{"id":38760,"date":"2025-02-22T15:00:58","date_gmt":"2025-02-22T07:00:58","guid":{"rendered":"https:\/\/17aitech.com\/?p=38760"},"modified":"2025-02-22T15:00:58","modified_gmt":"2025-02-22T07:00:58","slug":"%e5%9b%be%e7%81%b5%e5%a5%96%e9%81%97%e5%bf%98%e7%9a%84ai%e4%b9%8b%e7%88%b6%ef%bc%8cgai%e6%97%b6%e4%bb%a3%e5%86%8d%e5%8f%91%e5%a3%b0%ef%bc%9ajurgen%e9%87%8d%e8%b0%88ai%e5%88%9b%e4%b8%9a","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38760","title":{"rendered":"\u56fe\u7075\u5956\u9057\u5fd8\u7684AI\u4e4b\u7236\uff0cGAI\u65f6\u4ee3\u518d\u53d1\u58f0\uff1aJurgen\u91cd\u8c08AI\u201c\u521b\u4e1a\u201d\u53f2"},"content":{"rendered":"<p>\u6700\u8fd1\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6218\u706b\u7eb7\u98de\uff0c\u5404\u79cd\u89c2\u70b9\u6253\u67b6\u3002\u813e\u6c14\u706b\u7206\u7684\u4eba\u5de5\u667a\u80fd\u4e4b\u7236J\u00fcrgen 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Schmidhuber\u770b\u6765\uff0c\u6df1\u5ea6\u5b66\u4e60\u867d\u7136\u4e0d\u80fd\u89e3\u51b3\u50cf\u57fa\u7840\u7406\u8bba\u6539\u8fdb\u4e00\u7c7b\u7684\u95ee\u9898\uff0c\u4f46\u5728\u5927\u90e8\u5206\u95ee\u9898\u4e0a\u90fd\u8868\u73b0\u51fa\u4e86\u5f88\u9ad8\u7684\u5b9e\u7528\u6027\uff0c\u5c24\u5176\u662f\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n<p>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7684\u5f3a\u5927\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u53f0\u901a\u7528\u8ba1\u7b97\u673a\uff0c\u6240\u4ee5\u7406\u8bba\u4e0a\u6765\u4efb\u4f55\u80fd\u5728\u8ba1\u7b97\u673a\u4e0a\u6267\u884c\u7684\u8ba1\u7b97\u4efb\u52a1\u90fd\u80fd\u5728\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u4e0a\u8fdb\u884c\u3002\u53ea\u9700\u8981\u589e\u52a0\u5b58\u50a8\uff0c\u5c31\u80fd\u8ba9\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u5904\u7406\u66f4\u590d\u6742\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4e0d\u8fc7J\u00fcrgen Schmidhuber\u4e5f\u8bf4\u4e86\uff0c\u4e00\u5f00\u59cb\u81ea\u5df1\u7684\u60f3\u6cd5\u8fd8\u662f\u5f88\u5929\u771f\u7684\uff0c\u60f3\u8ba9\u795e\u7ecf\u7f51\u7edc\u53bb\u6a21\u62df\u548c\u9884\u6d4b\u672a\u6765\u7684\u6bcf\u4e00\u4e2a\u5c0f\u6b65\u9aa4\uff0c\u518d\u4ece\u4e2d\u6311\u9009\u51fa\u80fd\u591f\u5e26\u6765\u6700\u5927\u56de\u62a5\u7684\u884c\u52a8\u8def\u5f84\u3002<\/p>\n<p>J\u00fcrgen Schmidhuber\u4e5f\u627e\u5230\u4e86\u8fd9\u4e2a\u7e41\u7410\u4f4e\u6548\u7684\u6d41\u7a0b\u7684\u6539\u8fdb\u65b9\u5f0f\u3002\u4ed6\u60f3\u628a\u8f93\u5165\u7684\u90a3\u4e00\u957f\u4e32\u7684\u884c\u52a8\u5e8f\u5217\u90fd\u62c6\u5206\u6210\u4e0d\u540c\u7684\u5757\uff0c\u4e4b\u540e\u518d\u4ee5\u65b0\u7684\u65b9\u5f0f\u7ec4\u5408\u5728\u4e00\u8d77\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u5c31\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u60c5\u51b5\u4e0b\u8c03\u7528\u76f8\u540c\u7684\u5757\uff0c\u800c\u4e0d\u662f\u518d\u91cd\u65b0\u4e00\u6b65\u4e00\u6b65\u5730\u9884\u6d4b\u62bd\u53d6\u3002<\/p>\n<p>J\u00fcrgen Schmidhuber\u628a\u8fd9\u4e9b\u7406\u5ff5\u548c\u4e16\u754c\u6a21\u578b\u7ed3\u5408\u5728\u4e86\u4e00\u8d77\uff0c\u8ba9\u4e16\u754c\u6a21\u578b\u53bb\u9884\u6d4b\u73af\u5883\u672a\u6765\u53d1\u5c55\u7684\u60c5\u51b5\u901a\u8fc7\u5efa\u7acb\u6a21\u578b\u6765\u63a8\u65ad\u4e0b\u4e00\u4e2a\u65f6\u523b\u7684\u72b6\u6001\uff0c\u5e76\u4e0d\u65ad\u4f18\u5316\u6a21\u578b\u7684\u8868\u73b0\u3002\u4e16\u754c\u6a21\u578b\u7684\u7ed3\u6784\u7c7b\u4f3c\u4e8e\u4eba\u8111\u4e2d\u7684\u201c\u5fc3\u667a\u6a21\u5f0f\u201d\uff0c\u662f\u5bf9\u5916\u90e8\u4e16\u754c\u7684\u4e00\u79cd\u5185\u5728\u6a21\u62df\u3002<\/p>\n<p>J\u00fcrgen Schmidhuber\u76f8\u4fe1\u672a\u6765\u80fd\u591f\u6784\u5efa\u51fa\u4e00\u4e2a\u8db3\u591f\u901a\u7528\u7684\u7cfb\u7edf\uff0c\u8ba9\u7cfb\u7edf\u80fd\u591f\u53cd\u590d\u5229\u7528\u4e4b\u524d\u5b66\u4e60\u7684\u5185\u5bb9\uff0c\u4ece\u795e\u7ecf\u7f51\u7edc\u4e2d\u5b66\u4e60\u66f4\u591a\u7684\u5b50\u7a0b\u5e8f\uff0c\u6700\u7ec8\u5b9e\u73b0\u7cfb\u7edf\u7684\u81ea\u4e3b\u5b66\u4e60\u3002<\/p>\n<p>J\u00fcrgen Schmidhuber\u8fd8\u4ece\u4e16\u754c\u6a21\u578b\u7684\u53d1\u5c55\u4e2d\u9886\u609f\u5230\u4e00\u4e2a\u7279\u6b8a\u7684\u89c2\u70b9\uff0c\u6574\u4e2a\u79d1\u5b66\u53f2\u5176\u5b9e\u662f\u4e00\u90e8\u6570\u636e\u538b\u7f29\u53d1\u5c55\u53f2\u3002\u79d1\u5b66\u5bb6\u4eec\u4e0d\u65ad\u5730\u4ece\u6570\u636e\u7b80\u5316\u4e2d\u53d1\u73b0\u65b0\u7684\u79d1\u5b66\u6280\u672f\uff0c\u518d\u5229\u7528\u65b0\u7684\u79d1\u5b66\u6280\u672f\u538b\u7f29\u7814\u7a76\u4e2d\u9762\u5bf9\u7684\u5e9e\u5927\u6570\u636e\u3002<\/p>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u8fd9\u4e00\u73b0\u8c61\u66f4\u52a0\u660e\u663e\u3002\u901a\u8fc7\u6536\u96c6\u548c\u5206\u6790\u5927\u91cf\u6570\u636e\uff0c\u79d1\u5b66\u5bb6\u4eec\u53d1\u73b0\u80cc\u540e\u7684\u89c4\u5f8b\uff0c\u627e\u5230\u538b\u7f29\u6570\u636e\u7684\u65b9\u6cd5\uff0c\u4ece\u800c\u63d0\u5347\u4eba\u5de5\u667a\u80fd\u7684\u80fd\u529b\u3002\u672a\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u5c06\u5b66\u4f1a\u81ea\u4e3b\u8fdb\u884c\u6570\u636e\u538b\u7f29\uff0c\u7406\u89e3\u6570\u636e\u80cc\u540e\u7684\u6df1\u5c42\u89c4\u5219\u3002<\/p>\n<p>\u56de\u987e\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u5386\u7a0b\uff0c\u4e0a\u4e16\u7eaa90\u5e74\u4ee3\u5e74\u662f\u4e2a\u5145\u6ee1\u5947\u8ff9\u7684\u65f6\u671f\u3002\u53ef\u4ee5\u8bf4\u6ca1\u6709\u90a3\u65f6\u5019J\u00fcrgen Schmidhuber\u7684\u79cd\u79cd\u53d1\u73b0\uff0c\u5c31\u6ca1\u6709\u73b0\u5728\u706b\u7206\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u3002<\/p>\n<p><strong>\u4f8b\u5982ChatGPT\u91cc\u7684\u201cG\u201d\uff08\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff09\u3001\u201cP\u201d\uff08\u81ea\u76d1\u7763\u9884\u8bad\u7ec3\uff09\u3001\u201cT\u201d\uff08Transformer\uff09\uff0c\u65e0\u4e00\u4e0d\u662f\u57fa\u4e8eJ\u00fcrgen Schmidhuber\u53ca\u5176\u56e2\u961f\u8fc7\u53bb\u53d1\u8868\u7684\u6210\u679c\u3002<\/strong><\/p>\n<p>1990\u5e74\uff0cJ\u00fcrgen Schmidhuber\u63d0\u51fa\u4e86Adversarial Curiosity\u539f\u5219\uff0c\u5305\u62ec\u4e00\u4e2a\u751f\u6210\u5668\u548c\u4e00\u4e2a\u9884\u6d4b\u5668\uff0c\u8ba9\u4e24\u4e2a\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u535a\u5f08\u548c\u5bf9\u6297\u3002\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u5c31\u662f\u57fa\u4e8e\u8fd9\u4e2a\u539f\u5219\u8bde\u751f\u7684\u3002<\/p>\n<p>\u4e00\u5e74\u540e\u4ed6\u63d0\u51fa\u4e86\u7ebf\u6027Transformer\uff0c\u5960\u5b9a\u4e86Transformer\u7684\u57fa\u672c\u539f\u7406\uff0c\u73b0\u5728\u706b\u7206\u7684\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u5efa\u7acb\u5728Transformer\u7684\u57fa\u7840\u4e0a\u3002<\/p>\n<p>\u90a3\u65f6J\u00fcrgen Schmidhuber\u4e5f\u5728\u6df1\u5ea6\u5b66\u4e60\u7b56\u7565\u65b9\u9762\u5b9e\u73b0\u4e86\u4e00\u4e2a\u5929\u624d\u7684\u60f3\u6cd5\uff0c\u4f7f\u7528\u9884\u6d4b\u7f16\u7801\u6765\u5927\u5927\u538b\u7f29\u957f\u5e8f\u5217\uff0c\u817e\u51fa\u7a7a\u95f4\u8ba9\u6df1\u5ea6\u5b66\u4e60\u53d8\u6210\u53ef\u80fd\u3002\u8fd9\u4e5f\u662f\u5927\u540d\u9f0e\u9f0e\u7684\u81ea\u76d1\u7763\u9884\u8bad\u7ec3\u7684\u6765\u6e90\u3002<\/p>\n<p>\u540c\u6837\u57281991\u5e74\uff0c\u4ed6\u7684\u5b66\u751f\u63d0\u51fa\u4e86\u65e9\u671f\u7684LSTM\u6982\u5ff5\uff0c\u4e24\u4eba\u57281997\u5e74\u5171\u540c\u53d1\u8868\u4e86LSTM\u7684\u8bba\u6587\uff0c\u8fd9\u7bc7\u8bba\u6587\u8fd8\u6210\u4e3a\u4e8620\u4e16\u7eaa\u5f15\u7528\u91cf\u6700\u9ad8\u7684\u8bba\u6587\u3002<\/p>\n<p>\u65e9\u671f\u7684\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u662f\u57fa\u4e8eLSTM\u5f00\u53d1\u7684\uff0c\u6ca1\u6709Transformer\u7684\u67d0\u4e9b\u9650\u5236\uff0c\u4f46\u5e76\u884c\u5316\u4e0a\u4e0d\u5982Transformer\u9ad8\u6548\u3002<\/p>\n<p>\u4e0d\u8fc7J\u00fcrgen Schmidhuber\u5e76\u672a\u6b62\u6b65\u4e8e\u6b64\uff0c\u4ed6\u548c\u4ed6\u7684\u56e2\u961f\u6700\u8fd1\u6b63\u5728\u7814\u53d1X LSTM\uff0c\u65e8\u5728\u6253\u7834\u8fd9\u4e00\u5c40\u9650\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5e26\u6765\u65b0\u7684\u7a81\u7834\u3002\u901a\u8fc7\u8fd9\u4e9b\u521b\u65b0\uff0cSchmidhuber\u4e0d\u65ad\u63a8\u52a8\u7740\u4eba\u5de5\u667a\u80fd\u7684\u8fb9\u754c\uff0c\u4e3a\u6211\u4eec\u5c55\u793a\u4e86\u4e00\u4e2a\u5145\u6ee1\u53ef\u80fd\u6027\u7684\u672a\u6765\u3002<\/p>\n<p>\u4ee5\u4e0b\u662fJ\u00fcrgen Schmidhuber\u8bbf\u8c08\u7684\u5177\u4f53\u5185\u5bb9\uff0cAI\u79d1\u6280\u8bc4\u8bba\u6458\u53d6\u7cbe\u534e\u5185\u5bb9\uff0c\u4f5c\u4e86\u4e0d\u6539\u539f\u610f\u7684\u6574\u7406\uff1a<\/p>\n<p class=\"heading-3 ace-line old-record-id-D27EdTHTMo67fOxahQicglB5nWb\"><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 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class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=38760\/#%E4%B8%96%E7%95%8C%E6%A8%A1%E5%9E%8B%E5%92%8C%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E7%9A%84%E5%88%9B%E6%96%B0\" >\u4e16\u754c\u6a21\u578b\u548c\u4eba\u5de5\u667a\u80fd\u7684\u521b\u65b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=38760\/#LSTM%E5%92%8CTransformer%E7%9A%84%E6%BC%94%E5%8F%98%E5%8F%8A%E6%9C%AA%E6%9D%A5\" >LSTM\u548cTransformer\u7684\u6f14\u53d8\u53ca\u672a\u6765<\/a><\/li><\/ul><\/nav><\/div>\n<h3 style=\"text-align: center\"><span class=\"ez-toc-section\" id=\"%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E7%AE%97%E6%B3%95%E7%9A%84%E5%B1%80%E9%99%90%E5%92%8C%E7%AA%81%E7%A0%B4\"><\/span>\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u7684\u5c40\u9650\u548c\u7a81\u7834<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>MLST\uff1a\u518d\u6b21\u6b22\u8fce\u6765\u5230MLST\uff0c\u975e\u5e38\u8363\u5e78\u80fd\u6709\u60a8\u53c2\u52a0\u8282\u76ee\u3002<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u6211\u7684\u8363\u5e78\uff0c\u611f\u8c22\u9080\u8bf7\u6211\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u4f60\u8ba4\u4e3a\u672a\u6765\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u7a81\u7834\u4f1a\u51cf\u5c11\u8ba1\u7b97\u91cf\u5417\uff1f\u6211\u4e0a\u5468\u91c7\u8bbf\u4e86ARC challenge\u7684\u83b7\u80dc\u8005Jack Cole\uff0c\u4ed6\u8ba4\u4e3a\u6211\u4eec\u9700\u8981\u79bb\u6563\u7a0b\u5e8f\u5408\u6210\uff0c\u9700\u8981\u53ef\u80fd\u662f\u795e\u7ecf\u5f15\u5bfc\u7684\u7b26\u53f7\u4eba\u5de5\u667a\u80fd\u6216\u795e\u7ecf\u7b26\u53f7\u4eba\u5de5\u667a\u80fd\u3002\u4ed6\u8fd8\u63d0\u5230\u795e\u7ecf\u7f51\u7edc\u662f\u201c\u5bbd\u4f46\u6d45\u201d\uff0c\u800c\u7b26\u53f7\u65b9\u6cd5\u662f\u201c\u72ed\u7a84\u4f46\u6df1\u5165\u201d\u3002\u4f60\u5bf9\u6b64\u6709\u4ec0\u4e48\u770b\u6cd5\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u6211\u5b8c\u5168\u540c\u610f\u3002\u6df1\u5ea6\u5b66\u4e60\u65e0\u6cd5\u89e3\u51b3\u8ba1\u7b97\u673a\u79d1\u5b66\u4e2d\u7684\u5f88\u591a\u95ee\u9898\uff0c\u4f8b\u5982\u57fa\u7840\u7406\u8bba\u6539\u8fdb\u3002\u6df1\u5ea6\u641c\u7d22\u6811\u66f4\u80fd\u786e\u4fdd\u65b0\u5b9a\u7406\u7684\u6b63\u786e\u6027\u3002\u867d\u7136\u6df1\u5ea6\u5b66\u4e60\u53ef\u4ee5\u7528\u6765\u5bfb\u627e\u6377\u5f84\u6216\u8bc6\u522b\u6a21\u5f0f\u3002\u6709\u5f88\u591a\u95ee\u9898\u53ef\u4ee5\u901a\u8fc7\u975e\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u6cd5\u66f4\u5feb\u66f4\u9ad8\u6548\u5730\u89e3\u51b3\u3002\u4f8b\u5982\u7b26\u53f7\u64cd\u4f5c\uff0c\u5f53\u524d\u7684\u8bed\u8a00\u6a21\u578b\u5728\u9047\u5230\u7b26\u53f7\u64cd\u4f5c\u95ee\u9898\u65f6\uff0c\u4e5f\u662f\u8c03\u7528\u4f20\u7edf\u7684\u7b26\u53f7\u8ba1\u7b97\u65b9\u6cd5\u6765\u89e3\u51b3\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u786e\u5b9e\uff0c\u6211\u4eec\u5e38\u8bf4\u795e\u7ecf\u7f51\u7edc\u662f\u6709\u9650\u72b6\u6001\u81ea\u52a8\u673a\uff0c\u800c\u4e0d\u662f\u56fe\u7075\u673a\u3002\u591a\u5e74\u6765\uff0cLeCun\u548cHinton\u7b49\u4eba\u8bd5\u56fe\u53cd\u9a73\u8fd9\u4e2a\u89c2\u70b9\uff0c\u4ed6\u4eec\u8ba4\u4e3a\u795e\u7ecf\u7f51\u7edc\u539f\u5219\u4e0a\u53ef\u4ee5\u8fdb\u884c\u7b26\u53f7\u62bd\u8c61\u64cd\u4f5c\u3002\u4f46\u4f60\u8ba4\u4e3a\u5b83\u4eec\u6709\u5f88\u660e\u663e\u7684\u533a\u522b\uff0c\u5bf9\u5417\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u662f\u7684\uff0c\u5faa\u73af\u7f51\u7edc\u5c31\u662f\u4e00\u53f0\u901a\u7528\u8ba1\u7b97\u673a\uff0c\u6240\u4ee5\u539f\u5219\u4e0a\u4f60\u53ef\u4ee5\u5728\u5faa\u73af\u7f51\u7edc\u4e2d\u8ba1\u7b97\u4efb\u4f55\u5728\u7b14\u8bb0\u672c\u7535\u8111\u4e0a\u53ef\u4ee5\u8ba1\u7b97\u7684\u4e1c\u897f\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u4e00\u7bc71995\u5e74\u7684\u8bba\u6587\u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9\uff0c\u5b83\u4f7f\u7528\u4e86\u4efb\u610f\u7cbe\u5ea6\uff0c\u4f3c\u4e4e\u6709\u4e9b\u4f5c\u5f0a\uff0c\u901a\u8fc7\u589e\u52a0\u6743\u91cd\u7684\u7cbe\u5ea6\u6765\u5047\u88c5\u662f\u56fe\u7075\u673a\u3002<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u4f60\u6307\u7684\u662fSiegelmann\u7684\u8bba\u6587\uff1f\u90a3\u7bc7\u8bba\u6587\u7684\u8bba\u70b9\u4e0d\u592a\u6709\u8bf4\u670d\u529b\uff0c\u56e0\u4e3a\u5b83\u9700\u8981\u5bf9\u6743\u91cd\u8fdb\u884c\u65e0\u9650\u7cbe\u786e\u7684\u8ba1\u7b97\u3002\u5faa\u73af\u7f51\u7edc\u4f5c\u4e3a\u901a\u7528\u8ba1\u7b97\u673a\u7684\u8bc1\u660e\u5e76\u975e\u90a3\u4e48\u7b80\u5355\uff0c\u4f46\u5b83\u786e\u5b9e\u8868\u660e\u5728\u8fd9\u4e9b\u7f51\u7edc\u4e2d\u53ef\u4ee5\u5b9e\u73b0NAND\u95e8\u3002\u56e0\u6b64\uff0c\u4efb\u4f55\u7b14\u8bb0\u672c\u7535\u8111\u53ef\u4ee5\u505a\u7684\u4e8b\u60c5\uff0c\u5faa\u73af\u7f51\u7edc\u4e5f\u53ef\u4ee5\u505a\u5230\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e8692dbd14fc3edfbb768aaf2315b7bf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e8692dbd14fc3edfbb768aaf2315b7bf.png\"><\/a><\/p>\n<p><strong>MLST\uff1a\u6211\u540c\u610f\uff0c\u4f46\u5f88\u591a\u4eba\u4f1a\u63d0\u51fa\u56fe\u7075\u673a\u53ef\u4ee5\u901a\u8fc7\u6269\u5c55\u5185\u5b58\u5904\u7406\u6f5c\u5728\u65e0\u9650\u6570\u91cf\u7684\u60c5\u51b5\uff0c\u8fd9\u662f\u5426\u610f\u5473\u7740\u56fe\u7075\u673a\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u53ef\u80fd\u6027\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u8fd9\u53ea\u662f\u4e00\u4e2a\u7406\u8bba\u3002\u56fe\u7075\u673a\u662f\u56fe\u7075\u57281931\u5e74\u63d0\u51fa\u7684\uff0c\u7528\u6765\u8ba8\u8bba\u8ba1\u7b97\u548c\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u672c\u9650\u5236\u3002\u56fe\u7075\u673a\u7684\u7406\u8bba\u6784\u9020\u4e0e\u73b0\u5b9e\u53ef\u4ee5\u6784\u5efa\u7684\u4e1c\u897f\u65e0\u5173\u3002\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u6240\u6709\u8ba1\u7b97\u673a\u90fd\u662f\u6709\u9650\u72b6\u6001\u7684\u81ea\u52a8\u673a\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u7406\u8bba\u4e0a\uff0cPython\u89e3\u91ca\u5668\u53ef\u4ee5\u6267\u884c\u65e0\u9650\u591a\u7684\u7a0b\u5e8f\uff0c\u800c\u795e\u7ecf\u7f51\u7edc\u53ea\u80fd\u8bc6\u522b\u5b83\u4eec\u8bad\u7ec3\u8fc7\u7684\u6709\u9650\u4e8b\u7269\uff0c\u8fd9\u662f\u4e24\u8005\u7684\u6839\u672c\u533a\u522b\u3002<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u7406\u8bba\u4e0a\u662f\u8fd9\u6837\uff0c\u4f46\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u56e0\u4e3a\u5b58\u50a8\u7a7a\u95f4\u6709\u9650\uff0c\u6240\u6709\u8ba1\u7b97\u8bbe\u5907\u90fd\u53d7\u9650\u4e8e\u6709\u9650\u72b6\u6001\u81ea\u52a8\u673a\u3002\u6211\u4eec\u80fd\u5b9e\u73b0\u7684\uff0c\u662f\u7531\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u4ee3\u8868\u7684\u6709\u9650\u72b6\u6001\u81ea\u52a8\u673a\u3002\u6709\u4e9b\u4efb\u52a1\uff0c\u6bd4\u5982\u4e58\u6cd5\u8fd0\u7b97\u6216\u5b9a\u7406\u8bc1\u660e\uff0c\u67d0\u4e9b\u81ea\u52a8\u673a\u66f4\u9ad8\u6548\u3002<\/p>\n<p>\u8fd9\u4e9b\u81ea\u52a8\u673a\u770b\u4f3c\u7b80\u5355\uff0c\u4f46\u5728\u795e\u7ecf\u7f51\u7edc\u4e2d\u5b9e\u73b0\u5e76\u4e0d\u76f4\u89c2\u3002\u7406\u8bba\u4e0a\uff0c\u5b83\u4eec\u662f\u7b49\u4ef7\u7684\uff0c\u4f46\u5728\u5b9e\u7528\u8ba1\u7b97\u4e2d\uff0c\u6ca1\u6709\u8d85\u8d8a\u6709\u9650\u72b6\u6001\u81ea\u52a8\u673a\u7684\u4f18\u8d8a\u6027\u3002\u5927\u591a\u6570\u5b9e\u9645\u95ee\u9898\u90fd\u5f88\u7b80\u5355\uff0c\u53ea\u9700\u8981\u6709\u9650\u5b58\u50a8\u548c\u8ba1\u7b97\u80fd\u529b\u5373\u53ef\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u4eec\u4e13\u6ce8\u4e8e\u7528\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u6216Transformer\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u5e0c\u62c9\u91cc\u00b7\u666e\u7279\u5357\u63d0\u5230\u8fc7\u591a\u91cd\u5b9e\u73b0\u6027\uff0c\u4efb\u4f55\u8ba1\u7b97\u90fd\u53ef\u4ee5\u7528\u4e0d\u540c\u7684\u7269\u7406\u7cfb\u7edf\u6765\u8868\u793a\u3002\u5728\u6211\u770b\u6765\uff0c\u591a\u91cd\u5b9e\u73b0\u6027\u7684\u5947\u5999\u4e4b\u5904\u5728\u4e8e\u5176\u8868\u793a\u548c\u6982\u62ec\u80fd\u529b\u3002\u8fd9\u79cd\u65b9\u5f0f\u662f\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u79cd\u7406\u60f3\u5f62\u5f0f\uff0c\u53ef\u4ee5\u901a\u8fc7\u7d27\u51d1\u7684\u7b26\u53f7\u8868\u793a\u5904\u7406\u53ef\u80fd\u5728\u65e0\u9650\u591a\u79cd\u60c5\u5883\u4e0b\u5de5\u4f5c\u7684\u4e8b\u7269\uff0c\u800c\u4e0d\u662f\u5355\u7eaf\u8bb0\u4f4f\u6240\u6709\u4e0d\u540c\u7684\u64cd\u4f5c\u65b9\u5f0f\u3002<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u662f\u7684\uff0c\u4f46\u662f\u8fd9\u4e2a\u6982\u5ff5\u5f88\u96be\u5212\u5b9a\u8fb9\u754c\u3002<\/p>\n<p>\u6211\u4eec\u5728\u8ba8\u8bba\u5947\u5076\u6821\u9a8c\u95ee\u9898\u4e4b\u524d\uff0c\u5c31\u660e\u786e\u4e86\u4e00\u70b9\uff0cTransformer\u65e0\u6cd5\u5b66\u4e60\u5947\u5076\u6821\u9a8c\u7684\u903b\u8f91\u3002\u5947\u5076\u6821\u9a8c\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u95ee\u9898\uff0c\u5c31\u662f\u5224\u65ad\u4e00\u4e32\u4e8c\u8fdb\u5236\u6570\u5b57\u4e2d\u662f\u5947\u6570\u8fd8\u662f\u5076\u6570\u3002<\/p>\n<p>\u8981\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f60\u9700\u8981\u9010\u4e2a\u8bfb\u53d6\u4f4d\uff0c\u4f60\u5c31\u6709\u4e86\u4e00\u4e2a\u5f88\u5c0f\u7684\u5faa\u73af\u7f51\u7edc\uff0c\u53ea\u6709\u4e00\u4e2a\u4ece\u9690\u85cf\u5355\u5143\u5230\u81ea\u8eab\u7684\u4fa6\u5bdf\u8fde\u63a5\u3002\u6bcf\u5f53\u4e00\u4e2a\u65b0\u5355\u5143\u8fdb\u5165\uff0c\u5185\u90e8\u72b6\u6001\u5c31\u4f1a\u57281.0\u548c0.0\u4e4b\u95f4\u7ffb\u8f6c\u3002\u8fd9\u4e2a\u7c7b\u4f3c\u5c0f\u903b\u8f91\u7535\u8def\u7684\u4e1c\u897f\u80fd\u89e3\u51b3Transformer\u89e3\u51b3\u4e0d\u4e86\u7684\u5947\u5076\u6821\u9a8c\u95ee\u9898\uff0c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u5f53\u7136\u4e5f\u80fd\u505a\u5230\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u6211\u4ece80\u5e74\u4ee3\u5f00\u59cb\u5bf9\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7740\u8ff7\u7684\u539f\u56e0\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u901a\u7528\u8ba1\u7b97\u7684\u610f\u4e49\u4e0a\u662f\u901a\u7528\u7684\uff0c\u53ea\u9700\u5728\u9700\u8981\u65f6\u589e\u52a0\u5b58\u50a8\uff0c\u5c31\u80fd\u5904\u7406\u66f4\u590d\u6742\u7684\u95ee\u9898\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u6211\u8ba4\u4e3a\uff0cRNN\u4f5c\u4e3a\u8ba1\u7b97\u6a21\u578b\u7684\u57fa\u7840\u548c\u5b83\u4f5c\u4e3a\u53ef\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u7684\u5b9e\u9645\u7528\u9014\u662f\u6709\u533a\u522b\u7684\u3002\u56e0\u4e3a1991\u5e74\u7684\u90a3\u7bc7\u8bba\u6587\u8868\u660e\uff0cRNN\u4e0d\u80fd\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u53ea\u662f\u4ee5\u4e00\u79cd\u7279\u6b8a\u7684\u65b9\u5f0f\u8f93\u5165\u4fe1\u606f\uff0c\u4f7f\u5b83\u8868\u73b0\u5f97\u50cf\u56fe\u7075\u673a\u3002\u6211\u4eec\u5e0c\u671b\u5b83\u4eec\u4e0d\u4ec5\u53ef\u8bad\u7ec3\uff0c\u800c\u4e14\u6709\u5b9e\u9645\u7528\u5904\u3002<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u786e\u5b9e\uff0c\u8fd9\u5c31\u662f\u4e00\u4e2a\u95ee\u9898\u3002\u4e00\u4e2a\u5b66\u4e60\u5947\u5076\u6821\u9a8c\u7684\u5c0f\u7f51\u7edc\u53ea\u67095\u4e2a\u8fde\u63a5\uff0c\u68af\u5ea6\u4e0b\u964d\u5e76\u4e0d\u9002\u7528\u3002<\/p>\n<p>\u6700\u597d\u7684\u529e\u6cd5\u662f\u968f\u673a\u521d\u59cb\u5316\u6743\u91cd\uff0c\u5982\u679c\u89e3\u51b3\u4e86\u8bad\u7ec3\u6837\u672c\u7684\u5947\u5076\u6821\u9a8c\uff0c\u5b83\u51e0\u4e4e\u80af\u5b9a\u80fd\u6cdb\u5316\u5230\u6240\u6709\u957f\u5ea6\u3002\u8fd9\u4e2a\u5c0f\u7f51\u7edc\u6bd4\u524d\u9988\u7f51\u7edc\u66f4\u5f3a\u5927\uff0c\u5982\u679c\u8bad\u7ec3\u4e00\u4e2a\u524d\u9988\u7f51\u7edc\u89e3\u51b39\u4f4d\u5947\u5076\u6821\u9a8c\uff0c\u5b83\u65e0\u6cd5\u6cdb\u5316\u523010\u4f4d\u621611\u4f4d\uff0c\u800c\u8fd9\u4e2a\u5c0f\u7f51\u7edc\u53ef\u4ee5\u6cdb\u5316\u5230\u4efb\u4f55\u7c7b\u578b\u7684\u5947\u5076\u6821\u9a8c\u8f93\u5165\u3002<\/p>\n<p>\u6211\u4eec\u6709\u4e00\u4e2a\u975e\u4f20\u7edf\u7684\u5b66\u4e60\u7b97\u6cd5\uff0c\u5c31\u662f\u968f\u673a\u641c\u7d22\u6743\u91cd\uff0c\u53ea\u9700\u5c1d\u8bd51000\u6b21\uff0c\u770b\u662f\u5426\u89e3\u51b3\u4e86\u8bad\u7ec3\u96c6\u4e2d\u7684\u95ee\u9898\u30021997\u5e74\u7684LSTM\u8bba\u6587\u4e2d\u4e5f\u63d0\u5230\uff0c\u6709\u4e9b\u95ee\u9898\u4e0d\u9002\u5408\u68af\u5ea6\u4e0b\u964d\u5b66\u4e60\uff0c\u79bb\u6563\u7a0b\u5e8f\u641c\u7d22\u53ef\u80fd\u66f4\u5408\u9002\u3002\u6743\u91cd\u77e9\u9635\u662f\u7f51\u7edc\u7684\u7a0b\u5e8f\uff0c\u68af\u5ea6\u4e0b\u964d\u6709\u65f6\u4f1a\u9677\u5165\u56f0\u5883\uff0c\u800c\u5176\u4ed6\u641c\u7d22\u65b9\u6cd5\u53ef\u4ee5\u627e\u5230\u4f60\u771f\u6b63\u9700\u8981\u7684\u6743\u91cd\u8bbe\u7f6e\u3002<\/p>\n<p>\u4ece1987\u5e74\u4ee5\u6765\u7684\u7814\u7a76\u6765\u770b\uff0c\u6211\u4eec\u7684\u7814\u7a76\u6db5\u76d6\u4e86\u5f88\u591a\u8c61\u5f81\u6027\u7684\u7b97\u6cd5\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u4e13\u6ce8\u4e8e\u6e10\u8fd1\u6700\u4f18\u95ee\u9898\u89e3\u51b3\u8005\uff0c\u59822003\u5e74\u7684OOPS\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u4e0e\u795e\u7ecf\u7f51\u7edc\u65e0\u5173\u3002\u4f46\u795e\u7ecf\u7f51\u7edc\u5728\u5f88\u591a\u5b9e\u9645\u95ee\u9898\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u5373\u4f7f\u6ca1\u6709\u7406\u8bba\u8bc1\u660e\u3002\u8fd9\u4e24\u79cd\u65b9\u6cd5\u7684\u754c\u9650\u5f88\u96be\u5212\u5b9a\uff0c\u56e0\u4e3a\u5b83\u4eec\u4e4b\u95f4\u7684\u533a\u522b\u5df2\u7ecf\u8d8a\u6765\u8d8a\u6a21\u7cca\u4e86\u3002<\/p>\n<p>\u572890\u5e74\u4ee3\u521d\uff0c\u6211\u4eec\u6709\u5b50\u76ee\u6807\u751f\u6210\u5668\uff0c\u53ef\u4ee5\u505a\u4e00\u4e9b\u50cf\u662f\u7b26\u53f7\u5316\u7684\u4e8b\uff0c\u4f46\u5176\u5b9e\u662f\u901a\u8fc7\u7cfb\u7edf\u4e2d\u7684\u68af\u5ea6\u4e0b\u964d\u5b9e\u73b0\u7684\u3002<\/p>\n<p>\u8fd9\u4e2a\u7cfb\u7edf\u5b66\u4f1a\u4e86\u628a\u5b9e\u73b0\u76ee\u6807\u6240\u5fc5\u987b\u6267\u884c\u7684\u52a8\u4f5c\u5e8f\u5217\u5206\u89e3\u6210\u6709\u610f\u4e49\u7684\u5757\u3002\u8fd9\u6837\u4f60\u5c31\u53ef\u4ee5\u4ece\u5f00\u59cb\u5230\u76ee\u6807\uff0c\u7136\u540e\u4ece\u5b50\u76ee\u6807\u5230\u76ee\u6807\uff0c\u6240\u6709\u770b\u8d77\u6765\u6709\u70b9\u50cf\u7b26\u53f7\u5316\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u4f46\u73b0\u5728\u6211\u4eec\u53d1\u73b0\u795e\u7ecf\u7f51\u7edc\u4e5f\u80fd\u5b9e\u73b0\uff0c\u5e76\u4e14\u751a\u81f3\u53ef\u4ee5\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\u6765\u5bf9\u9f50\u3002\u5f53\u7136\u6211\u4eec\u4e5f\u78b0\u5230\u4e86\u5176\u4ed6\u95ee\u9898\u5bfc\u81f4\u68af\u5ea6\u4e0b\u964d\u5931\u8d25\u3002\u6240\u4ee5\u4f60\u4e0d\u4f1a\u8003\u8651\u628a\u68af\u5ea6\u4e0b\u964d\u5f53\u4f5c\u80fd\u89e3\u51b3\u6240\u6709\u95ee\u9898\u7684\u4e07\u80fd\u65b9\u6cd5\u3002\u8fd9\u5e76\u662f\u795e\u7ecf\u7f51\u7edc\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u7528\u8bb8\u591a\u975e\u68af\u5ea6\u4e0b\u964d\u7684\u65b9\u6cd5\u6765\u8bad\u7ec3\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u8fd9\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u89c2\u70b9\u3002\u4f60\u804c\u4e1a\u751f\u6daf\u4e2d\u82b1\u4e86\u5f88\u591a\u65f6\u95f4\u7814\u7a76\u5143\u5b66\u4e60\uff0c\u8fd9\u6d89\u53ca\u66f4\u9ad8\u9636\u7684\u5b66\u4e60\u65b9\u6cd5\u3002\u6b63\u5982\u4f60\u63d0\u5230\u7684\uff0c\u5728\u5143\u5b66\u4e60\u4e2d\u53ef\u4ee5\u6df7\u5408\u591a\u79cd\u6a21\u5f0f\uff0c\u6bd4\u5982\u968f\u673a\u68af\u5ea6\u4e0a\u5347\u3001\u7b26\u53f7\u6a21\u5f0f\u4ee5\u53ca\u590d\u6742\u7684\u5143\u63a8\u7406\u6a21\u5f0f\u3002\u5bf9\u4e8e\u76ee\u524d\u8fdb\u884carc\u6311\u6218\u7684\u4eba\uff0c\u4ed6\u4eec\u5728\u8fdb\u884c\u79bb\u6563\u7a0b\u5e8f\u641c\u7d22\uff0c\u6709\u7684\u5c1d\u8bd5\u5728\u9876\u5c42\u4f7f\u7528\u5143\u6a21\u5f0f\u7684\u795e\u7ecf\u641c\u7d22\u6216\u5b8c\u5168\u4e0d\u540c\u7684\u65b9\u6cd5\u3002\u4f60\u8ba4\u4e3a\u5e94\u8be5\u600e\u4e48\u505a\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u4f60\u9700\u8981\u770b\u5177\u4f53\u95ee\u9898\u7684\u6027\u8d28\u3002\u867d\u7136\u6211\u6ca1\u6709\u7814\u7a76\u6240\u6709\u95ee\u9898\uff0c\u4f46\u6211\u786e\u4fe1\uff0c\u5f88\u591a\u95ee\u9898\u53ef\u4ee5\u7528\u7c7b\u4f3c\u6700\u4f18\u987a\u5e8f\u95ee\u9898\u7684\u65b9\u6cd5\u6765\u89e3\u51b3\u3002\u8fd9\u662f\u4e00\u79cd\u6e10\u8fdb\u7684\u6700\u4f18\u65b9\u5f0f\uff0c\u627e\u5230\u89e3\u51b3\u8ba1\u7b97\u95ee\u9898\u7684\u7a0b\u5e8f\uff0c\u4f7f\u9a8c\u8bc1\u65f6\u95f4\u4e0e\u89e3\u51b3\u65b9\u6848\u5927\u5c0f\u5448\u7ebf\u6027\u5173\u7cfb\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u6982\u5ff5\uff0c\u4e0eP\u548cNP\u95ee\u9898\u6709\u5173\u3002\u6709\u4e00\u79cd\u6700\u4f18\u7684\u65b9\u6cd5\u8fdb\u884c\u7a0b\u5e8f\u641c\u7d22\uff0c\u7c7b\u4f3c1973\u5e74\u7684\u901a\u7528\u641c\u7d22\u7b97\u6cd5\u3002\u6700\u4f18\u987a\u5e8f\u95ee\u9898\u6c42\u89e3\u5668\u57fa\u4e8e\u8fd9\u79cd\u65b9\u6cd5\uff0c\u4ee5\u6e10\u8fdb\u6700\u4f18\u7684\u65b9\u5f0f\u89e3\u51b3\u65b0\u95ee\u9898\uff0c\u5229\u7528\u5148\u524d\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u79cd\u65b9\u6cd5\u5e76\u4e0d\u5c40\u9650\u4e8e\u795e\u7ecf\u7f51\u7edc\u6216\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\uff0c\u4f46\u4f60\u53ef\u4ee5\u5c06\u795e\u7ecf\u7f51\u7edc\u7528\u4f5c\u57fa\u672c\u6307\u4ee4\uff0c\u5e76\u6d4b\u91cf\u5176\u8fd0\u884c\u65f6\u95f4\u3002\u6700\u4f18\u7684\u8fd0\u884c\u65b9\u5f0f\u662f\u5c06\u65f6\u95f4\u5206\u914d\u7ed9\u6d4b\u8bd5\u7a0b\u5e8f\uff0c\u4f18\u5148\u8003\u8651\u7b80\u5355\u548c\u5feb\u901f\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u8fd9\u4e9b\u7a0b\u5e8f\u53ef\u4ee5\u5305\u542b\u5404\u79cd\u539f\u59cb\u6307\u4ee4\uff0c\u6bd4\u5982Transformer\u7684\u53cd\u5411\u4f20\u64ad\u7b49\uff0c\u4f46\u9700\u8981\u6d4b\u91cf\u5176\u8fd0\u884c\u65f6\u95f4\u3002\u5982\u679c\u6d88\u8017\u65f6\u95f4\u8fc7\u591a\uff0c\u5c31\u8981\u4e2d\u65ad\u7a0b\u5e8f\u5e76\u8c03\u6574\u5206\u914d\u65f6\u95f4\uff0c\u5bfb\u627e\u6613\u4e8e\u9a8c\u8bc1\u7684\u89e3\u51b3\u65b9\u6848\u3002\u867d\u7136\u8fd9\u4e9b\u770b\u8d77\u6765\u5f88\u7b26\u53f7\u5316\uff0c\u4f46\u6211\u572890\u5e74\u4ee3\u5df2\u7ecf\u5c06\u8fd9\u4e9b\u539f\u5219\u5e94\u7528\u4e8e\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n<p>\u8fd9\u5176\u5b9e\u662f\u53e6\u4e00\u79cd\u641c\u7d22\u795e\u7ecf\u7f51\u7edc\u6743\u91cd\u7684\u65b9\u6cd5\uff0c\u4e0d\u662f\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\uff0c\u800c\u662f\u66f4\u667a\u80fd\u7684\u65b9\u6cd5\u3002\u5982\u679c\u8fd0\u6c14\u597d\u7684\u8bdd\uff0c\u8fd8\u80fd\u5e26\u6765\u66f4\u597d\u7684\u6cdb\u5316\u6548\u679c\u3002\u56e0\u4e3a\u8fd9\u4e9b\u65b9\u6cd5\u80fd\u591f\u627e\u5230\u89e3\u51b3\u95ee\u9898\u7684\u6700\u77ed\u3001\u6700\u5feb\u7684\u65b9\u5f0f\uff0c\u6700\u5c0f\u5316\u7b97\u6cd5\u590d\u6742\u6027\u6216Kolmogorov\u590d\u6742\u6027\u3002<\/p>\n<p>\u8fd9\u4e9b\u65b9\u6cd5\u5728\u795e\u7ecf\u7f51\u7edc\u7684\u8fd0\u884c\u65f6\u95f4\u9650\u5236\u4e0b\uff0c\u6709\u52a9\u4e8e\u66f4\u597d\u7684\u6cdb\u5316\u3002\u56e0\u6b64\uff0c\u4f20\u7edf\u7684\u7b26\u53f7\u63a8\u7406\u3001\u7a0b\u5e8f\u641c\u7d22\u548c\u795e\u7ecf\u7f51\u7edc\u4e4b\u95f4\u5b58\u5728\u4e00\u5b9a\u7684\u91cd\u53e0\u3002<\/p>\n<p><\/p>\n<h3 style=\"text-align: center\"><span class=\"ez-toc-section\" id=\"%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E4%B8%8EAGI%E5%8F%91%E5%B1%95%E8%AE%A8%E8%AE%BA\"><\/span>\u4eba\u5de5\u667a\u80fd\u4e0eAGI\u53d1\u5c55\u8ba8\u8bba<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>MLST\uff1a\u90a3\u4e48\uff0c\u6280\u672f\u884c\u4e1a\u662f\u5426\u8bd5\u56fe\u6316\u8d70\u4f60\u7684\u56e2\u961f\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u4ed6\u4eec\u786e\u5b9e\u8fd9\u6837\u505a\u4e86\u3002\u4ed6\u4eec\u5f53\u7136\u8bd5\u56fe\u6316\u8d70\u6211\u7684\u5408\u4f5c\u8005\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u57282010\u5e74\u548c2011\u5e74\uff0c\u5f53\u6211\u4eec\u5728\u795e\u7ecf\u7f51\u7edc\u4e0a\u53d6\u5f97\u5feb\u901f\u8f6c\u5316\u7684\u6210\u529f\u65f6\uff0c\u82f9\u679c\u786e\u5b9e\u6210\u529f\u5730\u6316\u8d70\u4e86\u6211\u4e00\u4f4d\u83b7\u5956\u56e2\u961f\u6210\u5458\u3002\u6709\u4e9b\u4eba\u8ba4\u4e3a\u82f9\u679c\u5728\u6df1\u5ea6GPU CNN\u9886\u57df\u6765\u5f97\u592a\u665a\uff0c\u4f46\u5e76\u975e\u5982\u6b64\uff0c\u4ed6\u4eec\u5728\u8fd9\u4e00\u9886\u57df\u5546\u4e1a\u5316\u540e\u5c31\u79ef\u6781\u53c2\u4e0e\u4e86\u3002<\/p>\n<p>\u800c\u8c37\u6b4cDeepMind\u662f\u7531\u6211\u5b9e\u9a8c\u5ba4\u7684\u4e00\u540d\u5b66\u751f\u548c\u5176\u4ed6\u4eba\u5171\u540c\u521b\u529e\u7684\uff0c\u4ed6\u4eec\u7684\u7b2c\u4e00\u4f4d\u5458\u5de5\u662f\u6211\u7684\u53e6\u4e00\u4f4d\u535a\u58eb\u751f\u3002\u540e\u6765\uff0c\u4ed6\u4eec\u8fd8\u8058\u7528\u4e86\u6211\u7684\u8bb8\u591a\u535a\u58eb\u540e\u548c\u535a\u58eb\u751f\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c\u524d\u51e0\u5929\u6211\u5728\u63a8\u7279\u4e0a\u770b\u5230\u4e00\u4e2a\u6709\u8da3\u7684\u6bb5\u5b50\uff0c\u4e00\u4f4d\u5973\u58eb\u8bf4\uff1a\u201c\u6211\u4e0d\u60f3\u8ba9\u4eba\u5de5\u667a\u80fd\u4e3a\u6211\u5b8c\u6210\u6211\u7684\u827a\u672f\u521b\u4f5c\uff0c\u6211\u60f3\u8ba9\u5b83\u6d17\u7897\u3002\u201d<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u8fd9\u5c31\u662f\u6211\u5988\u5988\u572870\u5e74\u4ee3\u8bf4\u8fc7\u7684\u8bdd\u3002\u5979\u8bf4\uff0c\u201c\u7ed9\u6211\u9020\u4e00\u4e2a\u80fd\u6d17\u7897\u7684\u673a\u5668\u4eba\u3002\u201d<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u662f\u7684\uff0c\u6ca1\u9519\u3002\u4f46\u6211\u60f3\u8981\u63a2\u8ba8\u7684\u662f\uff0c\u4e3a\u4ec0\u4e48\u4eba\u4eec\u4f1a\u8ba4\u4e3aChatGPT\u6b63\u5728\u8d70\u5411\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\uff1f<\/strong><\/p>\n<p><strong>\u800c\u6211\u770b\u5b83\u65f6\uff0c\u89c9\u5f97\u5b83\u53ea\u662f\u4e00\u4e2a\u6570\u636e\u5e93\u3002\u5b83\u6ca1\u6709\u77e5\u8bc6\u83b7\u53d6\uff0c\u56e0\u6b64\u6ca1\u6709\u63a8\u7406\u80fd\u529b\u3002\u5b83\u6ca1\u6709\u521b\u9020\u529b\uff0c\u4e5f\u6ca1\u6709\u81ea\u4e3b\u6027\u3002\u5b83\u6ca1\u6709\u6211\u4eec\u6240\u62e5\u6709\u7684\u8bb8\u591a\u8ba4\u77e5\u7279\u5f81\u3002<\/strong><\/p>\n<p><strong>\u7136\u800c\uff0c\u4eba\u4eec\u5374\u5bf9\u5b83\u4ea7\u751f\u4e86\u5174\u8da3\uff0c\u8981\u4e48\u662f\u6545\u610f\u5c06\u5176\u62df\u4eba\u5316\uff0c\u8981\u4e48\u662f\u81ea\u6211\u6b3a\u9a97\uff0c\u6216\u8005\u4ed6\u4eec\u771f\u7684\u770b\u5230\u4e86\u4ec0\u4e48\u3002<\/strong><\/p>\n<p><strong>\u4f60\u8ba4\u4e3a\u8fd9\u53ef\u4ee5\u7528\u4ec0\u4e48\u6765\u89e3\u91ca\u5462\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u5728\u6211\u770b\u6765\uff0c\u60c5\u51b5\u662f\u90a3\u4e9b\u5bf9AGI\u4fdd\u6301\u6000\u7591\u6001\u5ea6\u7684\u4eba\u8d28\u7591\u4e86\u51e0\u5341\u5e74\uff0c\u88abChatGPT\u7684\u8bde\u751f\u8bf4\u670d\uff0c\u8f6c\u800c\u76f8\u4fe1\u548c\u4e4b\u524d\u76f8\u53cd\u7684\u89c2\u70b9\u3002\u56e0\u4e3a\u7a81\u7136\u4e4b\u95f4\uff0c\u4f60\u6709\u4e86\u4e00\u53f0\u5728\u56fe\u7075\u6d4b\u8bd5\u4e2d\u8868\u73b0\u5f97\u975e\u5e38\u597d\u7684\u673a\u5668\u3002<\/p>\n<p>\u4ed6\u4eec\u8ba4\u4e3a\uff0cAGI\u6765\u4e86\u3002\u4f46\u6211\u8ba4\u4e3a\u6240\u6709\u56e0\u4e3aChatGPT\u548c\u5176\u4ed6\u5927\u578b\u8bed\u8a00\u6a21\u578b\u800c\u5f00\u59cb\u62c5\u5fc3AGI\u7684\u4eba\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u4ed6\u4eec\u4e0d\u592a\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\uff0c\u4e0d\u4e86\u89e3\u80cc\u540e\u7684\u795e\u7ecf\u7f51\u7edc\u7684\u5c40\u9650\u6027\u3002\u4eca\u5929\u6211\u4eec\u5df2\u7ecf\u63d0\u5230\u8fc7\u4e00\u4e9b\u8fd9\u4e9b\u795e\u7ecf\u7f51\u7edc\u6839\u672c\u505a\u4e0d\u5230\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u5b9e\u9645\u4e0a\u6709\u70b9\u5947\u602a\u7684\u662f\uff0c\u6211\u591a\u5e74\u6765\u4e00\u76f4\u5728\u5021\u5bfc\uff0c\u6216\u8005\u8bf4\u5728\u7092\u4f5cAGI\u3002\u6211\u572870\u5e74\u4ee3\u544a\u8bc9\u6211\u5988\u5988\uff0c\u5728\u6211\u6709\u751f\u4e4b\u5e74AGI\u4e00\u5b9a\u4f1a\u5b9e\u73b0\u7684\u3002\u572880\u5e74\u4ee3\uff0c\u6211\u6240\u6709\u7684\u540c\u4e8b\u90fd\u8ba4\u4e3a\u6211\u75af\u4e86\u3002<\/p>\n<p>\u4f46\u7a81\u7136\uff0c\u5f88\u591a\u4e0d\u76f8\u4fe1\u6211\u7684\u9884\u6d4b\u7684\u4eba\u6539\u53d8\u4e86\u81ea\u5df1\u7684\u60f3\u6cd5\uff0c\u53ea\u662f\u56e0\u4e3aChatGPT\u7684\u51fa\u73b0\uff0c\u4ed6\u4eec\u5c31\u5f00\u59cb\u8ba4\u4e3a\u79bbAGI\u5df2\u7ecf\u5f88\u8fd1\u4e86\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\u552f\u4e00\u7684\u539f\u56e0\u662f\u4ed6\u4eec\u5e76\u6ca1\u6709\u771f\u6b63\u7406\u89e3\u8fd9\u4e9b\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u672c\u8d28\u548c\u5c40\u9650\u6027\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u6211\u660e\u767d\uff0c\u4f46\u6211\u65e0\u6cd5\u7406\u89e3\u8fd9\u4e00\u70b9\u3002\u56e0\u4e3a\u5176\u4e2d\u8bb8\u591a\u4eba\uff0c\u7279\u522b\u662f\u5728\u7845\u8c37\u7684\u90a3\u4e9b\u4eba\uff0c\u4ed6\u4eec\u5728\u6280\u672f\u884c\u4e1a\u5de5\u4f5c\uff0c\u4ed6\u4eec\u6b63\u5728\u7814\u7a76\u8fd9\u9879\u6280\u672f\uff0c\u4ed6\u4eec\u5374\u4e0d\u4e86\u89e3\u673a\u5668\u5b66\u4e60\u662f\u5982\u4f55\u5de5\u4f5c\u7684\u3002\u6211\u53ea\u80fd\u7406\u89e3\u4e3a\u6709\u65f6\u4f60\u4f1a\u78b0\u5230\u4e00\u4e9b\u975e\u5e38\u806a\u660e\u7684\u4eba\uff0c\u5728\u5176\u4ed6\u65b9\u9762\u5374\u5bb9\u6613\u88ab\u8ff7\u60d1\uff0c\u6216\u8005\u8bf4\uff0c\u4e00\u5b9a\u6709\u4ec0\u4e48\u4e1c\u897f\u53ef\u4ee5\u89e3\u91ca\u4ed6\u4eec\u4e3a\u4ec0\u4e48\u770b\u4e0d\u5230\u8fd9\u4e00\u70b9\u3002<\/strong><\/p>\n<p><strong>\u6211\u7684\u610f\u601d\u662f\uff0c\u8fd9\u4e9b\u90fd\u662f\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u5b83\u4eec\u53ea\u80fd\u5c06\u53c2\u6570\u5316\u7684\u66f2\u7ebf\u62df\u5408\u5230\u6570\u636e\u5206\u5e03\u4e2d\uff0c\u5728\u5bc6\u5ea6\u5927\u7684\u5730\u65b9\u6548\u679c\u5f88\u597d\uff0c\u800c\u5728\u5bc6\u5ea6\u5c0f\u7684\u5730\u65b9\u6548\u679c\u5c31\u4e0d\u597d\u4e86\u3002\u4e3a\u4ec0\u4e48\u4ed6\u4eec\u4f1a\u8ba4\u4e3a\u8fd9\u662f\u795e\u5947\u7684\u5462\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u4e5f\u8bb8\u662f\u56e0\u4e3a\u4ed6\u4eec\u4e2d\u7684\u8bb8\u591a\u4eba\u90fd\u662f\u98ce\u9669\u6295\u8d44\u5bb6\u3002\u4ed6\u4eec\u88ab\u4e00\u4e9b\u6b63\u5728\u6210\u7acb\u521d\u521b\u516c\u53f8\u7684\u79d1\u5b66\u5bb6\u6240\u8bf4\u670d\uff0c\u8fd9\u4e9b\u79d1\u5b66\u5bb6\u58f0\u79f0\u4ed6\u4eec\u7684\u65b0\u521d\u521b\u516c\u53f8\u975e\u5e38\u63a5\u8fd1\u6210\u529f\uff0c\u9700\u8981\u5927\u91cf\u6295\u8d44\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u8ba4\u4e3a\u4ea7\u751f\u8fd9\u79cd\u8bef\u89e3\u7684\u4e00\u4e2a\u539f\u56e0\u662f\uff0c\u4e00\u4e9b\u673a\u5668\u5b66\u4e60\u7814\u7a76\u4eba\u5458\u8fc7\u5ea6\u5938\u5927\u4e86\u5f53\u524d\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u3002\u800c\u98ce\u9669\u6295\u8d44\u5bb6\u5e76\u4e0d\u4e86\u89e3\u5b9e\u9645\u4e0a\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u4ed6\u4eec\u53ea\u662f\u8bd5\u56fe\u627e\u51fa\u5c06\u94b1\u6295\u5728\u54ea\u91cc\uff0c\u5e76\u613f\u610f\u8df3\u4e0a\u4efb\u4f55\u989d\u5916\u7684\u7092\u4f5c\u5217\u8f66\u3002<\/p>\n<p>AGI\u662f\u53ef\u80fd\u7684\uff0c\u5b83\u5c06\u4f1a\u5230\u6765\uff0c\u800c\u4e14\u4ed6\u4eec\u4e0d\u662f\u90a3\u4e48\u9065\u8fdc\u7684\u672a\u6765\uff0c\u4f46\u5b83\u5c06\u53ea\u628a\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u4e00\u4e2a\u5b50\u6a21\u5757\uff0c\u56e0\u4e3a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u6838\u5fc3\u76ee\u6807\u662f\u5b8c\u5168\u4e0d\u540c\u7684\u4e1c\u897f\uff0c\u5b83\u66f4\u63a5\u8fd1\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n<p>\u73b0\u5728\u4f60\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u8005\u4ece\u76d1\u7763\u5b66\u4e60\u4e2d\u83b7\u5f97\u5f88\u591a\u597d\u5904\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u4e16\u754c\u7684\u9884\u6d4b\u6a21\u578b\u3002\u4f60\u53ef\u4ee5\u5229\u7528\u8fd9\u4e2a\u6a21\u578b\uff0c\u8fd9\u4e2a\u6a21\u578b\u53ef\u80fd\u662f\u7531\u4e0e\u8bed\u8a00\u6a21\u578b\u76f8\u540c\u7684\u57fa\u7840\u6a21\u578b\u6784\u5efa\u7684\uff0c\u4f60\u53ef\u4ee5\u5728\u8fd9\u4e2a\u4e16\u754c\u6a21\u578b\u4e2d\u4f7f\u7528\u5b83\u6765\u89c4\u5212\u672a\u6765\u7684\u884c\u52a8\u5e8f\u5217\u3002<\/p>\n<p>\u4f46\u73b0\u5728\u60c5\u51b5\u786e\u5b9e\u4e0d\u540c\u4e86\u3002\u73b0\u5728\u4f60\u9700\u8981\u6709\u4e00\u4e9b\u5177\u4f53\u5316\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u6bd4\u5982\u673a\u5668\u4eba\uff0c\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u8fd0\u884c\u3002\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u4f60\u53ef\u4ee5\u505a\u5230\u5728\u7535\u5b50\u6e38\u620f\u4e2d\u505a\u5230\u7684\u4e8b\u60c5\u3002\u5728\u7535\u5b50\u6e38\u620f\u4e2d\uff0c\u4f60\u53ef\u4ee5\u505a\u4e00\u4e07\u4ebf\u6b21\u6a21\u62df\uff0c\u4e00\u4e07\u4ebf\u6b21\u8bd5\u9a8c\u6765\u4f18\u5316\u4f60\u7684\u8868\u73b0\u3002\u6bcf\u6b21\u4f60\u88ab\u51fb\u4e2d\u540e\uff0c\u4f60\u53c8\u4f1a\u590d\u6d3b\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u4f60\u6709\u4e00\u53f0\u673a\u5668\u4eba\uff0c\u4f60\u505a\u4e86\u4e09\u6b21\u7b80\u5355\u8bd5\u9a8c\u540e\uff0c\u4e00\u4e2a\u624b\u6307\u7684\u808c\u8171\u5c31\u65ad\u4e86\u3002\u4f60\u5fc5\u987b\u5e94\u5bf9\u73b0\u5b9e\u4e16\u754c\u4e2d\u7c7b\u4f3c\u8fd9\u6837\u7684\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u632b\u6298\uff0c\u4e5f\u5fc5\u987b\u505a\u597d\u73b0\u5b9e\u4e16\u754c\u7684\u6267\u884c\u89c4\u5212\u6765\u51cf\u5c11\u95ee\u9898\u7684\u51fa\u73b0\u3002<\/p>\n<p>\u4f60\u9700\u8981\u901a\u8fc7\u4e0e\u4e16\u754c\u7684\u4e92\u52a8\uff0c\u5bf9\u672a\u6765\u8fdb\u884c\u5fc3\u7406\u89c4\u5212\uff0c\u4ece\u800c\u4f18\u5316\u4f60\u7684\u8868\u73b0\u3002\u4f46\u5f53\u4f60\u901a\u8fc7\u884c\u52a8\u6536\u96c6\u65b0\u7684\u8bad\u7ec3\u793a\u4f8b\u65f6\uff0c\u4e5f\u8981\u975e\u5e38\u9ad8\u6548\u3002\u56e0\u4e3a\u4f60\u5e0c\u671b\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u83b7\u53d6\u65b0\u6570\u636e\u7684\u5de5\u4f5c\u91cf\uff0c\u4ee5\u6539\u5584\u4f60\u7684\u4e16\u754c\u6a21\u578b\uff08\u4f60\u6b63\u5728\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u89c4\u5212\uff09\u3002<\/p>\n<p>\u7b80\u800c\u8a00\u4e4b\uff0c\u6211\u73b0\u5728\u63d0\u5230\u7684\u8fd9\u4e9b\u975e\u5e38\u91cd\u8981\uff0c\u800c\u4e14\u6709\u51e0\u4e2a\u63d0\u5230\u7684\u7ec4\u4ef6\u8fd8\u4e0d\u80fd\u8fbe\u5230\u6bd4\u8f83\u597d\u7684\u5de5\u4f5c\u6548\u679c\u3002\u4e0d\u8fc7\u73b0\u6709\u7684\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u4ee5\u67d0\u79cd\u65b9\u5f0f\u4f5c\u4e3a\u7a0d\u5927\u7cfb\u7edf\u7684\u7ec4\u4ef6\uff0c\u6765\u5b8c\u6210\u6240\u6709\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u8fd9\u7c7b\u7cfb\u7edf\u7684\u9996\u6b21\u51fa\u73b0\u53ef\u4ee5\u8ffd\u6eaf\u52301990\u5e74\uff0c\u5f53\u65f6\u6211\u53ef\u80fd\u662f\u7b2c\u4e00\u4e2a\u5728\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7814\u7a76\u4e2d\u4f7f\u7528\u201c\u4e16\u754c\u6a21\u578b\u201d\u8fd9\u4e2a\u8bcd\u7684\u4eba\uff0c\u8bd5\u56fe\u4e3a\u6700\u5927\u5316\u5956\u52b1\u7684\u63a7\u5236\u5668\u89c4\u5212\u52a8\u4f5c\u5e8f\u5217\u3002\u4f46\u662f\u8fd9\u4e9b\u66f4\u590d\u6742\u7684\u95ee\u9898\u89e3\u51b3\u8005\u548c\u51b3\u7b56\u8005\u4e0e\u4ec5\u4ec5\u4f7f\u7528\u5927\u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style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-678570065e3fa063e315a825121bacfc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-678570065e3fa063e315a825121bacfc.png\"><\/a><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 14px\">J\u00fcrgen\u201c\u4e16\u754c\u6a21\u578b\u201d\u7684\u7ed3\u6784\u56fe\u3002\u6765\u6e90\uff1aJ\u00fcrgen\u4e0eDavid Ha2018\u5e74\u53d1\u8868\u7684\u8bba\u6587\u300aWorld Models\u300b<\/span><\/p>\n<p><strong>MLST\uff1a\u662f\u7684\uff0c\u6211\u8bfb\u8fc7\u4f60\u548cDavid Ha\u7684\u8bba\u6587\uff0c\u90a3\u662f\u597d\u51e0\u5e74\u524d\u7684\u4e8b\u4e86\u3002\u4ed6\u662f\u7b2c\u4e00\u4e2a\u4f7f\u7528\u57fa\u4e8e\u60f3\u8c61\u529b\u7684\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u6765\u73a9\u7535\u8111\u6e38\u620f\u7684\u4eba\u3002<\/strong><\/p>\n<p><strong>\u4e0d\u8fc7\u8fd9\u662f\u9898\u5916\u8bdd\u3002\u6211\u60f3\u8bf4\u7684\u662f\uff0c\u73b0\u5728\u5728\u7845\u8c37\uff0c\u4f60\u53ea\u9700\u89811000\u884c\u4ee3\u7801\u5c31\u80fd\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\uff0c\u800c\u4e14\u5f88\u5bb9\u6613\u5c31\u80fd\u8d5a\u5230\u5927\u628a\u949e\u7968\uff0c\u62e5\u6709\u5f88\u9ad8\u7684\u5730\u4f4d\u3002\u4ed6\u4eec\u4e3a\u4ec0\u4e48\u8fd8\u8981\u505a\u5176\u4ed6\u4e8b\u60c5\u5462\uff1f\u8fd9\u662f\u4e00\u4e2a\u4f8b\u5b50\u3002<\/strong><\/p>\n<p><strong>\u4f60\u5df2\u7ecf\u505a\u4e86\u4e09\u5206\u4e4b\u4e00\u4e2a\u4e16\u7eaa\u7684\u5de5\u4f5c\uff0c\u4f60\u4e5f\u5df2\u7ecf\u8003\u8651\u4e86\u4e0b\u4e00\u6b65\uff0c\u6211\u4e0d\u77e5\u9053\u4ed6\u4eec\u662f\u5426\u53ea\u662f\u5728\u6de1\u5316\u8fd9\u4e00\u70b9\u3002\u4ed6\u4eec\u4e3a\u4ec0\u4e48\u4e0d\u53bb\u505a\u90a3\u4e9b\u56f0\u96be\u7684\u90e8\u5206\u5462\uff1f\u4e5f\u8bb8\u662f\u56e0\u4e3a\u73b0\u5728\u751f\u6d3b\u592a\u8f7b\u677e\u4e86\uff0c\u53ea\u8981\u8bf4\u7740\u8fd9\u5c31\u662fAGI\u5c31\u591f\u4e86\u3002<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u662f\u7684\uff0c\u6211\u731c\u8bb8\u591a\u73b0\u5728\u8fc7\u5ea6\u7092\u4f5cAGI\u7684\u4eba\u6b63\u5728\u4e3a\u4ed6\u4eec\u7684\u4e0b\u4e00\u4e2a\u516c\u53f8\u5bfb\u627e\u878d\u8d44\uff0c\u4e5f\u6709\u8db3\u591f\u591a\u7684\u5bb9\u6613\u4e0a\u5f53\u53d7\u9a97\u7684\u98ce\u9669\u6295\u8d44\u8005\u60f3\u8981\u8df3\u4e0a\u8fd9\u53f0\u201c\u5927\u9a6c\u8f66\u201d\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u4eec\u76ee\u524d\u62e5\u6709\u7684\u6280\u672f\u8fdc\u8fdc\u8d85\u51fa\u4e86\u7eaf\u7cb9\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u539f\u5219\u4e0a\u6765\u8bf4\u8db3\u4ee5\u5b8c\u6210\u4e0b\u4e00\u6b65\u5de5\u4f5c\u3002<\/p>\n<p>\u5c31\u50cf\u6211\u8bf4\u7684\u90a3\u6837\uff0c\u7528\u6765\u521b\u5efa\u8bed\u8a00\u6a21\u578b\u7684\u6280\u672f\u4e5f\u53ef\u4ee5\u7528\u6765\u521b\u5efa\u4e16\u754c\u6a21\u578b\u3002\u91cd\u70b9\u5728\u4e8e\uff0c\u4f60\u5982\u4f55\u5b66\u4f1a\u4ee5\u5c42\u6b21\u5316\u3001\u9ad8\u6548\u7684\u65b9\u5f0f\u4f7f\u7528\u8fd9\u4e2a\u4e16\u754c\u6a21\u578b\u6765\u89c4\u5212\u5bfc\u81f4\u6210\u529f\u7684\u884c\u52a8\u5e8f\u5217\u3002\u4f60\u6709\u4e00\u4e2a\u60f3\u8981\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u4f46\u4f60\u4e0d\u77e5\u9053\u5982\u4f55\u89e3\u51b3\uff0c\u4e5f\u6ca1\u6709\u4eba\u7c7b\u8001\u5e08\u7684\u5e2e\u52a9\u3002\u73b0\u5728\u4f60\u60f3\u901a\u8fc7\u81ea\u5df1\u7684\u5b9e\u9a8c\u548c\u8fd9\u4e9b\u5fc3\u7406\u89c4\u5212\u7a0b\u5e8f\u6765\u5f04\u6e05\u695a\u5982\u4f55\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n<p>1990\u5e74\uff0c\u6211\u4eec\u9009\u62e9\u4e86\u4e00\u79cd\u9519\u8bef\u7684\u3001\u5929\u771f\u7684\u65b9\u5f0f\u60f3\u8981\u89e3\u51b3\u8fd9\u4ef6\u4e8b\u3002\u6211\u4eec\u5efa\u7acb\u4e86\u5faa\u73af\u7f51\u7edc\u63a7\u5236\u5668\u548c\u5faa\u73af\u7f51\u7edc\u4e16\u754c\u6a21\u578b\uff0c\u7528\u4e8e\u89c4\u5212\u3002\u6211\u4eec\u505a\u7684\u662f\u5929\u771f\u7684\u4e8b\u60c5\uff0c\u4e5f\u5c31\u662f\u4e00\u6beb\u79d2\u4e00\u6beb\u79d2\u5730\u89c4\u5212\u3002\u8fd9\u610f\u5473\u7740\u4f60\u8981\u6a21\u62df\u4f60\u53ef\u80fd\u7684\u672a\u6765\u7684\u6bcf\u4e00\u4e2a\u5c0f\u6b65\u9aa4\uff0c\u5e76\u4e14\u8bd5\u56fe\u5728\u4f60\u7684\u5fc3\u7406\u6a21\u62df\u4e2d\u9009\u62e9\u4e00\u4e2a\u4f60\u4f1a\u83b7\u5f97\u5927\u91cf\u9884\u6d4b\u5956\u52b1\u7684\u6b65\u9aa4\u3002\u8fd9\u592a\u611a\u8822\u4e86\uff0c\u4e0d\u662f\u4eba\u7c7b\u505a\u4e8b\u7684\u65b9\u5f0f\u3002<\/p>\n<p>\u5f53\u4eba\u7c7b\u9047\u5230\u4e00\u4e2a\u95ee\u9898\uff0c\u6bd4\u5982\u201c\u6211\u600e\u6837\u624d\u80fd\u4ece\u8fd9\u91cc\u5230\u8fbe\u5317\u4eac\uff1f\u201d\u65f6\uff0c\u4ed6\u4eec\u4f1a\u5c06\u95ee\u9898\u5206\u89e3\u6210\u5b50\u76ee\u6807\u3002\u4f8b\u5982\uff0c\u4ed6\u4eec\u4f1a\u8bf4\uff1a\u201c\u597d\u5427\uff0c\u9996\u5148\u2026\u2026\u201d\u4f46\u662f\uff0c\u4ed6\u4eec\u4e0d\u4f1a\u50cf\u8fd9\u6837\u4e00\u6b65\u4e00\u6b65\u5730\u8ba1\u5212\u3002\u4ed6\u4eec\u4e0d\u4f1a\u8bf4\uff1a\u201c\u597d\u7684\uff0c\u9996\u5148\u6211\u6fc0\u6d3b\u6211\u7684\u5c0f\u6307\uff0c\u7136\u540e\u2026\u2026\u201d\u4ed6\u4eec\u4f1a\u6293\u8d77\u624b\u673a\uff0c\u7136\u540e\u6253\u8f66\uff0c\u7136\u540e\u5728\u673a\u573a\u529e\u7406\u767b\u673a\u624b\u7eed\uff0c\u63a5\u4e0b\u6765\u4e5d\u4e2a\u5c0f\u65f6\u90fd\u4e0d\u4f1a\u53d1\u751f\u4ec0\u4e48\uff0c\u76f4\u5230\u5728\u5317\u4eac\u4e0b\u8f66\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u4f60\u5e76\u4e0d\u662f\u4e00\u6beb\u79d2\u4e00\u6beb\u79d2\u5730\u6a21\u62df\u6240\u6709\u8fd9\u4e9b\u53ef\u80fd\u7684\u51e0\u7387\u3002<\/p>\n<p>\u76ee\u524d\u5927\u591a\u6570\u5f3a\u5316\u5b66\u4e60\u4ecd\u5728\u4e00\u6b65\u4e00\u6b65\u5730\u8fdb\u884c\u6a21\u62df\uff0c\u4f8b\u5982\uff0c\u5728\u56fd\u9645\u8c61\u68cb\u6216\u56f4\u68cb\u4e2d\uff0c\u4f60\u786e\u5b9e\u5728\u5bf9\u8fd9\u4e9b\u53ef\u80fd\u7684\u672a\u6765\u8fdb\u884c\u8499\u7279\u5361\u6d1b\u91c7\u6837\uff0c\u7136\u540e\u9009\u51fa\u4e00\u4e2a\u770b\u8d77\u6765\u6709\u5e0c\u671b\u7684\u672a\u6765\uff0c\u4f60\u7684\u4e16\u754c\u6a21\u578b\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u4e0d\u65ad\u6539\u8fdb\uff0c\u5373\u4f7f\u4f60\u505a\u51fa\u4e86\u9519\u8bef\u7684\u51b3\u5b9a\uff0c\u81f3\u5c11\u4e16\u754c\u6a21\u578b\u4f1a\u53d8\u5f97\u66f4\u597d\u3002\u8fd9\u6837\uff0c\u4e0b\u6b21\u4f60\u5c31\u80fd\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u5b9a\u3002<\/p>\n<p>\u4f46\u56de\u52301990\u5e74\uff0c\u6211\u4eec\u53ea\u80fd\u8bf4\u8fd9\u8fd8\u4e0d\u591f\u597d\u3002\u6211\u4eec\u5fc5\u987b\u5b66\u4e60\u5b50\u8c03\u7528\u3002\u6211\u4eec\u5fc5\u987b\u5c06\u8fd9\u4e9b\u957f\u957f\u7684\u884c\u52a8\u5e8f\u5217\u5206\u89e3\u6210\u5757\u3002\u6211\u4eec\u5fc5\u987b\u5c06\u6574\u4e2a\u8f93\u5165\u6d41\u5206\u89e3\u6210\u5757\uff0c\u5c06\u8fd9\u4e9b\u5757\u4ee5\u67d0\u79cd\u65b9\u5f0f\u5206\u5f00\uff0c\u8fd9\u4e9b\u5757\u7684\u62bd\u8c61\u8868\u793a\u5e94\u8be5\u662f\u4e0d\u540c\u7684\uff0c\u4f46\u5b83\u4eec\u5bf9\u4e8e\u8fd9\u4e9b\u7279\u5b9a\u5e8f\u5217\u662f\u76f8\u4f3c\u7684\u3002<\/p>\n<p>\u7136\u540e\u4f60\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u81ea\u9002\u5e94\u5b50\u4ee3\u7801\u751f\u6210\u56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style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8a85593131930fb51297c3792f00e942.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8a85593131930fb51297c3792f00e942.png\"><\/a><\/p>\n<p>\u90a3\u4e482015\u5e74\u7684\u8bba\u6587\u662f\u5173\u4e8e\u4ec0\u4e48\u7684\uff1f<\/p>\n<p>\u5b83\u5173\u4e8e\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u673a\u5668\uff0c\u8fd9\u4e2a\u673a\u5668\u6709\u4e00\u4e2a\u4e16\u754c\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n<p>\u8fd9\u4e2a\u6a21\u578b\u8bd5\u56fe\u9884\u6d4b\u4e00\u5207\uff0c\u4f46\u6211\u4eec\u5e76\u4e0d\u662f\u771f\u7684\u5bf9\u4e00\u5207\u90fd\u611f\u5174\u8da3\u3002\u6211\u4eec\u53ea\u662f\u5bf9\u5b83\u4e3a\u4e86\u9884\u6d4b\u4e00\u5207\u800c\u521b\u9020\u7684\u5185\u90e8\u8868\u793a\u611f\u5174\u8da3\u3002\u901a\u5e38\u5b83\u4e0d\u80fd\u9884\u6d4b\u4e00\u5207\uff0c\u56e0\u4e3a\u4e16\u754c\u5728\u8bb8\u591a\u65b9\u9762\u90fd\u662f\u4e0d\u53ef\u9884\u6d4b\u7684\uff0c\u4f46\u67d0\u4e9b\u4e8b\u60c5\u662f\u53ef\u4ee5\u9884\u6d4b\u7684\u3002\u800c\u8fd9\u4e9b\u5185\u90e8\u8868\u793a\u4e2d\u7684\u4e00\u4e9b\u53d8\u5f97\u771f\u7684\u53ef\u4ee5\u9884\u6d4b\uff0c\u5b83\u5305\u62ec\u4f60\u53ef\u4ee5\u60f3\u8c61\u5230\u7684\u4e00\u5207\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c\u4f60\u5fc5\u987b\u6b63\u786e\u9884\u6d4b\u8fd9\u4e2a\u50cf\u7d20\uff0c\u4e5f\u8bb8\u8fd9\u53d6\u51b3\u4e8e1000\u6b65\u4e4b\u524d\u53d1\u751f\u7684\u4e00\u4e9b\u4e8b\u60c5\u3002\u56e0\u6b64\uff0c\u9884\u6d4b\u673a\u7684\u8fd9\u4e9b\u5185\u90e8\u8868\u5f81\uff0c\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u8003\u8651\u5230\u8fd9\u4e00\u70b9\u3002\u6240\u4ee5\u8fd9\u4e9b\u5185\u90e8\u5206\u8fa8\u7387\u5b83\u4eec\u4f1a\u4f20\u8fbe\u4e0e\u8fd9\u4e2a\u4e16\u754c\u548c\u8fd9\u4e2a\u7279\u5b9a\u50cf\u7d20\u76f8\u5173\u7684\u4fe1\u606f\u3002\u4f46\u5728\u8df3\u8f6c\u65f6\uff0c\u4f60\u60f3\u4ee5\u66f4\u806a\u660e\u7684\u65b9\u5f0f\u8fdb\u884c\u89c4\u5212\u3002<\/p>\n<p>\u90a3\u8981\u600e\u4e48\u505a\u5462\uff1f\u63a7\u5236\u5668\u5fc5\u987b\u5b8c\u6210\u67d0\u9879\u4efb\u52a1\uff0c\u6700\u5927\u5316\u5b83\u7684\u56de\u62a5\u3002\u800c\u4e0d\u662f\u4e00\u6beb\u79d2\u4e00\u6beb\u79d2\u5730\u4f7f\u7528\u4e16\u754c\u6a21\u578b\u76f8\u53cd\uff0c\u5b83\u5e94\u8be5\u5ffd\u7565\u6240\u6709\u6839\u672c\u65e0\u6cd5\u9884\u6d4b\u7684\u4e1c\u897f\uff0c\u53ea\u5173\u6ce8\u8fd9\u4e9b\u62bd\u8c61\u7684\u3001\u53ef\u9884\u6d4b\u7684\u5185\u90e8\u6982\u5ff5\uff0c\u81f3\u4e8e\u5176\u4ed6\u7684\uff0c\u63a7\u5236\u5668\u5fc5\u987b\u4e86\u89e3\u5b83\u4eec\u662f\u4ec0\u4e48\u3002<\/p>\n<p>\u90a3\u53c8\u8be5\u5982\u4f55\u5b66\u4e60\u5462\uff1f\u6211\u80fd\u505a\u4ec0\u4e48\uff1f<\/p>\n<p>\u4f60\u53ef\u4ee5\u7ed9\u5b83\u4e0e\u4e16\u754c\u6a21\u578b\u7684\u989d\u5916\u8fde\u63a5\uff0c\u8ba9\u5b83\u5b66\u4f1a\u597d\u5947\u5730\u53d1\u9001\u67e5\u8be2\u3002\u67e5\u8be2\u53ea\u662f\u6570\u5b57\u5411\u91cf\uff0c\u4e00\u5f00\u59cb\uff0c\u5b83\u4e0d\u77e5\u9053\u5982\u4f55\u5411\u8fd9\u4e2a\u91ce\u751f\u6a21\u578b\u53d1\u9001\u597d\u7684\u67e5\u8be2\u3002\u7136\u540e\uff0c\u4e16\u754c\u6a21\u578b\u4f1a\u53cd\u9988\u4e00\u4e9b\u4fe1\u606f\uff0c\u56e0\u4e3a\u4f60\u5524\u9192\u4e86\u4e00\u4e9b\u5185\u90e8\u8868\u5f81\uff0c\u8fd9\u4e9b\u4fe1\u606f\u4f1a\u53cd\u9988\u56de\u6765\u3002\u6240\u4ee5\u5b83\u4eec\u5fc5\u987b\u901a\u8fc7\u63a7\u5236\u5668\u6240\u505a\u7684\u5f3a\u5316\u5b66\u4e60\u6216\u7c7b\u4f3c\u7684\u4e8b\u60c5\u6765\u5b66\u4e60\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u73b0\u5728\u63a7\u5236\u5668\u672c\u8d28\u4e0a\u662f\u5728\u901a\u8fc7\u8bf4\u8c0e\u6210\u4e3a\u4e00\u4e2a\u63d0\u793a\u5de5\u7a0b\u5e08\u3002<\/p>\n<p>\u90a3\u662f\u62112015\u5e74\u7684\u5f3a\u5316\u5b66\u4e60\u63d0\u793a\u5de5\u7a0b\u5e08\uff0c\u5b66\u4e60\u53d1\u9001\u6570\u636e\u5230\u5899\u6a21\u578b\uff0c\u7136\u540e\u4ece\u89d2\u8272\u6a21\u578b\u4e2d\u83b7\u53d6\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u5e94\u8be5\u4ee3\u8868\u4e0e\u4e4b\u76f8\u5173\u7684\u7b97\u6cd5\u4fe1\u606f\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u57fa\u672c\u4e0a\u63a7\u5236\u5668\u5fc5\u987b\u5b66\u4e60\u5728\u8fd9\u4e2a\u5e9e\u5927\u7684\u4e16\u754c\u6a21\u578b\u4e2d\u7a7f\u884c\uff0c\u53ef\u80fd\u5df2\u7ecf\u770b\u8fc7\u6240\u6709YouTube\u89c6\u9891\u3002\u6709\u4eba\u5fc5\u987b\u5b66\u4e60\u4ee5\u62bd\u8c61\u7684\u89c4\u5212\u65b9\u5f0f\u5904\u7406\u8fd9\u4e9b\u5185\u90e8\u77e5\u8bc6\uff0c\u5e76\u89e3\u91ca\u8fd4\u56de\u7684\u5185\u5bb9\u3002\u800cAC\u6d4b\u8bd5\u662f\u8fd9\u4e2a\u63a7\u5236\u5668\u662f\u5426\u80fd\u591f\u5728\u6ca1\u6709\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u5c06\u6240\u6709\u8fde\u63a5\u8bbe\u7f6e\u4e3a\u96f6\uff0c\u6216\u8005\u901a\u8fc7\u67d0\u79cd\u65b9\u5f0f\u5b66\u4e60\u5230\u5728\u4e16\u754c\u6a21\u578b\u4e2d\u5904\u7406\u76f8\u5173\u7b97\u6cd5\u4fe1\u606f\uff0c\u8fd9\u6837\u66f4\u4fbf\u5b9c\uff0c\u4ece\u800c\u66f4\u5feb\u5730\u5b66\u4e60\u6240\u9700\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5b66\u4e60\u662f\u91cd\u8981\u7684\u3002\u6211\u76f8\u4fe1\u8fd9\u5c31\u662f\u524d\u8fdb\u7684\u65b9\u5411\u3002\u5728\u673a\u5668\u4eba\u6280\u672f\u3001\u5f3a\u5316\u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style=\"text-align: center\"><span class=\"ez-toc-section\" id=\"%E4%B8%96%E7%95%8C%E6%A8%A1%E5%9E%8B%E5%92%8C%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E7%9A%84%E5%88%9B%E6%96%B0\"><\/span>\u4e16\u754c\u6a21\u578b\u548c\u4eba\u5de5\u667a\u80fd\u7684\u521b\u65b0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>MLST\uff1a\u6211\u53ef\u4ee5\u56de\u987e\u4e00\u4e0b\u4f60\u524d\u9762\u8bf4\u7684\u4e00\u4e9b\u4e8b\u60c5\u5417\uff1f\u56e0\u4e3a\u4f60\u8c08\u5230\u7684\u62bd\u8c61\u539f\u5219\u4e0e\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u975e\u5e38\u76f8\u4f3c\uff0c\u5728\u8fd9\u4e2a\u6e38\u620f\u4e2d\u4f60\u8bd5\u56fe\u589e\u52a0\u7b97\u6cd5\u4fe1\u606f\u6216\u4fe1\u606f\u8f6c\u6362\u7387\uff0c\u6211\u7406\u89e3\u4e3a\u7c97\u5316\u6216\u62bd\u8c61\u3002<\/strong><\/p>\n<p><strong>\u6b63\u5982\u4f60\u6240\u8bf4\uff0c\u4f60\u4ece\u5fae\u89c2\u52a8\u4f5c\u7a7a\u95f4\u5f00\u59cb\uff0c\u6216\u8005\u8f6c\u5411\u52a8\u4f5c\u62bd\u8c61\u7a7a\u95f4\uff0c\u5728\u90a3\u91cc\u4f60\u5b9e\u9645\u4e0a\u662f\u5728\u5b66\u4e60\u52a8\u4f5c\u7a7a\u95f4\u4e2d\u7684\u6a21\u5f0f\u3002\u8fd9\u662f\u6709\u9053\u7406\u7684\uff0c\u56e0\u4e3a\u5f53\u4f60\u5f00\u8f66\u65f6\uff0c\u4f8b\u5982\uff0c\u4f60\u4f1a\u8003\u8651\u5b8f\u89c2\u7684\u4e1c\u897f\uff0c\u5ffd\u7565\u8def\u4e0a\u7684\u6811\u53f6\uff0c\u4f60\u5728\u8003\u8651\u5927\u5c40\uff0c\u4f60\u6709\u8fd9\u79cd\u7c97\u5316\u3001\u8fd9\u79cd\u5206\u8fa8\u7387\u7684\u8df3\u8dc3\uff0c\u53d6\u51b3\u4e8e\u4f60\u5982\u4f55\u770b\u5f85\u95ee\u9898\u3002<\/strong><\/p>\n<p><strong>\u6839\u636e\u6211\u7684\u7406\u89e3\uff0c\u4f60\u6b63\u5728\u5b66\u4e60\u601d\u8003\uff0c\u4f60\u521a\u624d\u63cf\u8ff0\u7684\u63a7\u5236\u5668\u6a21\u5f0f\u6709\u70b9\u50cf\u662f\u5728\u5efa\u6a21\u8fd9\u4e2a\u8fc7\u7a0b\u3002<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u662f\u7684\uff0c\u8fd9\u91cc\u7684\u63a7\u5236\u5668\u53ea\u662f\u8bd5\u56fe\u63d0\u53d6\u53e6\u4e00\u4e2a\u7f51\u7edc\u7684\u7b97\u6cd5\u4fe1\u606f\uff0c\u8fd9\u4e2a\u7f51\u7edc\u53ef\u80fd\u63a5\u53d7\u8fc7\u5404\u79cd\u8bad\u7ec3\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u6b63\u5982\u6211\u4e4b\u524d\u63d0\u5230\u7684\uff0c\u5b83\u53ef\u80fd\u662f\u6240\u6709YouTube\u89c6\u9891\u7684\u96c6\u5408\u3002\u5728\u8fd9\u4e9b\u6570\u5341\u4ebf\u7684\u89c6\u9891\u4e2d\uff0c\u6709\u5f88\u591a\u662f\u5173\u4e8e\u4eba\u4eec\u6254\u4e1c\u897f\u7684\uff0c\u6bd4\u5982\u673a\u5668\u4eba\u3001\u7bee\u7403\u8fd0\u52a8\u5458\u3001\u8db3\u7403\u8fd0\u52a8\u5458\u7b49\u3002<\/p>\n<p>\u8fd9\u4e9b\u89c6\u9891\u5305\u542b\u4e86\u5927\u91cf\u5173\u4e8e\u91cd\u529b\u3001\u4e16\u754c\u8fd0\u4f5c\u65b9\u5f0f\u4ee5\u53ca\u4e09\u7ef4\u7279\u6027\u7684\u9690\u542b\u4fe1\u606f\u3002\u4f46\u63a7\u5236\u5668\u5e76\u4e0d\u80fd\u76f4\u63a5\u8bbf\u95ee\u8fd9\u4e9b\u89c6\u9891\u9690\u542b\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u63a7\u5236\u5668\u901a\u8fc7\u6267\u884c\u5668\u53d1\u9001\u4fe1\u53f7\u6765\u8fdb\u884c\u64cd\u4f5c\uff0c\u800c\u8fd9\u4e9b\u6267\u884c\u5668\u53ef\u80fd\u4e0e\u89c6\u9891\u4e2d\u4eba\u7c7b\u7684\u64cd\u4f5c\u65b9\u5f0f\u4e0d\u540c\uff0c\u6bd4\u5982\u673a\u5668\u4eba\u53ea\u6709\u4e09\u4e2a\u624b\u6307\u800c\u4e0d\u662f\u4e94\u4e2a\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u5728\u540c\u4e00\u4e2a\u53d7\u91cd\u529b\u5f71\u54cd\u7684\u4e16\u754c\u4e2d\u5de5\u4f5c\u3002\u901a\u8fc7\u89c2\u5bdf\u8fd9\u4e9b\u89c6\u9891\uff0c\u6211\u4eec\u53ef\u4ee5\u5b66\u4e60\u5982\u4f55\u5728\u4e0d\u540c\u6761\u4ef6\u4e0b\u8fdb\u884c\u64cd\u4f5c\uff0c\u6bd4\u5982\u5982\u4f55\u7528\u4e09\u4e2a\u624b\u6307\u8fdb\u884c\u67e5\u8be2\u548c\u63d0\u793a\u3002<\/p>\n<p>\u4f60\u9700\u8981\u5c06\u8fd9\u4e9b\u89c2\u5bdf\u6ce8\u5165\u5230\u4e16\u754c\u6a21\u578b\u4e2d\u3002\u4f60\u60f3\u8981\u8fdb\u884c\u641c\u7d22\uff0c\u4ee5\u89e3\u51b3\u6a21\u578b\u4e2d\u7684\u5173\u952e\u95ee\u9898\uff0c\u4ece\u800c\u63d0\u53d6\u51fa\u63a7\u5236\u5668\u6539\u8fdb\u884c\u4e3a\u6240\u9700\u7684\u6709\u7528\u4fe1\u606f\u3002\u4f60\u53ef\u80fd\u53ea\u9700\u8981\u4e00\u4e9b\u989d\u5916\u7684\u4fe1\u606f\uff0c\u8fd9\u4e9b\u4fe1\u606f\u5fc5\u987b\u901a\u8fc7\u5b66\u4e60\u6765\u83b7\u5f97\u3002<\/p>\n<p>\u6709\u4e9b\u4fe1\u606f\u4f60\u4e0d\u80fd\u7acb\u5373\u7528\u6765\u63d0\u9ad8\u6295\u63b7\u6280\u80fd\uff0c\u4f46\u4f60\u53ef\u4ee5\u7a0d\u5fae\u8c03\u6574\u51e0\u4e2a\u53c2\u6570\u4f4d\uff0c\u8fd9\u6837\u4f60\u5c31\u80fd\u6bd4\u6ca1\u6709\u8fd9\u4e9b\u53c2\u8003\u4fe1\u606f\u65f6\u66f4\u5feb\u5b66\u4f1a\u6295\u63b7\u7403\u3002\u5728\u7ed9\u5b9a\u73af\u5883\u4e2d\u627e\u5230\u6b63\u786e\u7684\u89c4\u5212\u7b97\u6cd5\uff0c\u89e3\u51b3\u6240\u6709\u8fd9\u4e9b\u95ee\u9898\u662f\u975e\u5e38\u590d\u6742\u7684\uff0c\u9700\u8981\u901a\u8fc7\u5b66\u4e60\u6765\u5b9e\u73b0\u3002<\/p>\n<p>\u4f60\u65e0\u6cd5\u9884\u5148\u7f16\u7a0b\u51fa\u4e00\u4e2a\u5b8c\u7f8e\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u56e0\u6b64\u4f60\u5fc5\u987b\u5728\u7279\u5b9a\u7684\u73af\u5883\u4e0b\u5b66\u4e60\uff0c\u5e76\u8003\u8651\u6240\u6709\u7684\u8d44\u6e90\u9650\u5236\uff0c\u6bd4\u5982\u63a7\u5236\u5668\u4e2d\u7684\u795e\u7ecf\u5143\u6570\u91cf\u548c\u6bcf\u6beb\u79d2\u7684\u65f6\u95f4\u6b65\u6570\u7b49\u3002<\/p>\n<p>\u4f60\u5fc5\u987b\u5b66\u4e60\u5982\u4f55\u6210\u4e3a\u4e00\u4e2a\u66f4\u597d\u7684\u63d0\u793a\u5de5\u7a0b\u5e08\uff0c\u53d1\u9001\u6b63\u786e\u7684\u63d0\u793a\uff0c\u5e76\u7406\u89e3\u53cd\u9988\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u6240\u4ee5\u539f\u5219\u4e0a\uff0c\u6211\u8ba4\u4e3a\u8fd9\u5c31\u662f\u672a\u6765\u89c4\u5212\u3001\u5c42\u6b21\u5316\u548c\u7c7b\u6bd4\u63a8\u7406\u4ee5\u53ca\u6240\u6709\u8fd9\u4e9b\u4e1c\u897f\u7684\u6838\u5fc3\u3002\u4f60\u9700\u8981\u6784\u5efa\u4e00\u4e2a\u8db3\u591f\u901a\u7528\u7684\u7cfb\u7edf\uff0c\u8ba9\u5b83\u80fd\u591f\u81ea\u4e3b\u5b66\u4e60\u6240\u6709\u8fd9\u4e9b\u5185\u5bb9\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u662f\u50cf\u6211\u65e9\u671f\u5728\u8c37\u6b4c\u6216\u535a\u58eb\u540e\u7814\u7a76\u4e2d\u90a3\u6837\u7684\u901a\u7528\u89c4\u5212\uff0c\u800c\u662f\u66f4\u52a0\u5b9e\u9645\u7684\uff0c\u80fd\u591f\u5728\u6709\u9650\u8d44\u6e90\u548c\u5404\u79cd\u9650\u5236\u4e0b\u8fd0\u884c\u7684\u7cfb\u7edf\u3002\u5728\u8fd9\u79cd\u7cfb\u7edf\u4e2d\uff0c\u63a7\u5236\u5668\u9700\u8981\u5b66\u4f1a\u5982\u4f55\u66f4\u597d\u5730\u5f15\u5bfc\u63d0\u793a\u3002<\/p>\n<p>\u73b0\u5728\u4f60\u7ed9\u7cfb\u7edf\u4e00\u7cfb\u5217\u95ee\u9898\uff0c\u5b83\u53ef\u4ee5\u91cd\u590d\u5229\u7528\u4e4b\u524d\u5b66\u5230\u7684\u5185\u5bb9\uff0c\u5e76\u4e0d\u65ad\u5b66\u4e60\u66f4\u591a\u7684\u5b50\u7a0b\u5e8f\uff0c\u8fd9\u4e9b\u5b50\u7a0b\u5e8f\u53ef\u4ee5\u7f16\u7801\u5728\u91cd\u6784\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u3002\u8fd9\u4e9b\u7f51\u7edc\u662f\u901a\u7528\u8ba1\u7b97\u673a\uff0c\u53ef\u4ee5\u7f16\u7801\u6240\u6709\u5c42\u6b21\u5316\u63a8\u7406\u548c\u5b50\u7a0b\u5e8f\u3002\u539f\u5219\u4e0a\uff0c\u5b83\u5e94\u8be5\u80fd\u505a\u5f97\u5f88\u597d\uff0c\u4f46\u5b83\u5e76\u4e0d\u50cf\u8bb8\u591a\u4eba\u75f4\u8ff7\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u90a3\u6837\u7684\u6709\u9650\u76d1\u7763\u6280\u672f\u4e00\u6837\u8fd0\u884c\u5f97\u5f88\u597d\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u662f\u7684\uff0c\u8fd9\u662f\u60a8\u53c8\u4e00\u6b21\u8d85\u8d8a\u65f6\u4ee3\u7684\u601d\u8003\u3002<\/strong><\/p>\n<p><strong>\u4e00\u4e2a\u6708\u524d\uff0c\u6211\u91c7\u8bbf\u4e86\u4e00\u4e9b\u591a\u4f26\u591a\u7684\u5927\u5b66\u751f\uff0c\u4ed6\u4eec\u6b63\u5728\u5c06\u63a7\u5236\u7406\u8bba\u5e94\u7528\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u63d0\u793a\uff0c\u5e76\u7528\u5b83\u6765\u63a2\u7d22\u53ef\u8fbe\u6027\u7a7a\u95f4\u3002\u4ed6\u4eec\u4f7f\u7528\u4e00\u4e2a\u63a7\u5236\u5668\u6765\u4f18\u5316\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u63a2\u7d22\u53ef\u80fd\u7684\u6807\u8bb0\u7a7a\u95f4\u3002\u5173\u952e\u5728\u4e8e\u6211\u4eec\u5f00\u59cb\u770b\u5230\u4e00\u79cd\u5143\u67b6\u6784\uff0c\u8bed\u8a00\u6a21\u578b\u53ea\u662f\u6574\u4e2a\u67b6\u6784\u7684\u4e00\u90e8\u5206\u3002<\/strong><\/p>\n<p><strong>\u6211\u8ba4\u4e3a\u8fd9\u79cd\u8df3\u51fa\u601d\u7ef4\u5b9a\u52bf\u7684\u601d\u8003\u65b9\u5f0f\u771f\u7684\u975e\u5e38\u6709\u8da3\u3002<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u662f\u7684\uff0c\u6211\u4eec\u6700\u8fd1\u7684\u4e00\u7bc7\u8bba\u6587\u53d7\u5230\u4e862015\u5e74\u5b66\u4e60\u63d0\u793a\u5de5\u7a0b\u5e08\u7684\u542f\u53d1\uff0c\u5c31\u662f\u6211\u4eec\u7684\u5fc3\u667a\u793e\u4f1a\u8bba\u6587\u3002\u6211\u4eec\u4e0d\u4ec5\u6709\u63a7\u5236\u5668\u548c\u4e00\u4e2a\u6a21\u578b\uff0c\u800c\u662f\u5f88\u591a\u57fa\u7840\u6a21\u578b\u3002\u6709\u4e9b\u6a21\u578b\u975e\u5e38\u64c5\u957f\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u80fd\u4ece\u56fe\u50cf\u4e2d\u751f\u6210\u6807\u9898\uff0c\u53e6\u4e00\u4e9b\u5219\u64c5\u957f\u7528\u81ea\u7136\u8bed\u8a00\u56de\u7b54\u95ee\u9898\u3002<\/p>\n<p>\u73b0\u5728\u4f60\u6709\u4e00\u4e2a\u7531\u8fd9\u4e9b\u5bb6\u4f19\u7ec4\u6210\u7684\u793e\u4f1a\uff0c\u4f60\u7ed9\u4ed6\u4eec\u4e00\u4e2a\u4ed6\u4eec\u65e0\u6cd5\u5355\u72ec\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u8981\u6c42\u4ed6\u4eec\u5171\u540c\u89e3\u51b3\uff0c\u90a3\u4e48\u4ed6\u4eec\u4f1a\u600e\u4e48\u505a\u5462\uff1f<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1d920455847afb97de4c8e82f9329021.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1d920455847afb97de4c8e82f9329021.png\"><\/a><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 14px\">\u6a21\u578b\u6b63\u5728\u8fdb\u884c\u201c\u5934\u8111\u98ce\u66b4\u201d\u3002\u6765\u6e90\uff1aJ\u00fcrgen Schmidhuber\u7b49\u4eba2023\u5e74\u53d1\u8868\u7684\u8bba\u6587\u300aMindstorms in Natural Language-Based Societies of Mind\u300b<\/span><\/p>\n<p>\u4ed6\u4eec\u5f00\u59cb\u4e3a\u5f7c\u6b64\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u5e08\u3002\u4ed6\u4eec\u4f1a\u8fdb\u884c\u4e00\u4e9b\u6211\u4eec\u79f0\u4e4b\u4e3a\u201c\u601d\u7ef4\u98ce\u66b4\u201d\u7684\u6d3b\u52a8\u3002\u56e0\u4e3a\u8fd9\u4e2a\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u7684\u601d\u7ef4\u793e\u4f1a\u7684\u6210\u5458\u4eec\u5728\u4e92\u76f8\u9762\u8bd5\u3002\u4f60\u4f1a\u600e\u4e48\u505a\uff0c\u4f60\u5efa\u8bae\u6211\u4eec\u5e94\u8be5\u600e\u4e48\u505a\uff1f<\/p>\n<p>\u6211\u4eec\u4f1a\u6709\u4e0d\u540c\u7c7b\u578b\u7684\u793e\u4f1a\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u6709\u541b\u4e3b\u5236\uff0c\u90a3\u91cc\u6709\u4e00\u4e2a\u56fd\u738b\uff0c\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u56fd\u738b\uff0c\u6839\u636e\u4e0b\u5c5e\u7684\u5efa\u8bae\u51b3\u5b9a\u63a5\u4e0b\u6765\u5e94\u8be5\u505a\u4ec0\u4e48\u3002\u6211\u4eec\u8fd8\u4f1a\u6709\u6c11\u4e3b\u5236\uff0c\u5728\u8fd9\u4e9b\u4e0d\u540c\u7684\u5bb6\u4f19\u4e4b\u95f4\u6709\u6295\u7968\u673a\u5236\u3002\u4ed6\u4eec\u628a\u6240\u6709\u7684\u60f3\u6cd5\u90fd\u653e\u5728\u9ed1\u677f\u4e0a\uff0c\u5438\u6536\u5176\u4ed6\u4eba\u7684\u6240\u6709\u60f3\u6cd5\uff0c\u6700\u7ec8\u5f97\u51fa\u4e00\u4e2a\u901a\u5e38\u76f8\u5f53\u4ee4\u4eba\u4fe1\u670d\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u6240\u4ee5\u5728\u5404\u79cd\u5e94\u7528\u4e2d\uff0c\u6bd4\u5982\u751f\u6210\u4e00\u4e2a\u66f4\u597d\u7684\u56fe\u50cf\u8bbe\u8ba1\uff0c\u5c55\u793a\u90a3\u4e2a\u6216\u8005\u57283D\u73af\u5883\u4e2d\u64cd\u7eb5\u4e16\u754c\u4ee5\u5b9e\u73b0\u67d0\u4e2a\u76ee\u6807\u7b49\u7b49\uff0c\u8fd9\u79cd\u65b9\u5f0f\u4ee5\u4e00\u79cd\u5f00\u653e\u7684\u65b9\u5f0f\u8fd0\u4f5c\uff0c\u5e76\u4e14\u6253\u5f00\u4e86\u4e00\u7cfb\u5217\u65b0\u95ee\u9898\uff0c\u6bd4\u5982\uff0c\u541b\u4e3b\u5236\u662f\u5426\u6bd4\u6c11\u4e3b\u5236\u66f4\u597d\uff1f\u5982\u679c\u662f\u7684\u8bdd\uff0c\u5728\u4ec0\u4e48\u6761\u4ef6\u4e0b\uff1f\u53cd\u4e4b\u4ea6\u7136\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u6211\u611f\u5174\u8da3\u7684\u662f\uff0c\u6211\u8ba4\u4e3a\u83b7\u53d6\u77e5\u8bc6\u662f\u4e00\u4ef6\u975e\u5e38\u91cd\u8981\u7684\u4e8b\u60c5\u3002\u6bd4\u5982\uff0c\u6211\u5728\u5efa\u7acb\u4e00\u5bb6\u521d\u521b\u516c\u53f8\uff0c\u6211\u5728\u5efa\u7acb\u4e00\u4e2aYouTube\u9891\u9053\uff0c\u6211\u5728\u5b66\u4e60\u5982\u4f55\u526a\u8f91\u89c6\u9891\u548c\u505a\u97f3\u9891\u5de5\u7a0b\u7b49\u7b49\u3002\u8fd9\u5176\u4e2d\u6709\u592a\u591a\u7684\u5c1d\u8bd5\u548c\u9519\u8bef\uff0c\u56e0\u4e3a\u63a8\u7406\u3001\u521b\u9020\u529b\u548c\u667a\u6167\u5c31\u662f\u8981\u80fd\u6709\u7075\u5149\u4e00\u73b0\u7684\u6d1e\u5bdf\u529b\uff0c\u5e76\u4ee5\u8fd9\u79cd\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u65b9\u5f0f\u5c06\u4f60\u5df2\u6709\u7684\u8bb8\u591a\u77e5\u8bc6\u7ec4\u6210\u4e00\u4e2a\u6574\u4f53\u3002<\/strong><\/p>\n<p><strong>\u5f53\u4f60\u770b\u5230\u5b83\u7684\u65f6\u5019\uff0c\u4f60\u5c31\u4f1a\u6709&#8221;\u554a\u54c8&#8221;\u7684\u4e00\u77ac\u95f4\uff0c\u7136\u540e\u4f60\u5c31\u518d\u4e5f\u770b\u4e0d\u5230\u5b83\u4e86\u3002\u73b0\u5728\uff0c\u5b83\u6539\u53d8\u4e86\u4f60\u770b\u5f85\u6574\u4e2a\u4e16\u754c\u7684\u65b9\u5f0f\u3002\u4f46\u6709\u65f6\u4e5f\u4f1a\u6709&#8221;\u554a\u54c8\u65f6\u523b&#8221;\u3002<\/strong><\/p>\n<p><strong>\u4f46\u6709\u65f6\uff0c\u901a\u8fc7\u6211\u4eec\u7684\u96c6\u4f53\u667a\u6167\uff0c\u4eba\u4eec\u4f1a\u5c1d\u8bd5\u5f88\u591a\u4e0d\u540c\u7684\u4e8b\u60c5\uff0c\u6211\u4eec\u4f1a\u5206\u4eab\u4fe1\u606f\uff0c\u8fdb\u884c\u8bc4\u4f30\uff0c\u7136\u540e\u65b0\u7684\u4e8b\u60c5\u53d1\u751f\u4e86\uff0c\u8fd9\u79cd\u521b\u9020\u6027\u7684\u6d1e\u5bdf\u529b\uff0c\u7136\u540e\u5b83\u6539\u53d8\u4e86\u6574\u4e2a\u4e16\u754c\uff0c\u6211\u4eec\u4f1a\u5229\u7528\u8fd9\u4e9b\u77e5\u8bc6\u5e76\u5206\u4eab\u5b83\u3002<\/strong><\/p>\n<p><strong>\u56e0\u6b64\uff0c\u8fd9\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u8fc7\u7a0b\u3002<\/strong><\/p>\n<p><strong>J\u00fcrgen 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style=\"text-align: center\"><span class=\"ez-toc-section\" id=\"LSTM%E5%92%8CTransformer%E7%9A%84%E6%BC%94%E5%8F%98%E5%8F%8A%E6%9C%AA%E6%9D%A5\"><\/span>LSTM\u548cTransformer\u7684\u6f14\u53d8\u53ca\u672a\u6765<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>MLST\uff1a\u5c3d\u7ba1\u73b0\u4ee3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982ChatGPT\u5b58\u5728\u9650\u5236\uff0c\u4f46\u5b83\u4eec\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u7684Transformer\u662f\u9769\u547d\u6027\u7684\u3002\u4f60\u5728\u5927\u7ea6\u4e09\u5341\u5e74\u524d\u5c31\u53d1\u8868\u4e86\u9996\u4e2aTransformer\u53d8\u4f53\uff0c\u5bf9\u6b64\u6709\u4f55\u611f\u60f3\uff1f\u5b83\u80fd\u505a\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>1991\u5e74\u6211\u53d1\u8868\u4e86\u7ebf\u6027Transformer\u3002\u8fd9\u79cd\u7ebf\u6027Transformer\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u5185\u90e8\u5305\u542b\u8bb8\u591a\u975e\u7ebf\u6027\u64cd\u4f5c\uff0c\u5e76\u4e14\u8ba1\u7b97\u9700\u6c42\u5f88\u4f4e\u3002\u7ebf\u6027Transformer\u53ef\u4ee5\u57fa\u4e8e\u5f53\u524d\u804a\u5929\u5185\u5bb9\u6765\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u3002\u5b83\u5b66\u4e60\u751f\u6210\u201c\u952e\u201d\u548c\u201c\u503c\u201d\uff0c\u5e76\u4f18\u5316\u6ce8\u610f\u529b\u4ee5\u51cf\u5c11\u9884\u6d4b\u9519\u8bef\u3002\u5b83\u5c06\u5b58\u50a8\u548c\u63a7\u5236\u5206\u79bb\uff0c\u5e76\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\u8c03\u6574\u6743\u91cd\uff0c\u63d0\u9ad8\u9884\u6d4b\u51c6\u786e\u6027\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u4f60\u63d0\u5230\u4e861991\u5e74\u7684\u90a3\u4e9b\u7a81\u7834\u3002ChatGPT\u4e2d\u6709&#8221;T&#8221;\uff08Transformer\uff09\uff0c\u8fd8\u6709&#8221;P&#8221;\uff08\u9884\u8bad\u7ec3\u7f51\u7edc\uff09\uff0c\u4ee5\u53ca\u7b2c\u4e00\u4e2a\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff0cGAN\u3002\u4f60\u80fd\u591a\u8bf4\u4e00\u4e9b\u5417\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>1991\u5e74\u7684\u5de5\u4f5c\u4e3aTransformer\u548c\u9884\u8bad\u7ec3\u7f51\u7edc\u7684\u53d1\u5c55\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u540c\u65f6\uff0c\u6211\u63d0\u51fa\u4e86GANs\uff0c\u901a\u8fc7\u751f\u6210\u7f51\u7edc\u548c\u9884\u6d4b\u673a\u7684\u4e92\u52a8\uff0c\u8ba9\u673a\u5668\u4eba\u901a\u8fc7\u4eba\u5de5\u597d\u5947\u5fc3\u63a2\u7d22\u73af\u5883\uff0c\u8fd9\u662f\u6df1\u5ea6\u5b66\u4e60\u548c\u5bf9\u6297\u5b66\u4e60\u7684\u91cd\u8981\u91cc\u7a0b\u7891\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u6211\u8fd8\u60f3\u8c08\u8c08LSTM\uff0c\u56e0\u4e3a\u5b83\u4e5f\u8bde\u751f\u57281991\u5e74\u3002<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u5bf9\uff0c\u6211\u7684\u5b66\u751f\u4f1aSep Hochreiter\u57281991\u5e74\u63d0\u51fa\u4e86LSTM\u7684\u65e9\u671f\u6982\u5ff5\u3002\u4ed6\u901a\u8fc7\u5f15\u5165\u6b8b\u5dee\u8fde\u63a5\u89e3\u51b3\u4e86\u68af\u5ea6\u6d88\u5931\u95ee\u9898\uff0c\u8fd9\u9879\u6280\u672f\u540e\u6765\u53d1\u5c55\u6210\u4e3a\u5e7f\u6cdb\u8ba4\u53ef\u7684LSTM\uff0c\u5e76\u57281997\u5e74\u6210\u4e3a20\u4e16\u7eaa\u88ab\u5f15\u7528\u6700\u591a\u7684\u4eba\u5de5\u667a\u80fd\u8bba\u6587\u4e4b\u4e00\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a20\u4e16\u7eaa\u88ab\u5f15\u7528\u6700\u591a\u7684\u4eba\u5de5\u667a\u80fd\u8bba\u6587\uff0c\u4f60\u5bf9\u6b64\u6709\u4f55\u611f\u60f3\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>LSTM\u7684\u666e\u53ca\u7a0b\u5ea6\u975e\u5e38\u9ad8\uff0c\u6bd4\u5982Facebook\u66fe\u7528\u5b83\u6bcf\u5929\u8fdb\u884c\u8d85\u8fc740\u4ebf\u6b21\u7ffb\u8bd1\uff0c\u8fd9\u6bd4YouTube\u4e0a\u6700\u706b\u89c6\u9891\u300aBaby Shark\u300b\u7684\u70b9\u51fb\u91cf\u589e\u957f\u8fd8\u8981\u5feb\uff0c\u663e\u793a\u4e86LSTM\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u5e7f\u6cdb\u5f71\u54cd\u529b\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u6211\u542c\u8bf4\u4ed6\u6b63\u5728\u7814\u53d1\u4e00\u79cd\u66f4\u5148\u8fdb\u7684LSTM\u7248\u672c\uff0cX LSTMs\uff0c\u80fd\u5206\u4eab\u4e00\u4e9b\u7ec6\u8282\u5417\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u5728\u8ba8\u8bbaX LSTMs\u4e4b\u524d\uff0c\u6211\u60f3\u6307\u51fa\uff0c\u65e9\u671f\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u5305\u62ec\u8c37\u6b4c\u7684\u4e00\u4e9b\u6a21\u578b\uff0c\u90fd\u662f\u57fa\u4e8eLSTM\u6784\u5efa\u7684\u3002\u76f4\u52302000\u5e74\u4ee3\u672b\uff0c\u57fa\u4e8e\u6ce8\u610f\u529b\u673a\u5236\u7684Transformer\u624d\u5f00\u59cb\u6210\u4e3a\u4e3b\u6d41\u3002LSTM\u5728\u67d0\u4e9b\u65b9\u9762\u6bd4Transformer\u66f4\u9ad8\u6548\uff0c\u56e0\u4e3a\u5b83\u652f\u6301\u7ebf\u6027\u6269\u5c55\uff0c\u800c\u4e0d\u662fTransformer\u7684\u4e8c\u6b21\u65b9\u6269\u5c55\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08\u5982LSTM\uff09\u53ef\u4ee5\u89e3\u51b3\u8bb8\u591aTransformer\u65e0\u6cd5\u5904\u7406\u7684\u95ee\u9898\u3002\u4f8b\u5982\u7b80\u5355\u7684\u5947\u5076\u6027\u95ee\u9898\uff0cTransformer\u5728\u6cdb\u5316\u8fd9\u4e00\u4efb\u52a1\u65f6\u8868\u73b0\u4e0d\u4f73\uff0c\u800c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u8f7b\u677e\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0cTransformer\u6bd4LSTM\u66f4\u5bb9\u6613\u8fdb\u884c\u5e76\u884c\u5316\uff0c\u8fd9\u4e00\u70b9\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u5145\u5206\u5229\u7528\u73b0\u4ee3\u7684\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u67b6\u6784\uff0c\u7279\u522b\u662fNvidia\u7684GPU\u3002<\/p>\n<p>\u6700\u8fd1\uff0cSep\u548c\u4ed6\u7684\u56e2\u961f\u5f00\u53d1\u4e86X LSTM\uff0c\u5b83\u5728\u591a\u4e2a\u8bed\u8a00\u5904\u7406\u57fa\u51c6\u4e0a\u8d85\u8d8a\u4e86Transformer\uff0c\u5e76\u4e14\u5177\u6709\u7ebf\u6027\u800c\u975e\u56db\u6b21\u65b9\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u3002<\/p>\n<p>X LSTMs\u8fd8\u5f15\u5165\u4e86\u77e9\u9635\u8bb0\u5fc6\u529f\u80fd\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u80fd\u591f\u5b58\u50a8\u6bd4\u4f20\u7edfLSTM\u66f4\u591a\u7684\u4fe1\u606f\u3002\u8fd9\u79cd\u589e\u5f3a\u7684\u8bb0\u5fc6\u80fd\u529b\u5bf9\u4e8e\u7406\u89e3\u548c\u5904\u7406\u590d\u6742\u7684\u6587\u672c\u8bed\u4e49\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u6b64\u5916\uff0cX LSTMs\u7684\u67d0\u4e9b\u7248\u672c\u652f\u6301\u9ad8\u5ea6\u5e76\u884c\u5316\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u80fd\u591f\u66f4\u6709\u6548\u5730\u5229\u7528\u73b0\u4ee3\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0cX LSTMs\u65e8\u5728\u7ed3\u5408LSTM\u7684\u5e8f\u5217\u5904\u7406\u4f18\u52bf\u548cTransformer\u7684\u53ef\u6269\u5c55\u6027\uff0c\u63d0\u4f9b\u66f4\u5f3a\u5927\u7684\u8bed\u8a00\u5904\u7406\u80fd\u529b\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u542c\u8bf4\u4f60\u7684LSTM\u6280\u672f\u88ab\u82f9\u679c\u3001\u5fae\u8f6f\u548c\u8c37\u6b4c\u7b49\u79d1\u6280\u5de8\u5934\u7528\u4e8e\u5f00\u53d1\u8bed\u8a00\u6a21\u578b\uff0c\u8fd9\u662f\u771f\u7684\u5417\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u786e\u5b9e\uff0c\u8bb8\u591a\u65e9\u671f\u7684\u8bed\u8a00\u6a21\u578b\u662f\u57fa\u4e8eLSTM\u7684\u3002\u4f8b\u5982\uff0c\u5fae\u8f6f\u7684Tay\u804a\u5929\u673a\u5668\u4eba\uff0c\u5b83\u901a\u8fc7\u4e0d\u65ad\u5b66\u4e60\u6765\u6539\u8fdb\uff0c\u4f46\u4e5f\u66fe\u56e0\u7528\u6237\u91cd\u65b0\u8bad\u7ec3\u800c\u51fa\u73b0\u95ee\u9898\u3002<\/p>\n<p>LSTM\u6ca1\u6709Transformer\u7684\u67d0\u4e9b\u9650\u5236\uff0c\u4f46\u5e76\u884c\u5316\u4e0d\u5982Transformer\u9ad8\u6548\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u6211\u4eec\u5f00\u53d1\u7684\u65b0\u6280\u672f\uff0c\u5982X LSTM\uff0c\u6b63\u5728\u6539\u53d8\u8fd9\u4e00\u5c40\u9762\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1aLSTM\u548c\u5171\u632f\u6d41\u4e4b\u95f4\u4f3c\u4e4e\u6709\u60ca\u4eba\u7684\u76f8\u4f3c\u4e4b\u5904\uff0c\u5c24\u5176\u662f\u5728\u5c42\u95f4\u5171\u4eab\u4fe1\u606f\u7684\u6982\u5ff5\u4e0a\u3002\u8fd9\u4e0e\u4f60\u65e9\u671f\u7684\u201c\u9ad8\u901f\u516c\u8def\u7f51\u7edc\u201d\u8bba\u6587\u975e\u5e38\u76f8\u4f3c\uff0c\u80fd\u5206\u4eab\u4e00\u4e0b\u5417\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>2015\u5e74\uff0c\u6211\u4eec\u53d1\u8868\u4e86\u9ad8\u901f\u516c\u8def\u7f51\u7edc\uff0c\u5b83\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u59cb\u7ec8\u5f00\u542f\u7684\u95e8\u63a7\u7f51\u7edc\u3002\u5171\u632f\u6d41\u57fa\u672c\u4e0a\u662f\u4e00\u4e2a\u59cb\u7ec8\u5f00\u542f\u7684\u9ad8\u901f\u516c\u8def\u7f51\u7edc\u3002\u9ad8\u901f\u516c\u8def\u7f51\u7edc\u7ed3\u5408\u4e86\u524d\u9988\u548c\u5faa\u73af\u7ed3\u6784\uff0c\u4f7f\u5176\u80fd\u591f\u6784\u5efa\u975e\u5e38\u6df1\u7684\u7f51\u7edc\u3002\u8fd9\u79cd\u8bbe\u8ba1\u662f\u5171\u632f\u6d41\u7684\u57fa\u7840\uff0c\u901a\u8fc7\u8c03\u6574\u95e8\u63a7\u673a\u5236\uff0c\u53ef\u4ee5\u5b9e\u73b0\u4e0d\u540c\u7684\u7f51\u7edc\u884c\u4e3a\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1a\u5173\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\u7684\u6df1\u5ea6\u95ee\u9898\uff0c\u6211\u6700\u8fd1\u91c7\u8bbf\u4e86\u4e00\u4e9b\u4e13\u5bb6\uff0c\u4ed6\u4eec\u63d0\u5230\u6df1\u5ea6\u7f51\u7edc\u7684\u67d0\u4e9b\u795e\u79d8\u7279\u6027\u3002\u4f60\u600e\u4e48\u770b\u6df1\u5ea6\u7684\u4f5c\u7528\u53ca\u5176\u91cd\u8981\u6027\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen Schmidhuber\uff1a<\/strong>\u6df1\u5ea6\u7f51\u7edc\u7684\u6548\u7387\u548c\u6548\u679c\u662f\u4e00\u4e2a\u590d\u6742\u7684\u8bdd\u9898\u3002\u7406\u8bba\u4e0a\uff0c\u5355\u5c42\u7f51\u7edc\u53ef\u4ee5\u901a\u8fc7\u589e\u52a0\u9690\u85cf\u5355\u5143\u6765\u5b9e\u73b0\u4efb\u4f55\u590d\u6742\u7684\u529f\u80fd\uff0c\u4f46\u8fd9\u9700\u8981\u5927\u91cf\u7684\u53c2\u6570\u548c\u6570\u636e\u3002\u6df1\u5c42\u7f51\u7edc\u901a\u8fc7\u8f83\u5c11\u7684\u6743\u91cd\u548c\u53c2\u6570\uff0c\u53ef\u4ee5\u5728\u8bad\u7ec3\u96c6\u4e0a\u5b9e\u73b0\u826f\u597d\u7684\u6027\u80fd\uff0c\u5e76\u53ef\u80fd\u5728\u6d4b\u8bd5\u96c6\u4e0a\u6709\u66f4\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002\u8fd9\u7b26\u5408\u5965\u5361\u59c6\u5243\u5200\u539f\u5219\uff0c\u5373\u5728\u6a21\u578b\u590d\u6742\u5ea6\u548c\u6027\u80fd\u4e4b\u95f4\u5bfb\u6c42\u6700\u4f73\u5e73\u8861\u3002\u5c3d\u7ba1\u6df1\u5c42\u7f51\u7edc\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5176\u80cc\u540e\u7684\u7406\u8bba\u4ecd\u5728\u4e0d\u65ad\u53d1\u5c55\u4e2d\u3002<\/p>\n<p><\/p>\n<p><strong>MLST\uff1aDaniel Roberts\u6709\u4e00\u4e2a\u63a2\u8ba8\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u5bbd\u5ea6\u548c\u6df1\u5ea6\uff0c\u5bfb\u627e\u6700\u4f18\u914d\u7f6e\u4ee5\u4f18\u5316\u8bad\u7ec3\u3002\u4f60\u5bf9\u6b64\u4e86\u89e3\u5417\uff1f<\/strong><\/p>\n<p><strong>J\u00fcrgen 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