{"id":38847,"date":"2025-02-24T10:00:57","date_gmt":"2025-02-24T02:00:57","guid":{"rendered":"https:\/\/17aitech.com\/?p=38847"},"modified":"2025-02-24T10:00:57","modified_gmt":"2025-02-24T02:00:57","slug":"%e8%a7%a3%e8%af%bb%ef%bc%9a%e7%89%a9%e7%90%86%e8%af%ba%e8%b4%9d%e5%b0%94%e5%a5%96%e4%b8%ba%e4%bd%95%e9%a2%81%e7%bb%99%e4%ba%86hnn%e4%b9%8b%e7%88%b6%e5%92%8c%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38847","title":{"rendered":"\u89e3\u8bfb\uff1a\u7269\u7406\u8bfa\u8d1d\u5c14\u5956\u4e3a\u4f55\u9881\u7ed9\u4e86HNN\u4e4b\u7236\u548c\u6df1\u5ea6\u5b66\u4e60\u4e4b\u7236\uff1f"},"content":{"rendered":"<p>\u5c31\u5728\u521a\u521a\uff0c\u745e\u5178\u7687\u5bb6\u79d1\u5b66\u9662\u51b3\u5b9a\u5c06 2024 \u5e74\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u6388\u4e88\u7ea6\u7ff0\u00b7J\u00b7\u970d\u666e\u83f2\u5c14\u5fb7 (John J. Hopfield) \u548c\u6770\u5f17\u91cc\u00b7E\u00b7\u8f9b\u987f (Geoffrey E. Hinton)\uff0c\u201c\u8868\u5f70\u4ed6\u4eec\u901a\u8fc7\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u5b9e\u73b0\u673a\u5668\u5b66\u4e60\u7684\u57fa\u7840\u6027\u53d1\u73b0\u548c\u53d1\u660e\u201d\u3002<\/p>\n<p>Geoffrey Hinton \u51fa\u751f\u4e8e1947 \u5e7412 \u6708 6 \u65e5\uff0c\u82f1\u88d4\u52a0\u62ff\u5927\u7c4d\u5fc3\u7406\u5b66\u5bb6\u3001\u8ba1\u7b97\u673a\u5b66\u5bb6\u30021986\u5e74\uff0c\u4ed6\u66fe\u4e0e David Rumelhart \u548c Ronald J. Williams \u5171\u540c\u53d1\u8868\u7684\u8bba\u6587 Learning representations by back-propagating errors \uff0c\u88ab\u5f15\u7528\u4e86 39626 \u6b21\uff0c\u8be5\u8bba\u6587\u63a8\u5e7f\u4e86\u7528\u4e8e\u8bad\u7ec3\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u4ed6\u8fd8\u53d1\u660e\u4e86\u6ce2\u5c14\u5179\u66fc\u673a\uff08Boltzmann Machine\uff09\u548c\u53d7\u9650\u6ce2\u5c14\u5179\u66fc\u673a\uff08Restricted Boltzmann Machine\uff09\uff0c\u8fd9\u4e9b\u6a21\u578b\u5bf9\u6df1\u5ea6\u5b66\u4e60\u7684\u53d1\u5c55\u8d77\u5230\u4e86\u91cd\u8981\u7684\u4f5c\u7528\u3002Geoffrey Hinton \u4e5f\u56e0\u6b64\u88ab\u89c6\u4e3a\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u9886\u519b\u4eba\u7269\u3002\u76ee\u524d\uff0cHinton\u5728\u8c37\u6b4c\u62c5\u4efb\u9ad8\u7ea7\u5de5\u7a0b\u5e08\uff0c\u5e76\u53c2\u4e0e\u9886\u5bfc\u201c\u8c37\u6b4c\u5927\u8111\u201d\u9879\u76ee\u3002<\/p>\n<p>\u4e0e\u4ed6\u4e00\u540c\u83b7\u5956\u7684\u7f8e\u56fd\u7269\u7406\u5b66\u5bb6 John Hopfield \u51fa\u751f\u4e8e 1933 \u5e74 7 \u6708 15 \u65e5\uff0c\u662f\u52a0\u5dde\u7406\u5de5\u5b66\u9662\u8ba1\u7b97\u4e0e\u795e\u7ecf\u7cfb\u7edf\u535a\u58eb\u9879\u76ee\u7684\u521b\u59cb\u4eba\u4e4b\u4e00\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cHopfield \u7684\u7814\u7a76\u9886\u57df\u8de8\u5ea6\u5f88\u5927\uff0c\u5305\u62ec\u7269\u7406\u5b66\u3001\u5206\u5b50\u751f\u7269\u5b66\u548c\u795e\u7ecf\u79d1\u5b66\u30021982\u5e74\uff0c\u4ed6\u63d0\u51fa\u4e86\u970d\u666e\u83f2\u5c14\u5fb7\u7f51\u7edc\uff08Hopfield Network\uff09\uff0c\u8fd9\u662f\u4e00\u79cd\u8054\u60f3\u8bb0\u5fc6\u6a21\u578b\uff0c\u80fd\u591f\u5b58\u50a8\u548c\u91cd\u5efa\u6a21\u5f0f\uff0c\u5e76\u4e14\u80fd\u591f\u5229\u7528\u80fd\u91cf\u51fd\u6570\u6765\u63cf\u8ff0\u795e\u7ecf\u7f51\u7edc\u7684\u72b6\u6001\u7a7a\u95f4\uff0c\u4e3a\u540e\u6765\u7684\u6df1\u5ea6\u5b66\u4e60\u548c\u673a\u5668\u5b66\u4e60\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n<p>Hopfield\u7684\u5b66\u672f\u751f\u6daf\u4e5f\u662f\u76f8\u5f53\u7cbe\u5f69\uff0c1973\u5e74\u5f53\u9009\u4e3a\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u9662\u9662\u58eb\uff0c1975\u5e74\u5f53\u9009\u4e3a\u7f8e\u56fd\u827a\u672f\u4e0e\u79d1\u5b66\u9662\u9662\u58eb\uff0c1988\u5e74\u5f53\u9009\u4e3a\u7f8e\u56fd\u54f2\u5b66\u4f1a\u4f1a\u5458\uff0c2001\u5e74\u56e0\u5728\u5c06\u751f\u7269\u5b66\u7406\u89e3\u4e3a\u7269\u7406\u8fc7\u7a0b\u65b9\u9762\u505a\u51fa\u7684\u8de8\u5b66\u79d1\u8d21\u732e\u800c\u88ab\u6388\u4e88 ICTP\u72c4\u62c9\u514b\u5956\u7ae0\u3002\u800c\u4ed6\u76ee\u524d\u7684\u7814\u7a76\u548c\u6700\u8fd1\u7684\u8bba\u6587\u5219\u662f\u4e3b\u8981\u96c6\u4e2d\u5728\u52a8\u4f5c\u7535\u4f4d\u8ba1\u65f6\u548c\u540c\u6b65\u5728\u795e\u7ecf\u751f\u7269\u5b66\u8ba1\u7b97\u4e2d\u7684\u4f7f\u7528\u65b9\u5f0f\u3002<\/p>\n<p><\/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\" 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href=\"https:\/\/17aitech.com\/?p=38847\/#%E7%BD%91%E5%8F%8B%E7%83%AD%E8%AE%AE\" >\u7f51\u53cb\u70ed\u8bae<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=38847\/#%E9%9B%B7%E5%B3%B0%E7%BD%91%E5%85%AC%E4%BC%97%E5%8F%B7%EF%BC%9A%E9%9B%B7%E5%B3%B0%E7%BD%91%E8%A7%A3%E8%AF%BB%EF%BC%9A%E7%89%A9%E7%90%86%E8%AF%BA%E8%B4%9D%E5%B0%94%E5%A5%96%E4%B8%BA%E4%BD%95%E9%A2%81%E7%BB%99%E4%BA%86%E4%BA%BA%E5%B7%A5%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%EF%BC%9F\" >\u96f7\u5cf0\u7f51(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)\u89e3\u8bfb\uff1a\u7269\u7406\u8bfa\u8d1d\u5c14\u5956\u4e3a\u4f55\u9881\u7ed9\u4e86\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff1f<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E7%BD%91%E5%8F%8B%E7%83%AD%E8%AE%AE\"><\/span>\u7f51\u53cb\u70ed\u8bae<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8bfa\u5956\u5b98\u65b9\u4e00\u6761\u7b80\u77ed\u7684\u63a8\u6587\uff0c\u76f4\u63a5\u8ba9\u63a8\u7279\u70b8\u5f00\u4e86\u9505\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-55820043e418c8cd67c28b3639580391.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-55820043e418c8cd67c28b3639580391.png\"><\/a><\/p>\n<p>\u5f97\u5956\u8005Geoffrey Hinton\u8868\u793a\uff0c\u8fd9\u4e5f\u592a\u7a81\u7136\u4e86\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5fcde79ed955a08ce9e11d85218d3640.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5fcde79ed955a08ce9e11d85218d3640.png\"><\/a><\/p>\n<p>\u5251\u6865\u5927\u5b66\u706b\u901f\u8f6c\u53d1\u4e86\u5b98\u65b9\u63a8\u6587\uff0c\u795d\u8d3a\u6821\u53cb Geoffrey Hinton \u8363\u83b7\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5d5b8b9b70c34c883da896a38b6cd70a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5d5b8b9b70c34c883da896a38b6cd70a.png\"><\/a><\/p>\n<p>\u591a\u4f26\u591a\u5927\u5b66\u6821\u957f\u6885\u91cc\u514b\u00b7\u683c\u7279\u52d2 (Meric Gertler)\u8868\u793a\uff1a\u201c\u6211\u4ee3\u8868\u591a\u4f26\u591a\u5927\u5b66\uff0c\u975e\u5e38\u9ad8\u5174\u5730\u795d\u8d3a\u5927\u5b66\u540d\u8a89\u6559\u6388\u6770\u5f17\u91cc\u00b7\u8f9b\u987f (Geoffrey Hinton) \u83b7\u5f97 2024 \u5e74\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u3002\u201d \u201c\u591a\u4f26\u591a\u5927\u5b66\u793e\u533a\u5bf9\u4ed6\u7684\u5386\u53f2\u6027\u6210\u5c31\u611f\u5230\u975e\u5e38\u81ea\u8c6a\u3002\u201d<\/p>\n<p>\u63a8\u7279\u7f51\u53cb\u4e5f\u7eb7\u7eb7\u53d1\u6765\u8d3a\u7535\uff0c\u606d\u559c Geoffrey Hinton \u548c John Hopfield \u62ff\u4e0b\u8bfa\u8d1d\u5c14\u5956\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a8f98d075ee1b3ebafdad9a52ecb8af1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a8f98d075ee1b3ebafdad9a52ecb8af1.png\"><\/a><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-093aa215bc0d3b8de06a068a478384e6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-093aa215bc0d3b8de06a068a478384e6.png\"><\/a><\/p>\n<p>\u5373\u4f7f\u662f\u4eba\u5de5\u667a\u80fd\u7684\u6279\u8bc4\u8005\u4e5f\u653e\u4e0b\u4e86\u6210\u89c1\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u62ff\u5230\u7684\u8fd9\u4e00\u4efd\u7279\u6b8a\u8363\u8a89\u9a84\u50b2\u3002<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d7a548e558621c8fd5bdd8cbf30b63ba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d7a548e558621c8fd5bdd8cbf30b63ba.png\"><\/a><span style=\"text-align: left\">\u4e0d\u8fc7\u62ff\u5956\u5f52\u62ff\u5956\uff0c\u66f4\u591a\u7684\u7f51\u53cb\u90fd\u5728\u795d\u8d3a\u7684\u540c\u65f6\u4e00\u8138\u61f5\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u6210\u5c31\u600e\u4e48\u62ff\u4e86\u7269\u7406\u5b66\u5956\u5462\uff1f<\/span><\/p>\n<p>\u8bfa\u5956\u5b98\u65b9\u662f\u8fd9\u6837\u89e3\u91ca\u7684\uff1a<\/p>\n<blockquote>\n<p>\u4eca\u5e74\u7269\u7406\u5b66\u5956\u5f97\u4e3b\u7684\u7a81\u7834\u5efa\u7acb\u5728\u7269\u7406\u79d1\u5b66\u7684\u57fa\u7840\u4e0a\u3002\u4ed6\u4eec\u4e3a\u6211\u4eec\u5c55\u793a\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u65b9\u5f0f\u6765\u4f7f\u7528\u8ba1\u7b97\u673a\u6765\u5e2e\u52a9\u548c\u6307\u5bfc\u6211\u4eec\u89e3\u51b3\u8bb8\u591a\u95ee\u9898<\/p>\n<p>\u6211\u4eec\u7684\u793e\u4f1a\u9762\u4e34\u7684\u6311\u6218\u3002<\/p>\n<p>\u611f\u8c22\u4ed6\u4eec\u7684\u5de5\u4f5c\uff0c\u4eba\u7c7b\u7684\u5de5\u5177\u7bb1\u4e2d\u73b0\u5728\u6709\u4e86\u4e00\u4e2a\u65b0\u9879\u76ee\uff0c\u6211\u4eec\u53ef\u4ee5\u9009\u62e9\u5c06\u5176\u7528\u4e8e\u826f\u597d\u7684\u76ee\u7684\u3002\u57fa\u4e8e\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u7684\u673a\u5668\u5b66\u4e60\u76ee\u524d\u6b63\u5728\u5f7b\u5e95\u6539\u53d8\u79d1\u5b66\u3001\u5de5\u7a0b\u548c\u65e5\u5e38\u751f\u6d3b\u3002<\/p>\n<p>\u8be5\u9886\u57df\u5df2\u7ecf\u5728\u5efa\u8bbe\u53ef\u6301\u7eed\u793e\u4f1a\u65b9\u9762\u53d6\u5f97\u7a81\u7834\uff0c\u4f8b\u5982\u8bc6\u522b\u65b0\u7684\u529f\u80fd\u6750\u6599\u3002\u672a\u6765\u5982\u4f55\u4f7f\u7528\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u7684\u6df1\u5ea6\u5b66\u4e60\u53d6\u51b3\u4e8e\u6211\u4eec\u4eba\u7c7b\u5982\u4f55\u9009\u62e9\u4f7f\u7528\u8fd9\u4e9b\u5df2\u7ecf\u5b58\u5728\u4e8e\u6211\u4eec\u751f\u6d3b\u7684\u8bb8\u591a\u65b9\u9762\u7684\u6781\u5176\u5f3a\u5927\u7684\u5de5\u5177\u3002<\/p>\n<\/blockquote>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a6697c9fb0ecbb131e00864441f97198.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a6697c9fb0ecbb131e00864441f97198.png\"><\/a><\/p>\n<p>\u5b98\u65b9\u8fd8\u505a\u4e86\u4e00\u4e2a\u66f4\u7b80\u5355\u6613\u61c2\u7684\u89e3\u91ca\uff0c\u4eba\u5de5\u667a\u80fd\u795e\u7ecf\u7f51\u7edc\u4e00\u5f00\u59cb\u5c31\u662f\u4e3a\u4e86\u6a21\u4eff\u5927\u8111\u800c\u8bbe\u8ba1\u7684\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bf06a25b70c3dfd362508e4477a099cc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bf06a25b70c3dfd362508e4477a099cc.png\"><\/a><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3816bcd2f12f9d740d434ece4e6e2f87.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3816bcd2f12f9d740d434ece4e6e2f87.png\"><\/a><\/p>\n<p>\u65af\u5766\u798f\u7684\u5e94\u7528\u7269\u7406\u5b66\u6559\u6388\u8868\u793a\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u5f88\u591a\u91cd\u8981\u57fa\u7840\u90fd\u4f9d\u8d56\u4e8e\u7269\u7406\u5b66\uff0c\u62ff\u5956\u7406\u6240\u5f53\u7136\uff0c\u800c\u4e14\u7406\u89e3\u548c\u6539\u8fdb\u4eba\u5de5\u667a\u80fd\u5df2\u7ecf\u6210\u4e86\u7269\u7406\u5b66\u7684\u65b0\u7684\u524d\u6cbf\u8bfe\u9898\u4e86\uff01<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6853b104ae0db3a90cfa44cb81050314.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6853b104ae0db3a90cfa44cb81050314.png\"><\/a><\/p>\n<p>\u53e6\u4e00\u4f4d\u7269\u7406\u5b66\u6559\u6388\u4e5f\u7ed9\u51fa\u4e86\u81ea\u5df1\u7684\u770b\u6cd5\uff0c\u673a\u5668\u5b66\u4e60\u5728\u7c92\u5b50\u7269\u7406\u5b66\u7684\u6570\u636e\u5206\u6790\u4e2d\u53ef\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u5173\u952e\u6280\u672f\uff0c\u80fd\u62ff\u8bfa\u8d1d\u5c14\u5956\u5f53\u4e4b\u65e0\u6127\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1ff68294bcf190b5f30cc0fd89175708.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1ff68294bcf190b5f30cc0fd89175708.png\"><\/a><\/p>\n<p>\u53e6\u4e00\u4f4d\u91cf\u5b50\u5b66\u526f\u6559\u6388\u4e5f\u89e3\u91ca\u8bf4\uff0cHopefield \u7f51\u7edc\u3001\u57fa\u4e8e\u80fd\u91cf\u7684\u6a21\u578b\u3001RBM \u662f\u7269\u7406\u5b66\u548c\u673a\u5668\u5b66\u4e60\u4e4b\u95f4\u6700\u81ea\u7136\u7684\u8054\u7cfb\u4e4b\u4e00\uff0c\u80fd\u770b\u5230\u770b\u5230\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u9ad8\u5ea6\u8ba4\u53ef\u8fd9\u4e00\u70b9\u65e2\u610f\u5916\u53c8\u5f00\u5fc3\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-255efbe6433ed4b23dc9bdfe416da4cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-255efbe6433ed4b23dc9bdfe416da4cb.png\"><\/a><\/p>\n<p>\u4e5f\u6709\u7f51\u53cb\u8c03\u4f83\u9053\uff0c\u522b\u7ba1\u4eba\u5de5\u667a\u80fd\u8981\u4e0d\u8981\u89e3\u51b3\u7269\u7406\u95ee\u9898\u4e86\uff0c\u4eba\u5de5\u667a\u80fd\u73b0\u5728\u53ef\u662f\u771f\u6b63\u7684\u201c\u7269\u7406\u5b66\u201d\u4e86\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-482dece50b08e9120fde2689b28769e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-482dece50b08e9120fde2689b28769e5.png\"><\/a><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dad2405967e71c63ba32bbb8e5f5ff36.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dad2405967e71c63ba32bbb8e5f5ff36.png\"><\/a><\/p>\n<p>\u8fd8\u6709\u7f51\u53cb\u5f00\u73a9\u7b11\uff0c\u4eba\u5de5\u667a\u80fd\u62ff\u7269\u7406\u5956\uff0c\u6211\u4eec\u4e0d\u4f1a\u771f\u7684\u6d3b\u5728\u865a\u62df\u73b0\u5b9e\u91cc\u5427\uff1f<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ea3c889a252f812ca42f6384e487da03.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ea3c889a252f812ca42f6384e487da03.png\"><\/a><\/p>\n<p>\u4e5f\u6709\u7f51\u53cb\u5410\u69fd\uff0c\u8fd9\u4e0d\u5c31\u662f\u56fe\u7075\u5956\u7684\u5b9a\u4f4d\u5417\uff1f\u6bd5\u7adf\u56fe\u7075\u5956\u4e00\u76f4\u88ab\u4e1a\u754c\u79f0\u4e3a\u201c\u8ba1\u7b97\u673a\u754c\u7684\u8bfa\u8d1d\u5c14\u5956\u201d\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5ea5a6678e49b0ba1fba9da0b7df206f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5ea5a6678e49b0ba1fba9da0b7df206f.png\"><\/a><\/p>\n<p>\u53e6\u4e00\u4f4d\u7f51\u53cb\u8868\u793a\uff0c\u8981\u4e0d\u7136\u5e72\u8106\u8bbe\u7acb\u4e00\u4e2a\u8bfa\u8d1d\u5c14\u8ba1\u7b97\u673a\u5956\u5427\uff1f<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5a14afc6ef33685bb8a5b68098f622dc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5a14afc6ef33685bb8a5b68098f622dc.png\"><\/a><\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"%E9%9B%B7%E5%B3%B0%E7%BD%91%E5%85%AC%E4%BC%97%E5%8F%B7%EF%BC%9A%E9%9B%B7%E5%B3%B0%E7%BD%91%E8%A7%A3%E8%AF%BB%EF%BC%9A%E7%89%A9%E7%90%86%E8%AF%BA%E8%B4%9D%E5%B0%94%E5%A5%96%E4%B8%BA%E4%BD%95%E9%A2%81%E7%BB%99%E4%BA%86%E4%BA%BA%E5%B7%A5%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%EF%BC%9F\"><\/span>\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span>\u89e3\u8bfb\uff1a\u7269\u7406\u8bfa\u8d1d\u5c14\u5956\u4e3a\u4f55\u9881\u7ed9\u4e86\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4eca\u5e74\u7684\u8bfa\u8d1d\u5c14\u7269\u7406\u5956\u7684\u8bc4\u9009\uff0c\u53ef\u8c13\u201c\u51b7\u95e8\u201d\u3002\u56e0\u4e3a\u901a\u5e38\u4eba\u4eec\u8ba4\u4e3a\u7269\u7406\u5b66\u5956\u5e94\u8be5\u6388\u4e88\u90a3\u4e9b\u5728\u4f20\u7edf\u7269\u7406\u5b66\u9886\u57df\u505a\u51fa\u91cd\u5927\u53d1\u73b0\u7684\u79d1\u5b66\u5bb6\uff0c\u7136\u800c\uff0c\u8fd9\u4e00\u51b3\u5b9a\u6070\u6070\u5f3a\u8c03\u4e86\u7269\u7406\u5b66\u4e0e\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u4e4b\u95f4\u7684\u7d27\u5bc6\u8054\u7cfb\uff0c\u4ee5\u53ca\u7269\u7406\u5b66\u5728\u63a8\u52a8\u795e\u7ecf\u7f51\u7edc\u7814\u7a76\u4e2d\u6240\u53d1\u6325\u7684\u5173\u952e\u4f5c\u7528\u3002<\/p>\n<p>\u4ee5\u4e0b\u5219\u662f\u745e\u5178\u7687\u5bb6\u79d1\u5b66\u56ed\u65b0\u95fb\u7a3f\u7ed9\u51fa\u7684\u4e24\u4f4d\u83b7\u5956\u8005\u83b7\u5956\u539f\u56e0\u7684\u89e3\u91ca\uff08\u539f\u6587\u89c1\uff1ahttps:\/\/www.nobelprize.org\/prizes\/physics\/2024\/press-release\/\uff09\uff1a<\/p>\n<p>\u7ea6\u7ff0\u00b7\u970d\u666e\u83f2\u5c14\u5fb7\u53d1\u660e\u4e86\u4e00\u79cd\u7f51\u7edc\uff0c\u5b83\u4f7f\u7528\u4e00\u79cd\u4fdd\u5b58\u548c\u91cd\u65b0\u521b\u5efa\u6a21\u5f0f\u7684\u65b9\u6cd5\u3002\u6211\u4eec\u53ef\u4ee5\u5c06\u8282\u70b9\u60f3\u8c61\u6210\u50cf\u7d20\u3002\u970d\u666e\u83f2\u5c14\u5fb7\u7f51\u7edc\u5229\u7528\u7269\u7406\u5b66\u6765\u63cf\u8ff0\u6750\u6599\u7531\u4e8e\u539f\u5b50\u81ea\u65cb\u800c\u4ea7\u751f\u7684\u7279\u6027\u2014\u2014\u8fd9\u79cd\u7279\u6027\u4f7f\u6bcf\u4e2a\u539f\u5b50\u90fd\u6210\u4e3a\u4e00\u4e2a\u5fae\u5c0f\u7684\u78c1\u94c1\u3002\u6574\u4e2a\u7f51\u7edc\u7684\u63cf\u8ff0\u65b9\u5f0f\u76f8\u5f53\u4e8e\u7269\u7406\u5b66\u4e2d\u81ea\u65cb\u7cfb\u7edf\u7684\u80fd\u91cf\uff0c\u5e76\u901a\u8fc7\u5bfb\u627e\u8282\u70b9\u4e4b\u95f4\u8fde\u63a5\u7684\u503c\u6765\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u4fbf\u4fdd\u5b58\u7684\u56fe\u50cf\u5177\u6709\u8f83\u4f4e\u7684\u80fd\u91cf\u3002\u5f53\u970d\u666e\u83f2\u5c14\u5fb7\u7f51\u7edc\u88ab\u8f93\u5165\u626d\u66f2\u6216\u4e0d\u5b8c\u6574\u7684\u56fe\u50cf\u65f6\uff0c\u5b83\u4f1a\u6709\u6761\u4e0d\u7d0a\u5730\u5904\u7406\u8282\u70b9\u5e76\u66f4\u65b0\u5b83\u4eec\u7684\u503c\uff0c\u4ece\u800c\u964d\u4f4e\u7f51\u7edc\u7684\u80fd\u91cf\u3002\u56e0\u6b64\uff0c\u7f51\u7edc\u9010\u6b65\u627e\u5230\u4e0e\u8f93\u5165\u7684\u4e0d\u5b8c\u7f8e\u56fe\u50cf\u6700\u76f8\u4f3c\u7684\u4fdd\u5b58\u56fe\u50cf\u3002<\/p>\n<p>\u6770\u5f17\u91cc\u00b7\u8f9b\u987f (Geoffrey Hinton)\u4ee5\u970d\u666e\u83f2\u5c14\u5fb7\u7f51\u7edc\u4e3a\u57fa\u7840\uff0c\u521b\u5efa\u4e86\u4e00\u4e2a\u91c7\u7528\u4e0d\u540c\u65b9\u6cd5\u7684\u65b0\u7f51\u7edc\uff1a\u73bb\u5c14\u5179\u66fc\u673a\u3002\u5b83\u53ef\u4ee5\u5b66\u4e60\u8bc6\u522b\u7ed9\u5b9a\u7c7b\u578b\u6570\u636e\u4e2d\u7684\u7279\u5f81\u5143\u7d20\u3002\u8f9b\u987f\u4f7f\u7528\u4e86\u7edf\u8ba1\u7269\u7406\u5b66\u7684\u5de5\u5177\uff0c\u7edf\u8ba1\u7269\u7406\u5b66\u662f\u4e00\u95e8\u7531\u8bb8\u591a\u76f8\u4f3c\u7ec4\u4ef6\u6784\u5efa\u7684\u7cfb\u7edf\u79d1\u5b66\u3002\u901a\u8fc7\u8f93\u5165\u673a\u5668\u8fd0\u884c\u65f6\u5f88\u53ef\u80fd\u51fa\u73b0\u7684\u793a\u4f8b\u6765\u8bad\u7ec3\u673a\u5668\u3002\u73bb\u5c14\u5179\u66fc\u673a\u53ef\u7528\u4e8e\u5bf9\u56fe\u50cf\u8fdb\u884c\u5206\u7c7b\uff0c\u6216\u521b\u5efa\u8bad\u7ec3\u6a21\u5f0f\u7c7b\u578b\u7684\u65b0\u793a\u4f8b\u3002\u8f9b\u987f\u5728\u6b64\u57fa\u7840\u4e0a\u7ee7\u7eed\u53d1\u5c55\uff0c\u5e2e\u52a9\u5f00\u542f\u4e86\u673a\u5668\u5b66\u4e60\u7684\u7206\u70b8\u5f0f\u53d1\u5c55\u3002<\/p>\n<p>John 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href=\"https:\/\/www.leiphone.com\/category\/ai\/MRj4qUTAsR667ks9.html\" target=\"_blank\">\u89e3\u8bfb\uff1a\u7269\u7406\u8bfa\u8d1d\u5c14\u5956\u4e3a\u4f55\u9881\u7ed9\u4e86HNN\u4e4b\u7236\u548c\u6df1\u5ea6\u5b66\u4e60\u4e4b\u7236\uff1f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5c31\u5728\u521a\u521a\uff0c\u745e\u5178\u7687\u5bb6\u79d1\u5b66\u9662\u51b3\u5b9a\u5c06 2024 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