{"id":35716,"date":"2024-12-30T09:00:13","date_gmt":"2024-12-30T01:00:13","guid":{"rendered":"https:\/\/17aitech.com\/?p=35716"},"modified":"2024-12-30T09:00:13","modified_gmt":"2024-12-30T01:00:13","slug":"%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%87%aa%e5%8a%a8%e7%ba%a0%e9%94%99%ef%bc%8c%e6%95%b0%e5%ad%a6%e3%80%81%e7%bc%96%e7%a8%8b%e6%80%a7%e8%83%bd%e6%9a%b4%e6%b6%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35716","title":{"rendered":"\u5f3a\u5316\u5b66\u4e60\u8ba9\u5927\u6a21\u578b\u81ea\u52a8\u7ea0\u9519\uff0c\u6570\u5b66\u3001\u7f16\u7a0b\u6027\u80fd\u66b4\u6da8\uff0cDeepMind\u65b0\u4f5c"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-21-3\" target=\"_blank\">\u5f3a\u5316\u5b66\u4e60\u8ba9\u5927\u6a21\u578b\u81ea\u52a8\u7ea0\u9519\uff0c\u6570\u5b66\u3001\u7f16\u7a0b\u6027\u80fd\u66b4\u6da8\uff0cDeepMind\u65b0\u4f5c<\/a><\/p>\n<p>\u81ea\u6211\u7ea0\u6b63\uff08Self-correction\uff09\u662f\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u975e\u5e38\u91cd\u8981\u7684\u80fd\u529b\uff0c\u4f46\u4eba\u4eec\u53d1\u73b0\u8fd9\u79cd\u80fd\u529b\u5728\u73b0\u4ee3 LLM \u4e2d\u57fa\u672c\u4e0a\u5f88\u5c11\u5b58\u5728\u3002\u73b0\u6709\u7684\u8bad\u7ec3\u81ea\u6211\u7ea0\u6b63\u7684\u65b9\u6cd5\u8981\u4e48\u9700\u8981\u591a\u4e2a\u6a21\u578b\uff0c\u8981\u4e48\u4f9d\u8d56\u4e8e\u66f4\u5f3a\u5927\u7684\u6a21\u578b\u6216\u5176\u4ed6\u5f62\u5f0f\u7684\u76d1\u7763\u3002<\/p>\n<p>\u6211\u4eec\u5982\u4f55\u624d\u80fd\u8ba9 LLM \u5177\u5907\u81ea\u6211\u7ea0\u6b63\u80fd\u529b\uff1f\u4e4b\u524d\u7684\u7814\u7a76\u8981\u4e48\u4f9d\u8d56\u4e8e\u63d0\u793a\u5de5\u7a0b\uff0c\u8981\u4e48\u4f9d\u8d56\u4e8e\u4e13\u95e8\u7528\u4e8e\u81ea\u6211\u7ea0\u6b63\u7684\u5fae\u8c03\u6a21\u578b\u3002\u4f46\u524d\u8005\u901a\u5e38\u65e0\u6cd5\u6709\u6548\u5730\u8fdb\u884c\u6709\u610f\u4e49\u7684\u5185\u5728\u81ea\u6211\u7ea0\u6b63\uff0c\u800c\u540e\u8005\u57fa\u4e8e\u5fae\u8c03\u7684\u65b9\u6cd5\u9700\u8981\u5728\u63a8\u7406\u65f6\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\uff0c\u4f8b\u5982\u9700\u8981 oracle\u300c\u6559\u5e08\u300d\u6765\u76d1\u7763\u6307\u5bfc\u81ea\u6211\u7ea0\u6b63\u8fc7\u7a0b\u3002<\/p>\n<p>\u5728\u6700\u8fd1\u63d0\u4ea4\u7684\u4e00\u7bc7\u8bba\u6587\u4e2d\uff0c\u6765\u81ea Google DeepMind \u7684\u7814\u7a76\u8005\u5f00\u53d1\u4e86\u4e00\u79cd\u65e0\u9700\u4e0a\u8ff0\u4efb\u4f55\u8981\u6c42\u5373\u53ef\u6709\u6548\u8fdb\u884c\u81ea\u6211\u7ea0\u6b63\u7684\u65b9\u6cd5\uff0c\u5373\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u81ea\u6211\u7ea0\u6b63\uff08SCoRe\uff0cSelf-Correction via Reinforcement Learning)\uff0c\u53ea\u9700\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u65e2\u53ef\u4ee5\u5bf9\u63a8\u7406\u95ee\u9898\u505a\u51fa\u54cd\u5e94\uff0c\u4e5f\u53ef\u4ee5\u7ea0\u6b63\u9519\u8bef\uff0c\u5c3d\u7ba1\u6ca1\u6709\u6536\u5230\u4efb\u4f55 oracle \u53cd\u9988\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0cSCoRe \u5b8c\u5168\u901a\u8fc7\u5728\u81ea\u751f\u6210\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u6765\u6559\u6a21\u578b\u5177\u5907\u8fd9\u79cd\u80fd\u529b\uff0c\u800c\u65e0\u9700\u4efb\u4f55 oracle\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-84e70f86be0860c0675930a18a25f870.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-84e70f86be0860c0675930a18a25f870.png\"><\/a><\/p>\n<ul>\n<li>\u8bba\u6587\u6807\u9898\uff1aTraining Language Models to Self-Correct via\u00a0Reinforcement Learning<\/li>\n<li>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2409.12917<\/li>\n<\/ul>\n<p>\u672c\u6587\u4e3b\u8981\u8d21\u732e\u5728\u4e8e\u63d0\u51fa\u4e86\u4e00\u79cd\u591a\u8f6e\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5 \u2014\u2014SCoRe\uff0c\u7528\u4e8e\u6559 LLM \u5982\u4f55\u7ea0\u6b63\u81ea\u5df1\u7684\u9519\u8bef\u3002\u76f8\u5bf9\u4e8e\u57fa\u7840 Gemini \u6a21\u578b\uff0cSCoRe \u5728 MATH \u63a8\u7406\u95ee\u9898\u7684\u81ea\u6211\u7ea0\u6b63\u65b9\u9762\u83b7\u5f97\u4e86 15.6% \u7684\u589e\u76ca\uff0c\u5728 HumanEval \u7f16\u7801\u95ee\u9898\u4e0a\u83b7\u5f97\u4e86 9.1% \u7684\u589e\u76ca\u3002<\/p>\n<p><strong>SCoRe \u539f\u7406\u4ecb\u7ecd<\/strong><\/p>\n<p>\u4e3a\u4e86\u6559 LLM \u8fdb\u884c\u81ea\u6211\u7ea0\u6b63\uff0cSCoRe \u5c06\u6807\u51c6\u5355\u8f6e\u5f3a\u5316\u5b66\u4e60\uff08\u516c\u5f0f 2\uff09\u6269\u5c55\u5230 Zhou \u7b49\u4eba\u63d0\u51fa\u7684\u5206\u5c42\u6846\u67b6\u4e0b\u7684\u591a\u8f6e\u8bbe\u7f6e\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c1f7db8de16844227e6101c31056fabd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c1f7db8de16844227e6101c31056fabd.png\"><\/a><\/p>\n<p>\u4e0d\u8fc7\u8fd9\u6837\u505a\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002\u9996\u5148\uff0c\u4f18\u5316\u516c\u5f0f 1 \u89e3\u51b3\u4e86\u5206\u5e03\u504f\u79fb\u95ee\u9898\uff0c\u4f46\u5c1a\u4e0d\u6e05\u695a\u5b83\u662f\u5426\u4e5f\u80fd\u6ee1\u8db3\u8981\u6c42 [D2]\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-51e87d03f4dea67d9e9ec907960b27ac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-51e87d03f4dea67d9e9ec907960b27ac.png\"><\/a><\/p>\n<p>\u8fd9\u91cc\u7684 [D2] \u5982\u4e0b\u56fe\u6240\u793a\uff0c\u56fe\u4e2d\u5c55\u793a\u4e86 SFT \u65b9\u6cd5\u5931\u8d25\u7684\u4e24\u4e2a\u539f\u56e0\u3002\u800c\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u5fc5\u987b\u6ee1\u8db3\u4e24\u4e2a\u8981\u6c42\uff1a[D1] \u6a21\u578b\u5e94\u8be5\u76f4\u63a5\u5728\u81ea\u751f\u6210\u8f68\u8ff9\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u7f13\u89e3 SFT \u7684\u5206\u5e03\u4e0d\u5339\u914d\uff08\u56fe 4\uff09\uff0c[D2] \u6240\u91c7\u7528\u7684\u81ea\u751f\u6210\u8f68\u8ff9\u5e94\u9632\u6b62\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u56e0\u8fdb\u884c\u5fae\u5c0f\u7f16\u8f91\u800c\u5d29\u6e83\u3002<\/p>\n<p><strong>\u4f5c\u8005\u5f00\u53d1\u4e86\u4e00\u79cd\u5728\u7ebf RL \u65b9\u6cd5\uff0c\u901a\u8fc7\u4ed4\u7ec6\u7684\u521d\u59cb\u5316\u548c\u5956\u52b1\u5851\u9020\u6765\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\u3002<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f643d796a63fe75af244fd6e4dd33f0b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f643d796a63fe75af244fd6e4dd33f0b.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0877697402eb482fba3fa3aba3f0e402.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0877697402eb482fba3fa3aba3f0e402.png\"><\/a><\/p>\n<p>\u5176\u6b21\u7528\u4e8e\u5fae\u8c03\u7684\u57fa\u7840\u6a21\u578b\u521d\u59cb\u5316\u5728\u7f16\u8f91\u8ddd\u79bb\u4e0a\u5448\u73b0\u51fa\u9ad8\u5ea6\u503e\u659c\u7684\u5206\u5e03\uff08\u56fe 3a\uff09\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u5bb9\u6613\u53d7\u5230\u6a21\u5f0f\u5d29\u6e83\u7684\u5f71\u54cd\uff0c\u8fd9\u662f\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u4e2d\u4e00\u4e2a\u5e38\u89c1\u7684\u95ee\u9898\u3002\u5373\u4f7f\u57fa\u7840\u6a21\u578b\u53ef\u4ee5\u5728\u81ea\u6211\u6821\u6b63\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7f16\u8f91\u8ddd\u79bb\u6bd4\u503e\u659c\u5ea6\u8f83\u5c0f\u7684\u5206\u5e03\uff0c\u4f46\u4ecd\u7136\u9700\u8981\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u4ece\u8bad\u7ec3\u6570\u636e\u4e2d\u5b66\u4e60\u4e00\u79cd\u53ef\u4ee5\u63a8\u5e7f\u5230\u6d4b\u8bd5\u63d0\u793a\u7684\u81ea\u6211\u6821\u6b63\u7b56\u7565\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9412037068c848fb92953f5fd75fe217.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9412037068c848fb92953f5fd75fe217.png\"><\/a><\/p>\n<p>SCoRe \u65e8\u5728\u89e3\u51b3\u4e0a\u8ff0\u5173\u952e\u6311\u6218\uff0c\u5176\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff0c\u8fd9\u4e24\u4e2a\u9636\u6bb5\u90fd\u662f\u901a\u8fc7\u9002\u5f53\u521d\u59cb\u5316\u6a21\u578b\u548c\u63a7\u5236\u540e\u7eed RL \u4f7f\u6a21\u578b\u504f\u5411\u5b66\u4e60\u81ea\u6211\u7ea0\u6b63\u3002<\/p>\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u8fd9\u4e24\u4e2a\u9636\u6bb5\u5305\u62ec\uff1a<\/p>\n<p><strong>\u9636\u6bb5 I\uff1a\u8bad\u7ec3\u6a21\u578b\u521d\u59cb\u5316\u4ee5\u9632\u6b62\u5d29\u6e83<\/strong><\/p>\n<p>SCoRe \u7b2c\u4e00\u9636\u6bb5\u7684\u76ee\u6807\u662f\u901a\u8fc7\u63d0\u9ad8\u57fa\u7840\u6a21\u578b\u5bf9\u7b2c\u4e8c\u6b21\u5c1d\u8bd5\u54cd\u5e94\u7684\u8986\u76d6\u7387\u6765\u83b7\u5f97\u826f\u597d\u7684\u6a21\u578b\u521d\u59cb\u5316\uff0c\u4ee5\u4fbf\u540e\u7eed\u81ea\u6211\u7ea0\u6b63\u8bad\u7ec3\u4e0d\u4f1a\u51fa\u73b0 STaR\/SFT \u4e2d\u89c2\u5bdf\u5230\u7684\u5d29\u6e83\u73b0\u8c61\u3002<\/p>\n<p>\u4e3a\u4e86\u8fbe\u5230\u6b64\u76ee\u7684\uff0c\u8be5\u7814\u7a76\u4e0d\u91c7\u7528 SFT \u6765\u521d\u59cb\u5316 RL \u8bad\u7ec3\uff0c\u800c\u662f\u5f00\u53d1\u4e86\u7b2c\u4e00\u9636\u6bb5\u6765\u4ea7\u751f\u4e0d\u6613\u5d29\u6e83\u7684\u5355\u72ec\u521d\u59cb\u5316\u3002<\/p>\n<p>\u4f5c\u8005\u5fae\u8c03\u57fa\u7840\u6a21\u578b\uff0c\u4ee5\u4fbf\u5728\u7b2c\u4e8c\u6b21\u5c1d\u8bd5\u65f6\u4ea7\u751f\u9ad8\u5956\u52b1\u4fee\u6b63\uff0c\u540c\u65f6\u901a\u8fc7\u4f7f\u7528 KL \u6563\u5ea6\u5c06\u7b2c\u4e00\u6b21\u5c1d\u8bd5\u7684\u54cd\u5e94\u5206\u5e03\u9650\u5236\u4e3a\u5c3d\u53ef\u80fd\u63a5\u8fd1\u57fa\u7840\u6a21\u578b\u7684\u54cd\u5e94\u5206\u5e03\uff0c\u4ece\u800c\u5f3a\u5236\u6a21\u578b\u4e0d\u6539\u53d8\u5176\u7b2c\u4e00\u6b21\u5c1d\u8bd5\u7684\u54cd\u5e94\u3002\u867d\u7136\u8fd9\u770b\u8d77\u6765\u4e0d\u662f\u6700\u4f18\u7684 \u2014\u2014 \u4f46\u7b2c\u4e00\u6b21\u5c1d\u8bd5\u7684\u54cd\u5e94\u9519\u8bef\u8f83\u5c11\uff0c\u53ef\u4ee5\u7ea0\u6b63\u4e3a\u66f4\u597d\u7684\u7b2c\u4e8c\u6b21\u5c1d\u8bd5\u54cd\u5e94\u3002\u4f18\u5316\u7684\u76ee\u6807\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4b0c96cbf3fe9184c78e85cef81400a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4b0c96cbf3fe9184c78e85cef81400a2.png\"><\/a><\/p>\n<p>\u5176\u4e2d \ud835\udefd_2 \u662f\u4e00\u4e2a\u8d85\u53c2\u6570\uff0c\u65e8\u5728\u4ec5\u5728\u7b2c\u4e00\u6b21\u5c1d\u8bd5\u65f6\u5f3a\u5236\u6267\u884c\u4e25\u683c\u7684 KL \u60e9\u7f5a\uff0c\u4ee5\u907f\u514d\u7b2c\u4e00\u8f6e\u54cd\u5e94\u53d1\u751f\u504f\u79fb\uff08\u7528\u84dd\u8272\u9879\u8868\u793a\uff09\u3002\u8bf7\u6ce8\u610f\uff0c\u4f5c\u8005\u4ecd\u7136\u4f7f\u7528\u516c\u5f0f 2 \u4e2d\u7684\u9ed8\u8ba4 KL \u6563\u5ea6\u60e9\u7f5a\uff0c\u4f46\u8be5\u60e9\u7f5a\u7684\u6743\u91cd\u8981\u5c0f\u5f97\u591a\uff0c\u5e76\u4e14\u4e3a\u4e86\u7b80\u6d01\u8d77\u89c1\uff0c\u516c\u5f0f 3 \u4e2d\u7701\u7565\u4e86\u5b83\u3002\u4e8b\u5b9e\u4e0a\uff0c\u4e0e\u7b80\u5355\u7684\u591a\u8f6e RL \u4e0d\u540c\uff0c\u9636\u6bb5 I \u5728\u5206\u79bb\u4e24\u4e2a\u54cd\u5e94\u65b9\u9762\u66f4\u6709\u6548\uff08\u56fe 5b\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-300d82bd9b2e5c525620e5ad9579cabd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-300d82bd9b2e5c525620e5ad9579cabd.png\"><\/a><\/p>\n<p><strong>\u9636\u6bb5 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data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-28c49f27b77419711f692ca1d3aef1b1.png\"><\/a><\/p>\n<p>\u56fe 6 \u4e3a\u9636\u6bb5 I\u3001\u9636\u6bb5 II \u6d41\u7a0b\u8bf4\u660e\u3002\u53ef\u4ee5\u770b\u51fa SCoRe \u4ee5\u4ea4\u9519\u65b9\u5f0f\u5e94\u7528\u9636\u6bb5 I \u548c II \u8fdb\u884c\u591a\u6b21\u8fed\u4ee3\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-089a88703e252cbd3ac4c780b2faf23b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-089a88703e252cbd3ac4c780b2faf23b.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5fc5f9734096fe35f4400686de4acdd1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5fc5f9734096fe35f4400686de4acdd1.png\"><\/a><\/p>\n<p><strong>\u5b9e\u9a8c\u8bc4\u4f30<\/strong><\/p>\n<p>\u8be5\u7814\u7a76\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u5b9e\u9a8c\uff0c\u6765\u9a8c\u8bc1 SCoRe \u5728\u6559 LLM \u5177\u5907\u81ea\u6211\u7ea0\u6b63\u80fd\u529b\u65b9\u9762\u7684\u6709\u6548\u6027\uff0c\u5e76\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\u63a2\u7d22\u4e86 SCoRe \u7684\u6bcf\u4e2a\u7ec4\u4ef6\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u8be5\u7814\u7a76\u4e3b\u8981\u5173\u6ce8\u6570\u5b66\u548c\u7f16\u7801\u4efb\u52a1\uff0c\u4f7f\u7528\u4ee5\u4e0b\u57fa\u51c6\u6765\u8bc4\u4f30\u65b9\u6cd5\u7684\u6709\u6548\u6027\uff1a<\/p>\n<ul>\n<li>MATH\uff1b<\/li>\n<li>MBPP \u548c HumanEval\u3002<\/li>\n<\/ul>\n<p>\u51e0\u79cd\u65b9\u6cd5\u5728 MATH \u57fa\u51c6\u4e0a\u7684\u5b9e\u9a8c\u8bc4\u4f30\u7ed3\u679c\u5982\u4e0b\u8868 3 \u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5b078fa7e43a9edc1dc21828bc94ce56.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5b078fa7e43a9edc1dc21828bc94ce56.png\"><\/a><\/p>\n<p>\u5728\u4ee3\u7801\u751f\u6210\u65b9\u9762\uff0c\u5b9e\u9a8c\u7ed3\u679c\u5982\u4e0b\u8868 4 \u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c0e3a8e607970d15608aecb4c6888008.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c0e3a8e607970d15608aecb4c6888008.png\"><\/a><\/p>\n<p><strong>\u6d88\u878d\u7814\u7a76<\/strong><\/p>\n<p>\u4e3a\u4e86\u63a2\u7a76\u4ee5\u4e0b\u51e0\u4e2a\u95ee\u9898\uff0c\u8be5\u7814\u7a76\u8fdb\u884c\u4e86\u6d88\u878d\u5b9e\u9a8c\uff1a<\/p>\n<ul>\n<li>\u591a\u8f6e\u8bad\u7ec3\u7684\u91cd\u8981\u6027<\/li>\n<li>\u591a\u9636\u6bb5\u8bad\u7ec3\u7684\u91cd\u8981\u6027<\/li>\n<li>\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\uff08reward shaping\uff09\u7684\u5f71\u54cd<\/li>\n<li>on-policy \u5f3a\u5316\u5b66\u4e60\u7684\u91cd\u8981\u6027<\/li>\n<\/ul>\n<p>\u6d88\u878d\u5b9e\u9a8c\u7ed3\u679c\u5982\u4e0b\u8868 5 \u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-efce56f6b5f8920d234772b33c9b471e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-efce56f6b5f8920d234772b33c9b471e.png\"><\/a><\/p>\n<p>\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u9605\u8bfb\u8bba\u6587\u539f\u6587\uff0c\u4e86\u89e3\u66f4\u591a\u7814\u7a76\u5185\u5bb9\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-21-3\" target=\"_blank\">\u5f3a\u5316\u5b66\u4e60\u8ba9\u5927\u6a21\u578b\u81ea\u52a8\u7ea0\u9519\uff0c\u6570\u5b66\u3001\u7f16\u7a0b\u6027\u80fd\u66b4\u6da8\uff0cDeepMind\u65b0\u4f5c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5f3a\u5316\u5b66\u4e60\u8ba9\u5927\u6a21\u578b\u81ea\u52a8\u7ea0 [&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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