{"id":512,"date":"2025-10-29T01:12:00","date_gmt":"2025-10-28T17:12:00","guid":{"rendered":"https:\/\/www.ndnlab.com\/?p=512"},"modified":"2025-11-09T04:37:16","modified_gmt":"2025-11-08T20:37:16","slug":"nature-%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0ai%e8%b6%85%e8%b6%8a%e4%ba%86%e4%ba%ba%e7%b1%bb%e8%ae%be%e8%ae%a1%e7%9a%84%e7%ae%97%e6%b3%95%ef%bc%81","status":"publish","type":"post","link":"https:\/\/www.ndnlab.com\/?p=512","title":{"rendered":"Nature \u5f3a\u5316\u5b66\u4e60AI\u8d85\u8d8a\u4e86\u4eba\u7c7b\u8bbe\u8ba1\u7684\u7b97\u6cd5\uff01"},"content":{"rendered":"\n<p>\u5f3a\u5316\u5b66\u4e60\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6838\u5fc3\u6280\u672f\u4e4b\u4e00\uff0c\u5176\u57fa\u672c\u539f\u7406\u6a21\u62df\u4e86\u751f\u7269\u5b66\u4e60\u7684\u672c\u8d28\uff1a\u901a\u8fc7\u4e0e\u73af\u5883\u4e92\u52a8\u3001\u63a5\u6536\u53cd\u9988\u5e76\u8c03\u6574\u884c\u4e3a\u6765\u63d0\u5347\u6027\u80fd\u3002\u4eceAlphaGo\u51fb\u8d25\u56f4\u68cb\u4e16\u754c\u51a0\u519b\uff0c\u5230ChatGPT\u5c55\u73b0\u51fa\u60ca\u4eba\u7684\u8bed\u8a00\u80fd\u529b\uff0c\u80cc\u540e\u90fd\u79bb\u4e0d\u5f00\u5f3a\u5316\u5b66\u4e60\u7684\u652f\u6491\u3002\u7136\u800c\uff0c\u957f\u671f\u4ee5\u6765\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u7684\u5b66\u4e60\u89c4\u5219\u90fd\u9700\u8981\u4eba\u7c7b\u4e13\u5bb6\u7cbe\u5fc3\u8bbe\u8ba1\u548c\u8c03\u4f18\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u4ec5\u8017\u65f6\u8d39\u529b\uff0c\u8fd8\u53d7\u9650\u4e8e\u4eba\u7c7b\u7684\u8ba4\u77e5\u8fb9\u754c\u3002<\/p>\n\n\n\n<p>\u5982\u679cAI\u4e0d\u4ec5\u80fd\u5b66\u4e60\uff0c\u8fd8\u80fd\u521b\u9020\u51fa\u6bd4\u4eba\u7c7b\u8bbe\u8ba1\u7684\u66f4\u4f18\u8d8a\u7684\u5b66\u4e60\u7b97\u6cd5\uff0c\u4f1a\u600e\u6837\uff1fDeepMind\u7684\u8fd9\u7bc7\u5f00\u521b\u6027\u8bba\u6587\u300a<a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x\">Discovering Reinforcement Learning Algorithms via Meta-Learning<\/a>\u300b\u5c31\u56de\u7b54\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u7814\u7a76\u56e2\u961f\u5229\u7528\u5143\u5b66\u4e60\u6280\u672f\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u7b97\u6cd5\u53d1\u73b0\u5668\u201d\uff0c\u5176\u76ee\u6807\u4e0d\u518d\u662f\u4f18\u5316\u7279\u5b9a\u4efb\u52a1\u7684\u7b56\u7565\uff0c\u800c\u662f\u76f4\u63a5\u4f18\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u201c\u5b66\u4e60\u89c4\u5219\u201d\u672c\u8eab\u3002\u8fd9\u4e00\u7a81\u7834\u6027\u65b9\u6cd5\u6210\u529f\u50ac\u751f\u4e86\u540d\u4e3a\u201cX-Net\u201d\u7684\u65b0\u7b97\u6cd5\uff0c\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5176\u6027\u80fd\u5168\u9762\u8d85\u8d8a\u4e86\u4eba\u7c7b\u4e13\u5bb6\u7cbe\u5fc3\u8bbe\u8ba1\u7684DQN\u3001PPO\u53caSAC\u7b49\u4e3b\u6d41\u7b97\u6cd5\u3002\u8fd9\u9879\u5de5\u4f5c\u6807\u5fd7\u7740\u5f3a\u5316\u5b66\u4e60\u7814\u7a76\u8303\u5f0f\u7684\u91cd\u5927\u8f6c\u53d8\u2014\u2014\u4ece\u4f9d\u8d56\u4eba\u7c7b\u76f4\u89c9\u7684\u201c\u4eba\u5de5\u8bbe\u8ba1\u201d\u8fc8\u5411\u6570\u636e\u9a71\u52a8\u7684\u201c\u81ea\u52a8\u53d1\u73b0\u201d\uff0c\u4e3a\u672a\u6765AI\u7b97\u6cd5\u7684\u52a0\u901f\u6f14\u8fdb\u5f00\u8f9f\u4e86\u5168\u65b0\u7684\u9053\u8def\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">Discovering state-of-the-art reinforcement learning algorithms<\/h1>\n\n\n\n<p><a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x#auth-Junhyuk-Oh-Aff1\">Junhyuk Oh<\/a>,\u00a0<a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x#auth-Greg-Farquhar-Aff1\">Greg Farquhar<\/a>,\u00a0<a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x#auth-Iurii-Kemaev-Aff1\">Iurii Kemaev<\/a>,\u00a0<a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x#auth-Dan_A_-Calian-Aff1\">Dan A. Calian<\/a>,\u00a0<a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x#auth-Matteo-Hessel-Aff1\">Matteo Hessel<\/a>,\u00a0<a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x#auth-Luisa-Zintgraf-Aff1\">Luisa Zintgraf<\/a>,\u00a0<a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x#auth-Satinder-Singh-Aff1\">Satinder Singh<\/a>,\u00a0<a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x#auth-Hado-Hasselt-Aff1\">Hado van Hasselt<\/a>\u00a0&amp;\u00a0<a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x#auth-David-Silver-Aff1\">David Silver<\/a>\u00a0<\/p>\n\n\n\n<p><a href=\"https:\/\/www.nature.com\/\"><em>Nature<\/em><\/a>&nbsp;(2025)<a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x#citeas\">Cite this article<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.ndnlab.com\/wp-content\/uploads\/2025\/10\/image-2.png\"  class=\"wp-image-519\" title=\"Nature \u5f3a\u5316\u5b66\u4e60AI\u8d85\u8d8a\u4e86\u4eba\u7c7b\u8bbe\u8ba1\u7684\u7b97\u6cd5\uff01\u63d2\u56fe\" alt=\"Nature \u5f3a\u5316\u5b66\u4e60AI\u8d85\u8d8a\u4e86\u4eba\u7c7b\u8bbe\u8ba1\u7684\u7b97\u6cd5\uff01\u63d2\u56fe\" \/><\/figure>\n\n\n\n<p><strong>\u8bba\u6587\u94fe\u63a5\uff1a<\/strong><a href=\"https:\/\/www.nature.com\/articles\/s41586-025-09761-x\">https:\/\/www.nature.com\/articles\/s41586-025-09761-x<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">DeepMind\u56e2\u961f\u5728\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u81ea\u4e3b\u53d1\u73b0\u9886\u57df\u7684\u91cc\u7a0b\u7891\u5f0f\u7a81\u7834<\/h3>\n\n\n\n<p>\u8c37\u6b4cDeepMind\u56e2\u961f\u6700\u8fd1\u5728\u300a\u81ea\u7136\u300b\uff08Nature\uff09\u6742\u5fd7\u4e0a\u53d1\u8868\u7684\u4e00\u9879\u7814\u7a76\uff0c\u6807\u5fd7\u7740\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u53f2\u4e0a\u7684\u4e00\u4e2a\u5173\u952e\u91cc\u7a0b\u7891\uff1a\u4ed6\u4eec\u5f00\u53d1\u51fa\u4e00\u79cd\u80fd\u591f\u8ba9\u673a\u5668\u81ea\u4e3b\u53d1\u73b0\u5e76\u4f18\u5316\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u7cfb\u7edf\u3002\u8fd9\u4e00\u5de5\u4f5c\u76f4\u63a5\u9488\u5bf9\u5f3a\u5316\u5b66\u4e60\u9886\u57df\u957f\u671f\u5b58\u5728\u7684\u6838\u5fc3\u5b66\u672f\u95ee\u9898\uff0c\u5373\u4f20\u7edf\u7b97\u6cd5\u8bbe\u8ba1\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u7c7b\u4e13\u5bb6\u7684\u7ecf\u9a8c\u3001\u76f4\u89c9\u548c\u8ba4\u77e5\u8fb9\u754c\uff0c\u5bfc\u81f4\u7b97\u6cd5\u521b\u65b0\u53d7\u9650\u3001\u5f00\u53d1\u8fc7\u7a0b\u8017\u65f6\u4e14\u6613\u9677\u5165\u5c40\u90e8\u6700\u4f18\u3002\u8be5\u7814\u7a76\u901a\u8fc7\u5f15\u5165\u4e00\u79cd\u65b0\u578b\u7684\u5143\u5b66\u4e60\u6846\u67b6\uff0c\u5b9e\u73b0\u4e86AI\u7cfb\u7edf\u7684\u81ea\u4e3b\u8fdb\u5316\uff0c\u4ea7\u751f\u4e86\u540d\u4e3aDiscoRL\uff08Discovery Reinforcement Learning\uff09\u7684\u7b97\u6cd5\uff0c\u8be5\u7b97\u6cd5\u5728\u6807\u51c6\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5168\u9762\u8d85\u8d8a\u4eba\u7c7b\u8bbe\u8ba1\u7684\u7ecf\u5178\u7b97\u6cd5\uff0c\u5982DQN\u3001A3C\u548cPPO\uff0c\u4ece\u800c\u6311\u6218\u4e86\u73b0\u6709\u7b97\u6cd5\u5f00\u53d1\u8303\u5f0f\u7684\u5c40\u9650\u6027\uff0c\u5e76\u4e3a\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u81ea\u4e3b\u521b\u65b0\u63d0\u4f9b\u4e86\u65b0\u8def\u5f84\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"775\" height=\"547\" src=\"https:\/\/www.ndnlab.com\/wp-content\/uploads\/2025\/10\/image-1.png\"  class=\"wp-image-518\" srcset=\"https:\/\/www.ndnlab.com\/wp-content\/uploads\/2025\/10\/image-1.png 775w, https:\/\/www.ndnlab.com\/wp-content\/uploads\/2025\/10\/image-1-300x212.png 300w, https:\/\/www.ndnlab.com\/wp-content\/uploads\/2025\/10\/image-1-768x542.png 768w\" sizes=\"auto, (max-width: 775px) 100vw, 775px\" title=\"Nature \u5f3a\u5316\u5b66\u4e60AI\u8d85\u8d8a\u4e86\u4eba\u7c7b\u8bbe\u8ba1\u7684\u7b97\u6cd5\uff01\u63d2\u56fe1\" alt=\"Nature \u5f3a\u5316\u5b66\u4e60AI\u8d85\u8d8a\u4e86\u4eba\u7c7b\u8bbe\u8ba1\u7684\u7b97\u6cd5\uff01\u63d2\u56fe1\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u9488\u5bf9\u7684\u5173\u952e\u5b66\u672f\u95ee\u9898\uff1a\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8bbe\u8ba1\u7684\u74f6\u9888<\/h4>\n\n\n\n<p>\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning, RL\uff09\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u6838\u5fc3\u652f\u67f1\u6280\u672f\uff0c\u5176\u539f\u7406\u57fa\u4e8e\u6a21\u62df\u751f\u7269\u5b66\u4e60\u673a\u5236\uff1a\u901a\u8fc7\u4e0e\u73af\u5883\u4e92\u52a8\u3001\u63a5\u6536\u5956\u52b1\u53cd\u9988\u5e76\u8c03\u6574\u7b56\u7565\u6765\u4f18\u5316\u6027\u80fd\u3002\u8be5\u6280\u672f\u652f\u6491\u4e86\u4eceAlphaGo\u5728\u56f4\u68cb\u9886\u57df\u7684\u80dc\u5229\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982ChatGPT\u7684\u751f\u6210\u80fd\u529b\u7b49\u8bf8\u591a\u7a81\u7834\u3002\u7136\u800c\uff0c\u5b66\u672f\u754c\u9762\u4e34\u7684\u4e00\u4e2a\u91cd\u5927\u6311\u6218\u662f\uff1aRL\u7b97\u6cd5\u7684\u5b66\u4e60\u89c4\u5219\uff08\u5982\u4ef7\u503c\u51fd\u6570\u66f4\u65b0\u3001\u63a2\u7d22-\u5229\u7528\u5e73\u8861\u548c\u53c2\u6570\u4f18\u5316\u7b56\u7565\uff09 traditionally 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class=\"wp-block-heading\">\u63d0\u51fa\u7684\u6280\u672f\u521b\u65b0\u70b9\uff1a\u5143\u5b66\u4e60\u4e0e\u79cd\u7fa4\u8fdb\u5316\u7684\u878d\u5408<\/h4>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u5f15\u5165\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u201c\u5143\u5b66\u4e60\u201d\uff08Meta-Learning\uff09\u65b9\u6cd5\uff0c\u7ed3\u5408\u8fdb\u5316\u7b97\u6cd5\u6784\u5efa\u4e86\u4e00\u4e2a\u5927\u89c4\u6a21\u7684\u79cd\u7fa4\u8fdb\u5316\u6846\u67b6\u3002\u5177\u4f53\u800c\u8a00\uff0c\u4ed6\u4eec\u521b\u5efa\u4e86\u4e00\u4e2a\u7531\u6570\u5343\u4e2aAI\u667a\u80fd\u4f53\u7ec4\u6210\u7684\u865a\u62df\u79cd\u7fa4\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u914d\u5907\u72ec\u7279\u7684\u5b66\u4e60\u89c4\u5219\uff08\u5982\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u548c\u53c2\u6570\u66f4\u65b0\u673a\u5236\uff09\uff0c\u5e76\u5728\u591a\u6837\u5316\u7684\u590d\u6742\u73af\u5883\u4e2d\u8fdb\u884c\u5e76\u884c\u5b66\u4e60\u548c\u7ade\u4e89\u3002\u8fd9\u4e00\u8fc7\u7a0b\u6a21\u62df\u751f\u7269\u8fdb\u5316\uff1a\u901a\u8fc7\u8bd5\u9519\u3001\u6027\u80fd\u8bc4\u4f30\u548c\u9009\u62e9\u673a\u5236\uff0c\u4f18\u80dc\u89c4\u5219\u5f97\u4ee5\u4fdd\u7559\u548c\u53d8\u5f02\uff0c\u800c\u52a3\u52bf\u89c4\u5219\u88ab\u6dd8\u6c70\u3002\u5173\u952e\u521b\u65b0\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul 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class=\"wp-block-heading\">\u5b9e\u9a8c\u7ed3\u679c\u4e0e\u5b66\u672f\u5f71\u54cd<\/h4>\n\n\n\n<p>\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cDiscoRL\u5728\u591a\u9879\u590d\u6742\u4efb\u52a1\uff08\u5982\u9ad8\u7ef4\u72b6\u6001\u7a7a\u95f4\u548c\u4e0d\u786e\u5b9a\u73af\u5883\uff09\u4e2d\u8868\u73b0\u51fa\u663e\u8457\u4f18\u52bf\uff1a\u5b66\u4e60\u901f\u5ea6\u66f4\u5feb\uff0c\u6700\u7ec8\u7b56\u7565\u66f4\u4f18\uff0c\u4e14\u5bf9\u566a\u58f0\u548c\u53d8\u5316\u66f4\u5177\u9c81\u68d2\u6027\u3002\u8fd9\u4e9b\u7ed3\u679c\u901a\u8fc7\u7edf\u8ba1\u663e\u8457\u6027\u68c0\u9a8c\uff08\u5982\u7f6e\u4fe1\u533a\u95f4\u548cp\u503c\u5206\u6790\uff09\u5f97\u5230\u9a8c\u8bc1\uff0c\u5f3a\u8c03\u4e86\u5176\u5728RL\u6cdb\u5316\u7406\u8bba\u4e0a\u7684\u8d21\u732e\u3002\u7814\u7a76\u8fd8\u63ed\u793a\u4e86\u7b97\u6cd5\u7a7a\u95f4\u7684\u5e7f\u9614\u6027\uff1a\u4eba\u7c7b\u8bbe\u8ba1\u7684\u7b97\u6cd5\u4ec5\u5360\u6f5c\u5728\u6700\u4f18\u89e3\u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u641c\u7d22\u53ef\u53d1\u73b0\u65b0\u578b\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u5de5\u4f5c\u5bf9\u5b66\u672f\u754c\u7684\u5f71\u54cd\u6df1\u8fdc\u3002\u5b83\u4e3a\u673a\u5668\u5b66\u4e60\u63d0\u4f9b\u4e86\u65b0\u5de5\u5177\uff0c\u7528\u4e8e\u63a2\u7d22\u9ad8\u7ef4\u95ee\u9898\uff0c\u5982\u5728\u76d1\u7763\u5b66\u4e60\u6216\u65e0\u76d1\u7763\u5b66\u4e60\u4e2d\u7684\u7b97\u6cd5\u81ea\u6cbb\u53d1\u73b0\u3002\u540c\u65f6\uff0c\u5b83\u5f15\u53d1\u4e86\u65b0\u7814\u7a76\u8bae\u9898\uff1a\u5982\u4f55\u89e3\u91ca\u81ea\u4e3b\u7b97\u6cd5\u7684\u201c\u9ed1\u7bb1\u201d\u673a\u5236\uff1f\u5982\u4f55\u786e\u4fdd\u5176\u5b89\u5168\u6027\u548c\u53ef\u63a7\u6027\uff1fDeepMind\u56e2\u961f\u8868\u793a\uff0c\u672a\u6765\u5c06\u6269\u5c55\u8fd9\u4e00\u6846\u67b6\u5230\u66f4\u5e7f\u7684\u673a\u5668\u5b66\u4e60\u8303\u5f0f\uff0c\u63a8\u52a8AI\u4ece\u5de5\u5177\u5411\u81ea\u4e3b\u521b\u65b0\u8005\u7684\u6f14\u53d8\u3002<\/p>\n\n\n\n<p>IEEE Network\u8bba\u6587\u300a<a href=\"https:\/\/ieeexplore.ieee.org\/document\/9146412\">\u57fa\u4e8eSDN\u7f51\u7edc\u7684\u62e5\u585e\u63a7\u5236\uff1a\u591a\u4efb\u52a1\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60<\/a>\u300b\u4e2d\uff0c\u9488\u5bf9\u8f6f\u4ef6\u5b9a\u4e49\u7f51\u7edc\uff08SDN\uff09\u4e2d\u5904\u7406\u591a\u4efb\u52a1\u573a\u666f\u7684\u5173\u952e\u5b66\u672f\u6311\u6218\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u5c06\u591a\u4efb\u52a1\u5b66\u4e60\u4e0e\u6df1\u5ea6RL\u76f8\u7ed3\u5408\u7684\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u52a8\u6001\u8868\u793a\u7f51\u7edc\u72b6\u6001\u5e76\u66f4\u6709\u6548\u5730\u7f13\u89e3\u62e5\u585e\uff0c\u4f18\u4e8e\u4f20\u7edf\u5355\u4efb\u52a1\u65b9\u6cd5\u3002\u540c\u6837\uff0c\u5728Expert Systems With Applications\u8bba\u6587\u300a<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0957417419305822?via%3Dihub\">\u65f6\u95f4\u9a71\u52a8\u7684\u7279\u5f81\u611f\u77e5\u8054\u5408\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff1a\u7528\u4e8e\u91d1\u878d\u4fe1\u53f7\u8868\u793a\u548c\u7b97\u6cd5\u4ea4\u6613<\/a>\u300b\u4e2d\uff0c\u89e3\u51b3\u4e86\u91d1\u878d\u6570\u636e\u4e2d\u65f6\u95f4\u4f9d\u8d56\u6027\u548c\u7279\u5f81\u63d0\u53d6\u7684\u95ee\u9898\uff0c\u5f15\u5165TFJ-DRL\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u878d\u5408\u65f6\u95f4\u9a71\u52a8\u5377\u79ef\u5c42\u4e0eRL\uff0c\u63d0\u5347\u4fe1\u53f7\u8868\u793a\u548c\u4ea4\u6613\u7b56\u7565\uff0c\u5728\u9002\u5e94\u6027\u548c\u76c8\u5229\u80fd\u529b\u4e0a\u8d85\u8d8a\u5e38\u89c4\u65b9\u6cd5\u3002\u8fd9\u4e9b\u8bba\u6587\u7a81\u51fa\u4e86\u5bf9\u7279\u5b9a\u73af\u5883\uff08\u5982\u7f51\u7edc\u62e5\u585e\u548c\u91d1\u878d\u5e02\u573a\uff09\u7684\u4eba\u5de5\u8bbe\u8ba1RL\u67b6\u6784\u7684\u4f9d\u8d56\uff0c\u8fd9\u6b63\u4f53\u73b0\u4e86DiscoRL\u901a\u8fc7\u8fdb\u5316\u901a\u7528\u9ad8\u6027\u80fd\u5b66\u4e60\u89c4\u5219\u6240\u514b\u670d\u7684\u5c40\u9650\u6027\u3002Sigcomm 2018 NetAI Workshop\u8bba\u6587\u300a<a 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\u5982\u679cAI\u4e0d\u4ec5\u80fd\u5b66\u4e60\uff0c\u8fd8\u80fd\u521b\u9020\u51fa\u6bd4\u4eba\u7c7b\u8bbe\u8ba1\u7684\u66f4\u4f18\u8d8a\u7684\u5b66\u4e60\u7b97\u6cd5\uff0c\u4f1a\u600e\u6837\uff1fDeepMind\u7684\u8fd9\u7bc7\u5f00\u521b\u6027\u8bba\u6587\u300aDiscovering Reinforcement &hellip; <a href=\"https:\/\/www.ndnlab.com\/?p=512\">\u7ee7\u7eed\u9605\u8bfb <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":528,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5,23,24],"tags":[],"class_list":["post-512","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-rengongzhineng","category-23","category-24"],"_links":{"self":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts\/512","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=512"}],"version-history":[{"count":4,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts\/512\/revisions"}],"predecessor-version":[{"id":529,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts\/512\/revisions\/529"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/media\/528"}],"wp:attachment":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=512"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=512"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=512"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}