{"id":36985,"date":"2025-01-21T23:00:37","date_gmt":"2025-01-21T15:00:37","guid":{"rendered":"https:\/\/17aitech.com\/?p=36985"},"modified":"2025-01-21T23:00:37","modified_gmt":"2025-01-21T15:00:37","slug":"%e9%98%bf%e9%87%8c%e5%a6%88%e5%a6%88%e9%a6%96%e6%8f%90aigb%e5%b9%b6%e5%ae%9e%e7%8e%b0%e5%a4%a7%e8%a7%84%e6%a8%a1%e5%95%86%e4%b8%9a%e5%8c%96%e8%90%bd%e5%9c%b0%ef%bc%8c%e5%b0%86%e5%9c%a8neurips-2024","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36985","title":{"rendered":"\u963f\u91cc\u5988\u5988\u9996\u63d0AIGB\u5e76\u5b9e\u73b0\u5927\u89c4\u6a21\u5546\u4e1a\u5316\u843d\u5730\uff0c\u5c06\u5728NeurIPS 2024\u6b63\u5f0f\u5f00\u6e90Benchmark"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-04-9\" target=\"_blank\">\u963f\u91cc\u5988\u5988\u9996\u63d0AIGB\u5e76\u5b9e\u73b0\u5927\u89c4\u6a21\u5546\u4e1a\u5316\u843d\u5730\uff0c\u5c06\u5728NeurIPS 2024\u6b63\u5f0f\u5f00\u6e90Benchmark<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"213\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>2023 \u5e74\uff0c\u963f\u91cc\u5988\u5988\u9996\u6b21\u63d0\u51fa\u4e86 AIGB\uff08AI-Generated Bidding\uff09Bidding \u6a21\u578b\u8bad\u7ec3\u65b0\u8303\u5f0f\uff08\u53c2\u9605\uff1a<a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=Mzg5NTk4MDMwMA==&amp;mid=2247490421&amp;idx=1&amp;sn=55bc3b7f2ec6a70b029572516011082f&amp;scene=21#wechat_redirect\" target=\"_blank\">\u963f\u91cc\u5988\u5988\u751f\u6210\u5f0f\u51fa\u4ef7\u6a21\u578b\uff08AIGB\uff09\u8be6\u89e3<\/a>\uff09\u3002AIGB \u662f\u4e00\u79cd\u5168\u65b0\u7684\u8fed\u4ee3\u8303\u5f0f\uff0c\u628a\u81ea\u52a8\u51fa\u4ef7\u95ee\u9898\u5efa\u6a21\u4e3a\u751f\u6210\u5f0f\u5e8f\u5217\u51b3\u7b56\u95ee\u9898\uff0c\u8fd9\u662f\u751f\u6210\u5f0f AI \u5728\u8be5\u9886\u57df\u7684\u9996\u6b21\u5e94\u7528\u3002\u7ecf\u8fc7\u4e00\u5e74\u7684\u63a2\u7d22\u548c\u7814\u53d1\uff0c\u6211\u4eec\u5728\u963f\u91cc\u5988\u5988\u5e7f\u544a\u5e73\u53f0\u6210\u529f\u90e8\u7f72 AIGB \u5e76\u53d6\u5f97\u663e\u8457\u6548\u679c\uff0c\u6211\u4eec\u8fd8\u628a\u8fc7\u7a0b\u4e2d\u7684\u53d1\u73b0\u548c\u7ecf\u9a8c\u603b\u7ed3\u6210\u8bba\u6587\u53d1\u8868\u5728 KDD 2024\uff0c\u8be6\u7ec6\u5206\u4eab\u4e86\u8fd9\u4e00\u5168\u65b0\u7684\u8fed\u4ee3\u8303\u5f0f\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"170\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\u4e3a\u4e86\u6fc0\u53d1\u8be5\u9886\u57df\u8fdb\u4e00\u6b65\u7684\u6280\u672f\u521b\u65b0\uff0c\u6211\u4eec\u4eca\u5e74\u53d1\u8d77\u4e86<a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=Mzg5NTk4MDMwMA==&amp;mid=2247492835&amp;idx=2&amp;sn=3c8f30bdaa4e085ee5ffa320d09dbdd6&amp;token=631964820&amp;lang=zh_CN&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5927\u89c4\u6a21\u62cd\u5356\u4e2d\u7684\u81ea\u52a8\u51fa\u4ef7\u6bd4\u8d5b<\/a>\uff0c\u5e76\u7279\u522b\u8bbe\u7f6e\u4e86 AIGB \u8d5b\u9053\uff0c\u8fd9\u4e00\u7406\u5ff5\u5f97\u5230\u4e86 NeurIPS \u7684\u8ba4\u540c\uff0c\u963f\u91cc\u5988\u5988\u6210\u4e3a\u56fd\u5185\u5de5\u4e1a\u754c\u4eca\u5e74\u552f\u4e00\u4e00\u5bb6\u83b7\u5f97 NeurIPS \u6bd4\u8d5b\u4e3b\u529e\u6743\u7684\u7ec4\u7ec7\u3002\u540c\u65f6\uff0c\u6211\u4eec\u4e5f\u5c06\u5728 NeurIPS 2024 \u4e0a\u6b63\u5f0f\u5f00\u6e90 AIGB \u7684 Benchmark\uff1a\u4e1a\u754c\u9996\u4e2a\u6807\u51c6\u5316\u7684\u5927\u89c4\u6a21\u6a21\u62df\u7ade\u4ef7\u7cfb\u7edf\u548c\u5927\u89c4\u6a21\u535a\u5f08\u6570\u636e\u96c6\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3a3fa247048cfa9787537e6ede8eccd7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3a3fa247048cfa9787537e6ede8eccd7.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u540d\u79f0\uff1aAIGB: Generative Auto-bidding via Diffusion Modeling<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u4f5c\u8005\uff1aJiayan Guo, Yusen Huo, Zhilin Zhang, Tianyu Wang, Chuan Yu, Jian Xu, Yan Zhang, Bo Zheng<\/section>\n<\/li>\n<li>\n<section>\u53d1\u8868\u4f1a\u8bae\uff1aKDD 2024<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2405.16141<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u80cc\u666f\uff1a\u5728\u7ebf\u5e7f\u544a\u573a\u666f\u4e2d\u7684\u81ea\u52a8\u51fa\u4ef7<\/strong><\/section>\n<section><\/section>\n<section>\u5e7f\u544a\u4e1a\u52a1\u662f\u4e92\u8054\u7f51\u516c\u53f8\u8425\u6536\u7684\u4e00\u9879\u91cd\u8981\u6765\u6e90\u3002\u4ec5\u5728 2023 \u5e74\uff0c\u5728\u7ebf\u5e7f\u544a\u5e02\u573a\u7684\u89c4\u6a21\u5c31\u8fbe\u5230\u4e86 6268 \u4ebf\u7f8e\u5143\u3002\u5728\u7ebf\u5e7f\u544a\u5f80\u5f80\u662f\u901a\u8fc7\u6d41\u91cf\u62cd\u5356\u7684\u65b9\u5f0f\u8fdb\u884c\u5e7f\u544a\u6295\u653e\u3002\u5e7f\u544a\u4e3b\u9700\u8981\u8bbe\u5b9a\u5408\u7406\u7684\u51fa\u4ef7\u4ece\u800c\u7ade\u5f97\u6d41\u91cf\u3002\u8fd1\u5e74\u6765\uff0c\u81ea\u52a8\u51fa\u4ef7\uff08Auto-Bidding\uff09\u6280\u672f\u5df2\u6210\u4e3a\u63a8\u52a8\u5e7f\u544a\u5e02\u573a\u6301\u7eed\u589e\u957f\u7684\u5173\u952e\u56e0\u7d20\u3002\u76f8\u6bd4\u4e8e\u4f20\u7edf\u7684\u624b\u52a8\u51fa\u4ef7\uff0c\u81ea\u52a8\u51fa\u4ef7\u5145\u5206\u8003\u8651\u4e86\u7ebf\u4e0a\u6d41\u91cf\u5206\u5e03\u3001\u7ade\u4ef7\u73af\u5883\u3001\u9884\u7b97\u4ee5\u53ca\u5404\u79cd\u9650\u5236\u56e0\u7d20\uff0c\u5728\u4e3a\u5e7f\u544a\u4e3b\u5e26\u6765\u4e86\u66f4\u591a\u4ef7\u503c\u7684\u540c\u65f6\uff0c\u4fc3\u8fdb\u4e86\u5e73\u53f0\u4e1a\u52a1\u7684\u589e\u957f\u3002\u4e00\u79cd\u5178\u578b\u7684\u81ea\u52a8\u51fa\u4ef7\u76ee\u6807\u662f\u5728\u7ed9\u5b9a\u9884\u7b97\u53ca\u5176\u4ed6\u7ea6\u675f\u7684\u6761\u4ef6\u4e0b\u6700\u5927\u5316\u5e7f\u544a\u4e3b\u7684\u6d41\u91cf\u4ef7\u503c\u3002\u5178\u578b\u7684\u81ea\u52a8\u51fa\u4ef7\u4efb\u52a1\u5305\u62ec\u7ed9\u5b9a\u9884\u7b97\u4e0b\u7684\u6700\u5927\u5316\u62ff\u91cf\u4efb\u52a1 Max-Return\uff0c\u4ee5\u53ca\u7ed9\u5b9a\u9884\u7b97\u548c ROI \u7ea6\u675f\u7684\u6700\u5927\u5316\u62ff\u91cf\u4efb\u52a1 Target Roas \u7b49\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u8df5\u4e2d\uff0c\u81ea\u52a8\u51fa\u4ef7\u7684\u4f18\u5316\u95ee\u9898\u4e00\u822c\u4f1a\u88ab\u770b\u4f5c\u4e00\u4e2a\u5e8f\u5217\u51b3\u7b56\u95ee\u9898\uff0c\u51fa\u4ef7\u6a21\u578b\u5728\u6574\u4e2a\u6295\u653e\u5468\u671f\uff08\u901a\u5e38\u4e3a 1 \u5929\uff09\u5185\u968f\u7740\u6d41\u91cf\u548c\u7ade\u4ef7\u60c5\u51b5\u7684\u53d8\u5316\u52a8\u6001\u8c03\u6574\u51fa\u4ef7\u53c2\u6570\u4ece\u800c\u4f18\u5316\u6574\u4f53\u6548\u679c\u3002\u6a21\u578b\u9700\u8981\u5177\u5907\u4e00\u5b9a\u7684\u5168\u5c40\u89c6\u89d2\uff0c\u8fdb\u884c\u6574\u4f53\u89c4\u5212\u548c\u51b3\u7b56\u3002\u5bf9\u4e8e\u5e8f\u5217\u51b3\u7b56\u95ee\u9898\uff0c\u4e00\u79cd\u88ab\u4e1a\u754c\u5e7f\u6cdb\u91c7\u7528\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u3002RL \u65b9\u6cd5\u53ef\u4ee5\u901a\u8fc7\u4e0d\u65ad\u548c\u73af\u5883\u4ea4\u4e92\u5bfb\u4f18\uff0c\u4ece\u800c\u4e0d\u65ad\u63d0\u5347\u7b56\u7565\u6548\u679c\u3002RL \u4e5f\u662f\u76ee\u524d\u4e00\u79cd\u4e3b\u6d41\u7684 Bidding \u89e3\u51b3\u65b9\u6cd5\u3002\u4f46\u662f\u8fd9\u79cd\u65b9\u6cd5\u7531\u4e8e\u5b58\u5728\u4e00\u5b9a\u7684\u5185\u751f\u6027\u7f3a\u9677\uff08\u4ef7\u503c\u51fd\u6570\u9884\u4f30\u548c\u81ea\u4e3e\u6cd5\u5bfc\u81f4\u7684\u8bad\u7ec3\u4e0d\u7a33\u5b9a\uff09\uff0c\u4e0d\u64c5\u957f\u5904\u7406 Bidding \u9762\u4e34\u7684\u957f\u5e8f\u5217\u51b3\u7b56\u95ee\u9898\uff0c\u5bb9\u6613\u51fa\u73b0\u8bad\u7ec3\u6548\u679c\u5dee\u7684\u95ee\u9898\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u671f\u5f85\u901a\u8fc7\u7b97\u6cd5\u8303\u5f0f\u7684\u5347\u7ea7\u6765\u63d0\u5347 Biding \u6a21\u578b\u7684\u7ebf\u4e0a\u6548\u679c\u3002<\/section>\n<section><\/section>\n<section><strong>\u751f\u6210\u5f0f\u6a21\u578b\u52a9\u529b Bidding \u8303\u5f0f\u5347\u7ea7<\/strong><\/section>\n<section><\/section>\n<section>\u751f\u6210\u5f0f\u6a21\u578b\u8fd1\u5e74\u6765\u5f97\u5230\u4e86\u8fc5\u901f\u7684\u53d1\u5c55\uff0c\u5728\u56fe\u50cf\u751f\u6210\u3001\u6587\u672c\u751f\u6210\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u91cd\u5927\u7a81\u7834\u3002\u76ee\u524d\u6700\u65b0\u7684\u751f\u6210\u5f0f\u6a21\u578b\u5728\u5206\u5e03\u62df\u5408\u4ee5\u53ca\u76f8\u5173\u6027\u5173\u8054\u7b49\u65b9\u9762\u663e\u8457\u5730\u4f18\u4e8e\u6d45\u5c42\u795e\u7ecf\u7f51\u7edc\u3002\u5de5\u4e1a\u754c Bidding \u7b56\u7565\u4f18\u5316\u7684\u6838\u5fc3\u662f\u57fa\u4e8e\u5386\u53f2\u7684 Bidding \u6570\u636e\uff0c\u901a\u8fc7\u6a21\u578b\u6316\u6398\u7b56\u7565\u4e0e\u6548\u679c\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u4ece\u5bf9\u7b56\u7565\u8fdb\u884c\u4f18\u5316\uff0c\u662f\u751f\u6210\u5f0f\u6a21\u578b\u843d\u5730\u7684\u4e00\u4e2a\u8f83\u4e3a\u7406\u60f3\u73af\u5883\u3002\u57fa\u4e8e\u8fd9\u4e00\u6d1e\u5bdf\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 AIGB\uff08AI-Generated Bidding\uff09\u89e3\u51b3\u65b9\u6848\u3002AIGB \u662f\u4e00\u79cd\u57fa\u4e8e\u751f\u6210\u5f0f\u6a21\u578b\uff08Transformer\u3001Diffusion Model \u7b49\uff09\u7684\u51fa\u4ef7\u95ee\u9898\u89e3\u51b3\u65b9\u6848\u6846\u67b6\u3002\u4e0e\u4ee5\u5f80\u89e3\u51b3\u5e8f\u5217\u51b3\u7b56\u95ee\u9898\u7684 RL \u601d\u8def\u4e0d\u540c\uff0cAIGB \u5c06 Auto-Bidding \u89c6\u4e3a\u4e00\u4e2a\u7b56\u7565\u751f\u6210\u95ee\u9898\uff0c\u901a\u8fc7\u751f\u6210\u6a21\u578b\u5f3a\u5927\u7684\u7279\u5f81\u5173\u8054\u4ee5\u53ca\u5206\u5e03\u62df\u5408\u80fd\u529b\uff0c\u76f4\u63a5\u6355\u6349\u5386\u53f2 Bidding \u6570\u636e\u96c6\u4e2d\u4f18\u5316\u76ee\u6807\u548c\u51fa\u4ef7\u7b56\u7565\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u4ece\u800c\u4f18\u5316\u7b56\u7565\u3002\u76f8\u6bd4\u4e8e RL \u65b9\u6cd5\uff0c\u8fd9\u79cd\u65b0\u7684\u5efa\u6a21\u8303\u5f0f\u907f\u514d\u4e86\u4ef7\u503c\u51fd\u6570\u9884\u4f30\u548c\u81ea\u4e3e\u6cd5\u6240\u6240\u9020\u6210\u7684\u8bef\u5dee\uff0c\u5c24\u5176\u64c5\u957f\u5904\u7406 Bidding \u6240\u9762\u5bf9\u7684\u957f\u5e8f\u5217\u7a00\u758f\u56de\u62a5\u7684\u95ee\u9898\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d7baf404bced68783f368c08998e64a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d7baf404bced68783f368c08998e64a7.png\"><\/a><\/section>\n<section><em><sup>\u56fe 1\uff1a\u56fe\u5de6\u5386\u53f2\u6295\u653e\u8f68\u8ff9\u4e2d\uff0c\u989c\u8272\u6df1\u6d45\u4ee3\u8868\u8ba1\u5212 return \u7684\u4e0d\u540c\u3002\u53f3\u56fe\u4e3a AIGB \u6a21\u578b\u6839\u636e\u4e0d\u540c\u9700\u6c42\u751f\u6210\u7684\u65b0\u7b56\u7565\u3002\u6574\u4e2a\u6a21\u578b\u770b\u4f5c\u4e00\u4e2a\u5206\u5e03\u5904\u7406 pipeline\uff0c\u8f93\u5165\u5386\u53f2\u975e\u6700\u4f18\u4f46\u5b58\u5728\u6709\u6548\u4fe1\u606f\u7684\u5e7f\u544a\u6295\u653e\u8f68\u8ff9\uff0c\u8f93\u51fa\u7b26\u5408\u4f18\u5316\u76ee\u6807\u7684\u65b0\u7b56\u7565\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u56fe 1 \u76f4\u89c2\u5730\u5c55\u793a\u4e86\u751f\u6210\u5f0f\u51fa\u4ef7\uff08AIGB\uff09\u6a21\u578b\u7684\u6d41\u7a0b\u3002\u6211\u4eec\u5c06\u51fa\u4ef7\u3001\u4f18\u5316\u76ee\u6807\u548c\u7ea6\u675f\u7b49\u5177\u5907\u76f8\u5173\u6027\u7684\u6307\u6807\u89c6\u4e3a\u4e00\u4e2a\u6709\u4e00\u5b9a\u89c4\u5f8b\u7684\u6570\u636e\u5206\u5e03\u3002\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u751f\u6210\u6a21\u578b\u5bf9\u8fd9\u4e00\u6570\u636e\u5206\u5e03\u8fdb\u884c\u6570\u636e\u6316\u6398\u5bfb\u4f18\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u81ea\u52a8\u5b66\u4e60\u51fa\u4ef7\u7b56\u7565\u3001\u72b6\u6001\u95f4\u8f6c\u79fb\u6982\u7387\u3001\u4f18\u5316\u76ee\u6807\u548c\u7ea6\u675f\u9879\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u3002\u5728\u7ebf\u4e0a\u63a8\u65ad\u9636\u6bb5\uff0c\u751f\u6210\u5f0f\u6a21\u578b\u53ef\u4ee5\u57fa\u4e8e\u7ea6\u675f\u548c\u4f18\u5316\u76ee\u6807\uff0c\u4ee5\u7b26\u5408\u5206\u5e03\u89c4\u5f8b\u7684\u65b9\u5f0f\u8f93\u51fa\u51fa\u4ef7\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u7406\u8bba\u4e0a\uff0cAIGB \u8303\u5f0f\u53ef\u4ee5\u517c\u5bb9\u591a\u79cd\u751f\u6210\u6a21\u578b\u3002\u76ee\u524d\u5e38\u7528\u7684\u751f\u6210\u5f0f\u6a21\u578b\u5305\u62ec Transformer\u3001Diffusion Model \u7b49\u3002\u4f46\u4e0d\u540c\u7684\u6a21\u578b\u4fa7\u91cd\u70b9\u4e0d\u540c\uff0c\u4f8b\u5982\uff0cTransformer \u6a21\u578b\u4e3b\u8981\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u80fd\u591f\u5bf9\u6837\u672c\u4e2d\u8de8\u65f6\u5e8f\u548c\u5206\u5c42\u4fe1\u606f\u8fdb\u884c\u63d0\u53d6\u548c\u5173\u8054\uff0c\u64c5\u957f\u8fdb\u884c\u81ea\u56de\u5f52\u5904\u7406\u3002\u800c Diffusion Model \u5219\u7f13\u6162\u5730\u5c06\u968f\u673a\u566a\u58f0\u6dfb\u52a0\u5230\u6570\u636e\u4e2d\uff0c\u7136\u540e\u5b66\u4e60\u9006\u5411\u6269\u6563\u8fc7\u7a0b\u4ee5\u4ece\u566a\u58f0\u4e2d\u6784\u9020\u6240\u9700\u7684\u6570\u636e\u6837\u672c\u3002\u52a0\u566a\u548c\u53bb\u566a\u7684\u8fc7\u7a0b\u53ef\u4ee5\u7c7b\u6bd4\u4e3a\u662f\u628a\u7279\u5f81\u7528\u9a6c\u8d5b\u514b\u906e\u4f4f\u7136\u540e\u518d\u8fd8\u539f\u7684\u8fc7\u7a0b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u53ef\u4ee5\u4ece\u7ec6\u8282\u5230\u6574\u4f53\u6355\u6349\u591a\u4e2a\u5c42\u6b21\u7684\u76f8\u5173\u6027\uff0c\u4ece\u800c\u63d0\u53d6\u51fa\u66f4\u591a\u7684\u6709\u6548\u4fe1\u606f\uff0c\u66f4\u64c5\u957f\u8fdb\u884c\u5206\u5e03\u5efa\u6a21\u3002\u56e0\u6b64\uff0c\u57fa\u4e8e\u4e0d\u540c\u7684\u751f\u6210\u6a21\u578b\u7279\u70b9\uff0c\u53ef\u4ee5\u6784\u5efa\u51fa\u4e0d\u540c\u7684\u5efa\u6a21\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section><strong>DiffBid\uff1a\u57fa\u4e8e\u6269\u6563\u6a21\u578b\uff08Diffusion Model\uff09\u7684 AIGB<\/strong><\/section>\n<section><\/section>\n<section>\u5728 AIGB \u6846\u67b6\u4e0b\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u65b9\u6848 DiffBid\u3002DiffBid \u7531\u89c4\u5212\u6a21\u5757\u548c\u63a7\u5236\u6a21\u5757\u7ec4\u6210\u3002\u5bf9\u4e8e\u89c4\u5212\u6a21\u5757\uff0c\u6211\u4eec\u9996\u5148\u5c06\u4e00\u4e2a\u5b8c\u6574\u6295\u653e\u5468\u671f\u5185\u5e7f\u544a\u4e3b\u5269\u4f59\u9884\u7b97\u3001\u6d88\u8017\u901f\u7387\u3001ROI\u3001\u6d41\u91cf\u4ef7\u503c\u7b49\u51fa\u4ef7\u76f8\u5173\u72b6\u6001\u4fe1\u606f\u968f\u7740\u65f6\u95f4\u4e0d\u65ad\u53d8\u5316\u7684\u8fc7\u7a0b\u770b\u4f5c\u4e00\u6761 Bidding \u8f68\u8ff9\uff0c\u7136\u540e\u5229\u7528\u6269\u6563\u6a21\u578b\u5bf9\u5386\u53f2\u6570\u636e\u96c6\u4e2d\u7684\u6d77\u91cf Bidding \u8f68\u8ff9\u5e8f\u5217\u8fdb\u884c\u5efa\u6a21\uff08\u56fe 2\uff09\uff0c\u4ee5\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\u7684\u65b9\u5f0f\u62df\u5408\u8f68\u8ff9\u6570\u636e\u4e2d\u7684\u5206\u5e03\u7279\u5f81\u3002\u56e0\u6b64\uff0cDiffBid \u53ef\u4ee5\u57fa\u4e8e\u7ed9\u5b9a\u76ee\u6807\u89c4\u5212\u51fa\u5bf9\u5e94\u7684\u51fa\u4ef7\u8f68\u8ff9\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0cDiffBid \u4f1a\u518d\u5229\u7528\u4e00\u4e2a\u9006\u52a8\u529b\u5b66\u63a7\u5236\u6a21\u578b\u6839\u636e\u73af\u5883\u7684\u53d8\u5316\u5c3d\u53ef\u80fd\u903c\u8fd1\u89c4\u5212\u8f68\u8ff9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f1a8740ee3b7d578d33ddd27a3bcb0bc.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f1a8740ee3b7d578d33ddd27a3bcb0bc.gif\"><\/a><\/section>\n<section><em><sup>\u56fe 2\uff1a\u5de6\u4e3a\u6b63\u5411\u8fc7\u7a0b\uff0c\u53f3\u4e3a\u53cd\u5411\u8fc7\u7a0b\u3002DiffBid \u6b63\u5411\u4e0e\u53cd\u5411\u8fc7\u7a0b\u793a\u4f8b\uff0c\u5bf9\u4e8e\u4e00\u6761\u7531\u5269\u4f59\u9884\u7b97\u5e8f\u5217\u8f68\u8ff9\uff0c\u6b63\u5411\u8fc7\u7a0b\u4e0d\u65ad\u52a0\u5165\u566a\u58f0\uff0c\u7834\u574f\u5176\u6709\u6548\u4fe1\u606f\uff0c\u7136\u540e\u53cd\u5411\u8fc7\u7a0b\u751f\u6210\u65b0\u7684\u8f68\u8ff9\uff0c\u6700\u5927\u9650\u5ea6\u5c06\u8fd9\u90e8\u5206\u4e22\u5931\u7684\u4fe1\u606f\u8fd8\u539f\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u8fd1\u4e00\u5e74\u591a\u7684\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u901a\u8fc7\u591a\u8f6e\u7ebf\u4e0a\u5b9e\u9a8c\uff0c\u53cd\u590d\u9a8c\u8bc1\u4e86 DiffBid \u7684\u6548\u679c\u3002\u622a\u6b62\u76ee\u524d\uff0cDiffBid \u5df2\u7ecf\u591a\u4e2a\u573a\u666f\u7684\u5b9e\u9a8c\u4e2d\u76f8\u6bd4\u4e8e\u4f20\u7edf\u7684 RL \u65b9\u6cd5\u4ea7\u751f\u4e86\u663e\u8457\u7684\u6b63\u5411\u6548\u679c\u3002\u5176\u4e2d\u5728\u67d0\u573a\u666f Max-Return \u4efb\u52a1\u4e2d\uff0c\u4ea7\u751f\u4e86 GMV+3.6% \u7684\u7ed3\u679c\u3002\u5728 Target Roas \u4efb\u52a1\u4e2d\uff0c\u5728\u4fdd\u8bc1\u6574\u4f53 ROI \u6ee1\u8db3\u8981\u6c42\u7684\u60c5\u51b5\u4e0b\u53d6\u5f97\u4e86 GMV+5.0% \u7684\u7ed3\u679c\u3002\u7279\u522b\u5728 Target Roas \u4e2d\uff0c\u7531\u4e8e ROI \u53cd\u9988\u7a00\u758f\u4e14\u6ede\u540e\uff0cRL \u65b9\u6cd5\u8bad\u7ec3\u96be\u5ea6\u8f83\u5927\uff0c\u800c DiffBid \u53d7\u5f71\u54cd\u8f83\u5c0f\u3002\u56e0\u6b64\uff0cDiffBid \u65e2\u4e3a\u5e7f\u544a\u4e3b\u5e26\u6765\u66f4\u591a\u6536\u76ca\uff0c\u53c8\u5f88\u597d\u4fdd\u969c\u4e86\u5e7f\u544a\u4e3b\u7684 ROI\u3002<\/section>\n<section><\/section>\n<section>\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u4eec\u901a\u8fc7\u8fdb\u4e00\u6b65\u5206\u6790\uff0c\u53d1\u73b0 DiffBid \u6a21\u578b\u5728\u63d0\u6548\u7684\u540c\u65f6\uff0c\u8fd8\u80fd\u591f\u5bf9\u5b9e\u9645\u6295\u653e\u8f68\u8ff9\u4ea7\u751f\u4e00\u5b9a\u7684\u5e73\u6ed1\u6027\u4f18\u5316\uff08\u56fe 3\uff09\uff0c\u5728 DiffBid \u7b56\u7565\u751f\u6548\u540e\uff0c\u6295\u653e\u8f68\u8ff9\u7684\u5f02\u5e38\u72b6\u6001\u663e\u8457\u51cf\u5c11\uff0c\u632f\u8361\u6027\u663e\u8457\u964d\u4f4e\uff0c\u4e0e\u6b64\u540c\u65f6\u51cf\u5c11\u8fc7\u5feb\u6d88\u8017\u7684\u73b0\u8c61\u3002\u5e7f\u544a\u4e3b\u7684\u6295\u653e\u4f53\u9a8c\u4e5f\u56e0\u6b64\u5f97\u5230\u6539\u5584\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5eb1958ffaf2775fd7a39eb6fd1b5ce8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5eb1958ffaf2775fd7a39eb6fd1b5ce8.png\"><\/a><\/p>\n<section><em><sup>\u56fe 3\uff1a\u771f\u5b9e\u7ebf\u4e0a\u5269\u4f59\u9884\u7b97\u6563\u70b9\u56fe\u3002\u6a2a\u8f74\u4e3a\u5269\u4f59\u65f6\u95f4\uff0c\u7eb5\u8f74\u4e3a\u5269\u4f59\u9884\u7b97\u3002\u8d8a\u5206\u6563\u4ee3\u8868\u6d88\u8017\u8d8a\u632f\u8361\uff0c\u6295\u653e\u5e73\u6ed1\u6027\u8d8a\u5dee\u3002\u6b64\u5916\u5728\u56fe a \u4e2d\uff0c\u5b58\u5728\u5927\u91cf\u63d0\u524d\u6d88\u8017\u5b8c\u6bd5\u7684\u6295\u653e\u8f68\u8ff9\u3002\u8fd9\u90e8\u5206\u8f68\u8ff9\u53ef\u80fd\u4f1a\u7531\u4e8e\u9519\u8fc7\u4e00\u90e8\u5206\u665a\u4e0a\u7684\u9ad8\u6027\u4ef7\u6bd4\u6d41\u91cf\u5bfc\u81f4\u6548\u679c\u4e0b\u8dcc\u3002\u800c DiffBid \u53ef\u4ee5\u660e\u663e\u51cf\u5c11\u8fd9\u79cd\u95ee\u9898<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u9664\u4e86\u5b9e\u9645\u7ebf\u4e0a\u6548\u679c\u7684\u4f18\u52bf\u5916\uff0c\u76f8\u6bd4\u4e8e\u5176\u4ed6\u65b9\u6cd5\uff0cDiffBid \u8fd8\u5177\u6709\u5176\u4ed6\u4e24\u65b9\u9762\u7684\u4f18\u52bf\u3002\u9996\u5148\uff0c\u76f8\u6bd4\u4e8e\u901a\u8fc7\u7aef\u5230\u7aef\u65b9\u6cd5\u76f4\u63a5\u8f93\u51fa Bidding \u4fe1\u606f\uff0cDiffBid \u751f\u6210\u7684\u8f68\u8ff9\u4fe1\u606f\u5177\u6709\u66f4\u597d\u7684\u53ef\u89e3\u91ca\u6027\uff08\u56fe 4\uff09\u3002\u6709\u52a9\u4e8e\u6211\u4eec\u5bf9\u6a21\u578b\u6548\u679c\u8fdb\u884c\u66f4\u597d\u7684\u8bc4\u4f30\uff0c\u4ece\u800c\u52a9\u529b\u4f18\u5316\u5de5\u4f5c\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u89c2\u5bdf\u6a21\u578b\u89c4\u5212\u51fa\u7684\u8f68\u8ff9\u548c\u5b9e\u9645\u7ebf\u4e0a\u7684\u8f68\u8ff9\uff0c\u5982\u679c\u51fa\u73b0\u89c4\u5212\u51fa\u7684\u6700\u7ec8\u5269\u4f59\u9884\u7b97\u4e0d\u4e3a 0 \u7684\u60c5\u51b5\u8bf4\u660e\u6a21\u578b\u5e76\u672a\u80fd\u6709\u6548\u5229\u7528\u6240\u6709\u9884\u7b97\u3002\u5982\u679c\u89c4\u5212\u8f68\u8ff9\u4e0e\u5b9e\u9645\u8f68\u8ff9\u5dee\u8ddd\u8f83\u5927\uff0c\u5219\u8bf4\u660e\u9006\u52a8\u529b\u5b66\u63a7\u5236\u6a21\u578b\u81ea\u9002\u5e94\u80fd\u529b\u8f83\u5dee\u3002\u5728\u5b9a\u4f4d\u95ee\u9898\u4e4b\u540e\uff0c\u53ef\u4ee5\u8f83\u4e3a\u65b9\u4fbf\u5730\u8fdb\u884c\u9488\u5bf9\u6027\u4f18\u5316\u3002\u5176\u6b21\uff0cDiffBid \u5bf9\u591a\u76ee\u6807\u7684\u517c\u5bb9\u80fd\u529b\u66f4\u5f3a\uff0c\u4e0e\u6b64\u540c\u65f6\u652f\u6301\u5728\u8bad\u7ec3\u5b8c\u6210\u540e\u5bf9\u76ee\u6807\u8fdb\u884c\u8c03\u6574\u4ece\u800c\u4f18\u5316\u89c4\u5212\u8f68\u8ff9\u3002\u57fa\u4e8e\u8fd9\u4e00\u7279\u70b9\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u4e3a\u65b9\u4fbf\u5730\u52a0\u5165\u4e00\u4e9b\u5c06\u4e1a\u52a1\u903b\u8f91\u6307\u6807\u4f5c\u4e3a\u4f18\u5316\u76ee\u6807\uff0c\u4e0e Bidding \u6a21\u578b\u66f4\u597d\u5730\u7ed3\u5408\u8d77\u6765\u3002\u4f8b\u5982\uff0c\u5728 Max-Return \u4efb\u52a1\u4f18\u5316\u7684\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u4ee5\u5c06\u9884\u7b97\u4f7f\u7528\u7387\u5408\u5e76\u8fdb\u5165\u76ee\u6807\u4e2d\uff0c\u540c\u65f6\u4fdd\u8bc1 GMV \u548c\u9884\u7b97\u4f7f\u7528\u7387\u5f97\u5230\u4f18\u5316\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a314946f13f4216d8512ecc3d67f363d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a314946f13f4216d8512ecc3d67f363d.png\"><\/a><\/section>\n<section><em><sup>\u56fe 4\uff1a\u6a2a\u5750\u6807\u8f74\u8868\u793a\u65f6\u95f4\uff0c\u7eb5\u5750\u6807\u8868\u793a\u5269\u4f59\u9884\u7b97\u548c\u4f46\u65f6\u95f4\u6b65\u6d88\u8017\u3002\u7070\u8272\u66f2\u7ebf \/ \u67f1\u5b50\u4e3a\u6700\u4f18\u8f68\u8ff9\u5269\u4f59\u9884\u7b97\u66f2\u7ebf \/ \u6d88\u8017\u3002\u7ea2\u8272\u8868\u793a\u4e0d\u540c\u4f18\u5316\u76ee\u6807\u6240\u5bf9\u5e94\u7684\u89c4\u5212\u8f68\u8ff9\u66f2\u7ebf\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u968f\u7740\u76ee\u6807 Return \u53d8\u5927\uff0c\u6a21\u578b\u89c4\u5212\u4f1a\u9010\u6b65\u903c\u8fd1\u6700\u4f18\u8f68\u8ff9\u3002\u8bc1\u660e\u6a21\u578b\u5b66\u5230\u4e86\u5408\u7406\u7684\u4e1a\u52a1\u903b\u8f91\u548c\u4f18\u5316\u63aa\u65bd<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u76ee\u524d DiffBid \u5728\u963f\u91cc\u5988\u5988\u5e7f\u544a\u573a\u666f\u4e2d\u5927\u89c4\u6a21\u5546\u4e1a\u5316\u843d\u5730\uff0c\u52a9\u529b\u53cc\u5341\u4e00\uff0c\u4e3a\u5e7f\u544a\u4e3b\u8d4b\u80fd\u3002\u6b64\u5916\uff0c\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u7279\u70b9\uff0cDiffBid \u4e0b\u53ef\u5ef6\u5c55\u6027\u548c\u591a\u76ee\u6807\u80fd\u529b\u4f1a\u663e\u8457\u5f3a\u4e8e\u4f20\u7edf\u6a21\u578b\uff0c\u8fd9\u79cd\u7279\u70b9\u5c06\u4f1a\u4e3a\u672a\u6765\u7684 Bidding \u4f18\u5316\u548c\u4ea7\u54c1\u5efa\u8bbe\u5e26\u6765\u5e2e\u52a9\u3002<\/section>\n<section><\/section>\n<section><strong>\u5c55\u671b<\/strong><\/section>\n<section><\/section>\n<section>\u9664\u4e86\u5df2\u7ecf\u5c55\u73b0\u51fa\u6765\u7684\u8bf8\u591a\u4f18\u52bf\u4e4b\u5916\uff0cAIGB \u6846\u67b6\u7684\u5f00\u653e\u6027\u4e5f\u80fd\u591f\u517c\u5bb9\u8bf8\u591a\u4e0d\u540c\u7684\u65b9\u6848\u8bbe\u8ba1\u3002\u5728\u963f\u91cc\u5988\u5988\u521a\u521a\u4e3e\u529e\u7684\u00a0<a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=Mzg5NTk4MDMwMA==&amp;mid=2247493513&amp;idx=2&amp;sn=ae440120c108b64f4db5b924cd043afc&amp;token=631964820&amp;lang=zh_CN&amp;scene=21#wechat_redirect\" target=\"_blank\">NeurIPS 2024\uff1a\u5927\u89c4\u6a21\u62cd\u5356\u4e2d\u7684\u81ea\u52a8\u51fa\u4ef7\u6bd4\u8d5b<\/a>\u4e2d\uff0c\u9009\u624b\u4eec\u57fa\u4e8e\u4e0d\u540c\u7684\u57fa\u7840\u751f\u6210\u6a21\u578b\uff0c\u63d0\u51fa\u4e86\u4e00\u6279\u4e0d\u540c\u4e8e DiffBid \u7684 AIGB \u89e3\u51b3\u65b9\u6848\uff0c\u8ff8\u53d1\u51fa\u8bf8\u591a\u4eae\u70b9\u3002\u5176\u4e2d\u6709\u7684\u9009\u624b\u5145\u5206\u5229\u7528\u4e86 Transformer \u7684\u4f18\u52bf\uff0c\u901a\u8fc7\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u9884\u6d4b\u7ed9\u5b9a\u4f18\u5316\u76ee\u6807\u7684\u51fa\u4ef7\u4fe1\u606f\u3002\u6709\u7684\u9009\u624b\u63d0\u51fa Transformer \u5168\u5c40\u89c4\u5212\u6a21\u578b\u4e0e bidding \u5c0f\u6a21\u578b\u7ed3\u5408\u7684\u51fa\u4ef7\u65b9\u6848\u3002\u4e5f\u6709\u57fa\u4e8e Diffusion \u6a21\u578b\u76f4\u63a5\u8fdb\u884c\u51fa\u4ef7\u7684\u65b9\u6848\u3002\u8fd9\u4e9b\u65b9\u6848\u5747\u5728\u4e0d\u540c\u7a0b\u5ea6\u4e0a\u5c55\u793a\u51fa\u4e86\u4f18\u52bf\uff0c\u4e3a\u672a\u6765 AIGB \u7684\u8fdb\u4e00\u6b65\u8fed\u4ee3\u63d0\u4f9b\u4e86\u542f\u53d1\u3002\u4f46\u662f\uff0c\u6211\u4eec\u76f8\u4fe1\u8fd9\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5f00\u59cb\u3002\u672a\u6765\u968f\u7740\u6280\u672f\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\uff0c\u66f4\u591a\u7684 AIGB \u65b9\u6848\u6d8c\u73b0\u51fa\u6765\uff0c\u4ece\u800c\u4ee5\u5b8c\u5168\u4e0d\u540c\u7684\u65b9\u5f0f\u91cd\u6784\u81ea\u52a8\u51fa\u4ef7\u7684\u6280\u672f\u4f53\u7cfb\u3002\u963f\u91cc\u5988\u5988\u6c89\u6dc0\u4e86\u4ebf\u7ea7\u5e7f\u544a\u6295\u653e\u8f68\u8ff9\u6570\u636e\uff0c\u662f\u4e1a\u754c\u4e3a\u6570\u4e0d\u591a\u5177\u5907\u8d85\u5927\u89c4\u6a21\u51b3\u7b56\u7c7b\u6570\u636e\u8d44\u6e90\u50a8\u5907\u7684\u5e73\u53f0\u3002\u8fd9\u4e9b\u6d77\u91cf\u6570\u636e\u8d44\u6e90\u53ef\u4ee5\u6210\u4e3a\u8425\u9500\u51b3\u7b56\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u6709\u529b\u4fdd\u8bc1\uff0c\u4ece\u800c\u63a8\u52a8 AIGB \u6280\u672f\u7684\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u671f\u5f85\u540e\u7eed\u6709\u673a\u4f1a\u4e0e\u5927\u5bb6\u5206\u4eab\u548c\u4ea4\u6d41\u6211\u4eec\u7684\u8fdb\u5c55\u4e0e\u5b9e\u8df5\u3002<\/section>\n<section><\/section>\n<section><strong>\u9080\u8bf7\u51fd | NeurIPS 2024 Competition Workshop\uff1aAuto-Bidding in Large-Scale Auctions<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-eca7a5a9e3885cd198b0b92c7f2b11a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-eca7a5a9e3885cd198b0b92c7f2b11a2.png\"><\/a><\/p>\n<section><strong>12 \u6708 14 \u65e5\uff0c\u963f\u91cc\u5988\u5988\u5c06\u5728 NeurIPS 2024 \u4f1a\u8bae\u73b0\u573a\u7ec4 Workshop\uff1a\u5927\u89c4\u6a21\u62cd\u5356\u4e2d\u7684\u81ea\u52a8\u51fa\u4ef7\uff08Auto-Bidding in Large-Scale Auctions\uff09\u3002<\/strong>\u6211\u4eec\u9080\u8bf7\u4e86\u6765\u81ea\u8c37\u6b4c\u3001\u4e9a\u9a6c\u900a\u3001\u666e\u6e21\u5927\u5b66\u548c\u963f\u91cc\u5988\u5988\u7684\u5b66\u754c\u548c\u5de5\u4e1a\u754c\u5609\u5bbe\uff0c\u4ee5\u53ca\u672c\u5c4a\u8d5b\u4e8b\u83b7\u5956\u56e2\u961f\u4ee3\u8868\uff0c\u56f4\u7ed5\u51b3\u7b56\u667a\u80fd\u9886\u57df\u7684\u6700\u524d\u6cbf\u6280\u672f\u8fdb\u884c\u5206\u4eab\u548c\u4ea4\u6d41\u3002\u540c\u65f6\u963f\u91cc\u5988\u5988\u4e5f\u5c06\u6b63\u5f0f\u5f00\u6e90\u4e16\u754c\u9996\u4e2a\u6807\u51c6\u5316\u7684\u5927\u89c4\u6a21\u7ade\u4ef7\u7cfb\u7edf\u548c\u5927\u89c4\u6a21\u535a\u5f08\u6570\u636e\u96c6\u3002\u671f\u5f85\u4e0e\u5927\u5bb6\u73b0\u573a\u4ea4\u6d41\uff5e<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-67879f05867afe5d07176ab8fa560cfd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-67879f05867afe5d07176ab8fa560cfd.png\"><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-04-9\" target=\"_blank\">\u963f\u91cc\u5988\u5988\u9996\u63d0AIGB\u5e76\u5b9e\u73b0\u5927\u89c4\u6a21\u5546\u4e1a\u5316\u843d\u5730\uff0c\u5c06\u5728NeurIPS 2024\u6b63\u5f0f\u5f00\u6e90Benchmark<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u963f\u91cc\u5988\u5988\u9996\u63d0AIGB\u5e76 [&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 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[68,66],"class_list":["post-36985","post","type-post","status-publish","format-standard","hentry","category-news","tag-68","tag-66"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u963f\u91cc\u5988\u5988\u9996\u63d0AIGB\u5e76\u5b9e\u73b0\u5927\u89c4\u6a21\u5546\u4e1a\u5316\u843d\u5730\uff0c\u5c06\u5728NeurIPS 2024\u6b63\u5f0f\u5f00\u6e90Benchmark - \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=36985\" \/>\n<script type=\"application\/ld+json\" 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