{"id":36345,"date":"2025-01-09T16:00:11","date_gmt":"2025-01-09T08:00:11","guid":{"rendered":"https:\/\/17aitech.com\/?p=36345"},"modified":"2025-01-09T16:00:11","modified_gmt":"2025-01-09T08:00:11","slug":"ucl%e5%8d%9a%e5%a3%ab%e7%94%9f%e5%88%9b%e4%b8%9a%e4%b8%80%e5%b9%b4%ef%bc%8c%e9%80%a0%e5%87%ba%e6%9c%80%e5%bc%baai%e3%80%8cml%e5%b7%a5%e7%a8%8b%e5%b8%88%e3%80%8d%ef%bc%8copenai%e7%9b%96%e6%88%b3","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36345","title":{"rendered":"UCL\u535a\u58eb\u751f\u521b\u4e1a\u4e00\u5e74\uff0c\u9020\u51fa\u6700\u5f3aAI\u300cML\u5de5\u7a0b\u5e08\u300d\uff0cOpenAI\u76d6\u6233\u8ba4\u8bc1"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-26-5\" target=\"_blank\">UCL\u535a\u58eb\u751f\u521b\u4e1a\u4e00\u5e74\uff0c\u9020\u51fa\u6700\u5f3aAI\u300cML\u5de5\u7a0b\u5e08\u300d\uff0cOpenAI\u76d6\u6233\u8ba4\u8bc1<\/a><\/p>\n<section>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"19\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u91cd\u8981\u7684\u4e8b\u8bf4\u4e09\u904d\uff1aAgent \u6846\u67b6\u5f88\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<section><\/section>\n<section><strong>\u4e00\u3001\u88ab\u5ffd\u7565\u7684\u300cAgent \u6846\u67b6\u300d<\/strong><\/section>\n<section><\/section>\n<section>OpenAI \u6700\u8fd1\u53c8\u6709\u4e86\u65b0\u52a8\u4f5c\uff0c\u8fd9\u6b21\u4ed6\u4eec\u7684\u91ce\u5fc3\u66f4\u5927\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u9274\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08 LLM \uff09\u5f3a\u5927\u7684\u5148\u9a8c\u77e5\u8bc6\u548c\u884c\u52a8\/\u53cd\u5e94\u80fd\u529b\uff0c\u8ba9 AI \u8bad\u7ec3 AI \uff0c\u53ef\u8fd8\u884c\uff1f<\/section>\n<section><\/section>\n<section>\u51e0\u4e2a\u9876\u7ea7\u5927\u6a21\u578b\u5728\u673a\u5668\u5b66\u4e60\u81ea\u52a8\u5316\u5de5\u7a0b\u4e0a\u7684\u8868\u73b0\u5982\u4f55\uff1f<\/section>\n<section><\/section>\n<section>\u4eba\u7c7b\u8ddd\u79bb OpenAI AGI \u8def\u7ebf\u56fe\u4e0a\u7684 Level 3\uff08 Agents \uff09\u8fd8\u6709\u591a\u8fdc\uff1f<\/section>\n<section><\/section>\n<section>\u6000\u63e3\u8fd9\u4e9b\u95ee\u9898\uff0cOpenAI \u81ea\u884c\u63a8\u51fa\u4e86\u4e00\u4e2a\u65b0\u57fa\u51c6\u6d4b\u8bd5\u2014\u2014 MLE-bench \uff0c\u4e25\u9009 75 \u4e2a\u4e0e\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\uff08 MLE \uff09\u76f8\u5173\u7684 Kaggle \u7ade\u8d5b\u9898\u76ee\u3002\u6bd5\u7adf\uff0c\u76ee\u524d\u300c\u5f88\u5c11\u6709\u57fa\u51c6\u6d4b\u8bd5\u80fd\u591f\u5168\u9762\u8861\u91cf\u81ea\u4e3b\u7684\u7aef\u5230\u7aef\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u300d\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u53d1\u73b0\uff0cGPT-4o \u7ed3\u5408 AIDE \u6846\u67b6\u5e73\u5747\u83b7\u5f97\u5956\u724c\u6570\u91cf\uff0c\u660e\u663e\u4f18\u4e8e\u53e6\u5916\u4e24\u4e2a\u5f00\u6e90 Agent \u6846\u67b6\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u5f53\u6a21\u578b\u5207\u6362\u5230 OpenAI o1-preview\uff08\u636e\u79f0\uff0c\u7a81\u7834\u4e86 LLM \u63a8\u7406\u6781\u9650\uff09\u540e\uff0c\u5176\u8868\u73b0\u53c8\u7ffb\u4e86\u4e00\u500d\uff1a<\/section>\n<section><\/section>\n<section>\u5728\u5927\u7ea6 16.9% \u7684\u6bd4\u8d5b\u4e2d\u8fbe\u5230\u4e86\u76f8\u5f53\u4e8e Kaggle \u94dc\u724c\u4ee5\u4e0a\u7684\u6c34\u5e73\uff0c\u5956\u724c\u6570\u91cf\u4e5f\u4e00\u9a91\u7edd\u5c18\u3002<\/section>\n<section><\/section>\n<section>\u800c\u4e14\uff0c8 \u6b21\u5c1d\u8bd5\u540e\uff0co1-preview \u7684\u5f97\u5206\u4ece\u5355\u6b21\u5c1d\u8bd5\u7684 16.9% \u63d0\u9ad8\u5230\u4e86 34.1%\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7db1adf8655fc80abadddf79b2b88878.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7db1adf8655fc80abadddf79b2b88878.png\"><\/a><\/section>\n<section>\u6709\u8da3\u7684\u662f\uff0c\u8bba\u6587\u672c\u610f\u662f\u4e3a\u4e86\u5c55\u793a OpenAI \u81ea\u5bb6\u6a21\u578b\uff08\u5982 o1-preview \uff09\u7684\u5353\u8d8a\u80fd\u529b\uff0c\u5374\u300c\u610f\u5916\u300d\u5730\u8ba9\u4e00\u4e2a\u540d\u4e3a AIDE \u7684\u5f00\u6e90 Agent \u6846\u67b6\u8131\u9896\u800c\u51fa\uff0c\u5f15\u53d1\u4e0d\u5c11\u5173\u6ce8\u3002<\/section>\n<section><\/section>\n<section>Meta FAIR \u7814\u7a76\u79d1\u5b66\u5bb6\u4e3b\u4efb\u7530\u6e0a\u680b\u968f\u5373\u53d1\u53bb\u8d3a\u7535\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2ed6b2600e3855cc9db581ecc0242ae7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2ed6b2600e3855cc9db581ecc0242ae7.png\"><\/a><\/section>\n<section>\u300c\u8fd9\u662f\u4e00\u4e2a\u7edd\u4f73\u4f8b\u8bc1\uff0c\u5c55\u793a\u4e86\u5f00\u653e\u5f0f\u81ea\u6211\u5b8c\u5584\u7684\u5916\u90e8\u5faa\u73af\uff08AIDE\uff09\u5982\u4f55\u5f15\u5bfc\u5f3a\u5927\u7684\u5185\u90e8\u5faa\u73af\uff08o1\uff09\u5b9e\u73b0\u60ca\u4eba\u7684\u80fd\u529b\u98de\u8dc3\u3002\u300d\u4f26\u6566\u5927\u5b66\u5b66\u9662\uff08 UCL \uff09\u6559\u6388\u3001\u8c37\u6b4c DeepMind \u9ad8\u7ea7\u7814\u7a76\u5458\u548c\u5f00\u653e\u73af\u5883\u5b66\u4e60\u56e2\u961f\u8d1f\u8d23\u4eba Tim Rockt\u00e4schel \u5728X\uff08\u524d Twitter \uff09\u4e0a\u8bf4\uff0c\u4ed6\u540c\u65f6\u9886\u5bfc\u7740\u8c37\u6b4c Genie\uff08 foundation world model \uff09\u9879\u76ee\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9a5ee7dfdcf54a695858c92931aafca4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9a5ee7dfdcf54a695858c92931aafca4.png\"><\/a><\/section>\n<section>UCL \u540d\u8a89\u6559\u6388\u3001\u8c37\u6b4c DeepMind \u7814\u7a76\u4e3b\u4efb Edward Grefenstette \u8ba4\u4e3a\uff0cAIDE \u56e2\u961f\u300c\u6784\u5efa\u7684\u4e1c\u897f\u5f88\u5927\u7a0b\u5ea6\u4e0a\u652f\u6491\u548c\u5f71\u54cd\u4e86 OpenAI \u7684\u667a\u80fd\u4f53\u8def\u7ebf\u56fe\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3a6ababee1e36d8d16cc91b74f51b8f5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3a6ababee1e36d8d16cc91b74f51b8f5.png\"><\/a><\/section>\n<section>DeepMind \u7814\u7a76\u5458\u3001\u4f26\u6566\u5927\u5b66\u5b66\u9662\u6559\u6388 Sebastian Riedel \u6b23\u559c\u5730\u8868\u793a\uff1a\u300c\u6211\u4eec\u4eb2\u773c\u76ee\u7779\u4e86\u300e Agent \u6846\u67b6\u300f\u5728\u57fa\u7840\u6a21\u578b\u4e4b\u4e0a\u5e26\u6765\u7684\u5de8\u5927\u5f71\u54cd\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aa06e3cc979d9475676c1cb3064f94e4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aa06e3cc979d9475676c1cb3064f94e4.png\"><\/a><\/section>\n<section>MLE-bench \u516c\u5e03\u540e\uff0cAIDE \u4f5c\u8005\u4e4b\u4e00\u3001WecoAI \u8054\u5408\u521b\u59cb\u4eba&amp; CEO \u848b\u94ee\u5c27\u63a5\u53d7\u4e86\u673a\u5668\u4e4b\u5fc3\u7684\u91c7\u8bbf\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u8c08\u5230\uff0c\u300c\u50cf OpenAI \u8fd9\u6837\u7684\u516c\u53f8\u5df2\u7ecf\u6295\u5165\u4e86\u5927\u91cf\u7cbe\u529b\u548c\u91d1\u94b1\u6765\u6784\u5efa\u5185\u5faa\u73af\u524d\u6cbf\u6a21\u578b\uff08\u5982 o1-preview \uff09\uff0c\u4e00\u4e2a\u597d\u7684\u81ea\u6539\u8fdb\u5916\u5faa\u73af \uff08Agent \u6846\u67b6\uff0c\u5982 AIDE \uff09 \u4f1a\u7ed9\u524d\u6cbf\u6a21\u578b\u7684\u80fd\u529b\u5e26\u6765\u5de8\u5927\u63d0\u5347\u3002\u300d<\/section>\n<section><\/section>\n<section><strong>\u4e8c\u3001\u8ba4\u8bc6 AIDE \uff0c\u76ee\u524d\u6700\u597d\u7684 MLE Agent<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8bc4\u4f30\u5927\u6a21\u578b\u6027\u80fd\u4e4b\u524d\uff0c\u9009\u62e9\u5408\u9002\u7684 Agent \u6846\u67b6\u975e\u5e38\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section>OpenAI \u53d1\u73b0\uff0c\u5c3d\u7ba1\u6709\u6548\u63d0\u4ea4\u6570\u91cf\u5dee\u4e0d\u591a\uff0c\u4f46\u662f\uff0cGPT-4o \u7ed3\u5408 AIDE \u6846\u67b6\u5728 8.7% \u7684\u7ade\u8d5b\u4e2d\u81f3\u5c11\u83b7\u5f97\u94dc\u724c\uff0c\u660e\u663e\u591a\u4e8e\u53e6\u4e24\u4e2a\u5f00\u6e90\u6846\u67b6 MLAB \u3001OpenHands\uff08\u00a00.8% \u30014.4% \uff09\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u8fd9\u4e2a\u7ed3\u679c\uff0c\u848b\u94ee\u5c27\u5e76\u4e0d\u610f\u5916\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u6846\u67b6\u7684\u8bbe\u8ba1\u65b9\u5411\u672c\u6765\u5c31\u4e0d\u540c\u3002<\/section>\n<section><\/section>\n<section>MLAB \u662f\u57fa\u4e8e ReAct \u6846\u67b6\uff08\u901a\u7528\u7684\uff09\u3001\u9488\u5bf9\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u8bbe\u8ba1\u8fc7\u7684 Agent\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bbe\u8ba1\u7406\u5ff5\u4e0a\uff0c\u4e3b\u8981\u662f\u505a\u63a5\u53e3\u8bbe\u8ba1\uff0c\u901a\u8fc7\u8c03\u7528\u5de5\u5177\u6765\u6267\u884c\u64cd\u4f5c\uff0c\u7c7b\u4f3c\u4e8e\u4e3a ChatGPT \u914d\u5907\u4e86\u66f4\u591a\u5de5\u5177\uff08\u5982\u6570\u636e\u9884\u5904\u7406\u3001\u7279\u5f81\u5de5\u7a0b\u7b49\uff09\uff0c\u4ed6\u4eec\u76f8\u4fe1\u5927\u6a21\u578b\u81ea\u5df1\u5c31\u77e5\u9053\u5e94\u8be5\u600e\u4e48\u505a\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\uff0c\u5bf9\u5f53\u524d\u4e16\u4ee3\u7684\u6a21\u578b\u6765\u8bf4\uff0c\u8fd9\u5f88\u96be\u505a\u5230\uff0c\u5982\u679c\u80fd\u505a\u5230\uff0c\u57fa\u672c\u7b49\u4e8e\u5b9e\u73b0 AGI\u3002<\/section>\n<section><\/section>\n<section>OpenHands (\u524d\u8eab\u540d\u4e3a OpenDevin )\u66f4\u4e3a\u901a\u7528\u4e00\u4e9b\uff0c\u662f\u4e00\u4e2a\u7531 AI \u9a71\u52a8\u7684\u8f6f\u4ef6\u5f00\u53d1 Agent \u3002\u5b83\u80fd\u57fa\u4e8e\u7528\u6237\u81ea\u7136\u8bed\u8a00\u547d\u4ee4\uff0c\u300c\u81ea\u52a8\u9a7e\u9a76\u300d\u8f6f\u4ef6\u5f00\u53d1\u4efb\u52a1\uff0c\u5982\u514b\u9686\u9879\u76ee\u3001\u4fee\u6539\u4ee3\u7801\u3001\u8fd0\u884c\u547d\u4ee4\u3001\u8c03\u7528 API \u548c\u63d0\u4ea4\u4ee3\u7801\u7b49\uff0c\u4e5f\u5305\u62ec\u6570\u636e\u79d1\u5b66\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e4b\u4e0b\uff0c AIDE \u6ca1\u6709\u8fd9\u4e48\u901a\u7528\u3002<\/section>\n<section><\/section>\n<section>\u5b83\u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u4ee3\u7801\u4f18\u5316\u7684\u6846\u67b6\uff0c\u540e\u6765\u5728\u673a\u5668\u5b66\u4e60\u65b9\u9762\u8fdb\u884c\u4e86\u4e00\u4e9b\u7279\u5316\uff08 Machine Learning CodeGen Agent \uff09\uff0c\u80af\u5b9a\u4f1a\u6bd4\u901a\u7528\u6846\u67b6\u8868\u73b0\u66f4\u597d\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650940508&amp;idx=1&amp;sn=1483718d500bc76557d5397827638c7f&amp;chksm=84e7e022b3906934994976f420e96f5aaf6a7d87bd799d96b354e167253833e2f445186d5cad&amp;token=1696474769&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7c89245d18cd45f783d938c7e5a36c35.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7c89245d18cd45f783d938c7e5a36c35.png\"><\/a><\/a><\/section>\n<section><em><sup>AIDE \u662f\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u4ee3\u7801\u751f\u6210Agent\uff08Machine Learning CodeGen Agent\uff09\uff0c\u7b80\u5355\u5730\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u95ee\u9898\uff08\u6bd4\u5982\u9884\u6d4b\u623f\u4ef7\uff09\u540e\uff0c\u5b83\u5c31\u5f00\u59cb\u5728\u4f60\u7684\u672c\u5730\u8ba1\u7b97\u673a\u4e0a\u8fdb\u884c\u8bd5\u9519\uff0c\u63d0\u4f9b\u89e3\u51b3\u65b9\u6848\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u771f\u6b63\u51fa\u4e4e\u848b\u94ee\u5c27\u610f\u6599\u7684\u662f\uff0c o1-preview \u548c AIDE \u9002\u914d\u6027\u975e\u5e38\u597d\uff0c\u5f53\u6a21\u578b\u5207\u6362\u5230 OpenAI o1-preview\uff0c \u8868\u73b0\u53c8\u7ffb\u4e86\u4e00\u500d\uff0c\u5728\u5927\u7ea6 16.9% \u7684\u6bd4\u8d5b\u4e2d\u8fbe\u5230\u4e86\u76f8\u5f53\u4e8e Kaggle \u94dc\u724c\u4ee5\u4e0a\u7684\u8868\u73b0\u6c34\u5e73\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-78932f3f4b436e36c5f1528d28287da4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-78932f3f4b436e36c5f1528d28287da4.png\"><\/a><\/section>\n<section>\u6211\u4eec\u81ea\u5df1\u53c2\u52a0 Kaggle\uff0c\u6210\u7ee9\u80af\u5b9a\u6ca1\u6709\u5b83\u9ad8\uff0c\u848b\u94ee\u5c27\u63a8\u6d4b\u8fd9\u53ef\u80fd\u4e0e AIDE \u7684 AI Function\uff08AI \u51fd\u6570\uff09\u8bbe\u8ba1\u8303\u5f0f\u6709\u5173\u3002<\/section>\n<section><\/section>\n<section>\u7b80\u5355\u6765\u8bf4\uff0cAI Function \u8303\u5f0f\u5c31\u662f\u5c06\u5927\u95ee\u9898\u62c6\u5206\u6210\u4e00\u4e2a\u4e2a\u5177\u4f53\u6307\u4ee4\uff08\u300c\u51fd\u6570\u300d\uff09\uff0c\u518d\u7528\u7b97\u6cd5\u5c06\u5b83\u4eec\u4e32\u8d77\u6765\u3002\u300c\u5728\u8fd9\u79cd\u8303\u5f0f\u4e0b\uff0c\u6bcf\u6b21\u5582\u7ed9\u5927\u6a21\u578b\uff08\u5982 o1-preview \uff09\u7684\u95ee\u9898\uff0c\u4f1a\u8ddf\u5927\u6a21\u578b\u63a5\u53d7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u65f6\u505a\u8fc7\u7684\u6570\u7406\u5316\u9898\u76ee\u6bd4\u8f83\u50cf\u3002\u300d\u4ed6\u89e3\u91ca\u8bf4\u3002<\/section>\n<section><\/section>\n<section>\u6362\u53e5\u8bdd\u8bf4\uff0c\u8fd9\u79cd\u8303\u5f0f\u521b\u9020\u4e86\u4e00\u4e2a\u4e0e\u5927\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u66f4\u4e3a\u4e00\u81f4\u7684\u95ee\u9898\u89e3\u51b3\u73af\u5883\uff0c\u8fd9\u79cd\u4e00\u81f4\u6027\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u5229\u7528\u5176\u5728\u8bad\u7ec3\u4e2d\u83b7\u5f97\u7684\u77e5\u8bc6\u548c\u6280\u80fd\uff0c\u63d0\u9ad8\u89e3\u51b3\u95ee\u9898\u7684\u6548\u7387\u3002<\/section>\n<section><\/section>\n<section>\u8d1f\u8d23\u5c06\u5177\u4f53\u6307\u4ee4\u4e32\u8d77\u6765\u7684\u6838\u5fc3\u7b97\u6cd5\uff0c\u5c31\u662f\u300c\u89e3\u7a7a\u95f4\u6811\u641c\u7d22\uff08 Solution Space Tree Search \uff09\u300d\uff0c\u5305\u62ec 3 \u4e2a\u4e3b\u8981\u7ec4\u4ef6\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650940508&amp;idx=1&amp;sn=1483718d500bc76557d5397827638c7f&amp;chksm=84e7e022b3906934994976f420e96f5aaf6a7d87bd799d96b354e167253833e2f445186d5cad&amp;token=1696474769&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-102a7d761b911b239e7869ae687dfd8c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-102a7d761b911b239e7869ae687dfd8c.png\"><\/a><\/a><\/section>\n<section>\u89e3\u51b3\u65b9\u6848\u751f\u6210\u5668\uff08 Solution Generator \uff09\uff0c\u8d1f\u8d23\u63d0\u51fa\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4e3b\u8981\u662f\u521b\u5efa\u8d77\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u5927\u6a21\u578b\u63a5\u6536\u4e00\u7cfb\u5217\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u548c\u80cc\u666f\u8d44\u6599\u540e\uff0c\u4f1a\u751f\u6210\u51e0\u4e2a\u521d\u59cb\u89e3\u51b3\u65b9\u6848\uff0c\u4e5f\u53ef\u4ee5\u5bf9\u73b0\u6709\u65b9\u6848\u8fdb\u884c\u4fee\u6539\uff0c\u6bd4\u5982\u4fee\u590d bug \u6216\u5f15\u5165\u6539\u8fdb\u3002<\/section>\n<section><\/section>\n<section>\u6bcf\u4e2a\u89e3\u51b3\u65b9\u6848\u5305\u542b\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u5b9e\u73b0\u548c\u8bc4\u4f30\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>OpenAI \u7684\u8bba\u6587\u63d0\u4f9b\u4e86\u4e00\u5f20\u300c\u5feb\u7167\u300d\uff08\u4e0b\u56fe\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5cdf0e714dbd35b77993b659838e0fed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5cdf0e714dbd35b77993b659838e0fed.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0MLE-bench\u4e2d\uff0c\u4e09\u79cd\u4e0d\u540cAgent\u6846\u67b6\u7684\u771f\u5b9e\u8f68\u8ff9\u6458\u5f55<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u6267\u884c\u67d0\u4e2a MLE-bench \u4efb\u52a1\u65f6\uff0cAIDE\u00a0\u4e00\u5f00\u59cb\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u57fa\u4e8e\u9884\u8bad\u7ec3 EfficientNet-B0 \u6a21\u578b\u7684\u4e8c\u5143\u5206\u7c7b\u5668\u7528\u4e8e\u75c5\u7406\u56fe\u50cf\u5206\u7c7b\uff0c\u8fd9\u53ef\u4ee5\u88ab\u89c6\u4e3a\u641c\u7d22\u7684\u8d77\u70b9\u6216\u521d\u59cb\u89e3\u51b3\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>\u8bc4\u4f30\u5668\uff08 Evaluator \uff09\uff0c\u4f1a\u6d4b\u8bd5\u6bcf\u4e2a\u89e3\u51b3\u65b9\u6848\uff0c\u5c06\u5176\u6027\u80fd\u4e0e\u76ee\u6807\u8fdb\u884c\u6bd4\u8f83\u6765\u5b8c\u6210\u8bc4\u4f30\uff0c\u5e76\u5c06\u8bc4\u4f30\u7ed3\u679c\u8f93\u51fa\u5230\u547d\u4ee4\u884c\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u5355\u6b65\u4efb\u52a1\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u6709\u80fd\u529b\u5199\u51fa\u6bd4\u8f83\u5408\u683c\u7684\u8bc4\u4f30\u4ee3\u7801\uff0c\u848b\u94ee\u5c27\u8bf4\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u7840\u89e3\u51b3\u65b9\u6848\u9009\u62e9\u5668\uff08 Base Solution Selector \uff09\uff0c\u8d1f\u8d23\u4ece\u5df2\u63a2\u7d22\u7684\u9009\u9879\u4e2d\u9009\u62e9\u6700\u6709\u524d\u9014\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f5c\u4e3a\u4e0b\u4e00\u8f6e\u4f18\u5316\u7684\u8d77\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u662f\u4e00\u4e2a\u5199\u6b7b\u7684\u903b\u8f91\uff08\u4e00\u4e2a\u6570\u5b66\u8fd0\u7b97\uff09\uff0c\u5927\u6a21\u578b\u53ea\u9700\u5ba2\u89c2\u5224\u65ad\u54ea\u4e00\u4e2a\u65b9\u6848\u7684\u6570\u503c\u6700\u597d\u5373\u53ef\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e2a\u7ec4\u4ef6\u5bf9\u4e8e\u5f15\u5bfc\u641c\u7d22\u8fc7\u7a0b\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\uff0c\u5b83\u4f1a\u5c06\u5b9e\u9a8c\u8d44\u6e90\u96c6\u4e2d\u5230\u6700\u6709\u5e0c\u671b\u7684\u89e3\u51b3\u65b9\u6848\u4e0a\u3002<\/section>\n<section><\/section>\n<section>\u56de\u5230\u4e0a\u9762\u7684 MLE-bench \u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u9488\u5bf9\u521d\u59cb\u65b9\u6848\uff0cAIDE \u5728\u6b65\u9aa4 2 \u63d0\u51fa\u4e86\u6539\u8fdb\u65b9\u6848\uff0c\u5728\u6d4b\u8bd5\u96c6\u4e0a\u4f7f\u7528\u6d4b\u8bd5\u65f6\u589e\u5f3a\uff08 TTA \uff09\u6765\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6b65\u9aa4 17 \u4e2d\uff0c\u5b83\u63d0\u51fa\u4e86\u53e6\u4e00\u4e2a\u6539\u8fdb\uff1a\u7528 Focal Loss \u66ff\u6362\u6807\u51c6\u7684\u4e8c\u5143\u4ea4\u53c9\u71b5\u635f\u5931\u51fd\u6570\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u6b65\u9aa4 2 \u5230 17 \uff0c\u6697\u793a\u4e86\u4e2d\u95f4\u8fd8\u6709\u8bb8\u591a\u5176\u4ed6\u4f18\u5316\u6b65\u9aa4\uff0c\u867d\u7136\u56fe\u7247\u4e2d\u6ca1\u6709\u76f4\u63a5\u663e\u793a\u8bc4\u4f30\u7ed3\u679c\uff0c\u4f46\u6211\u4eec\u53ef\u4ee5\u63a8\u65ad\uff0c\u4ece\u4f7f\u7528 EfficientNet-B0 \u5230\u5f15\u5165 TTA\uff0c\u518d\u5230\u66f4\u6362\u635f\u5931\u51fd\u6570\uff0c\u6bcf\u4e00\u6b65\u90fd\u5efa\u7acb\u5728\u524d\u4e00\u6b65\u7684\u7ed3\u679c\u8bc4\u4f30\u57fa\u7840\u4e0a\u3002<\/section>\n<section><\/section>\n<section>AIDE \u4f1a\u8981\u6c42\u5927\u6a21\u578b\u57fa\u4e8e\u6700\u4f73\u65b9\u6848\u7ee7\u7eed\u6539\u8fdb\uff0c\u540e\u8005\u53ef\u80fd\u53c8\u751f\u6210\u51e0\u79cd\u4e0d\u540c\u7684\u6539\u8fdb\u65b9\u5411\uff0c\u5468\u800c\u590d\u59cb\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u4e0d\u65ad\u751f\u6210\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0cAIDE \u9010\u6b65\u63a2\u7d22\u548c\u4f18\u5316\u89e3\u51b3\u65b9\u6848\u7a7a\u95f4\uff0c\u63d0\u9ad8\u4efb\u52a1\u6a21\u578b\u7684\u6027\u80fd\uff0c\u6700\u7ec8\u6536\u655b\u5230\u4e00\u4e2a\u9ad8\u5ea6\u4f18\u5316\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>\u7eb5\u89c2 MLE-bench\u00a0\u4efb\u52a1\u5168\u7a0b\uff0c\u4e0d\u96be\u53d1\u73b0\uff0c\u901a\u7528\u6846\u67b6\u5c31\u50cf\u6025\u7740\u63d0\u524d\u4ea4\u5377\u7684\u5b66\u751f\uff0c\u8fc7\u65e9\u7ed3\u675f\u8fd0\u884c\uff0c\u6709\u65f6\u5728\u6700\u521d\u51e0\u5206\u949f\u5185\u5c31\u7ed3\u675f\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u5982 OpenHands \u53ea\u8dd1\u4e86 2 \u5206\u949f\uff08 19 steps \uff09\u5c31\u7ed3\u675f\uff0c\u4e0d\u518d\u7ee7\u7eed\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section>AIDE \u4f1a\u53cd\u590d\u63d0\u793a\u6a21\u578b\u53bb\u63d0\u9ad8\u5f97\u5206\uff0c\u4e00\u76f4\u6218\u6597\u5230\u4ea4\u5377\u94c3\u58f0\u54cd\uff0824 \u5c0f\u65f6\uff09\uff0c\u5171\u751f\u6210\u548c\u8bc4\u4f30\u4e86 30 \u4e2a\u4e0d\u540c\u89e3\u51b3\u65b9\u6848\u6216\u53d8\u4f53\uff08 nodes ) \u3002<\/section>\n<section><\/section>\n<section>\u867d\u7136\u5728 OpenAI MLE-bench \u4e2d\uff0cAIDE \u5728 16.9% \u7684 Kaggle \u4efb\u52a1\u4e0a\u83b7\u5f97\u5956\u724c\uff0c\u4f46 4 \u6708\u7684 WecoAI \u6280\u672f\u62a5\u544a\u4e2d\uff0cAIDE \u8868\u73b0\u66f4\u4f18\uff1a<\/section>\n<section><\/section>\n<section>\u5728 Kaggle \u6570\u636e\u79d1\u5b66\u6bd4\u8d5b\u4e2d\u7684\u5e73\u5747\u8868\u73b0\uff0c\u51fb\u8d25\u4e86\u4e00\u534a\u7684\u4eba\u7c7b\u53c2\u8d5b\u8005\uff01<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-202d8e42f96918be7429f16dc8e62307.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-202d8e42f96918be7429f16dc8e62307.png\"><\/a><\/section>\n<section><em><sup>\u6765\u81ea4\u6708\u7684WecoAI\u6280\u672f\u62a5\u544a\uff0cAIDE \u5e73\u5747\u8868\u73b0\u8d85\u8fc7 50% \u7684 Kaggle \u6570\u636e\u79d1\u5b66\u6bd4\u8d5b\u7684\u4eba\u7c7b\u53c2\u4e0e\u8005\uff0c\u4e5f\u4f18\u4e8e\u4f20\u7edf\u7684 AutoML\uff08H2O\uff09\u3001Langchain Agent \u548c ChatGPT\uff08\u5728\u4eba\u5de5\u534f\u52a9\u4e0b\uff09\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u848b\u94ee\u5c27\u89e3\u91ca\u4e86\u6027\u80fd\u5dee\u5f02\u7684\u539f\u56e0\uff1a<\/section>\n<section><\/section>\n<section>OpenAI \u66f4\u5173\u6ce8\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\uff0c\u4f46\u6211\u4eec\u9009\u62e9\u7684 Kaggle \u6bd4\u8d5b\u591a\u4e3a\u8868\u683c\u6570\u636e\u4efb\u52a1\uff08\u5982\u9884\u6d4b\u623f\u4ef7\u3001\u4fe1\u7528\u5361\u6b3a\u8bc8\u3001\u4e58\u5ba2\u662f\u5426\u5728\u6cf0\u5766\u5c3c\u514b\u53f7\u4e8b\u6545\u4e2d\u751f\u5b58\uff09\uff0c\u9700\u8981\u6df1\u5ea6\u5b66\u4e60\u7684\u4efb\u52a1\u5f88\u5c11\uff0cGPU \u592a\u8d35\u662f\u4e00\u4e2a\u91cd\u8981\u539f\u56e0\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u4e9b\u5e38\u89c1\u673a\u5668\u5b66\u4e60\u4efb\u52a1\uff0c\u7279\u522b\u662f\u8868\u683c\u6570\u636e\u4efb\u52a1\uff0c\u82b1\u4e24\u7f8e\u5143\u5c31\u53ef\u4ee5\u5f97\u5230\u4e00\u4e2a\u975e\u5e38\u4e0d\u9519\u7684\u89e3\u51b3\u65b9\u6848\u3002\u848b\u94ee\u5c27\u8bf4\uff0c\u5f53\u4f7f\u7528 gpt-4-turbo \u4f5c\u4e3a LLM \u65f6\uff0c\u63a8\u7406\u6210\u672c\u8fd8\u4e0d\u5230 1 \u7f8e\u5143\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u4e3a\uff0cAIDE \u6bcf\u6b21\u53ea\u63d0\u4f9b\u6700\u76f8\u5173\u7684\u4fe1\u606f\u7ed9 LLM\uff0c\u800c\u4e0d\u662f\u5c06\u5305\u542b\u5927\u91cf\u5197\u4f59\u7684\u5386\u53f2\u4fe1\u606f\u5168\u90fd\u6254\u8fdb\u53bb \uff0c\u6781\u5927\u8282\u7ea6\u4e86\u63a8\u7406\u6210\u672c\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0cOpenAI MLE-bench \u4e5f\u63ed\u793a\u51fa\u660e\u663e\u7684\u5c40\u9650\u6027\u3002<\/section>\n<section><\/section>\n<section>\u6bd4\u5982\uff0c\u4e09\u4e2a Agent \u90fd\u6ca1\u80fd\u5f88\u597d\u5730\u8003\u8651\u5230\u673a\u5668\u7684\u6027\u80fd\u9650\u5236\u548c\u65f6\u95f4\u9650\u5236\u3002\u5b83\u4eec\u4f1a\u53d1\u51fa\u4e00\u4e9b\u8d85\u51fa\u673a\u5668\u627f\u53d7\u80fd\u529b\u7684\u547d\u4ee4\uff0c\u5bfc\u81f4\u7535\u8111\u786c\u76d8\u6216\u5185\u5b58\u5403\u4e0d\u6d88\uff0c\u7a0b\u5e8f\u88ab\u7cfb\u7edf\u5f3a\u5236\u5173\u95ed\uff0c\u4efb\u52a1\u88ab\u8feb\u63d0\u524d\u7ed3\u675f\u3002<\/section>\n<section><\/section>\n<section>\u53e6\u5916\uff0c\u5b83\u4eec\u5f88\u5c11\u4f1a\u8868\u660e\uff0c\u6240\u751f\u6210\u7684\u4ee3\u7801\u4f1a\u8fd0\u884c\u591a\u957f\u65f6\u95f4\u3002<\/section>\n<section><\/section>\n<section>\u848b\u94ee\u5c27\u8ba4\u4e3a\uff0c\u8fd9\u4e9b\u5927\u6a21\u578b\u5e76\u6ca1\u6709\u771f\u7684\u8fbe\u5230\u300c Agent \u300d\u7684\u7a0b\u5ea6\uff0c\u5b83\u4eec\u5728\u5904\u7406\u9700\u8981\u957f\u671f\u89c4\u5212\u548c\u591a\u6b65\u9aa4\u4ea4\u4e92\u7684\u590d\u6742\u4efb\u52a1\u65f6\u4ecd\u5b58\u5728\u660e\u663e\u4e0d\u8db3\u3002<\/section>\n<section><\/section>\n<section>AIDE \u4ee3\u8868\u4e86\u4e00\u79cd\u65b0\u7684\u5c1d\u8bd5\uff0c\u7ed3\u5408\u4ee3\u7801\u903b\u8f91\u548c\u795e\u7ecf\u7f51\u7edc\uff0c\u4e13\u95e8\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u8fdb\u884c\u4f18\u5316\uff0c\u66f4\u9002\u5408\u5904\u7406\u8fb9\u754c\u660e\u786e\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4f20\u7edf\u7eaf\u903b\u8f91\u8f6f\u4ef6\uff0cAIDE \u80fd\u5904\u7406\u66f4\u5e7f\u6cdb\u7684\u95ee\u9898\uff0c\u4f46 \u300c\u5982\u679c\u9762\u5bf9\u7684\u95ee\u9898\u8d8a\u5f00\u653e\uff0c\u903b\u8f91\u90e8\u5206\u5c31\u4f1a\u8d8a\u590d\u6742\uff0c\u76f4\u5230\uff08\u7a0b\u5ea6\u590d\u6742\u5230\uff09\u65e0\u6cd5\u5904\u7406\u3002\u300d<\/section>\n<section><\/section>\n<section><strong>\u4e09\u3001\u4ece UCL\u00a0\u51fa\u53d1\u7684 WecoAI<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u4e3a AIDE \u4e3b\u8981\u4f5c\u8005\u4e4b\u4e00\uff0c\u848b\u94ee\u5c27\u3001 \u5434\u5b87\u7fd4\u548c Dominik Schmidt \u4e5f\u662f\u82f1\u56fd\u521d\u521b\u516c\u53f8 Weco AI \u7684\u6838\u5fc3\u56e2\u961f\u6210\u5458\uff0c \u4e09\u4eba\u5747\u6765\u81ea\u4eab\u8a89\u76db\u540d\u7684\u4f26\u6566\u5927\u5b66\u5b66\u9662\uff08 UCL \uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-247551a46d0885619c486a629f30d805.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-247551a46d0885619c486a629f30d805.png\"><\/a><\/section>\n<section>\u848b\u94ee\u5c27\u4f5c\u4e3a Weco AI \u7684\u8054\u5408\u521b\u59cb\u4eba\u517c CEO\uff0c\u76ee\u524d\u4ecd\u5728 UCL DARK \u5b9e\u9a8c\u5ba4\u653b\u8bfb\u535a\u58eb\u5b66\u4f4d\u3002DARK \u5b9e\u9a8c\u5ba4\uff08\u5168\u79f0 UCL Deciding, Acting, and Reasoning with Knowledge Lab \uff09\u96b6\u5c5e\u4e8e\u4f26\u6566\u5927\u5b66\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u4e2d\u5fc3\uff0c\u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u590d\u6742\u5f00\u653e\u73af\u5883\u4e2d\u5f3a\u5316\u5b66\u4e60\u7814\u7a76\u7684\u524d\u6cbf\u56e2\u961f\u3002\u57282024\u5e74\u56fd\u9645\u673a\u5668\u5b66\u4e60\u4f1a\u8bae\uff08 ICML \uff09\u4e0a\uff0cDARK \u6458\u5f97\u4e86\u4e24\u9879\u6700\u4f73\u8bba\u6587\u5956\u3002<\/section>\n<section><\/section>\n<section>\u848b\u94ee\u5c27\u7684\u4e24\u4f4d\u5bfc\u5e08\u5206\u522b\u662f\u4f26\u6566\u5927\u5b66\u5b66\u9662\u6559\u6388 Tim Rockt\u00e4schel \u548c UCL \u540d\u8a89\u6559\u6388Edward Grefenstette\uff0c\u4e24\u4eba\u540c\u65f6\u4e5f\u5728\u8c37\u6b4c DeepMind \u4ece\u4e8b\u7814\u7a76\u3002<\/section>\n<section><\/section>\n<section>\u516c\u53f8\u8054\u5408\u521b\u59cb\u4eba\u517c CTO \u5434\u5b87\u7fd4\u5728 UCL \u4eba\u5de5\u667a\u80fd\u4e2d\u5fc3 NLP \u7ec4\u653b\u8bfb\u535a\u58eb\u5b66\u4f4d\uff0c\u4e4b\u524d\u805a\u7126\u4e8e\u95ee\u7b54\u9886\u57df\u3002\u521b\u59cb\u5de5\u7a0b\u5e08\u56e2\u961f\u540c\u6837\u5b9e\u529b\u96c4\u539a\uff0cDominik Schmidt \u4e5f\u6765\u81ea UCL DARK \u5b9e\u9a8c\u5ba4\uff0c\u62e5\u6709\u7855\u58eb\u5b66\u4f4d\u3002Dhruv Srikanth \u5728\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u83b7\u5f97\u8ba1\u7b97\u673a\u79d1\u5b66\u7855\u58eb\u5b66\u4f4d\u3002<\/section>\n<section><\/section>\n<section>WecoAI \u6210\u7acb\u4e8e 2023 \u5e74 5 \u6708\u3002\u5728\u6b64\u4e4b\u524d\uff0c\u5434\u5b87\u7fd4\u548c\u848b\u94ee\u5c27\u5f00\u53d1\u4e86\u591a\u667a\u80fd\u4f53 LLM \u6846\u67b6 ChatArena \uff0c\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u4e0d\u8fc7\uff0c\u5f00\u59cb\u521b\u4e1a\u540e\uff0c\u56e2\u961f\u610f\u8bc6\u5230\u591a\u667a\u80fd\u4f53\u6846\u67b6\u7684\u5546\u4e1a\u5316\u8fd8\u4e3a\u65f6\u5c1a\u65e9\uff0c\u4e14\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u91cd\u65b0\u601d\u8003\u65b9\u5411\uff0c\u5bfb\u627e\u65e2\u5177\u5546\u4e1a\u524d\u666f\uff0c\u53c8\u80fd\u6fc0\u53d1\u56e2\u961f\u5174\u8da3\u7684\u9886\u57df\u3002\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\uff0c\u4ed6\u4eec\u786e\u5b9a\u4e86\u300c\u7528 AI \u667a\u80fd\u4f53\u6765\u5236\u9020 AI \u300d\u3002<\/section>\n<section><\/section>\n<section>\u673a\u5668\u5b66\u4e60\u7684\u8fdb\u6b65\u4e3b\u8981\u6e90\u4e8e\u6709\u6548\u7684\u5b9e\u9a8c\uff1a\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\uff08\u5982\u56fe\u50cf\u5206\u7c7b\uff09\u5f00\u53d1\u65b9\u6cd5\uff0c\u8fd0\u884c\u5b9e\u9a8c\uff0c\u8bc4\u4f30\u7ed3\u679c\uff0c\u7136\u540e\u6839\u636e\u53cd\u9988\u6539\u8fdb\u65b9\u6cd5\u3002\u8fd9\u4e2a\u8fed\u4ee3\u8fc7\u7a0b\u5f88\u6709\u6311\u6218\u6027\uff0c\u7814\u7a76\u4eba\u5458\u4e0d\u4ec5\u9700\u8981\u5177\u5907\u5e7f\u6cdb\u7684\u5148\u9a8c\u77e5\u8bc6\uff0c\u5199\u51fa\u5b9e\u7528\u7684\u4ee3\u7801\uff0c\u8fd8\u80fd\u51c6\u786e\u89e3\u8bfb\u5b9e\u9a8c\u7ed3\u679c\uff0c\u540e\u7eed\u6539\u8fdb\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u4e3a\u5de5\u7a0b\u5e08\uff0c\u4ed6\u4eec\u5929\u751f\u5c31\u6709\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7a0b\u7684\u51b2\u52a8\uff0c\u7279\u522b\u770b\u91cd\u5b9e\u9a8c\u8fc7\u7a0b\u81ea\u52a8\u5316\u7684\u6f5c\u529b\uff0c\u90a3\u4e48\uff0c\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684 Agent \u80fd\u5426\u6709\u6548\u6267\u884c\u8fd9\u4e9b\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u5b9e\u9a8c\u5462\uff1f<\/section>\n<section><\/section>\n<section>\u8003\u8651\u5230\u6210\u672c\uff0c\u56e2\u961f\u9009\u62e9\u805a\u7126\u7b97\u529b\u6d88\u8017\u6bd4\u8f83\u4f4e\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\uff0c\u7279\u522b\u662f\u5728\u8868\u683c\u6a21\u578b\u548c\u5c0f\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\u65b9\u9762\uff0c\u5e76\u4e8e 2024 \u5e74 4 \u6708\u63a8\u51fa\u4e86 AIDE \uff0c\u5728 Kaggle \u6570\u636e\u79d1\u5b66\u6bd4\u8d5b\u4e2d\u7684\u5e73\u5747\u8868\u73b0\u6218\u80dc\u4e86 50% \u7684\u4eba\u7c7b\u53c2\u8d5b\u8005\u3002<\/section>\n<section><\/section>\n<section>AIDE \u4e3b\u8981\u662f\u6211\u4eec\u7814\u7a76\u65b9\u5411\u7684\u5de5\u4f5c\u3002\u848b\u94ee\u5c27\u89e3\u91ca\u8bf4\uff0c\u5c3d\u7ba1 OpenAI \u7684 o1-preview \u5e26\u6765\u4e86\u4e00\u4e9b\u8fdb\u5c55\uff0c\u4f46\u76ee\u524d\u6280\u672f\u8fd8\u6ca1\u6709\u5b8c\u5168\u6210\u719f\uff0c\u5546\u4e1a\u5316\u4ecd\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002<\/section>\n<section><\/section>\n<section>\u672a\u6765\uff0cAIDE \u4e5f\u5c06\u6301\u7eed\u6539\u8fdb\u3002\u300c\u6211\u4eec\u8ba1\u5212\u52a0\u5f3a\u4e0e\u793e\u533a\u7684\u5408\u4f5c\uff0c\u5305\u62ec\u63d0\u5347\u6027\u80fd\u548c\u5173\u6ce8 AI \u5b89\u5168\uff0c\u300d\u848b\u94ee\u5c27\u8868\u793a\uff0c\u300c\u6211\u4eec\u4e5f\u51c6\u5907\u4e0e\u5bf9 AI \u5b89\u5168\u6709\u62c5\u5fe7\u7684\u5404\u7c7b\u673a\u6784\u548c\u5b66\u754c\u4e13\u5bb6\u5c55\u5f00\u5408\u4f5c\u3002\u300d<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u80fd\u591f\u9012\u5f52\u81ea\u6211\u63d0\u5347\uff08\u00a0recursive self-improvement\u00a0\uff09\u7684 AI \u540c\u65f6\u53c8\u662f\u975e\u5e38\u5371\u9669\u7684\u3002<\/section>\n<section><\/section>\n<section>\u524d\u4e0d\u4e45\uff0c\u5fae\u8f6f AI CEO Mustafa Suleyman \u516c\u5f00\u8868\u793a\uff0c\u5c3d\u7ba1\u76ee\u524d\u6211\u4eec\u8fd8\u6ca1\u6709\u770b\u5230 AI \u7cfb\u7edf\u80fd\u591f\u81ea\u6211\u63d0\u5347\u5230\u5bfc\u81f4\u667a\u80fd\u7206\u70b8\uff08 intelligence explosion \uff09\u7684\u7a0b\u5ea6\uff0c\u4f46\u5728\u672a\u6765 5 \u5230 10 \u5e74\uff0c\u8fd9\u79cd\u60c5\u51b5\u5c06\u4f1a\u6539\u53d8\u3002<\/section>\n<section><\/section>\n<section>\u5404\u5927 AI \u516c\u53f8\u548c\u653f\u5e9c AI \u5b89\u5168\u90e8\u95e8\u90fd\u5728\u5bc6\u5207\u5173\u6ce8\u8fd9\u2f00\u9886\u57df\uff0c\u6784\u5efa\u516c\u5171 benchmark \u53ef\u4ee5\u5e2e\u52a9\u5927\u5bb6\u7406\u89e3\u4eba\u7c7b\u8ddd\u79bb\u9012\u5f52\u81ea\u6211\u63d0\u5347\u8fd8\u6709\u591a\u8fdc\uff0c\u5e76\u53ca\u65f6\u534f\u8c03\u548c\u5e94\u5bf9\u3002<\/section>\n<section><\/section>\n<section>\u9664\u4e86\u79d1\u7814\u7ebf AIDE \uff0c WecoAI \u8fd8\u6709\u4e00\u4e2a\u4ea7\u54c1\u7ebf\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u9a6c\u4e0a\u4f1a\u53d1\u5e03\u7b2c\u2f00\u4e2a\u516c\u5f00\u6d4b\u8bd5\u7684\u4ea7\u54c1 AI Function Builder\uff0c\u5b83\u80fd\u6839\u636e\u81ea\u7136\u8bed\u8a00\u7684\u4efb\u52a1\u63cf\u8ff0\u751f\u6210 AI \u529f\u80fd\u5e76\u63d0\u4f9b API \u63a5\u53e3\u3002\u7528\u6237\u53ea\u9700\u901a\u8fc7\u7b80\u5355\u7684\u4e00\u884c\u4ee3\u7801\u6216\u7535\u5b50\u8868\u683c\u4e2d\u7684\u4e00\u4e2a\u516c\u5f0f\u5c31\u80fd\u8c03\u7528\u8fd9\u4e9b\u529f\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u5c31\u5728 OpenAI \u516c\u5e03 MLE-bench \u7684\u524d\u51e0\u5929\uff0c2024 \u5e74\u8bfa\u8d1d\u5c14\u5316\u5b66\u5956\u88ab\u4e00\u5206\u4e3a\u4e8c\uff1a<\/section>\n<section><\/section>\n<section>\u4e00\u534a\u5171\u540c\u6388\u4e88\u8c37\u6b4c DeepMind CEO Demis Hassabis \u548c\u9ad8\u7ea7\u7814\u7a76\u79d1\u5b66\u5bb6 John M. 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