{"id":13129,"date":"2018-11-23T01:00:00","date_gmt":"2018-11-22T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/c3d4c03835\/"},"modified":"2018-12-03T17:23:52","modified_gmt":"2018-12-03T09:23:52","slug":"c3d4c03835","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=13129","title":{"rendered":"\u5b66\u4e60\u4e2d\u6700\u91cd\u8981\u7684\u662f\u9057\u5fd8\uff1f\u65b0\u7406\u8bba\u5c06\u63ed\u79d8\u673a\u5668\u5b66\u4e60\u795e\u79d8\u9762\u7eb1"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"text-align: center\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma1-1543237208.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<section>\n<section>\n<section><span><strong><span>\u5bfc\u8bed<\/span><\/strong><\/span><\/section>\n<section>\n<section>\n<section>\n<p style=\"clear: both;min-height: 1em;margin-left: 8px;margin-right: 8px\"><span>\u65b0\u7684\u201c\u4fe1\u606f\u74f6\u9888\u201d\u7406\u8bba\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u5f53\u4eca\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u6210\u529f\u7684\u5965\u79d8\uff0c\u4e5f\u8bb8\u8fd8\u540c\u65f6\u80fd\u89e3\u5f00\u4eba\u8111\u5b66\u4e60\u7684\u673a\u5236\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<section>\n<section>\n<section>\n<section>\n<section>\n<section>\n<blockquote>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u8f6c\u8f7d\u81ea\uff1a\u77e5\u793e\u5b66\u672f\u5708<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u6765\u6e90\uff1a<\/span><span>Quantamagazine<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u539f\u9898\uff1a<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>New Theory Cracks Open the Black Box of Deep Learning<\/span><\/p>\n<\/blockquote>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u4ee5\u201c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u201d\u5f62\u5f0f\u51fa\u73b0\u7684\u4eba\u5de5\u667a\u80fd\u5982\u4eca\u5b66\u4f1a\u4e86\u4ea4\u8c08\uff0c\u9a7e\u9a76\u6c7d\u8f66\uff0c\u6253\u6e38\u620f\uff0c\u4e0b\u56f4\u68cb\uff0c\u505a\u68a6\uff0c\u753b\u753b\uff0c\u4e43\u81f3\u534f\u52a9\u79d1\u5b66\u7814\u7a76\u3002\u4f46\u4f5c\u4e3a\u5b83\u4eec\u7684\u521b\u9020\u8005\uff0c\u4eba\u7c7b\u5374\u59cb\u7ec8\u6ca1\u6709\u592a\u641e\u6e05\u695a\u6240\u8c13\u201c<\/span><strong><span>\u6df1\u5ea6\u5b66\u4e60<\/span><\/strong><span style=\"font-size: 15px\">\u201d\u7b97\u6cd5\u4e3a\u4ec0\u4e48\u80fd\u8868\u73b0\u8fd9\u4e48\u597d\uff0c\u8fd9\u4e9b\u5b66\u4e60\u7cfb\u7edf\u5f53\u521d\u8bbe\u8ba1\u65f6\u6ca1\u6709\u4efb\u4f55\u57fa\u672c\u539f\u5219\u53ef\u4ee5\u4f9d\u5faa\uff0c\u51ed\u501f\u7684\u53ea\u662f\u4ece\u5927\u8111\u67b6\u6784\u4e2d\u62bd\u53d6\u7684\u6a21\u7cca\u7075\u611f\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5982\u5927\u8111\u4e00\u822c\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6709\u591a\u5c42\u795e\u7ecf\u5143\u3002\u5f53\u4e00\u4e2a\u795e\u7ecf\u5143\u63a5\u53d7\u523a\u6fc0\uff0c\u5b83\u4f1a\u5411\u4e0a\u5c42\u7684\u795e\u7ecf\u5143\u4f20\u9012\u4fe1\u53f7\u3002\u6df1\u5ea6\u5b66\u4e60\u7684\u65f6\u5019\uff0c\u7f51\u7edc\u4e2d\u7684\u4fe1\u53f7\u4f1a\u6839\u636e\u9700\u8981\u589e\u5f3a\u6216\u662f\u51cf\u5f31\uff0c\u4ee5\u4f7f\u7cfb\u7edf\u66f4\u597d\u5730\u5b9e\u73b0\u8f93\u5165\u6570\u636e\u5230\u53d1\u9001\u4fe1\u53f7\u7684\u8fc7\u7a0b\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma9-1543237208-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center\"><strong><span>\u56fe1 \u8f93\u5165\u72d7\u7684\u56fe\u6848\u50cf\u7d20\uff0c\u901a\u8fc7\u9ad8\u5c42\u7ea7\u7684\u795e\u7ecf\u8f93\u51fa\u201c\u72d7\u201d\u7684\u6982\u5ff5\u3002\u5728\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc\u7ecf\u8fc7\u6570\u5343\u5f20\u72d7\u7684\u7167\u7247\u6837\u672c\u8fdb\u884c\u5b66\u4e60\u4e4b\u540e\uff0cAI\u53ef\u4ee5\u50cf\u4eba\u4e00\u6837\u51c6\u786e\u8bc6\u522b\u65b0\u7167\u7247\u4e2d\u7684\u72d7\u3002<\/span><\/strong><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u6b63\u5982\u4eba\u7c7b\u7684\u63a8\u7406\uff0c\u521b\u9020\u529b\u548c\u5176\u4ed6\u7cfb\u7edf\u80fd\u529b\u79f0\u4e3a\u201c\u667a\u80fd\u201d\u4e00\u6837\uff0cAI\u4ece\u7279\u6b8a\u60c5\u51b5\u5230\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u7684\u4e00\u822c\u6982\u5ff5\u7684\u795e\u5947\u98de\u8dc3\u4e3a\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u5efa\u7acb\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u57fa\u7840\uff0c\u79d1\u5b66\u5bb6\u4eec\u5e0c\u671b\u5f04\u6e05\u695a\u662f\u4ec0\u4e48\u5b9e\u73b0\u4e86\u8fd9\u4e2a\u5bf9\u4e00\u822c\u6982\u5ff5\u7684\u8bc6\u522b\u8fc7\u7a0b\uff0c\u4ee5\u53ca\u73b0\u5b9e\u751f\u6d3b\u4e2d\u4eba\u8111\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u4ee5\u540c\u79cd\u65b9\u5f0f\u7406\u89e3\u73b0\u5b9e\u3002<\/span><\/p>\n<section>\n<section>\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u4fe1\u606f\u74f6\u9888<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u4e0d\u4e45\u524d\uff0c\u6765\u81ea\u8036\u8def\u6492\u51b7\u5e0c\u4f2f\u6765\u5927\u5b66\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u548c\u795e\u7ecf\u79d1\u5b66\u5bb6Naftali Tishby\u5c31\u5176\u63d0\u51fa\u7684\u673a\u5668\u5982\u4f55\u8fdb\u884c\u5b66\u4e60\u7684\u7406\u8bba\u5448\u73b0\u4e86\u4e00\u4e9b\u8bc1\u636e\u3002Tishby\u79f0\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u65f6\u4f1a\u7ecf\u5386\u4e00\u4e2a\u53eb\u505a\u201c\u4fe1\u606f\u74f6\u9888\u201d\u7684\u8fc7\u7a0b\uff0c\u4ed6\u548c\u4e24\u4f4d\u5408\u4f5c\u8005\u57281999\u5e74\u4ece\u7eaf\u7406\u8bba\u89c6\u89d2\u9996\u6b21\u63cf\u8ff0\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma9-1543237209-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center\"><strong><span>\u5e0c\u4f2f\u6765\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u548c\u795e\u7ecf\u5b66\u5bb6Naftali Tishby<\/span><\/strong><\/p>\n<blockquote>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><span>Bilibili\u5f39\u5e55\u7f51 \u6df1\u5ea6\u5b66\u4e60\u4fe1\u606f\u8bba<\/span><span>\uff08by Naftali Tishby\uff09\uff1a<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>https:\/\/www.bilibili.com\/video\/av14118708\/<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u756a\u53f7\uff1aav14118708<\/span><\/p>\n<\/blockquote>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u8be5\u7406\u8bba\u8ba4\u4e3a\uff0c\u795e\u7ecf\u7f51\u7edc\u5728\u5305\u542b\u5927\u91cf\u7ec6\u8282\u4e14\u5145\u6ee1\u566a\u58f0\u7684\u8f93\u5165\u6570\u636e\u4e2d\u6e38\u5203\u6709\u4f59\uff0c\u5c31\u50cf\u662f\u5c06\u4fe1\u606f\u6324\u538b\u901a\u8fc7\u74f6\u9888\uff0c\u53ea\u4fdd\u7559\u4e0e\u4e00\u822c\u6982\u5ff5\u6700\u76f8\u5173\u7684\u4e3b\u8981\u4fe1\u606f\u3002Tishby\u548c\u4ed6\u7684\u5b66\u751fRavid Shwartz-Ziv\u8fdb\u884c\u4e86\u65b0\u7684\u8ba1\u7b97\u673a\u5b9e\u9a8c\uff0c\u63ed\u793a\u4e86\u8fd9\u79cd\u201c\u6324\u538b\u201d\u8fc7\u7a0b\u5728\u6df1\u5ea6\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u662f\u5982\u4f55\u53d1\u751f\u7684\uff0c\u81f3\u5c11\u662f\u5728\u4ed6\u4eec\u7814\u7a76\u7684\u6848\u4f8b\u4e2d\u5b58\u5728\u7684\u5171\u6027\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Tishby\u7684\u7814\u7a76\u6210\u679c\u4ee4\u6574\u4e2aAI\u7814\u7a76\u9886\u57df\u5927\u4e3a\u9707\u60ca\u3002\u8c37\u6b4c\u7814\u7a76\u9662\u7684Alex Alemi\u8868\u793a\uff0c\u4ed6\u5df2\u7ecf\u5f00\u53d1\u51fa\u5c06\u4fe1\u606f\u74f6\u9888\u5206\u6790\u5e94\u7528\u4e8e\u5927\u578b\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u8fd1\u4f3c\u7b97\u6cd5\u3002<\/span><span>\u4fe1\u606f\u74f6\u9888\u4e0d\u4ec5\u80fd\u6210\u4e3a\u7406\u89e3\u795e\u7ecf\u7f51\u7edc\u8fd0\u884c\u65b9\u5f0f\u7684\u4e00\u79cd\u7406\u8bba\u5de5\u5177\uff0c\u8fd8\u53ef\u4ee5\u4f5c\u4e3a\u65b0\u76ee\u6807\u548c\u65b0\u7f51\u7edc\u67b6\u6784\u7684\u6784\u5efa\u5de5\u5177\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u4e00\u4e9b\u7814\u7a76\u8005\u4ecd\u7136\u5bf9\u8be5\u7406\u8bba\u662f\u5426\u80fd\u5b8c\u5168\u89e3\u91ca\u6df1\u5ea6\u5b66\u4e60\u7684\u6210\u529f\u6301\u6000\u7591\u6001\u5ea6\uff0c\u4f46\u7ebd\u7ea6\u5927\u5b66\u7528\u673a\u5668\u5b66\u4e60\u6765\u5206\u6790\u5927\u578b\u5f3a\u5b50\u5bf9\u649e\u673a\u7684\u7c92\u5b50\u78b0\u649e\u7684\u7269\u7406\u5b66\u5bb6Kyle Cranmer\u8868\u793a\uff0c\u4f5c\u4e3a\u4e00\u79cd\u901a\u7528\u7684\u5b66\u4e60\u539f\u7406\uff0c\u8be5\u7406\u8bba\u611f\u89c9\u662f\u6709\u4e9b\u9053\u7406\u7684\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5728\u8c37\u6b4c\u548c\u591a\u4f26\u591a\u5927\u5b66\u5de5\u4f5c\u7684\u6df1\u5ea6\u5b66\u4e60\u5148\u9a71Geoffrey Hinton\u5411Tishby\u53d1\u90ae\u4ef6\u8bf4\uff1a\u201c\u6211\u8fd8\u9700\u8981\u591a\u82b1\u4e9b\u65f6\u95f4\u624d\u80fd\u7406\u89e3\u8fd9\u4e2a\u7406\u8bba\uff0c\u73b0\u5728\u539f\u521b\u6027\u7684\u60f3\u6cd5\u592a\u5c11\u4e86\uff0c\u4f60\u7684\u7406\u8bba\u975e\u5e38\u6709\u8da3\uff0c\u5b83\u53ef\u80fd\u4f1a\u89e3\u51b3\u4e00\u4e2a\u771f\u6b63\u7684\u96be\u9898\u3002\u201d<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Tishby\u8ba4\u4e3a\uff0c\u4fe1\u606f\u74f6\u9888\u662f\u5b66\u4e60\u80cc\u540e\u7684\u57fa\u672c\u6cd5\u5219\uff0c<\/span><span>\u65e0\u8bba\u4f60\u662f\u4e00\u4e2a\u7b97\u6cd5\u3001\u4e00\u53ea\u5bb6\u8747\u3001\u4e00\u4e2a\u6709\u610f\u8bc6\u7684\u5b58\u5728\uff0c\u8fd8\u662f\u81ea\u53d1\u884c\u4e3a\u7684\u4e00\u79cd\u7269\u7406\u8ba1\u7b97\uff0c\u5b66\u4e60\u6700\u91cd\u8981\u7684\u7ec4\u6210\u90e8\u5206\u5176\u5b9e\u662f\u5fd8\u8bb0\u3002<\/span><\/p>\n<section>\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u4fe1\u606f\u76f8\u5173\u5ea6<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Tishby\u5f88\u65e9\u4fbf\u5f00\u59cb\u601d\u8003\u4fe1\u606f\u74f6\u9888\u7684\u95ee\u9898\uff0c\u90a3\u4e2a\u65f6\u5019\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8fd8\u53ea\u662f\u521d\u73b0\u96cf\u5f62\uff0c\u800c\u4e14\u4fe1\u606f\u74f6\u9888\u4e0e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u6982\u5ff5\u5747\u672a\u88ab\u63d0\u51fa\u3002\u90a3\u662f\u4e8c\u5341\u4e16\u7eaa\u516b\u5341\u5e74\u4ee3\uff0cTishby\u5728\u7422\u78e8\u5f53\u65f6\u5f88\u70ed\u95e8\u7684\u4e00\u4e2a\u4eba\u5de5\u667a\u80fd\u95ee\u9898\uff0c\u5373\u4eba\u7c7b\u662f\u5982\u4f55\u8fdb\u884c\u8bed\u97f3\u8bc6\u522b\u7684\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Tishby\u610f\u8bc6\u5230\u95ee\u9898\u7684\u5173\u952e\u5728\u4e8e<\/span><strong><span>\u6709\u6548\u6027<\/span><\/strong><span style=\"font-size: 15px\">\u6216<\/span><strong><span>\u76f8\u5173\u5ea6<\/span><\/strong><span style=\"font-size: 15px\">\u2014\u2014<\/span><\/p>\n<ul style=\"list-style-type: circle\">\n<li>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u53e3\u8bed\u6700\u5173\u952e\u7684\u7279\u5f81\u662f\u4ec0\u4e48\uff1f<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u6211\u4eec\u5982\u4f55\u4ece\u4f17\u591a\u7684\u7279\u6027\u4e2d\u53bb\u6389\u65e0\u5173\u7684\u5982\u53e3\u97f3\u3001\u5685\u55eb\u3001\u91cd\u97f3\u4e60\u60ef\u7b49\uff0c\u6311\u9009\u51fa\u5173\u952e\u7279\u5f81\u4ece\u800c\u5206\u8fa8\u4e0d\u540c\u7684\u8bcd\u8bed\uff1f<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u901a\u5e38\u6765\u8bf4\uff0c\u6211\u4eec\u9762\u5bf9\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u6d77\u91cf\u6570\u636e\u65f6\uff0c\u6211\u4eec\u4fdd\u7559\u54ea\u4e9b\u4fe1\u53f7\uff1f<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u63a5\u53d7\u91c7\u8bbf\u65f6\uff0cTishby\u8bf4\uff1a\u201c\u5386\u53f2\u4e0a\u4fe1\u606f\u76f8\u5173\u5ea6\u8fd9\u4e2a\u60f3\u6cd5\u66fe\u591a\u6b21\u88ab\u63d0\u53ca\uff0c\u5374\u4ece\u672a\u88ab\u7cfb\u7edf\u5730\u63d0\u51fa\u8fc7\u3002\u591a\u5e74\u6765\u4eba\u4eec\u4e00\u76f4\u8ba4\u4e3a\u4fe1\u606f\u8bba\u5173\u6ce8\u7684\u95ee\u9898\u4e0d\u5728\u76f8\u5173\u5ea6\uff0c\u8fd9\u79cd\u8bef\u89e3\u53ef\u4ee5\u8ffd\u6eaf\u5230Shannon\u672c\u4eba\u3002\u201d<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Claude Shannon\u662f\u4fe1\u606f\u7406\u8bba\u7684\u521b\u59cb\u4eba\uff0c\u4e0a\u4e16\u7eaa40\u5e74\u4ee3\uff0c\u4ed6\u5c06\u4fe1\u606f\u4ee5\u62bd\u8c61\u7684\u6570\u5b66\u6982\u5ff50\u548c1\u8868\u8fbe\u51fa\u6765\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u6765\u8bf4\uff0c\u4ed6\u89e3\u653e\u4e86\u4fe1\u606f\u7814\u7a76\u3002Shannon\u8ba4\u4e3a\uff0c\u4fe1\u606f\u4e0d\u5173\u4e4e\u8bed\u4e49\uff0c\u4f46Tishby\u8ba4\u4e3a\u8fd9\u662f\u4e0d\u6b63\u786e\u7684\uff0c\u4ed6\u8ba4\u4e3a\uff0c\u5728\u4fe1\u606f\u8bba\u7684\u57fa\u7840\u4e0a\uff0c\u4f60\u53ef\u4ee5\u7cbe\u786e\u5b9a\u4e49\u201c\u8bed\u4e49\u201d\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5047\u8bbeX\u662f\u4e00\u4e2a\u590d\u6742\u7684\u6570\u636e\u5e93\uff0c\u5c31\u50cf\u72d7\u7684\u7167\u7247\u91cc\u7684\u50cf\u7d20\u4e00\u6837\uff0cY\u662f\u7531\u8fd9\u4e9b\u6570\u636e\u4f53\u73b0\u7684\u66f4\u7b80\u5355\u7684\u53d8\u91cf\uff0c\u6bd4\u5982\u201c\u72d7\u201d\u8fd9\u4e2a\u8bcd\uff0c \u4f60\u53ef\u4ee5\u4efb\u610f\u538b\u7f29X\u800c\u4e0d\u4e22\u5931\u9884\u6d4bY\u7684\u80fd\u529b\uff0c\u5c06X\u4e2d\u6240\u6709\u4e0eY\u201c\u76f8\u5173\u201d\u7684\u4fe1\u606f\u6355\u83b7\u4e0b\u6765\u3002Tishby\u8bf4\uff1a\u201c\u6211\u5728\u5404\u79cd\u80cc\u666f\u4e0b\u601d\u8003\u8fd9\u4e9b\u95ee\u9898\u601d\u8003\u4e8630\u5e74\uff0c\u6700\u5927\u7684\u5e78\u8fd0\u5927\u6982\u662f\u8d76\u4e0a\u4e86\u73b0\u5728\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u53d8\u5f97\u5982\u6b64\u91cd\u8981\u3002\u201d<\/span><\/p>\n<section>\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u753b\u9762\u4e0a\u4eba\u773c\u7403\u7684\u8bc6\u522b<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5c3d\u7ba1\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u80cc\u540e\u7684\u6982\u5ff5\u5df2\u7ecf\u5b58\u5728\u4e86\u51e0\u5341\u5e74\uff0c\u4f46\u76f4\u52302010\u5e74\u4ee3\u65e9\u671f\uff0c\u968f\u7740\u8bad\u7ec3\u65b9\u6848\u548c\u8ba1\u7b97\u673a\u5904\u7406\u80fd\u529b\u7684\u66f4\u8fdb\uff0c\u5b83\u5728\u8bed\u97f3\u548c\u56fe\u50cf\u5904\u7406\u65b9\u9762\u7684\u80fd\u529b\u624d\u8d77\u98de\u3002Tishby\u8bfb\u4e86\u7269\u7406\u5b66\u5bb6David Schwab\u548cPankaj Mehta\u57282014\u5e74\u53d1\u8868\u7684\u4e00\u7bc7\u8bba\u6587\u540e\uff0c\u5f00\u59cb\u6ce8\u610f\u5230\u6df1\u5ea6\u5b66\u4e60\u4e0e\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u7684\u5173\u8054\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">David Schwab\u548cPankaj Mehta\u53d1\u73b0\uff0c\u7531Hinton\u53d1\u660e\u7684\u201c\u6df1\u5ea6\u4fe1\u5ff5\u7f51\u7edc\u201d\uff08DBN\uff09\uff0c\u5728\u7279\u5b9a\u7684\u60c5\u51b5\u4e0b\uff0c\u7c7b\u4f3c\u7269\u7406\u5b66\u4e2d\u7684<\/span><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488875&amp;idx=1&amp;sn=41af5ef7cbcddffbb94cbc28f7e8f72f&amp;chksm=e8944fe6dfe3c6f0d1a1e22c06151ccacf70bfb90469d5a1b3e250f3bb99a8c532ba99df4743&amp;scene=21#wechat_redirect\" target=\"_blank\"><strong><span>\u91cd\u6574\u5316<\/span><\/strong><span>\uff08renormalization\uff09<\/span><\/a><span style=\"font-size: 15px\">\uff0c\u4e5f\u5c31\u662f\u4ee5\u7c97\u7c92\u5ea6\u7684\u65b9\u5f0f\u83b7\u53d6\u7269\u7406\u7cfb\u7edf\u7684\u7ec6\u8282\uff0c\u4ece\u800c\u8ba1\u7b97\u5176\u6574\u4f53\u72b6\u6001\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5f53Schwab\u548cMehta\u5c06\u6df1\u5ea6\u4fe1\u5ff5\u7f51\u7edc\u5e94\u7528\u4e8e\u4e00\u4e2a\u5904\u4e8e\u201c\u4e34\u754c\u70b9\u201d\u7684\u78c1\u529b\u6a21\u578b\u65f6\uff08\u8fd9\u65f6\u8be5\u7cfb\u7edf\u662f\u5206\u5f62\uff0c\u5728\u4efb\u610f\u5c3a\u5ea6\u90fd\u81ea\u76f8\u4f3c\uff09\uff0c\u4ed6\u4eec\u53d1\u73b0\uff0c\u7f51\u7edc\u4f1a\u81ea\u52a8\u7ecf\u8fc7\u4e00\u4e2a\u7c7b\u4f3c\u91cd\u6574\u7684\u8fc7\u7a0b\u6765\u53d1\u73b0\u6a21\u578b\u7684\u72b6\u6001\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u8fd9\u4e2a\u73b0\u8c61\u5341\u5206\u60ca\u4eba\uff0c<\/span><span>\u751f\u7269\u7269\u7406\u5b66\u5bb6Ilya Nemenman\u8bc4\u8bba\u5176\u8868\u660e\u4e86\u201c\u5728\u7edf\u8ba1\u7269\u7406\u7684\u80cc\u666f\u4e0b\u63d0\u53d6\u76f8\u5173\u7279\u5f81\u548c\u5728\u6df1\u5ea6\u5b66\u4e60\u7684\u80cc\u666f\u4e0b\u63d0\u53d6\u76f8\u5173\u7279\u5f81\u5e76\u4e0d\u53ea\u662f\u7c7b\u4f3c\uff0c\u5b8c\u5b8c\u5168\u5168\u5c31\u662f\u540c\u4e00\u4ef6\u4e8b\u3002\u201d<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u7136\u800c\u73b0\u5b9e\u4e16\u754c\u4e0d\u662f\u5206\u5f62\u7684\u3002Cranmer\u8bf4\uff1a\u201c\u81ea\u7136\u754c\u4e0d\u662f\u5355\u4e00\u5f62\u72b6\u6bd4\u5982\u8033\u6735\u7684\u53e0\u52a0\uff0c\u800c\u662f\u773c\u7403\u5728\u4eba\u8138\u4e0a\u5728\u753b\u9762\u91cc\uff0c\u6240\u4ee5\u6211\u4e0d\u4f1a\u8bf4<a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488875&amp;idx=1&amp;sn=41af5ef7cbcddffbb94cbc28f7e8f72f&amp;chksm=e8944fe6dfe3c6f0d1a1e22c06151ccacf70bfb90469d5a1b3e250f3bb99a8c532ba99df4743&amp;scene=21#wechat_redirect\" target=\"_blank\">\u91cd\u6574\u5316\u6b65\u9aa4<\/a>\u5c31\u662f\u6df1\u5ea6\u5b66\u4e60\u5728\u5904\u7406\u81ea\u7136\u56fe\u50cf\u65f6\u6548\u679c\u8fd9\u4e48\u597d\u7684\u539f\u56e0\u3002\u201d<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Tishby\u7684\u89e3\u8bfb\u7a0d\u6709\u4e0d\u540c\uff0c\u4ed6\u610f\u8bc6\u5230\u6df1\u5ea6\u5b66\u4e60\u548c\u7c97\u9897\u7c92\u8fc7\u7a0b\u4e5f\u8bb8\u53ef\u4ee5\u7528\u4e00\u4e2a\u66f4\u5e7f\u4e49\u7684\u6982\u5ff5\u6765\u5305\u542b\u3002\u5f53\u65f6\u6b63\u56e0\u60a3\u80f0\u817a\u764c\u800c\u63a5\u53d7\u5316\u7597\u7684Tishby\u8bf4\uff1a\u201c\u601d\u8003\u79d1\u5b66\u548c\u6211\u65e9\u671f\u60f3\u6cd5\u53ef\u80fd\u7684\u542f\u793a\u662f\u52a9\u6211\u6218\u80dc\u75c5\u9b54\u548c\u6062\u590d\u7684\u91cd\u8981\u7597\u7a0b\u3002\u201d<\/span><\/p>\n<section>\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u7f51\u7edc\u5728\u62bd\u53d6\u76f8\u5173\u6027\u65f6\u7684\u7406\u8bba\u8fb9\u754c<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">2015\u5e74\u5f00\u59cb\uff0cTishby\u548c\u4ed6\u7684\u5b66\u751fNoga Zaslavsky\u5f00\u59cb\u5047\u8bbe\u4fe1\u606f\u74f6\u9888\u662f\u6df1\u5ea6\u5b66\u4e60\u7684\u5b9e\u73b0\u8fc7\u7a0b\uff0c\u4ed6\u4eec\u5c3d\u53ef\u80fd\u5730\u538b\u7f29\u566a\u97f3\u6570\u636e\uff0c\u5e76\u6700\u5927\u53ef\u80fd\u5730\u4fdd\u7559\u6570\u636e\u4ee3\u8868\u7684\u4e3b\u8981\u4fe1\u606f\u3002Tishby\u548cShwartz-Ziv\u4f7f\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u65b0\u5b9e\u9a8c\u63ed\u793a\u4e86\u4fe1\u606f\u74f6\u9888\u53d1\u6325\u4f5c\u7528\u7684\u672c\u8d28\u8fc7\u7a0b\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma1-1543237210.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center\"><strong><span>Naftali Tishby\u7684\u5b66\u751fNoga Zaslavsky\uff08\u5de6\uff09\u548cRavid Shwartz-Ziv\uff0c\u4ed6\u4eec\u5e2e\u52a9\u5f00\u53d1\u4e86\u6df1\u5ea6\u5b66\u4e60\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u3002<\/span><\/strong><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5728\u4e00\u6b21\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u8bad\u7ec3\u5c0f\u578b\u795e\u7ecf\u7f51\u7edc\uff0c\u4f7f\u5176\u80fd\u591f\u4ee51\u62160\uff08\u4e5f\u5373\u201c\u662f\u72d7\u201d\u6216\u201c\u4e0d\u662f\u72d7\u201d\uff09\u6807\u8bb0\u8f93\u5165\u6570\u636e\uff0c\u5e76\u7ed9\u51fa\u5176282\u4e2a\u795e\u7ecf\u8fde\u63a5\u968f\u673a\u521d\u59cb\u5f3a\u5ea6\uff0c\u7136\u540e\u8ddf\u8e2a\u4e86\u7f51\u7edc\u5728\u63a5\u65363000\u4e2a\u6837\u672c\u8f93\u5165\u6570\u636e\u96c6\u540e\u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5728\u5b9e\u9a8c\u4e2d\uff0cTishby\u4e0eShwartz-Ziv\u8ffd\u8e2a\u4e86\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\u6bcf\u4e00\u5c42\u7684\u8f93\u5165\u6570\u636e\u4fe1\u606f\u91cf\uff0c\u4ee5\u53ca\u5404\u8f93\u5165\u6570\u636e\u4e2d\u6709\u591a\u5c11\u4fe1\u606f\u5f97\u5230\u4fdd\u7559\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u4ed6\u4eec\u53d1\u73b0\uff0c\u795e\u7ecf\u7f51\u7edc\u4f1a\u9010\u5c42\u5411\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u754c\u9650\u6536\u655b\uff1aTishby\u3001Pereira\u4e0eBialek\u7684\u539f\u59cb\u8bba\u6587\u4e2d\u8bbe\u5b9a\u4e86\u4e00\u4e2a\u7406\u8bba\u4e0a\u9650\uff0c\u5176\u4ee3\u8868\u7740\u7cfb\u7edf\u80fd\u591f\u5728\u8fdb\u884c\u76f8\u5173\u5ea6\u4fe1\u606f\u63d0\u53d6\u65f6\u83b7\u5f97\u7684\u6700\u4f73\u7ed3\u679c\u3002\u5728\u8fd9\u4e00\u4e34\u754c\u70b9\u4e0a\uff0c\u795e\u7ecf\u7f51\u7edc\u80fd\u591f\u5c3d\u53ef\u80fd\u538b\u7f29\u8f93\u5165\u6570\u636e\uff0c\u540c\u65f6\u4e0d\u4f1a\u5f71\u54cd\u5230\u5176\u4f5c\u51fa\u51c6\u786e\u9884\u6d4b\u7684\u80fd\u529b\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Tishby\u548cShwartz-Ziv\u8fd8\u6709\u4e00\u4e2a\u6709\u8da3\u7684\u53d1\u73b0\uff1a\u6df1\u5ea6\u5b66\u4e60\u5206\u4e24\u4e2a\u9636\u6bb5\u8fdb\u884c\uff1a\u4e00\u4e2a\u662f\u7b80\u77ed\u7684<\/span><strong><span>\u201c\u62df\u5408\u201d\u9636\u6bb5<\/span><\/strong><span style=\"font-size: 15px\">\uff0c\u5728\u6b64\u671f\u95f4\u7f51\u7edc\u5b66\u4e60\u53bb\u6807\u8bb0\u5176\u8bad\u7ec3\u6570\u636e\uff0c\u53e6\u4e00\u4e2a\u662f\u8f83\u957f\u7684<\/span><strong><span>\u201c\u538b\u7f29\u201d\u9636\u6bb5<\/span><\/strong><span style=\"font-size: 15px\">\uff0c\u5728\u6b64\u9636\u6bb5\u5b83\u5f00\u59cb\u83b7\u5f97\u5f3a\u5927\u7684\u5f52\u7eb3\u80fd\u529b\uff0c\u5373\u6807\u8bb0\u65b0\u7684\u6d4b\u8bd5\u6570\u636e\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5f53\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u901a\u8fc7\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u6765\u8c03\u6574\u5176\u8fde\u63a5\u6743\u91cd\u65f6\uff0c\u9996\u5148\u5176\u5b58\u50a8\u7684\u5173\u4e8e\u8f93\u5165\u6570\u636e\u7684\u6bd4\u7279\u6570\u5b57\u4f1a\u4fdd\u6301\u5927\u81f4\u6052\u5b9a\u6216\u7565\u5fae\u589e\u52a0\uff0c\u4e0e\u6b64\u540c\u65f6\u8fde\u63a5\u8c03\u6574\u4ee5\u5bf9\u8f93\u5165\u4e2d\u7684\u6a21\u578b\u8fdb\u884c\u7f16\u7801\uff0c\u795e\u7ecf\u7f51\u7edc\u672c\u8eab\u4e5f\u5c06\u66f4\u597d\u5730\u4e0e\u6b63\u786e\u6807\u7b7e\u76f8\u5951\u5408\u3002\u90e8\u5206\u4e13\u5bb6\u5c06\u8fd9\u4e00\u9636\u6bb5\u4e0e\u4eba\u7c7b\u7684\u8bb0\u5fc6\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u7136\u540e\u5b66\u4e60\u8fc7\u7a0b\u5207\u6362\u5230\u538b\u7f29\u9636\u6bb5\u3002\u7f51\u7edc\u5f00\u59cb\u7b5b\u6389\u4e00\u4e9b\u8f93\u5165\u6570\u636e\u7684\u4fe1\u606f\uff0c\u53ea\u8ffd\u8e2a\u5176\u4e2d\u6700\u5f3a\u5927\u7684\u7279\u5f81\u2014\u2014\u5305\u62ec\u4e0e\u8f93\u51fa\u6807\u7b7e\u76f8\u5173\u5ea6\u6700\u9ad8\u7684\u7279\u5f81\u3002\u8fd9\u662f\u56e0\u4e3a\uff0c\u5728\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u7684\u6bcf\u6b21\u8fed\u4ee3\u4e2d\uff0c\u8bad\u7ec3\u6570\u636e\u4e2d\u6216\u591a\u6216\u5c11\u7684\u610f\u5916\u76f8\u5173\u4f1a\u8ba9\u7f51\u7edc\u505a\u4e0d\u540c\u7684\u5224\u65ad\uff0c\u5e76\u5728\u968f\u673a\u6e38\u8d70\u4e2d\u5f15\u53d1\u4e0a\u4e0b\u5c42\u8c03\u7528\u4ee5\u8c03\u6574\u795e\u7ecf\u8fde\u63a5\u7684\u5f3a\u5ea6\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma3-1543237211.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center\"><strong><span>\u4e0a\u56fe\u5c55\u793a\u4e86SGD\u8fc7\u7a0b\u4e2d\u4fe1\u606f\u9010\u5c42\u4f20\u9012\u6536\u655b\u7684\u60c5\u51b5\u3002<\/span><\/strong><\/p>\n<p><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u8fd9\u79cd\u968f\u673a\u5316\u5b9e\u9645\u4e0a\u4e0e\u538b\u7f29\u7cfb\u7edf\u7684\u8f93\u5165\u6570\u636e\u8868\u793a\u76f8\u540c<\/span><span style=\"font-size: 15px\">\u3002\u6bd4\u5982\uff0c\u5f53\u795e\u7ecf\u7f51\u7edc\u5728\u5b66\u4e60\u8bc6\u522b\u72d7\u7684\u65f6\u5019\uff0c\u4e00\u4e9b\u7167\u7247\u4e2d\u53ef\u80fd\u6709\u623f\u5c4b\u7684\u80cc\u666f\uff0c\u4e00\u4e9b\u5219\u6ca1\u6709\uff0c\u90a3\u4e48\u5b83\u5c31\u4f1a\u9009\u62e9\u6027\u5ffd\u7565\u623f\u5c4b\u8fd9\u4e00\u7279\u5f81\u3002\u5728Tishby\u548cShwartz-Ziv\u770b\u6765\uff0c\u6b63\u662f\u8fd9\u79cd\u9009\u62e9\u6027\u5ffd\u7565\u5e26\u6765\u4e86\u5f52\u7eb3\u7684\u901a\u7528\u8ba4\u8bc6\u3002\u4e8b\u5b9e\u4e0a\uff0c\u4ed6\u4eec\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u5728\u538b\u7f29\u9636\u6bb5\u63d0\u9ad8\u4e86\u901a\u7528\u5316\u80fd\u529b\uff0c\u4ece\u800c\u6539\u5584\u5176\u5728\u6d4b\u8bd5\u6570\u636e\u6807\u8bb0\u65b9\u9762\u7684\u6210\u6548\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u90a3\u4e48\uff0c\u201c\u4fe1\u606f\u74f6\u9888\u201d\u7406\u8bba\u662f\u5426\u9002\u7528\u6240\u6709\u7684\u6df1\u5ea6\u5b66\u4e60\uff1f<\/span><\/strong><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u201c\u4fe1\u606f\u74f6\u9888\u201d\u662f\u5426\u9002\u5e94\u6240\u6709\u7684\u6df1\u5ea6\u5b66\u4e60\uff0c\u538b\u7f29\u4e4b\u5916\u662f\u5426\u8fd8\u6709\u5176\u5b83\u5f52\u7eb3\u9014\u5f84\uff0c\u90fd\u5c1a\u5f85\u89c2\u5bdf\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5f88\u591a\u4eba\u5de5\u667a\u80fd\u7684\u4e13\u5bb6\u90fd\u5341\u5206\u770b\u91cdTishby\u7684\u8fd9\u4e2a\u7406\u8bba\uff0c\u54c8\u4f5b\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u5458\u517c\u7406\u8bba\u795e\u7ecf\u79d1\u5b66\u5bb6Andrew Saxe\u6307\u51fa\uff0c\u67d0\u4e9b\u975e\u5e38\u5927\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4f3c\u4e4e\u4e0d\u9700\u8981\u4e13\u95e8\u7684\u538b\u7f29\u9636\u6bb5\u6765\u5f52\u7eb3\u3002\u76f8\u53cd\uff0c\u7814\u7a76\u4eba\u5458\u7acb\u8db3\u6240\u8c13\u201c\u65e9\u671f\u505c\u6b62\u201d\u65b9\u6cd5\u8fdb\u884c\u7f16\u7a0b\uff0c\u80fd\u591f\u6709\u6548\u51cf\u5c11\u8bad\u7ec3\u65f6\u95f4\u548c\u9632\u6b62\u7f51\u7edc\u7f16\u7801\u4e2d\u5b58\u5728\u8fc7\u591a\u76f8\u5173\u6027\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma8-1543237211-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Tishby\u8ba4\u4e3a\uff0cSaxe\u53ca\u5176\u540c\u4e8b\u5206\u6790\u7684\u7f51\u7edc\u6a21\u578b\u4e0e\u6807\u51c6\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u4e0d\u540c\uff0c\u4f46\u65e0\u8bba\u5982\u4f55\uff0c\u4fe1\u606f\u74f6\u9888\u63d0\u51fa\u7684\u7406\u8bba\u754c\u9650\u51b3\u5b9a\u4e86\u6b64\u7c7b\u7f51\u7edc\u7684\u901a\u7528\u5316\u6548\u80fd\u8981\u6bd4\u5176\u5b83\u65b9\u6cd5\u66f4\u597d\u3002\u5173\u4e8e\u74f6\u9888\u662f\u5426\u9002\u7528\u4e8e\u8f83\u5927\u795e\u7ecf\u7f51\u7edc\uff0cTishby\u548cShwartz-Ziv\u7684\u6700\u65b0\u5b9e\u9a8c\u90e8\u5206\u89e3\u51b3\u4e86\u8fd9\u4e00\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5728\u6700\u65b0\u7684\u8fd9\u9879\u5b9e\u9a8c\u4e2d\uff0cTishby\u4ed6\u4eec\u8bad\u7ec3\u4e86\u62e5\u670933\u4e07\u8fde\u63a5\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u8bc6\u522b\u7f8e\u56fd\u56fd\u5bb6\u6807\u51c6\u548c\u6280\u672f\u7814\u7a76\u6240\u6570\u636e\u5e93\uff08Modified National Institute of Standards and Technology database\uff09\u4e2d60,000\u5f20\u624b\u5199\u6570\u5b57\u7684\u56fe\u50cf\uff0c\u8fd9\u5957\u6570\u636e\u662f\u8861\u91cf\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u6027\u80fd\u7684\u4e00\u4e2a\u77e5\u540d\u57fa\u51c6\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u79d1\u5b66\u5bb6\u4eec\u53d1\u73b0\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u5b9e\u9645\u8868\u73b0\u4e0e\u4fe1\u606f\u74f6\u9888\u7684\u7406\u8bba\u754c\u9650\u5b58\u5728<\/span><strong><span>\u8d8b\u540c\u6027<\/span><\/strong><span style=\"font-size: 15px\">; \u4ed6\u4eec\u8fd8\u53d1\u73b0\uff0c\u76f8\u8f83\u4e8e\u5c0f\u578b\u7f51\u7edc\uff0c\u8fd9\u5957\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc\u4e2d\uff0cTishby\u63d0\u53ca\u7684\u4e24\u4e2a\u9636\u6bb5\u66f4\u52a0\u6e05\u6670\uff0c\u4ed6\u8bf4\uff0c\u201c\u6211\u73b0\u5728\u5b8c\u5168\u76f8\u4fe1\u4fe1\u606f\u74f6\u9888\u5c5e\u4e8e\u4e00\u79cd\u666e\u904d\u73b0\u8c61\u3002\u201d<\/span><\/p>\n<section>\n<section>\n<section>\n<section>\n<section>\n<section>\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p>\u4eba\u7c7b\u4e0e\u4eba\u5de5\u667a\u80fd<\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u65e9\u671f\u4e3b\u8981\u9a71\u52a8\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u8005\u5174\u8da3\u7684\uff0c\u662f\u4eba\u7c7b\u611f\u5b98\u7684\u4fe1\u53f7\u662f\u5982\u4f55\u4e0a\u5347\u5230\u610f\u8bc6\u5c42\u9762\u7684\u3002\u8fd9\u4e00\u8bfe\u9898\u63a8\u52a8\u4e86\u4eba\u5de5\u667a\u80fd\u5148\u9a71\u4eec\u7814\u7a76\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u65e9\u671f\u5174\u8da3\uff0c\u5373\u4ee5\u9006\u5411\u65b9\u5f0f\u8bbe\u8ba1\u51fa\u5927\u8111\u7684\u5b66\u4e60\u89c4\u5219\u3002\u4f46\u65f6\u81f3\u4eca\u65e5\uff0c\u4eba\u5de5\u667a\u80fd\u4ece\u4e1a\u8005\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5df2\u7ecf\u653e\u5f03\u4e86\u8fd9\u6761\u94bb\u7814\u4e4b\u8def\uff0c\u8f6c\u800c\u5f00\u59cb\u5229\u7528\u5176\u5b83\u9014\u5f84\u5c0f\u5e45\u63d0\u5347\u6548\u80fd\u8868\u73b0\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5c3d\u7ba1\u5982\u6b64\uff0c\u968f\u7740\u667a\u80fd\u673a\u5668\u6240\u53d6\u5f97\u7684\u6210\u5c31\u65e5\u76ca\u5347\u7ea7\u2014\u2014\u751a\u81f3\u8ba9\u67d0\u4e9b\u4eba\u5f00\u59cb\u62c5\u5fe7\u4eba\u5de5\u667a\u80fd\u7ec8\u6709\u4e00\u5929\u5c06\u6784\u6210\u4e25\u91cd\u5a01\u80c1\uff0c<\/span><span>\u8bb8\u591a\u7814\u7a76\u4eba\u5458\u5e0c\u671b\u6b64\u7c7b\u63a2\u7d22\u80fd\u591f\u63ed\u793a\u51fa\u5173\u4e8e\u673a\u5668\u5b66\u4e60\u4e0e\u667a\u80fd\u5b9e\u73b0\u7684\u4e00\u822c\u6027\u7ed3\u8bba\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u7ebd\u7ea6\u5927\u5b66\u5fc3\u7406\u5b66\u548c\u6570\u636e\u79d1\u5b66\u52a9\u7406\u6559\u6388Brenden Lake\u7684\u7814\u7a76\u4e3b\u8981\u4e13\u6ce8\u4e8e\u4eba\u7c7b\u5b66\u4e60\u548c\u673a\u5668\u5b66\u4e60\u7684\u5f02\u540c\u70b9\uff0c\u4ed6\u8bc4\u4ef7Tishby\u7684\u53d1\u73b0\u662f\u201c\u6253\u5f00\u795e\u7ecf\u7f51\u7edc\u9ed1\u5323\u7684\u91cd\u8981\u4e00\u6b65\u201d\uff0c\u4f46\u4ed6\u5f3a\u8c03\uff0c<\/span><span>\u5927\u8111\u662f\u4e00\u4e2a\u66f4\u5927\u4e14\u66f4\u795e\u79d8\u7684\u9ed1\u76d2\u5b50<\/span><span style=\"font-size: 15px\">\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u6210\u5e74\u4eba\u7684\u5927\u8111\uff0c860\u4ebf\u4e2a\u795e\u7ecf\u5143\u4e4b\u95f4\u5b58\u5728\u6570\u767e\u4e07\u4ebf\u4e2a\u8fde\u63a5\u70b9\uff0c\u4e00\u5b9a\u662f\u5b58\u5728\u67d0\u4e9b\u6280\u5de7\u6765\u589e\u5f3a\u5f52\u7eb3\u80fd\u529b\u7684\uff0c\u4e0d\u4ec5\u4ec5\u662f\u5a74\u513f\u65f6\u671f\u53d1\u751f\u7684\u57fa\u672c\u56fe\u50cf\u548c\u58f0\u97f3\u8bc6\u522b\u8fc7\u7a0b\uff0c\u8fd9\u5728\u5f88\u591a\u65b9\u9762\u53ef\u80fd\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7c7b\u4f3c\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Lake\u8bf4\uff0cTishby\u89c2\u5bdf\u5230\u7684\u62df\u5408\u548c\u538b\u7f29\u9636\u6bb5\uff0c\u4f3c\u4e4e\u4e0d\u80fd\u5bf9\u5e94\u5230\u513f\u7ae5\u5b66\u4e60\u624b\u5199\u5b57\u7b26\u7684\u8fc7\u7a0b\u4e2d\u3002\u4eba\u7c7b\u5b69\u5b50\u5b66\u4e60\u8ba4\u5b57\u5199\u5b57\uff0c\u5e76\u4e0d\u9700\u8981\u770b\u6570\u5343\u4e2a\u5b57\u7b26\u5e76\u5728\u6bd4\u8f83\u957f\u7684\u65f6\u95f4\u4e2d\u538b\u7f29\u5176\u5728\u601d\u7ef4\u4e2d\u7684\u5448\u73b0\u3002\u4e8b\u5b9e\u4e0a\uff0c\u4eba\u7c7b\u513f\u7ae5\u53ef\u4ee5\u4ece\u5355\u72ec\u4e00\u4e2a\u6837\u672c\u4e2d\u5b66\u4e60\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Lake\u548c\u5176\u540c\u4e8b\u4eec\u7684\u6a21\u578b\u8868\u660e\uff0c\u5927\u8111\u80fd\u591f\u5c06\u65b0\u5b57\u6bcd\u89e3\u6784\u6210\u4e00\u7cfb\u5217\u7b14\u753b\uff0c\u5373\u7acb\u8db3\u539f\u6709\u8ba4\u77e5\u5efa\u7acb\u5b57\u6bcd\u6982\u5ff5\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Lake\u89e3\u91ca\u8bf4\uff1a\u201c\u6211\u4e0d\u4f1a\u628a\u4fe1\u4ef6\u4e0a\u7684\u56fe\u50cf\u60f3\u8c61\u6210\u4e00\u4e2a\u4e2a\u50cf\u7d20\uff0c\u5e76\u50cf\u6807\u51c6\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u90a3\u6837\u5bf9\u8fd9\u4e9b\u7279\u5f81\u52a0\u4ee5\u6620\u5c04\u3002\u6211\u7684\u76ee\u6807\u5728\u4e8e\u5efa\u7acb\u4e00\u5957\u66f4\u4e3a\u7b80\u5355\u7684\u56e0\u679c\u6a21\u578b\u3002\u201d\u4e5f\u5c31\u662f\u5b9e\u73b0\u4e00\u6761\u66f4\u77ed\u7684\u5f52\u7eb3\u8def\u5f84\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u8fd9\u79cd\u60f3\u6cd5\u53ef\u80fd\u4e3a\u4eba\u5de5\u667a\u80fd\u793e\u7fa4\u63d0\u4f9b\u4e00\u4e9b\u6307\u5bfc\uff0c\u8fdb\u800c\u63a8\u52a8\u4e24\u4e2a\u9886\u57df\u4e4b\u95f4\u7684\u4ea4\u4e92\u5f80\u6765\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma7-1543237212.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Tishby\u8ba4\u4e3a\uff0c\u4ed6\u7684\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u6700\u7ec8\u5c06\u5728\u4e24\u4e2a\u5b66\u79d1\u4e2d\u90fd\u53d1\u6325\u4f5c\u7528\uff0c\u4f46\u5728\u4eba\u7c7b\u5b66\u4e60\u4e2d\u53ef\u80fd\u6bd4\u5728AI\u9886\u57df\u7565\u900a\u4e00\u7b79\u3002\u4ece\u7406\u8bba\u5c42\u9762\u53ef\u4ee5\u5f97\u51fa\u7684\u76f4\u63a5\u89c1\u89e3\uff0c\u80fd\u591f\u5e2e\u52a9\u4eba\u4eec\u66f4\u597d\u5730\u7406\u89e3\u54ea\u4e9b\u95ee\u9898\u7c7b\u578b\u80fd\u591f\u4e3a\u795e\u7ecf\u7f51\u7edc\u4e1a\u89e3\u51b3\uff0c\u800c\u54ea\u4e9b\u9700\u8981\u4eba\u5de5\u4ecb\u5165\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">Tishby\u8868\u793a\uff1a\u201c\u5176\u5bf9\u4e8e\u53ef\u5b66\u4e60\u7684\u95ee\u9898\u4f5c\u51fa\u4e86\u5b8c\u6574\u7684\u63cf\u8ff0\u3002\u8fd9\u4e9b\u90fd\u5c5e\u4e8e\u2018\u6211\u53ef\u4ee5\u6d88\u9664\u8f93\u5165\u6570\u636e\u4e2d\u7684\u5e72\u6270\u4fe1\u606f\u800c\u4e0d\u635f\u5bb3\u5206\u7c7b\u80fd\u529b\u2019\u7684\u95ee\u9898\u3002\u8fd9\u4e00\u70b9\u4f53\u73b0\u5728\u81ea\u7136\u89c6\u89c9\u4e0e\u8bed\u97f3\u8bc6\u522b\u5f53\u4e2d\uff0c\u4e5f\u540c\u6837\u5c5e\u4e8e\u6211\u4eec\u7684\u5927\u8111\u80fd\u591f\u89e3\u51b3\u7684\u5b9e\u9645\u4efb\u52a1\u3002\u201d<\/span><\/p>\n<section>\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u5f52\u7eb3\u4e0e\u9057\u5fd8<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u540c\u65f6\uff0c\u771f\u5b9e\u7684\u4e0e\u4eba\u5de5\u7684\u795e\u7ecf\u7f51\u7edc\u4e5f\u90fd\u9762\u4e34\u7740\u540c\u6837\u7684\u6311\u6218\uff0c\u5373\u6bcf\u4e2a\u95ee\u9898\u7684\u7ec6\u8282\u4e0e\u7ec6\u5fae\u7684\u5dee\u522b\u90fd\u53ef\u80fd\u5f71\u54cd\u6700\u7ec8\u7ed3\u679c\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5927\u591a\u6570\u4eba\u65e0\u6cd5\u8fc5\u901f\u5730\u8fdb\u884c\u4e24\u4e2a\u8f83\u5927\u7684\u6570\u7684\u4e58\u6cd5\u5fc3\u7b97\u3002Tishby\u6307\u51fa\uff0c\u201c\u8fd9\u7c7b\u95ee\u9898\u957f\u671f\u56f0\u6270\u7740\u6211\u4eec\uff0c\u903b\u8f91\u95ee\u9898\u5bf9\u67d0\u4e00\u53d8\u91cf\u7684\u53d8\u5316\u975e\u5e38\u654f\u611f\u3002\u5206\u7c7b\u3001\u79bb\u6563\u4e43\u81f3\u5bc6\u7801\u95ee\u9898\u7686\u662f\u5982\u6b64\u3002\u6211\u8ba4\u4e3a\u6df1\u5ea6\u5b66\u4e60\u65e0\u6cd5\u5e2e\u52a9\u6211\u4eec\u7834\u89e3\u5bc6\u7801\u3002\u201d<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5f52\u7eb3\u2014\u2014\u5373\u5bf9\u4fe1\u606f\u74f6\u9888\u8fdb\u884c\u904d\u5386\uff0c\u610f\u5473\u7740\u4e22\u5f03\u90e8\u5206\u7ec6\u8282\u4fe1\u606f\u3002\u8fd9\u5bf9\u5fc3\u7b97\u4e0d\u592a\u53cb\u597d\uff0c\u4f46\u6b64\u7c7b\u8fd0\u7b97\u663e\u7136\u4e0d\u662f\u5927\u8111\u7684\u4e3b\u8981\u4efb\u52a1\u3002<\/span><span>\u5927\u8111\u6700\u4e3b\u8981\u7684\u5de5\u4f5c\u5728\u4e8e\u5e2e\u52a9\u6211\u4eec\u4ece\u4eba\u7fa4\u4e2d\u5bfb\u627e\u719f\u6089\u7684\u9762\u5b54\u3001\u8ba4\u8bc6\u6df7\u4e71\u4e2d\u7684\u79e9\u5e8f\uff0c\u5e76\u53d1\u73b0\u5608\u6742\u4e16\u754c\u4e2d\u7684\u5176\u5b83\u663e\u8457\u4fe1\u53f7\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u6b63\u5982Naftali Tishby\u6240\u8bf4\uff0c\u5b66\u4e60\u4e2d\u6700\u91cd\u8981\u7684\uff0c\u5b9e\u9645\u4e0a\u662f\u9057\u5fd8\u3002<\/span><\/p>\n<blockquote>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u7f16\u8f91\uff1a\u738b\u6021\u853a<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u539f\u6587\uff1a<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>https:\/\/www.quantamagazine.org\/new-theory-cracks-open-the-black-box-of-deep-learning-20170921\/<\/span><\/p>\n<\/blockquote>\n<section>\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u63a8\u8350\u9605\u8bfb<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488863&amp;idx=1&amp;sn=b720a6bc29c70bfb31c3bb80357d953b&amp;chksm=e8944fd2dfe3c6c466c1d86b4d99c03c0bc3480a01387a1b78b146f61cdf890be248c3de985c&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u5927\u8111\u5982\u4f55\u5728\u4e34\u754c\u70b9\u9644\u8fd1\u73a9\u8df7\u8df7\u677f\uff1f<\/span><\/strong><\/span><\/a><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488566&amp;idx=1&amp;sn=5be07345c82c154d0bb69e8266d8c4bd&amp;chksm=e8944ebbdfe3c7ad3da3d3759f83f7d95d89fb0bd417e8c7c9a68ce0897d1503c0a445cd2582&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u8fd8\u539f\u5c0f\u578b\u5927\u8111 | \u8fde\u63a5\u7ec4\u5b66\u7814\u7a76<\/span><\/strong><\/span><\/a><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247490192&amp;idx=1&amp;sn=6d34be1b45ed43067fdc89d1dd11eae8&amp;chksm=e894401ddfe3c90b1d5323fdd1f28cf21cb2f16e0293b6a246f4e9ef0ac9f51e495fd90162be&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">Nature\u795e\u7ecf\u79d1\u5b66\uff1a\u5927\u8111\u592a\u53e4\u677f\uff01<\/span><\/strong><\/span><\/a><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247490090&amp;idx=2&amp;sn=92c035d525e551e753b5a6d98fc0d9c2&amp;chksm=e89440a7dfe3c9b12b8f197dda7b538735d2f37c02b7af1fc950e0916549e7a5655055d37b85&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u8fdb\u5c55 | \u91cf\u5b50\u7269\u7406\u4e0e\u673a\u5668\u5b66\u4e60\u7ed3\u5408<\/span><\/strong><\/span><\/a><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><span style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487778&amp;idx=1&amp;sn=c2e77ec93213c4c63f57a777ff10e368&amp;chksm=e8944bafdfe3c2b9d66544dafe7403159473e8c94fd3bc513f5300c353bcec49c0c0b69797af&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma7-1543237212-2.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center\">\n<section>\n<section>\n<hr \/>\n<div class=\"post-image\"><img width=\"100%\" style=\"letter-spacing: 0.5px;height: auto !important;width: 64px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma0-1543237213.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p style=\"clear: both;min-height: 1em\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center\">\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px\">\n<section>\n<p><strong><span>\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n<p><strong><span>\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;font-size: 16px;line-height: 1.75em\"><strong><strong><span><span>\u25c6<\/span><span>\u25c6<\/span><span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p><span><strong><span style=\"font-size: 14px\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\"><\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section>\n<div class=\"post-image\"><img width=\"auto\" style=\"height: auto !important;width: auto !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma4-1543237213.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<\/section>\n<p style=\"clear: both;min-height: 1em\"><span style=\"font-size: 14px\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote class=\"keep-source\">\n<p>\u539f\u6587\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff08                         \u96c6\u667a\u4ff1\u4e50\u90e8                      \uff09\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?timestamp=1543237205&amp;src=3&amp;ver=1&amp;signature=plJwJhGlD3KGrnvtj-*s0T7PLXikeoQq5yu1-B05xTL5L5lQwWL60Se2TV-TpmiNuOqvHwfaFfNCko6EDpDjJX1dFgaHA1oApmI4cN943rUO8uXtiuaVqD-O6J2afqEcIz39gO78AzHMfxcqr4ui8I6CnKPu3xSc45gLEnH2cjM=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed \u65b0\u7684\u201c\u4fe1\u606f\u74f6\u9888\u201d\u7406\u8bba\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u5f53\u4eca\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u6210\u529f\u7684\u5965\u79d8\uff0c\u4e5f\u8bb8\u8fd8\u540c\u65f6\u80fd\u89e3\u5f00\u4eba\u8111\u5b66\u4e60\u7684\u673a\u5236\u3002 \u8f6c\u8f7d\u81ea\uff1a\u77e5\u793e\u5b66\u672f\u5708 \u6765\u6e90\uff1aQuantamagazine \u539f\u9898\uff1a New Theory Cracks Open the Black Box of Deep Learning \u4ee5\u201c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u201d\u5f62\u5f0f\u51fa\u73b0\u7684&#8230;<\/p>\n","protected":false},"author":1,"featured_media":13132,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/13129"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=13129"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/13129\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/13132"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=13129"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=13129"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=13129"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=13129"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}