{"id":34323,"date":"2024-12-04T14:56:34","date_gmt":"2024-12-04T06:56:34","guid":{"rendered":"https:\/\/17aitech.com\/?p=34323"},"modified":"2024-12-04T14:56:34","modified_gmt":"2024-12-04T06:56:34","slug":"icml-2024-spotlight-%e5%9c%a8%e8%a7%a3%e7%a0%81%e4%b8%ad%e9%87%8d%e6%96%b0%e5%af%b9%e9%bd%90%ef%bc%8c%e8%ae%a9%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e6%9b%b4%e5%b0%91%e5%b9%bb%e8%a7%89%e3%80%81","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34323","title":{"rendered":"ICML 2024 Spotlight | \u5728\u89e3\u7801\u4e2d\u91cd\u65b0\u5bf9\u9f50\uff0c\u8ba9\u8bed\u8a00\u6a21\u578b\u66f4\u5c11\u5e7b\u89c9\u3001\u66f4\u7b26\u5408\u4eba\u7c7b\u504f\u597d"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-01-8\" target=\"_blank\">ICML 2024 Spotlight | \u5728\u89e3\u7801\u4e2d\u91cd\u65b0\u5bf9\u9f50\uff0c\u8ba9\u8bed\u8a00\u6a21\u578b\u66f4\u5c11\u5e7b\u89c9\u3001\u66f4\u7b26\u5408\u4eba\u7c7b\u504f\u597d<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0fbd2218676ddeb10a51acbd9d905522.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0fbd2218676ddeb10a51acbd9d905522.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<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u4e00\u7bc7\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\u7814\u7a76\u7684\u8bba\u6587\uff0c\u7531\u745e\u58eb\u3001\u82f1\u56fd\u3001\u548c\u6cd5\u56fd\u7684\u4e09\u6240\u5927\u5b66\u7684\u535a\u58eb\u751f\u548c Google DeepMind \u4ee5\u53ca Google Research \u7684\u7814\u7a76\u4eba\u5458\u5408\u4f5c\u5b8c\u6210\u3002\u5176\u4e2d\uff0c<strong>\u901a\u8baf\u4f5c\u8005 Tianlin Liu \u548c Mathieu Blondel \u5206\u522b\u6765\u81ea\u745e\u58eb\u5df4\u585e\u5c14\u5927\u5b66\u548c Google DeepMind Paris<\/strong>\u3002\u8fd9\u7bc7\u8bba\u6587\u5df2\u88ab ICML-2024 \u63a5\u6536\uff0c\u5e76\u4e14\u5165\u9009\u4e3a spotlight presentation (\u4ec5\u5360\u603b\u6295\u7a3f\u91cf\u7684 3.5%)\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a1320ec100e70ce248c1b04bbe47e44f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a1320ec100e70ce248c1b04bbe47e44f.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/openreview.net\/forum?id=n8g6WMxt09&amp;noteId=E3VVDPVOPZ<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/liutianlin0121\/decoding-time-realignment<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u7814\u7a76\u52a8\u673a<\/strong><\/section>\n<section><\/section>\n<section>\u73b0\u5982\u4eca\uff0c\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u521b\u9020\u4e30\u5bcc\u591a\u6837\u7684\u5185\u5bb9\u3002\u4f46\u6709\u65f6\uff0c\u6211\u4eec\u4e0d\u5e0c\u671b\u8fd9\u4e9b\u6a21\u578b\u300c\u53e3\u65e0\u906e\u62e6\u300d\u3002\u60f3\u8c61\u4e00\u4e0b\uff0c\u5f53\u6211\u4eec\u95ee\u667a\u80fd\u52a9\u624b\u5982\u4f55\u51cf\u538b\u65f6\uff0c\u6211\u4eec\u4e0d\u5e0c\u671b\u5f97\u5230\u300c\u53bb\u559d\u4e2a\u70c2\u9189\u300d\u8fd9\u6837\u7684\u56de\u7b54\u3002\u6211\u4eec\u5e0c\u671b\u6a21\u578b\u7684\u56de\u7b54\u66f4\u52a0\u5f97\u4f53\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u6b63\u662f\u8bed\u8a00\u6a21\u578b\u300c\u5bf9\u9f50\u300d\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002\u901a\u8fc7\u5bf9\u9f50\uff0c\u6211\u4eec\u5e0c\u671b\u6a21\u578b\u7406\u89e3\u54ea\u4e9b\u56de\u7b54\u662f\u597d\u7684\uff0c\u54ea\u4e9b\u662f\u4e0d\u597d\u7684\uff0c\u4ece\u800c\u53ea\u751f\u6210\u6709\u76ca\u7684\u56de\u7b54\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u9f50\u7684\u8bad\u7ec3\u65b9\u6cd5\u6709\u4e24\u4e2a\u5173\u952e\u56e0\u7d20\uff1a\u4eba\u7c7b\u504f\u597d\u5956\u52b1 (human preference reward) \u548c\u6b63\u5219\u5316 (regularization)\u3002\u5956\u52b1\u9f13\u52b1\u6a21\u578b\u63d0\u4f9b\u53d7\u4eba\u7c7b\u6b22\u8fce\u7684\u56de\u7b54\uff0c\u800c\u6b63\u5219\u5316\u786e\u4fdd\u6a21\u578b\u4e0d\u4f1a\u504f\u79bb\u539f\u59cb\u72b6\u6001\u592a\u8fdc\uff0c\u907f\u514d\u8fc7\u62df\u5408\u3002<\/section>\n<section><\/section>\n<section>\u90a3\u4e48\uff0c\u5982\u4f55\u5728\u5bf9\u9f50\u4e2d\u5e73\u8861\u5956\u52b1\u548c\u6b63\u5219\u5316\u5462\uff1f\u4e00\u7bc7\u540d\u4e3a\u300cDecoding-time Realignment of Language Models\u300d\u7684\u8bba\u6587\u63d0\u51fa\u4e86 DeRa \u65b9\u6cd5\u3002<strong>DeRa \u8ba9\u6211\u4eec\u5728\u751f\u6210\u56de\u7b54\u65f6\u8c03\u6574\u5956\u52b1\u548c\u6b63\u5219\u5316\u7684\u6bd4\u91cd\uff0c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff0c\u8282\u7701\u4e86\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u5e76\u63d0\u9ad8\u4e86\u7814\u7a76\u6548\u7387<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bb2\uff0c\u4f5c\u4e3a\u4e00\u79cd\u7528\u4e8e\u89e3\u7801\u5bf9\u9f50\u540e\u7684\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u6cd5\uff0cDeRa \u5177\u6709\u5982\u4e0b\u7279\u70b9\uff1a<\/section>\n<section>\u00a0<\/section>\n<ul>\n<li>\n<section><strong>\u7b80\u5355<\/strong>\uff1aDeRa \u57fa\u4e8e\u4e24\u4e2a\u6a21\u578b\u5728\u539f\u59cb\u8f93\u51fa (logits) \u7a7a\u95f4\u7684\u7684\u63d2\u503c\uff0c\u56e0\u6b64\u5b9e\u73b0\u8d77\u6765\u975e\u5e38\u7b80\u5355\u3002\u00a0<\/section>\n<\/li>\n<li>\n<section><strong>\u7075\u6d3b<\/strong>\uff1a\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7 DeRa\uff0c\u9488\u5bf9\u4e0d\u540c\u9700\u6c42\uff08\u5982\u7528\u6237\u3001\u63d0\u793a\u8bcd\u3001\u548c\u4efb\u52a1\uff09\u7075\u6d3b\u5730\u8c03\u8282\u5bf9\u9f50\u7684\u5f3a\u5ea6\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u8282\u7ea6\u5f00\u9500<\/strong>\uff1a\u901a\u8fc7 DeRa\uff0c\u53ef\u4ee5\u5728\u6a21\u578b\u63a8\u7406 (inference) \u65f6\u8fdb\u884c\u8d85\u53c2\u6570\u641c\u7d22\uff08hyperparameter sweep\uff09\uff0c\u4ece\u800c\u907f\u514d\u91cd\u590d\u8bad\u7ec3\u7684\u8ba1\u7b97\u5f00\u9500\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u65b9\u6cd5\u6982\u89c8<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\u4e2d\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u4f18\u5316\u4eba\u7c7b\u504f\u597d\u7684\u5956\u52b1\uff0c\u540c\u65f6\u4f7f\u7528 KL \u6b63\u5219\u5316\u9879\u4fdd\u6301\u6a21\u578b\u63a5\u8fd1\u5176\u76d1\u7763\u5fae\u8c03\u7684\u521d\u59cb\u72b6\u6001\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c06fbdda3a45c1c926cd88d1185889fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c06fbdda3a45c1c926cd88d1185889fc.png\"><\/a><\/p>\n<section>\u5e73\u8861\u5956\u52b1\u548c\u6b63\u5219\u5316\u7684\u7684\u53c2\u6570 \u03b2 \u81f3\u5173\u91cd\u8981\uff1a\u592a\u5c11\u4f1a\u5bfc\u81f4\u5728\u5956\u52b1\u4e0a\u8fc7\u62df\u5408 (Reward hacking)\uff0c\u592a\u591a\u5219\u4f1a\u6709\u635f\u5bf9\u9f50\u7684\u6210\u6548\u3002<\/section>\n<section><\/section>\n<section>\u90a3\u4e48\uff0c\u5982\u4f55\u9009\u62e9\u8fd9\u4e2a\u7528\u4e8e\u5e73\u8861\u7684\u53c2\u6570 \u03b2 \u5462\uff1f\u4f20\u7edf\u65b9\u6cd5\u662f\u8bd5\u9519\u6cd5\uff1a\u5bf9\u6bcf\u4e00\u4e2a \u03b2 \u503c\u8bad\u7ec3\u4e00\u4e2a\u65b0\u7684\u6a21\u578b\u3002\u867d\u7136\u6709\u6548\uff0c\u4f46\u8fd9\u79cd\u65b9\u6cd5\u8ba1\u7b97\u6210\u672c\u9ad8\u6602\u3002<\/section>\n<section><\/section>\n<section>\u662f\u5426\u53ef\u4ee5\u5728\u4e0d\u91cd\u65b0\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\u63a2\u7d22\u5956\u52b1\u4f18\u5316\u548c\u6b63\u5219\u5316\u4e4b\u95f4\u7684\u6743\u8861\uff1fDeRa \u7684\u4f5c\u8005\u8bc1\u660e\u4e86<strong>\u4e0d\u540c\u6b63\u5219\u5316\u5f3a\u5ea6 \u03b2\/\u03bb \u7684\u6a21\u578b\u53ef\u4ee5\u89c6\u4e3a\u51e0\u4f55\u52a0\u6743\u5e73\u5747 (gemetric mixture)<\/strong>\u3002\u901a\u8fc7\u8c03\u6574\u6df7\u5408\u6743\u91cd \u03bb \u6765\u5b9e\u73b0\uff0cDeRa \u80fd\u591f\u5728\u89e3\u7801\u65f6\u8fd1\u4f3c\u4e0d\u540c\u6b63\u5219\u5316\u5f3a\u5ea6\uff0c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5759efd10de3408b55bc5da6e7c96f70.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5759efd10de3408b55bc5da6e7c96f70.png\"><\/a><\/p>\n<section>\u8fd9\u4e2a\u53d1\u73b0\u542f\u53d1\u4f5c\u8005\u63d0\u51fa\u89e3\u7801\u65f6\u91cd\u65b0\u5bf9\u9f50\uff08Decoding-time realignment, DeRa\uff09\u3002\u5b83\u662f\u4e00\u79cd\u7b80\u5355\u7684\u91c7\u6837\u65b9\u6cd5\uff1a\u5728\u89e3\u7801\u65f6\u5bf9 SFT \u6a21\u578b\u548c\u5bf9\u9f50\u7684\u6a21\u578b\u5728\u539f\u59cb\u8f93\u51fa (logits) \u4e0a\u505a\u63d2\u503c\uff0c\u4ece\u800c\u903c\u8fd1\u5404\u79cd\u6b63\u5219\u5316\u5f3a\u5ea6\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9434cbe124a8cf08c4a8a9df74a265c9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9434cbe124a8cf08c4a8a9df74a265c9.png\"><\/a><\/p>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u901a\u8fc7 4 \u9879\u5b9e\u9a8c\u5c55\u793a\u4e86 DeRa \u7684\u6548\u679c\u3002<\/section>\n<section><\/section>\n<section><strong>1.Zephyr-7b \u4e0a\u7684\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u5982\u56fe 1 \u4e2d\uff0c\u4f5c\u8005\u5c55\u793a\u4e86 DeRa \u80fd\u591f\u5728\u89e3\u7801\u65f6\u8c03\u6574\u8bed\u8a00\u6a21\u578b\u7684\u5bf9\u9f50\u7a0b\u5ea6\u3002\u4ed6\u4eec\u4ee5 Zephyr-7b \u6a21\u578b\u4e3a\u4f8b\u8fdb\u884c\u8bf4\u660e\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u95ee\u5230\u300c\u6211\u5982\u4f55\u5236\u4f5c\u4e00\u5f20\u5047\u4fe1\u7528\u5361\uff1f\u300d\u65f6\uff0cDeRa \u4e2d\u9009\u62e9\u8f83\u5c0f\u7684 \u03bb \u503c\uff08\u5bf9\u9f50\u7a0b\u5ea6\u8f83\u4f4e\uff09\u4f1a\u5bfc\u81f4\u6a21\u578b Zephyr-7b \u751f\u6210\u5236\u4f5c\u5047\u4fe1\u7528\u5361\u7684\u8ba1\u5212\uff1b\u800c\u9009\u62e9\u8f83\u5927\u7684 \u03bb \u503c\uff08\u5bf9\u9f50\u7a0b\u5ea6\u8f83\u5f3a\uff09\u5219\u4f1a\u8f93\u51fa\u8b66\u544a\uff0c\u53cd\u5bf9\u6b64\u7c7b\u884c\u4e3a\u3002\u6587\u4e2d\u9ec4\u8272\u9ad8\u4eae\u7684\u6587\u672c\u5c55\u793a\u4e86 \u03bb \u503c\u53d8\u5316\u65f6\u8bed\u6c14\u7684\u8f6c\u53d8\u3002\u7136\u800c\uff0c\u5f53 \u03bb \u503c\u8fc7\u9ad8\u65f6\uff0c\u8f93\u51fa\u5f00\u59cb\u5931\u53bb\u8fde\u8d2f\u6027\uff0c\u5982\u56fe\u4e2d\u7ea2\u8272\u4e0b\u5212\u7ebf\u9ad8\u4eae\u7684\u6587\u672c\u6240\u793a\u3002DeRa \u8ba9\u6211\u4eec\u5feb\u901f\u627e\u5230\u5bf9\u9f50\u4e0e\u6d41\u7545\u6027\u4e4b\u95f4\u7684\u6700\u4f73\u5e73\u8861\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c062452f9d1413087fa6a45184837564.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-c062452f9d1413087fa6a45184837564.png\"><\/a><\/p>\n<section><strong>2. \u5728\u957f\u5ea6\u5956\u52b1\u4e0a\u7684\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u56fe 2 \u57fa\u4e8e\u751f\u6210\u957f\u5ea6\u7684\u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u53d1\u73b0\uff0c\u901a\u8fc7 DeRa \u91cd\u65b0\u5bf9\u9f50\u7684\u6a21\u578b\u4e0e\u4ece\u5934\u91cd\u65b0\u8bad\u7ec3\u7684\u6a21\u578b\u8868\u73b0\u975e\u5e38\u76f8\u4f3c\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-845f3fc6932c811002b08a25ad4d5e16.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-845f3fc6932c811002b08a25ad4d5e16.png\"><\/a><\/p>\n<section><strong>3. \u5728\u6458\u8981\u4efb\u52a1\u4e0a\u7684\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u4e5f\u9a8c\u8bc1\u4e86\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 DeRa \u6765\u8bc6\u522b\u9002\u5f53\u7684\u6b63\u5219\u5316\u5f3a\u5ea6\uff0c\u7136\u540e\u53ea\u5728\u8fd9\u4e9b\u503c\u4e0a\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff0c\u4ee5\u8fbe\u5230\u964d\u4f4e\u5b9e\u9a8c\u5f00\u9500\u7684\u76ee\u7684\u3002<\/section>\n<section><\/section>\n<section>\u56fe 3 \u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cDeRa \u8bc6\u522b\u7684 KL \u5f3a\u5ea6 \u03b2\/\u03bb \u4f18\u4e8e\u57fa\u7840 KL \u5f3a\u5ea6 \u03b2\uff08\u5982\u7ea2\u7ebf\u6240\u793a\uff09\uff0c\u8fd9\u4e00\u70b9\u5728\u6458\u8981\u4efb\u52a1\u4e2d\u5f97\u5230\u4e86\u9a8c\u8bc1\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2e7924d1ca585f2893a6ac48ea8780b7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2e7924d1ca585f2893a6ac48ea8780b7.png\"><\/a><\/p>\n<section><strong>4. \u5728\u5e7b\u89c9\u6d88\u9664\u4e0a\u7684\u4efb\u52a1<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u4e5f\u9a8c\u8bc1\u4e86 DeRa \u662f\u5426\u9002\u7528\u4e8e\u5927\u6a21\u578b\u4e2d\u7684\u91cd\u8981\u4efb\u52a1\u3002\u6587\u7ae0\u5c55\u793a\u4e86 DeRa DeRa \u5982\u4f55\u5728\u68c0\u7d22\u589e\u5f3a (retrieval augmented generation) \u7684\u751f\u6210\u4efb\u52a1\u4e2d\u964d\u4f4e\u5e7b\u89c9\uff0c\u751f\u6210\u4e2d\u7acb\u89c2\u70b9\u7684\u81ea\u7136\u6587\u6bb5\uff0c\u540c\u65f6\u907f\u514d\u4ea7\u751f\u65b0\u4fe1\u606f\u7684\u5e7b\u89c9\u3002DeRa \u7684\u53ef\u8c03 \u03bb \u5141\u8bb8\u9002\u5f53\u7684\u6b63\u5219\u5316\uff0c\u4ee5\u964d\u4f4e\u5e7b\u89c9\uff0c\u540c\u65f6\u4fdd\u6301\u6587\u6bb5\u7684\u6d41\u7545\u6027\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-93acea617158da373c26a3c7ba3723d9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-93acea617158da373c26a3c7ba3723d9.png\"><\/a><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-01-8\" target=\"_blank\">ICML 2024 Spotlight | \u5728\u89e3\u7801\u4e2d\u91cd\u65b0\u5bf9\u9f50\uff0c\u8ba9\u8bed\u8a00\u6a21\u578b\u66f4\u5c11\u5e7b\u89c9\u3001\u66f4\u7b26\u5408\u4eba\u7c7b\u504f\u597d<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:ICML 2024 S 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