\u4eec\u53d1\u73b0\u751f\u6210\u51c6\u786e\u7387\u5bf9\u7f51\u7edc\u521d\u59cb\u5316\u65b9\u5f0f\u53ca\u5176\u654f\u611f\uff0c\u65b9\u6cd5\u7684\u9c81\u68d2\u6027\u8f83\u5dee\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8df64e872a8fee049357a8ce6a4fafb4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8df64e872a8fee049357a8ce6a4fafb4.png\"><\/a><\/section>\n<section><em><sup>\u56fe 1. \u89c2\u5bdf\u5b9e\u9a8c\u3002(a) \u73b0\u6709\u7684 DNAS \u65b9\u6cd5\u96be\u4ee5\u51c6\u786e\u751f\u6210\u7535\u8def\uff0c\u7279\u522b\u662f\u5927\u89c4\u6a21\u7535\u8def\u3002(b) \u8f93\u51fa\u8282\u70b9\u4f4d\u4e8e\u7f51\u7edc\u6d45\u5c42\uff0c\u8df3\u8fc7\u4e86\u5927\u91cf\u53ef\u7528\u8282\u70b9\u3002(c) \u5b9e\u9645\u53ea\u6709\u7ea6\u56db\u5206\u4e4b\u4e00\u7684\u8282\u70b9\u88ab\u4f7f\u7528 (\u6df1\u8272)\u3002(d) \u7535\u8def\u5404\u5c42\u8282\u70b9\u6570\u7edf\u8ba1\uff0c\u4e0e\u666e\u904d\u4f7f\u7528\u7684\u65b9\u5f62\u7f51\u7edc\u5b58\u5728\u5dee\u5f02\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5206\u6790\u4ea7\u751f\u4e0a\u8ff0\u6311\u6218\u7684\u539f\u56e0\uff0c\u4f5c\u8005\u8fdb\u884c\u4e86\u8be6\u7ec6\u7684\u5b9e\u9a8c\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u4ed6\u4eec\u53d1\u73b0<strong>\u7f51\u7edc\u5229\u7528\u7387\u5f88\u4f4e<\/strong>\u3002\u7531\u4e8e\u8282\u70b9\u95f4\u7684\u8fde\u63a5\u53ef\u4ee5\u8de8\u5c42\uff0c\u56e0\u6b64\u5b58\u5728\u88ab\u8df3\u8fc7\u7684\u8282\u70b9\u3002\u56fe 1\uff08b\uff09\u5c55\u793a\u4e86\u7ecf\u8fc7\u8bad\u7ec3\u540e\u8f93\u51fa\u8282\u70b9\u4f4d\u4e8e\u7f51\u7edc\u4e2d\u7684\u4f4d\u7f6e\uff0c\u53ef\u4ee5\u770b\u5230\u5927\u90e8\u5206\u7f51\u7edc\u5c42\u90fd\u88ab\u8df3\u8fc7\uff0c\u6ca1\u6709\u8fde\u63a5\u8fdb\u6700\u7ec8\u7535\u8def\u3002\u56fe 1\uff08c\uff09\u5c55\u793a\u4e86\u7f51\u7edc\u4e2d\u5b9e\u9645\u4f7f\u7528\u5230\u7684\u8282\u70b9\uff08\u6df1\u8272\uff09\uff0c\u53ea\u6709\u7ea6\u56db\u5206\u4e4b\u4e00\u7684\u5e95\u5c42\u8282\u70b9\u88ab\u4f7f\u7528\u3002\u8fc7\u5ea6\u7684\u8de8\u5c42\u8fde\u63a5\u6d6a\u8d39\u4e86\u5927\u91cf\u7f51\u7edc\u7ed3\u6784\uff0c\u9650\u5236\u4e86\u7f51\u7edc\u7684\u8868\u8fbe\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u63a5\u7740\uff0c\u4ed6\u4eec\u53d1\u73b0<strong>\u5b9e\u9645\u7535\u8def\u7ed3\u6784\u4e0e\u7f51\u7edc\u4e4b\u95f4\u5b58\u5728\u7ed3\u6784\u504f\u5dee<\/strong>\u3002\u4ed6\u4eec\u7edf\u8ba1\u4e86\u4f7f\u7528\u4f20\u7edf\u65b9\u6cd5\u751f\u6210\u7535\u8def\u7684\u5404\u5c42\u8282\u70b9\u6570\uff0c\u5982\u56fe 1\uff08d\uff09\u6240\u793a\u3002\u56fe\u4e2d\u5c55\u793a\u4e86\u5b9e\u9645\u7535\u8def\u5728\u5e95\u5c42\u6709\u7740\u66f4\u591a\u8282\u70b9\uff0c\u800c\u9876\u5c42\u5219\u8282\u70b9\u66f4\u5c11\uff0c\u8fd9\u4e0e\u666e\u904d\u4f7f\u7528\u7684\u65b9\u5f62\u7f51\u7edc\u5b58\u5728\u5dee\u5f02\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u4ed6\u4eec\u53d1\u73b0<strong>\u4e0d\u540c\u8f93\u5165 &#8211; \u8f93\u51fa\u793a\u4f8b\u4e4b\u95f4\u5b58\u5728\u5b66\u4e60\u96be\u5ea6\u5dee<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u4eec\u5728\u8bad\u7ec3\u65f6\u7684 loss \u6536\u655b\u901f\u5ea6\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u8fd9\u4e0e\u901a\u5e38\u8ba4\u4e3a\u7684\u72ec\u7acb\u540c\u5206\u5e03\uff08IID\uff09\u5047\u8bbe\u5e76\u4e0d\u76f8\u540c\u3002\u66f4\u591a\u7ec6\u8282\u53ef\u89c1\u539f\u8bba\u6587\u7b2c 4 \u7ae0\u8282\u3002<\/section>\n<section><\/section>\n<section><strong>\u65b9\u6cd5\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u9488\u5bf9\u4ee5\u4e0a\u4e09\u4e2a\u6311\u6218\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u65b0\u9896\u7684\u6b63\u5219\u5316\u4e09\u89d2\u5f62\u7535\u8def\u751f\u6210\u6846\u67b6\uff08T-Net\uff09\uff0c\u5982\u56fe 2 \u6240\u793a\u3002\u5b83\u5305\u542b 3 \u4e2a\u90e8\u5206\uff1a<strong>\u591a\u6807\u7b7e\u6570\u636e\u53d8\u6362\u3001\u4e09\u89d2\u5f62\u7f51\u7edc\u7ed3\u6784\u3001\u6b63\u5219\u5316\u635f\u5931\u51fd\u6570<\/strong>\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8c83f67f7ee96f96df0fbd39a65a26e6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8c83f67f7ee96f96df0fbd39a65a26e6.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2. \u4f5c\u8005\u63d0\u51fa\u7684\u7535\u8def\u751f\u6210\u6846\u67b6\u56fe\uff0c\u5305\u542b\u591a\u6807\u7b7e\u6570\u636e\u53d8\u6362\u3001\u4e09\u89d2\u5f62\u7f51\u7edc\u7ed3\u6784\u3001\u6b63\u5219\u5316\u635f\u5931\u51fd\u6570\u4e09\u90e8\u5206\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u591a\u6807\u7b7e\u6570\u636e\u53d8\u6362\uff1a\u63d0\u9ad8\u53ef\u6269\u5c55\u6027<\/strong><\/section>\n<section><\/section>\n<section>\u968f\u7740\u8f93\u5165\u4f4d\u6570\u7684\u589e\u591a\uff0c\u771f\u503c\u8868\u7684\u957f\u5ea6\u5448\u6307\u6570\u578b\u589e\u957f\u3002\u4e3a\u4e86\u89e3\u51b3\u6269\u5c55\u6027\u6311\u6218\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u57fa\u4e8e\u9999\u519c\u5b9a\u7406\u7684\u591a\u6807\u7b7e\u8bad\u7ec3\u6570\u636e\u53d8\u6362\u3002\u9999\u6d53\u5b9a\u7406\u8bc1\u660e\u4e86\u4e00\u4e2a\u903b\u8f91\u51fd\u6570\u53ef\u4ee5\u901a\u8fc7\u4e00\u4e2a\u5206\u89e3\u53d8\u91cf\u5206\u89e3\u6210\u4e24\u4e2a\u5b50\u51fd\u6570\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b53a2ba87928fb385a8d6ea6b0fa0cad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b53a2ba87928fb385a8d6ea6b0fa0cad.png\"><\/a><\/section>\n<section>\u7531\u4e8e\u771f\u503c\u8868\u662f\u903b\u8f91\u51fd\u6570\u7684\u5bf9\u5076\u8868\u793a\uff0c\u4ed6\u4eec\u901a\u8fc7\u4ee5\u4e0b\u4e24\u6b65\u5b8c\u6210\u6570\u636e\u53d8\u6362\uff1a\u9996\u5148\u9009\u5b9a\u4e00\u4e2a\u8f93\u5165\u53d8\u91cf\uff0c\u901a\u8fc7\u56fa\u5b9a\u5b83\u7684\u503c\u4e3a 0 \u6216 1\uff0c\u5c06\u771f\u503c\u8868\u5206\u89e3\u4e3a 2 \u4e2a\u957f\u5ea6\u51cf\u534a\u7684\u5b50\u8868\u3002\u63a5\u7740\u5c06 2 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&#8211; \u8f93\u51fa\u793a\u4f8b\uff0c\u4ed6\u4eec\u5728\u635f\u5931\u51fd\u6570\u4e2d\u4e3a\u8fd9\u4e9b\u793a\u4f8b\u65bd\u52a0\u66f4\u5927\u7684\u6743\u91cd\uff0c\u4ee5\u5728\u8bad\u7ec3\u540e\u671f\u52a0\u901f\u6536\u655b\u3002<\/section>\n<section><\/section>\n<section>\u540c\u65f6\uff0c\u672c\u8bba\u6587\u7684\u6846\u67b6\u8fd8\u5305\u542b\u7535\u8def\u4f18\u5316\u90e8\u5206\u3002\u4f5c\u8005\u5728\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u7b97\u5b50\u5e8f\u5217\u8c03\u4f18\u7684\u57fa\u7840\u4e0a\uff0c\u7ed3\u5408\u4e86\u6f14\u5316\u7b97\u6cd5\u548c agent \u91cd\u542f\u6280\u672f\uff0c\u907f\u514d\u9677\u5165\u5c40\u90e8\u6700\u4f18\u89e3\uff0c\u5b9e\u73b0\u5feb\u901f\u6709\u6548\u7684\u7535\u8def\u4f18\u5316\u3002\u66f4\u591a\u7ec6\u8282\u53ef\u89c1\u539f\u6587\u7b2c 5 \u7ae0\u8282\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u8bba\u6587\u5b9e\u9a8c\u7684\u6570\u636e\u96c6\u5305\u62ec 4 \u7c7b\u5f00\u6e90\u7535\u8def\u6570\u636e\u96c6\uff0c\u8282\u70b9\u6570\u89c4\u6a21\u9ad8\u8fbe 1200\uff0c\u8f93\u5165\u3001\u8f93\u51fa\u6570\u91cf\u6700\u9ad8\u4e3a 16\u300163 \u4f4d\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u5305\u542b 4 \u4e2a\u90e8\u5206\uff1a1. \u5728\u591a\u4e2a\u7535\u8def\u4e0a\u8bc4\u4f30\u672c\u8bba\u6587\u7535\u8def\u751f\u6210\u548c\u4f18\u5316\u65b9\u6cd5\u7684\u51c6\u786e\u6027\u548c\u7535\u8def\u6027\u80fd\u30022. \u8bc4\u4f30\u672c\u8bba\u6587\u751f\u6210\u65b9\u6cd5\u9488\u5bf9\u7535\u8def\u5927\u5c0f\u7684\u53ef\u6269\u5c55\u6027\u30023. \u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\u5c55\u793a\u672c\u8bba\u6587\u65b9\u6cd5\u5404\u90e8\u5206\u7684\u6548\u7528\u30024. \u9a8c\u8bc1\u672c\u8bba\u6587\u65b9\u6cd5\u5bf9\u8d85\u53c2\u6570\u7684\u9c81\u68d2\u6027\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u5728\u4ee5\u4e0b\u5185\u5bb9\u4e2d\u8be6\u7ec6\u4ecb\u7ecd\u5b9e\u9a8c 1\uff0c\u5176\u4f59\u5b9e\u9a8c\u8bf7\u53c2\u89c1\u539f\u8bba\u6587\u7684\u7b2c 6 \u7ae0\u8282\u3002<\/section>\n<section><\/section>\n<section><strong>\u7535\u8def\u751f\u6210\u51c6\u786e\u7387<\/strong><\/section>\n<section><\/section>\n<section>\u90e8\u5206\u5b9e\u9a8c\u7ed3\u679c\u89c1\u56fe 3\uff0c\u4f5c\u8005\u5728\u5f00\u6e90\u7535\u8def\u4e0a\u5bf9\u6bd4\u4e86\u4ed6\u4eec\u7684\u65b9\u6cd5\u4e0e\u5176\u4ed6\u57fa\u4e8e DNAS \u751f\u6210\u65b9\u6cd5\u7684\u51c6\u786e\u7387\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u4ed6\u4eec\u7684\u65b9\u6cd5\u51c6\u786e\u7387\u5927\u5e45\u63d0\u5347\uff0c\u5e76\u53ef\u51c6\u786e\u751f\u6210 1200 \u8282\u70b9\u89c4\u6a21\u7684\u7535\u8def\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ded759fd863e0fea5aad540ebbc9e7b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ded759fd863e0fea5aad540ebbc9e7b8.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 3. \u4f5c\u8005\u63d0\u51fa\u7684 T-Net \u76f8\u6bd4\u5176\u4ed6 DNAS \u7535\u8def\u751f\u6210\u65b9\u6cd5\u51c6\u786e\u7387\u5927\u5e45\u63d0\u5347\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u7535\u8def\u7efc\u5408\u6548\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u90e8\u5206\u5b9e\u9a8c\u7ed3\u679c\u89c1\u56fe 4\uff0c\u4f5c\u8005\u5728\u5f00\u6e90\u6bd4\u8d5b\u7535\u8def\u4e0a\u5bf9\u6bd4\u4e86\u4ed6\u4eec\u7684\u65b9\u6cd5\u4e0e\u5f00\u6e90\u903b\u8f91\u7efc\u5408\u5de5\u5177 ABC \u548c IWLS \u6bd4\u8d5b\u51a0\u4e9a\u519b\u7684\u7535\u8def\u5927\u5c0f\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u4ed6\u4eec\u7684\u65b9\u6cd5\u663e\u8457\u4f18\u4e8e\u5f00\u6e90\u903b\u8f91\u7efc\u5408\u5de5\u5177 ABC \u4e2d\u7684\u7535\u8def\u751f\u6210\u7b97\u5b50\uff0c\u4e14\u8d85\u8fc7\u4e86 2022 \u548c 2023 \u5e74\u6bd4\u8d5b\u51a0\u4e9a\u519b\u7684\u65b9\u6848\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4d4981665bab1ef5f927ac5df522319c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4d4981665bab1ef5f927ac5df522319c.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4. \u4f5c\u8005\u63d0\u51fa\u7684\u7535\u8def\u751f\u6210\u53ca\u4f18\u5316\u6846\u67b6\u6548\u679c\u663e\u8457\u4f18\u4e8e\u5f00\u6e90\u903b\u8f91\u7efc\u5408\u5de5\u5177 ABC \u4e2d\u7684\u7535\u8def\u751f\u6210\u7b97\u5b50\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><sup>\u53c2\u8003\u6587\u732e<\/sup><\/section>\n<section><sup>[1] International workshop on logic &amp; synthesis contest. https:\/\/www.iwls.org\/contest\/, 2024.<\/sup><\/section>\n<section><sup>[2] Designing better computer chips. Google DeepMind, 2023, https:\/\/deepmind.google\/impact\/optimizing-computer-systems-with-more-generalized-ai-tools.<\/sup><\/section>\n<section><sup>[3] Peter Belcak, et al. Neural combinatorial logic circuit synthesis from input-output examples. International conference on machine learning NeurIPS Workshop, 2022.<\/sup><\/section>\n<section><sup>[4] Hanxiao Liu, et al. Darts: Differentiable architecture search. International conference on machine learning ICLR 2019.<\/sup><\/section>\n<section><sup>[5] Felix Petersen, et al. Deep differentiable logic gate networks. International conference on machine learning NeurIPS, 2022.<\/sup><\/section>\n<section><sup>[6] Eric Jang, Shixiang Gu, and Ben Poole. Categorical reparameterization with gumbel-softmax. International conference on machine learning ICLR, 2017.<\/sup><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-05-4\" target=\"_blank\">NeurIPS 2024\uff5c\u65b0\u4e00\u4ee3\u82af\u7247\u7535\u8def\u903b\u8f91\u7efc\u5408\uff0c\u53ef\u6269\u5c55\u53ef\u89e3\u91ca\u7684\u795e\u7ecf\u7535\u8def\u751f\u6210\u6846\u67b6<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:NeurIPS 202 [&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":[70,55],"class_list":["post-36519","post","type-post","status-publish","format-standard","hentry","category-news","tag-agent","tag-55"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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