{"id":14581,"date":"2019-02-02T00:00:50","date_gmt":"2019-02-01T16:00:50","guid":{"rendered":"http:\/\/swarma.org\/14960e9a6f\/"},"modified":"2019-04-03T18:18:36","modified_gmt":"2019-04-03T10:18:36","slug":"14960e9a6f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=14581","title":{"rendered":"Facebook\u3001\u8c37\u6b4c\u5927\u8111\u548cMIT\u9876\u7ea7AI\u4e13\u5bb6\u6b63\u5728\u5bfb\u627e\u7684\u795e\u7ecf\u7f51\u7edc\u901a\u7528\u7406\u8bba"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 100%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma10-1549187409.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p><strong style=\"letter-spacing: 0px\"><span>\u00a9 Koma Zhang<\/span><\/strong><\/p>\n<section class=\"mpa-template\">\n<section class=\"\">\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\"><span>\u795e\u7ecf\u7f51\u7edc\u529f\u80fd\u5f3a\u5927\uff0c\u4f46\u76ee\u524d\u6765\u8bf4\uff0c\u5b83\u4eec\u4ecd\u7136\u662f\u4e0d\u53ef\u9884\u6d4b\u7684\u3002\u6570\u5b66\u5bb6\u4eec\u6b63\u81f4\u529b\u4e8e\u642d\u5efa\u795e\u7ecf\u7f51\u7edc\u7406\u8bba\u57fa\u77f3\uff0c\u63a2\u7d22\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\u5982\u4f55\u5f71\u54cd\u5176\u529f\u80fd\u3002\u672c\u6587\u91c7\u8bbf\u4e86\u6765\u81eaFacebook\u3001Google Brain \u548c MIT \u7684\u591a\u4f4d\u7814\u7a76\u8005\uff0c\u5206\u522b\u4ecb\u7ecd\u4e86\u4ed6\u4eec\u5bf9\u795e\u7ecf\u7f51\u7edc\u901a\u7528\u7406\u8bba\u7684\u7814\u7a76\u548c\u8ba4\u8bc6\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote>\n<p><span>\u7f16\u8bd1\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8\u7ffb\u8bd1\u7ec4<\/span><\/p>\n<p><span>\u6765\u6e90\uff1aquantamagazine<\/span><\/p>\n<p><span>\u539f\u9898\uff1a<\/span><\/p>\n<p><span>Foundations Built for a General Theory of Neural Networks<\/span><\/p>\n<\/blockquote>\n<p>\u5f53\u6211\u4eec\u8bbe\u8ba1\u4e00\u5ea7\u6469\u5929\u5927\u697c\u65f6\uff0c\u4f1a\u5e0c\u671b\u5b83\u80fd\u591f\u8fbe\u5230\u660e\u786e\u89c4\u5b9a\u7684\u6027\u80fd\u8981\u6c42\uff1a\u8fd9\u5ea7\u5927\u697c\u80fd\u591f\u627f\u53d7\u4e00\u5b9a\u7684\u91cd\u91cf\uff0c\u5e76\u4e14\u80fd\u591f\u627f\u53d7\u4e00\u5b9a\u5f3a\u5ea6\u7684\u5730\u9707\u3002<\/p>\n<\/p>\n<p>\u7136\u800c\u6211\u4eec\u6b63\u5728\u76f2\u76ee\u5730\u4f7f\u7528\u4e00\u9879\u6280\u672f\uff0c\u5b83\u662f\u73b0\u4ee3\u4e16\u754c\u6700\u91cd\u8981\u7684\u6280\u672f\u4e4b\u4e00\u3002\u6211\u4eec\u4f7f\u7528\u4e0d\u540c\u7684\u8bbe\u8ba1\uff0c\u4fee\u6539\u4e0d\u540c\u7684\u8bbe\u7f6e\uff0c\u4f46\u5728\u6d4b\u8bd5\u8fd0\u884c\u4e4b\u524d\uff0c\u6211\u4eec\u5e76\u4e0d\u77e5\u9053\u5b83\u80fd\u505a\u4ec0\u4e48\uff0c\u6216\u8005\u4f1a\u5728\u54ea\u91cc\u5931\u8d25\u3002<\/p>\n<\/p>\n<p>\u8fd9\u9879\u6280\u672f\u5c31\u662f<strong><span>\u795e\u7ecf\u7f51\u7edc<\/span><\/strong>\uff0c\u5b83\u652f\u6491\u7740\u5f53\u4eca\u4e16\u754c\u6700\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002\u795e\u7ecf\u7f51\u7edc\u6b63\u9010\u6e10\u8fdb\u5165\u793e\u4f1a\u7684\u6838\u5fc3\u9886\u57df\uff1a\u5b83\u4eec\u51b3\u5b9a\u6211\u4eec\u901a\u8fc7\u793e\u4ea4\u5a92\u4f53\u83b7\u53d6\u7684\u4fe1\u606f\uff0c\u5b83\u4eec\u5e2e\u52a9\u533b\u751f\u8bca\u65ad\u75be\u75c5\uff0c\u5b83\u4eec\u751a\u81f3\u8f85\u52a9\u6cd5\u5b98\u5ba1\u7406\u6848\u4ef6\u3002<\/p>\n<\/p>\n<p>\u7136\u800c\uff0c\u201c\u6211\u4eec\u51e0\u4e4e\u4e0d\u77e5\u9053\u795e\u7ecf\u7f51\u7edc\u5b9e\u9645\u4e0a\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff0c\u4e5f\u4e0d\u77e5\u9053\u5b83\u7684\u7406\u8bba\u57fa\u7840\u662f\u4ec0\u4e48\u3002\u201dBoris Hanin\u8bf4\u3002<\/p>\n<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align: center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 80%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma3-1549187409.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p><strong style=\"letter-spacing: 0px\"><span>Boris Hanin\uff0c\u5fb7\u514b\u8428<\/span><\/strong><strong style=\"letter-spacing: 0px\"><span>\u65afA&amp;M\u5927\u5b66\u6570\u5b66\u5bb6\uff0cFacebook AI Research\u7684\u8bbf\u95ee\u79d1\u5b66\u5bb6\uff0c\u7814\u7a76\u795e\u7ecf\u7f51\u7edc\u6df1\u5ea6<\/span><\/strong><strong style=\"letter-spacing: 0px\"><span>\u548c\u5bbd\u5ea6\u4e4b\u95f4\u7684\u6743\u8861\u3002\u00a9Intel AI One Tree Studio<\/span><\/strong><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u795e\u7ecf\u7f51\u7edc\u4e0e\u84b8\u6c7d\u673a<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u4ed6\u5c06\u8fd9\u79cd\u60c5\u51b5\u7c7b\u6bd4\u53e6\u4e00\u79cd\u9769\u547d\u6027\u6280\u672f\u7684\u53d1\u5c55\uff1a<span>\u84b8\u6c7d\u673a<\/span>\u3002\u4e00\u5f00\u59cb\uff0c\u84b8\u6c7d\u673a\u9664\u4e86\u62bd\u6c34\u4e4b\u5916\u6ca1\u4ec0\u4e48\u7528\u5904\u3002\u540e\u6765\u5b83\u4eec\u4e3a\u706b\u8f66\u63d0\u4f9b\u52a8\u529b\uff0c\u8fd9\u662f\u795e\u7ecf\u7f51\u7edc\u76ee\u524d\u8fbe\u5230\u7684\u590d\u6742\u7a0b\u5ea6\u3002\u518d\u540e\u6765\uff0c\u79d1\u5b66\u5bb6\u548c\u6570\u5b66\u5bb6\u63d0\u51fa\u4e86\u4e00\u5957\u70ed\u529b\u5b66\u7406\u8bba\uff0c\u4f7f\u4eba\u7c7b\u80fd\u591f\u51c6\u786e\u5730\u7406\u89e3\u4efb\u4f55\u7c7b\u578b\u7684\u5f15\u64ce\u5185\u90e8\u5230\u5e95\u53d1\u751f\u4e86\u4ec0\u4e48\u3002\u6700\u7ec8\uff0c\u8fd9\u4e9b\u77e5\u8bc6\u628a\u4eba\u7c7b\u5e26\u5230\u4e86\u6708\u7403\u3002<\/p>\n<\/p>\n<p>Hanin\u8bf4\uff1a\u201c\u9996\u5148\uff0c\u4f60\u62e5\u6709\u4e86\u4e0d\u8d77\u7684\u5de5\u7a0b\u6280\u672f\uff0c\u63a5\u7740\u4f60\u62e5\u6709\u4e86\u4e0d\u8d77\u7684\u706b\u8f66\uff0c\u7136\u540e\u4f60\u9700\u8981\u4e00\u4e9b\u7406\u8bba\u77e5\u8bc6\u6765\u7814\u7a76\u706b\u7bad\u3002\u201d<\/p>\n<\/p>\n<p>\u5728\u795e\u7ecf\u7f51\u7edc\u5f00\u53d1\u8005\u7684\u5e9e\u5927\u793e\u533a\u4e2d\uff0c\u6709\u4e00\u5c0f\u7fa4\u5177\u6709\u6570\u5b66\u5934\u8111\u7684\u7814\u7a76\u4eba\u5458\u6b63\u8bd5\u56fe\u5efa\u7acb\u4e00\u5957\u795e\u7ecf\u7f51\u7edc\u7406\u8bba\u2014\u2014\u8fd9\u4e2a\u7406\u8bba\u53ef\u4ee5\u89e3\u91ca\u795e\u7ecf\u7f51\u7edc\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff0c\u5e76\u4fdd\u8bc1\u5982\u679c\u4f60\u4ee5\u89c4\u5b9a\u7684\u65b9\u5f0f\u6784\u5efa\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u5b83\u5c06\u80fd\u591f\u6267\u884c\u67d0\u4e9b\u4efb\u52a1\u3002<\/p>\n<\/p>\n<p>\u8fd9\u9879\u5de5\u4f5c\u4ecd\u7136\u5904\u4e8e\u8d77\u6b65\u9636\u6bb5\uff0c\u4f46\u5728\u53bb\u5e74\uff0c\u7814\u7a76\u4eba\u5458\u53d1\u8868\u4e86\u51e0\u7bc7\u8bba\u6587\uff0c\u9610\u8ff0\u4e86\u795e\u7ecf\u7f51\u7edc\u4e2d\u7ed3\u6784\u548c\u529f\u80fd\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fd9\u9879\u5de5\u4f5c\u81f4\u529b\u4e8e\u7814\u7a76\u795e\u7ecf\u7f51\u7edc\u7684\u7406\u8bba\u57fa\u7840\u3002\u5b83\u8868\u660e\uff0c<span>\u5728\u80fd\u8bc1\u660e\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u9a7e\u9a76\u6c7d\u8f66\u4e4b\u524d\uff0c\u4f60\u9700\u8981\u8bc1\u660e\u5b83\u4eec\u53ef\u4ee5\u505a\u7b80\u5355\u7684\u4e58\u6cd5\u8fd0\u7b97\u3002<\/span><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u5199\u4e00\u672c\u795e\u7ecf\u7f51\u7edc\u7684\u98df\u8c31<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u795e\u7ecf\u7f51\u7edc\u65e8\u5728\u6a21\u62df\u4eba\u7c7b\u5927\u8111\uff0c\u76ee\u524d\u63d0\u51fa\u7684\u4e00\u79cd\u5927\u8111\u5de5\u4f5c\u65b9\u5f0f\u662f\uff0c\u5927\u8111\u901a\u8fc7\u5c06\u8f83\u5c0f\u62bd\u8c61\u5408\u6210\u8f83\u5927\u62bd\u8c61\u6765\u5de5\u4f5c\u3002\u8fd9\u79cd\u89c2\u70b9\u8ba4\u4e3a\uff0c<span>\u601d\u7ef4\u7684\u590d\u6742\u6027\u53ef\u4ee5\u901a\u8fc7\u8f83\u5c0f\u62bd\u8c61\u7684\u8303\u56f4\uff0c\u4ee5\u53ca\u5c06\u8f83\u4f4e\u5c42\u6b21\u7684\u62bd\u8c61\u7ec4\u5408\u6210\u8f83\u9ad8\u5c42\u6b21\u7684\u62bd\u8c61\u7684\u6b21\u6570\u6765\u8861\u91cf<\/span>\uff0c\u5c31\u50cf\u6211\u4eec\u5b66\u4e60\u8fa8\u522b\u72d7\u548c\u9e1f\u7684\u65b9\u5f0f\u4e00\u6837\u3002<\/p>\n<\/p>\n<p>\u201c\u5bf9\u4e8e\u4eba\u7c7b\u6765\u8bf4\uff0c\u5982\u679c\u4f60\u6b63\u5728\u5b66\u4e60\u5982\u4f55\u8bc6\u522b\u4e00\u53ea\u72d7\uff0c\u4f60\u5e94\u8be5\u5148\u5b66\u4f1a\u8bc6\u522b\u56db\u6761\u6bdb\u8338\u8338\u7684\u817f\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5e0c\u671b\u795e\u7ecf\u7f51\u7edc\u80fd\u505a\u540c\u6837\u7684\u4e8b\u60c5\uff0c\u201dMaithra Raghu\u8bf4\u3002<\/p>\n<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 80%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma6-1549187410.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p><strong style=\"letter-spacing: 0px\"><span>Maithra Raghu\uff0c\u8c37\u6b4c<\/span><\/strong><strong style=\"letter-spacing: 0px\"><span>\u5927\u8111\u9879\u76ee\u7ec4\u6210\u5458\uff0c\u5eb7\u5948\u5c14\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u535a\u58eb\u751f\uff0c\u4e00\u76f4\u81f4<\/span><\/strong><strong style=\"letter-spacing: 0px\"><span>\u529b\u4e8e\u795e\u7ecf\u7f51\u7edc\u8fd0\u4f5c\u539f\u7406\u7684\u7814\u7a76\u3002\u00a9Arun Chaganty<\/span><\/strong><\/p>\n<\/p>\n<p>\u5bf9\u4e8e\u4eba\u7c7b\u7684\u5927\u8111\u6765\u8bf4\uff0c\u62bd\u8c61\u662f\u81ea\u7136\u8d4b\u4e88\u7684\u80fd\u529b\uff0c<span>\u800c\u5bf9\u4e8e\u795e\u7ecf\u7f51\u7edc\u6765\u8bf4\uff0c\u62bd\u8c61\u662f\u9700\u8981\u5b9e\u73b0\u7684\u529f\u80fd\u3002<\/span>\u4e0e\u5927\u8111\u4e00\u6837\uff0c\u795e\u7ecf\u7f51\u7edc\u4e5f\u662f\u7531\u88ab\u79f0\u4e3a\u201c\u795e\u7ecf\u5143\u201d\u7684\u7ec4\u4ef6\u6784\u6210\u7684\uff0c\u8fd9\u4e9b\u7ec4\u4ef6\u4ee5\u5404\u79cd\u65b9\u5f0f\u8fde\u63a5\u5728\u4e00\u8d77\u3002<span>\u6bcf\u4e2a\u795e\u7ecf\u5143\u53ef\u4ee5\u8868\u793a\u4e00\u4e2a\u5c5e\u6027\uff0c\u6216\u8005\u4e00\u7ec4\u5c5e\u6027\uff0c\u7f51\u7edc\u5728\u6bcf\u4e2a\u62bd\u8c61\u5c42\u6b21\u5904\u7406\u8fd9\u4e9b\u5c5e\u6027\u3002<\/span><\/p>\n<\/p>\n<blockquote>\n<p><span>\u8bd1\u6ce8\uff1a\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u795e\u7ecf\u5143\u53d7\u5230\u5927\u8111\u4e2d\u7684\u795e\u7ecf\u5143\u7684\u542f\u53d1\uff0c\u4f46\u5e76\u975e\u76f4\u63a5\u6a21\u4eff\u5b83\u4eec\u3002<\/span><\/p>\n<\/blockquote>\n<p><strong><span>\u51b3\u5b9a\u795e\u7ecf\u7f51\u7edc\u6df1\u5ea6<\/span><\/strong><\/p>\n<\/p>\n<p>\u5f53\u8981\u628a\u8fd9\u4e9b\u795e\u7ecf\u5143\u8fde\u63a5\u5728\u4e00\u8d77\u65f6\uff0c\u5de5\u7a0b\u5e08\u4eec\u6709\u5f88\u591a\u79cd\u9009\u62e9\u3002\u4ed6\u4eec\u5fc5\u987b\u51b3\u5b9a<span>\u795e\u7ecf\u7f51\u7edc\u5e94\u8be5\u6709\u591a\u5c11\u5c42\u795e\u7ecf\u5143\u3002<\/span>\u4f8b\u5982\uff0c\u8003\u8651\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u5176\u4efb\u52a1\u662f\u8bc6\u522b\u56fe\u50cf\u4e2d\u7684\u7269\u4f53\u3002\u56fe\u50cf\u5728\u7b2c\u4e00\u5c42\u8f93\u5165\u7cfb\u7edf\u4e2d\u3002\u5728\u4e0b\u4e00\u5c42\uff0c\u795e\u7ecf\u5143\u53ea\u662f\u68c0\u6d4b\u56fe\u50cf\u4e2d\u7684\u8fb9\u7f18\u3002\u63a5\u7740\u5728\u4e0b\u4e00\u5c42\uff0c\u795e\u7ecf\u5143\u7ec4\u5408\u76f4\u7ebf\u6765\u8bc6\u522b\u56fe\u50cf\u4e2d\u7684\u66f2\u7ebf\u3002\u7136\u540e\u5728\u4e0b\u4e00\u5c42\uff0c\u795e\u7ecf\u5143\u5c06\u66f2\u7ebf\u7ec4\u5408\u6210\u5f62\u72b6\u548c\u7eb9\u7406\uff0c\u6700\u540e\u4e00\u5c42\u5bf9\u5f62\u72b6\u548c\u7eb9\u7406\u8fdb\u884c\u5904\u7406\uff0c\u4ece\u800c\u5f97\u51fa\u795e\u7ecf\u7f51\u7edc\u8bc6\u522b\u7684\u7ed3\u679c\u3002<\/p>\n<\/p>\n<p>\u201c\u6211\u4eec\u7684\u60f3\u6cd5\u662f\uff0c\u6bcf\u4e2a\u5c42\u7ed3\u5408\u524d\u4e00\u5c42\u7684\u51e0\u4e2a\u65b9\u9762\u3002\u5706\u662f\u7531\u8bb8\u591a\u4e0d\u540c\u7684\u66f2\u7ebf\u7ec4\u6210\u7684\uff0c\u66f2\u7ebf\u662f\u7531\u8bb8\u591a\u4e0d\u540c\u7684\u7ebf\u6761\u7ec4\u6210\u7684\uff0c\u201d\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5927\u5b66\u7684\u6570\u5b66\u5bb6David Rolnick\u8bf4\u3002<\/p>\n<\/p>\n<p><strong><span>\u51b3\u5b9a\u795e\u7ecf\u7f51\u7edc\u5bbd\u5ea6<\/span><\/strong><\/p>\n<\/p>\n<p>\u5de5\u7a0b\u5e08\u8fd8\u5fc5\u987b\u51b3\u5b9a\u6bcf\u4e00\u5c42\u7684\u201c\u5bbd\u5ea6\u201d\uff0c\u8fd9\u5bf9\u5e94\u4e8e\u7f51\u7edc\u5728\u6bcf\u4e2a\u62bd\u8c61\u7ea7\u522b\u8003\u8651\u7684\u7279\u5f81\u6570\u91cf\u3002\u5728\u56fe\u50cf\u8bc6\u522b\u7684\u4f8b\u5b50\u4e2d\uff0c\u5c42\u7684\u5bbd\u5ea6\u662f\u6307\u5b83\u5728\u6bcf\u4e2a\u7ea7\u522b\u8003\u8651\u7684\u76f4\u7ebf\u3001\u66f2\u7ebf\u6216\u5176\u5b83\u5f62\u72b6\u7684\u7c7b\u578b\u6570\u91cf\u3002<\/p>\n<\/p>\n<p><strong><span>\u9009\u62e9\u8fde\u63a5\u65b9\u5f0f<\/span><\/strong><\/p>\n<\/p>\n<p>\u9664\u4e86\u7f51\u7edc\u7684\u6df1\u5ea6\u548c\u5bbd\u5ea6\uff0c\u5de5\u7a0b\u5e08\u8fd8\u53ef\u4ee5\u9009\u62e9\u5982\u4f55\u8fde\u63a5\u5c42\u5185\u548c\u5c42\u95f4\u7684\u795e\u7ecf\u5143\uff0c\u4ee5\u53ca\u8d4b\u4e88\u6bcf\u4e2a\u8fde\u63a5\u591a\u5927\u6743\u91cd\u3002<\/p>\n<\/p>\n<p>\u56e0\u6b64\uff0c\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u7279\u5b9a\u7684\u4efb\u52a1\uff0c\u54ea\u79cd\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u80fd\u591f\u66f4\u597d\u5730\u5b9e\u73b0\u5b83\u5462\uff1f\u8fd9\u91cc\u6709\u4e00\u4e9b\u57fa\u672c\u7684\u7ecf\u9a8c\u6cd5\u5219\u3002\u5bf9\u4e8e\u4e0e\u56fe\u50cf\u76f8\u5173\u7684\u4efb\u52a1\uff0c\u5de5\u7a0b\u5e08\u4eec\u901a\u5e38\u4f7f\u7528\u201c\u5377\u79ef\u201d\u795e\u7ecf\u7f51\u7edc\uff0c\u5176\u7279\u70b9\u662f<span>\u5c42\u4e0e\u5c42\u4e4b\u95f4\u7684\u8fde\u63a5\u6a21\u5f0f\u76f8\u540c\uff0c\u4e00\u904d\u53c8\u4e00\u904d\u5730\u91cd\u590d\u8fd9\u4e2a\u8fde\u63a5\u6a21\u5f0f<\/span>\u3002\u5bf9\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08\u6bd4\u5982\u8bed\u97f3\u8bc6\u522b\u6216\u8bed\u8a00\u751f\u6210\uff09\uff0c\u5de5\u7a0b\u5e08\u4eec\u53d1\u73b0\u201c\u5faa\u73af\u201d\u795e\u7ecf\u7f51\u7edc\u5de5\u4f5c\u5f97\u6700\u597d\u3002\u5728\u8fd9\u4e9b\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u795e\u7ecf\u5143\u53ef\u4ee5\u8fde\u63a5\u5230\u4e0d\u76f8\u90bb\u7684\u5c42\u3002<\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u5982\u4f55\u8bbe\u8ba1\u795e\u7ecf\u7f51\u7edc<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u795e\u7ecf\u7f51\u7edc\u4f20\u9012\u8f93\u5165\u6570\u636e\uff08\u5982\u4e00\u5f20\u56fe\u7247\uff09\u901a\u8fc7\u591a\u5c42\u6570\u5b57\u795e\u7ecf\u5143\u3002\u6bcf\u4e00\u5c42\u90fd\u80fd\u83b7\u5f97\u8f93\u5165\u6570\u636e\u7684\u989d\u5916\u7279\u5f81\u3002\u6570\u5b66\u5bb6\u4eec\u6b63\u81f4\u529b\u4e8e\u63a2\u7d22\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\uff08\u795e\u7ecf\u5143\u7684\u6570\u91cf\u3001\u5c42\u7684\u6570\u91cf\u3001\u8fde\u63a5\u65b9\u5f0f\uff09\u5982\u4f55\u51b3\u5b9a\u5b83\u4eec\u64c5\u957f\u7684\u4efb\u52a1\u7c7b\u578b\u3002<\/p>\n<\/p>\n<section class=\"mpa-template\">\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"\" style=\"width: 556px;height: 755px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma0-1549187411.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/section>\n<p><strong style=\"letter-spacing: 0px\"><span>\u00a9Lucy Reading-Ikkanda<\/span><\/strong><\/p>\n<\/p>\n<p>\u7136\u800c\uff0c\u9664\u4e86\u8fd9\u4e9b\u4e00\u822c\u7684\u6307\u5bfc\u65b9\u9488\uff0c\u5de5\u7a0b\u5e08\u4eec\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4e0d\u5f97\u4e0d\u4f9d\u8d56\u5b9e\u9a8c\u8bc1\u636e\uff1a\u4ed6\u4eec\u8fd0\u884c1000\u4e2a\u4e0d\u540c\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u4ec5\u4ec5\u662f\u4e3a\u4e86\u89c2\u5bdf\u54ea\u4e00\u4e2a\u5b9e\u73b0\u4e86\u529f\u80fd\u3002<\/p>\n<\/p>\n<p>\u201c\u8fd9\u4e9b\u9009\u62e9\u5f80\u5f80\u662f\u901a\u8fc7\u5b9e\u8df5\u4e2d\u7684\u53cd\u590d\u8bd5\u9a8c\u548c\u9519\u8bef\u505a\u51fa\u7684\uff0c\u8fd9\u662f\u4e00\u79cd\u8270\u96be\u7684\u505a\u6cd5\uff0c\u56e0\u4e3a\u6709\u65e0\u9650\u591a\u7684\u9009\u62e9\uff0c\u4eba\u4eec\u771f\u7684\u4e0d\u77e5\u9053\u4ec0\u4e48\u662f\u6700\u597d\u7684\u3002\u201dHanin\u8bf4\u3002<\/p>\n<\/p>\n<p>\u66f4\u597d\u7684\u65b9\u6cd5\u662f\u5c11\u4e00\u70b9\u8bd5\u9a8c\u548c\u9519\u8bef\uff0c\u591a\u4e00\u70b9\u5bf9\u7ed9\u5b9a\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u7684\u7406\u89e3\u3002\u6700\u8fd1\u53d1\u8868\u7684\u4e00\u4e9b\u8bba\u6587\u5df2\u7ecf\u671d\u7740\u8fd9\u4e2a\u65b9\u5411\u53d1\u5c55\u4e86\u3002<\/p>\n<\/p>\n<p>\u201c<strong>\u8fd9\u9879\u5de5\u4f5c\u8bd5\u56fe\u5f00\u53d1\u51fa\u4e00\u672c\u98df\u8c31\uff0c\u7528\u4e8e\u8bbe\u8ba1\u6b63\u786e\u7684\u795e\u7ecf\u7f51\u7edc<\/strong>\u3002\u5982\u679c\u4f60\u77e5\u9053\u81ea\u5df1\u9700\u8981\u4e00\u4e2a\u4ec0\u4e48\u6837\u7684\u7f51\u7edc\uff0c\u90a3\u4e48\u5c31\u80fd\u627e\u5230\u642d\u5efa\u8fd9\u4e2a\u7f51\u7edc\u7684\u8bc0\u7a8d\uff0c\u201dRolnick\u8bf4\u3002<\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u65b0\u65b9\u5411\uff1a\u66f4\u7a84\u66f4\u6df1\u7684\u795e\u7ecf\u7f51\u7edc<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u5173\u4e8e\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u7684\u6700\u65e9\u7684\u7406\u8bba\u8bc1\u660e\u4e4b\u4e00\u51fa\u73b0\u572830\u5e74\u524d\u30021989\u5e74\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u8bc1\u660e\uff0c\u5982\u679c\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u53ea\u6709\u4e00\u4e2a\u8ba1\u7b97\u5c42\uff0c\u4f46\u662f\u5141\u8bb8\u8fd9\u4e00\u5c42\u6709\u65e0\u9650\u591a\u7684\u795e\u7ecf\u5143\uff0c\u5b83\u4eec\u4e4b\u95f4\u6709\u65e0\u9650\u591a\u7684\u8fde\u63a5\uff0c\u90a3\u4e48\u8fd9\u4e2a\u7f51\u7edc\u5c06\u80fd\u591f\u6267\u884c\u4efb\u4f55\u4f60\u60f3\u8981\u7684\u4efb\u52a1\u3002<\/p>\n<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u7b3c\u7edf\u7684\u9648\u8ff0\uff0c\u51ed\u76f4\u89c9\u53ef\u4ee5\u83b7\u77e5\uff0c\u4f46\u6ca1\u6709\u591a\u5927\u7528\u5904\u3002\u8fd9\u5c31\u50cf\u662f\u8bf4\uff0c\u5982\u679c\u4f60\u53ef\u4ee5\u8bc6\u522b\u4e00\u4e2a\u56fe\u50cf\u4e2d\u65e0\u9650\u591a\u7684\u884c\uff0c\u90a3\u4e48\u4f60\u53ef\u4ee5\u53ea\u4f7f\u7528\u4e00\u4e2a\u5c42\u6765\u8fa8\u522b\u56fe\u50cf\u4e0a\u6240\u6709\u5bf9\u8c61\u3002\u539f\u5219\u4e0a\u8bf4\u8fd9\u662f\u6b63\u786e\u7684\uff0c\u4f46\u5728\u5b9e\u8df5\u4e2d\u6ca1\u6709\u610f\u4e49\u3002<\/p>\n<\/p>\n<p>\u5982\u4eca\uff0c\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\u8fd9\u79cd\u5bbd\u800c\u6241\u7684\u7f51\u7edc\u662f\u201c\u5bcc\u6709\u8868\u73b0\u529b\u7684\u201d\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4eec\u5728\u7406\u8bba\u4e0a\u80fd\u591f\u6355\u6349\u5230\u8f93\u5165\uff08\u5982\u56fe\u50cf\uff09\u548c\u8f93\u51fa\uff08\u5982\u56fe\u50cf\u7684\u63cf\u8ff0\uff09\u4e4b\u95f4\u4e30\u5bcc\u7684\u8054\u7cfb\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u7f51\u7edc\u5f88\u96be\u8bad\u7ec3\uff0c\u8fd9\u610f\u5473\u7740\u51e0\u4e4e\u4e0d\u53ef\u80fd\u6559\u4f1a\u5b83\u4eec\u5982\u4f55\u4ea7\u751f\u5bf9\u5e94\u7684\u8f93\u51fa\u3002\u5b83\u4eec\u7684\u8ba1\u7b97\u91cf\u4e5f\u8d85\u8fc7\u8ba1\u7b97\u673a\u7684\u5904\u7406\u80fd\u529b\u3002<\/p>\n<\/p>\n<p>\u6700\u8fd1\uff0c\u7814\u7a76\u4eba\u5458\u4e00\u76f4\u5728\u8bd5\u56fe\u628a\u795e\u7ecf\u7f51\u7edc\u63a8\u5411\u53e6\u4e00\u4e2a\u65b9\u5411\u2014\u2014<strong><span>\u4f7f\u795e\u7ecf\u7f51\u7edc\u53d8\u5f97\u66f4\u7a84\uff08\u6bcf\u5c42\u795e\u7ecf\u5143\u6570\u91cf\u66f4\u5c11\uff09\u548c\u66f4\u6df1\uff08\u6574\u4f53\u795e\u7ecf\u5143\u6570\u91cf\u66f4\u591a\uff09\u3002<\/span><\/strong>\u8fd9\u6837\uff0c\u4e5f\u8bb8\u4f60\u53ea\u9700\u8981\u6311\u51fa100\u6761\u4e0d\u540c\u7684\u76f4\u7ebf\uff0c\u901a\u8fc7\u8fde\u63a5\u5c06\u8fd9100\u6761\u76f4\u7ebf\u53d8\u621050\u6761\u66f2\u7ebf\uff0c\u518d\u628a\u5b83\u4eec\u7ec4\u5408\u621010\u79cd\u4e0d\u540c\u7684\u5f62\u72b6\uff0c\u4f60\u5c31\u6709\u4e86\u8bc6\u522b\u5927\u591a\u6570\u7269\u4f53\u6240\u9700\u8981\u7684\u6240\u6709\u6784\u4ef6\u3002<\/p>\n<\/p>\n<p>\u5728\u53bb\u5e74\u5b8c\u6210\u7684\u4e00\u7bc7\u8bba\u6587\u4e2d\uff0c\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7684 Rolnick \u548c Max Tegmark \u8bc1\u660e\uff0c\u901a\u8fc7\u589e\u52a0\u6df1\u5ea6\u548c\u51cf\u5c0f\u5bbd\u5ea6\uff0c\u4f60\u53ef\u4ee5\u7528\u6307\u6570\u7ea7\u51cf\u5c11\u7684\u795e\u7ecf\u5143\u6765\u6267\u884c\u540c\u6837\u7684\u529f\u80fd\u3002<\/p>\n<\/p>\n<blockquote>\n<p><span>\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p><span>The power of deeper networks for expressing natural functions<\/span><\/p>\n<p><span>\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p><span>https:\/\/arxiv.org\/abs\/1705.05502<\/span><\/p>\n<\/blockquote>\n<p>\u8fd9\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u4f60\u6b63\u5728\u5efa\u6a21\u7684\u6848\u4f8b\u6709100\u4e2a\u8f93\u5165\u53d8\u91cf\uff0c\u4f7f\u7528\u5305\u542b2100\u4e2a\u795e\u7ecf\u5143\u7684\u4e00\u5c42\u795e\u7ecf\u7f51\u7edc\uff0c\u6216\u8005\uff0c\u4f7f\u7528\u5305\u542b210\u4e2a\u795e\u7ecf\u5143\u7684\u4e24\u5c42\u795e\u7ecf\u7f51\u7edc\uff0c\u5177\u6709\u76f8\u540c\u7684\u53ef\u9760\u6027\u3002\u4ed6\u4eec\u53d1\u73b0\uff0c\u901a\u8fc7\u66f4\u591a\u7684\u62bd\u8c61\u5c42\u6b21\u7ec4\u5408\u5c0f\u5757\u7279\u5f81\uff0c\u8fd9\u6837\u7684\u795e\u7ecf\u7f51\u7edc\u529f\u80fd\u66f4\u5f3a\u5927\uff0c\u800c\u4e0d\u662f\u8bd5\u56fe\u5728\u4e00\u4e2a\u62bd\u8c61\u5c42\u6b21\u6355\u83b7\u6240\u6709\u7684\u7279\u5f81\u3002<\/p>\n<\/p>\n<p>Rolnick\u8bf4\uff1a\u201c\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u6df1\u5ea6\u6982\u5ff5\u4f53\u73b0\u8fd9\u6837\u4e00\u79cd\u60f3\u6cd5\uff0c\u5373\u4f60<span>\u53ef\u4ee5\u901a\u8fc7\u6309\u987a\u5e8f\u505a\u8bb8\u591a\u7b80\u5355\u7684\u4e8b\u60c5\u6765\u8868\u8fbe\u590d\u6742\u7684\u4e1c\u897f<\/span>\u3002\u8fd9\u5c31\u50cf\u4e00\u6761\u6d41\u6c34\u7ebf\u3002\u201d<\/p>\n<\/p>\n<p>Rolnick\u548cTegmark\u901a\u8fc7\u8ba9\u795e\u7ecf\u7f51\u7edc\u6267\u884c\u4e00\u4e2a\u7b80\u5355\u7684\u4efb\u52a1\u6765\u8bc1\u660e\u6df1\u5ea6\u7684\u6548\u7528\uff1a\u4e58\u4ee5\u591a\u9879\u5f0f\u51fd\u6570\u3002\uff08\u8fd9\u4e9b\u65b9\u7a0b\u7684\u7279\u5f81\u53d8\u91cf\u88ab\u63d0\u9ad8\u5230\u81ea\u7136\u6570\u6307\u6570\uff0c\u4f8b\u5982y=x^3+1\u3002\uff09\u4ed6\u4eec\u8bad\u7ec3\u7f51\u7edc\uff0c\u5411\u7f51\u7edc\u5c55\u793a\u65b9\u7a0b\u5f0f\u7684\u4f8b\u5b50\u548c\u5b83\u4eec\u7684\u7ed3\u679c\uff0c\u7136\u540e\u8981\u6c42\u7f51\u7edc\u8ba1\u7b97\u5b83\u4eec\u4ece\u672a\u89c1\u8fc7\u7684\u65b9\u7a0b\u5f0f\u7684\u7ed3\u679c\u3002\u5b9e\u73b0\u8fd9\u4e2a\u4efb\u52a1\u7684\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u795e\u7ecf\u5143\u6570\u91cf\u8fdc\u5c11\u4e8e\u6d45\u5c42\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n<\/p>\n<p>Rolnick\u8bf4\uff0c\u867d\u7136\u4e58\u6cd5\u5e76\u4e0d\u662f\u4e00\u4e2a\u80fd\u591f\u8f70\u52a8\u4e16\u754c\u7684\u4efb\u52a1\uff0c\u4f46\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u91cd\u8981\u7684\u89c2\u70b9\uff1a\u201c\u5982\u679c\u4e00\u4e2a\u6d45\u7684\u7f51\u7edc\u4e0d\u80fd\u505a\u4e58\u6cd5\uff0c\u90a3\u4e48\u6211\u4eec\u5c31\u4e0d\u5e94\u8be5\u7528\u5b83\u6765\u505a\u5176\u5b83\u66f4\u96be\u7684\u4efb\u52a1\u3002\u201d<\/p>\n<\/p>\n<section class=\"mpa-template\">\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 74%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma8-1549187411.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/section>\n<p><strong><span>David Rolnick\uff0c\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5927\u5b66\u6570\u5b66\u5bb6\uff0c\u8bc1\u660e\u4e86\u589e\u52a0\u7f51\u7edc\u7684\u6df1\u5ea6\u53ef\u4ee5\u8ba9\u7f51\u7edc\u7528\u6307\u6570\u7ea7\u51cf\u5c11\u7684\u795e\u7ecf\u5143\u5b8c\u6210\u4efb\u52a1\u3002\u00a9Stephanie Ku<\/span><\/strong><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u5708\u51fa\u7ea2\u8272\u7684\u7f8a<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u5176\u4ed6\u7814\u7a76\u4eba\u5458\u4e00\u76f4\u5728\u63a2\u7d22\u6240\u9700\u7684\u6700\u5c0f\u5bbd\u5ea6\u3002\u4e5d\u6708\u5e95\uff0cJesse Johnson \u8bc1\u660e\u4e86\u5728\u67d0\u4e00\u70b9\u4e0a\uff0c\u518d\u6df1\u7684\u6df1\u5ea6\u4e5f\u4e0d\u80fd\u5f25\u8865\u5bbd\u5ea6\u7684\u4e0d\u8db3\u3002<\/p>\n<p style=\"text-align: left\">\n<blockquote>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px\"><span>\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px\"><span>Deep, Skinny Neural Networks are not Universal Approximators<\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px\"><span>\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px\"><span>https:\/\/arxiv.org\/abs\/1810.00393<\/span><\/p>\n<\/blockquote>\n<p>\u4e3a\u4e86\u89e3\u91ca\u4ed6\u7684\u7ed3\u8bba\uff0c\u60f3\u8c61\u4e00\u4e0b\u7530\u91ce\u91cc\u7684\u7f8a\u7fa4\uff1a\u5b83\u4eec\u7684\u6bdb\u88ab\u67d3\u6210\u4e86\u51e0\u79cd\u989c\u8272\u4e2d\u7684\u4e00\u79cd\u3002\u795e\u7ecf\u7f51\u7edc\u7684\u4efb\u52a1\u662f\u5728\u6240\u6709\u540c\u8272\u7684\u7ef5\u7f8a\u5468\u56f4\u753b\u4e00\u4e2a\u8fb9\u754c\u3002\u7406\u8bba\u4e0a\uff0c\u8fd9\u4e2a\u4efb\u52a1\u7c7b\u4f3c\u4e8e\u56fe\u50cf\u5206\u7c7b\uff1a\u8f93\u5165\u4e00\u4e2a\u56fe\u50cf\u96c6\uff08\u5b83\u8868\u793a\u4e3a\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u7684\u70b9\uff09\uff0c\u7f51\u7edc\u9700\u8981\u5c06\u76f8\u4f3c\u7684\u56fe\u50cf\u805a\u5408\u5728\u4e00\u8d77\u3002<\/p>\n<\/p>\n<p>Johnson\u8bc1\u660e\uff0c\u5f53\u5c42\u7684\u5bbd\u5ea6\u5c0f\u4e8e\u6216\u7b49\u4e8e\u8f93\u5165\u6570\u91cf\u65f6\uff0c\u795e\u7ecf\u7f51\u7edc\u5c06\u65e0\u6cd5\u5b8c\u6210\u8fd9\u9879\u4efb\u52a1\u3002\u6240\u4ee5\u5bf9\u4e8e\u8fd9\u4e2a\u6848\u4f8b\u4e2d\u7684\u7f8a\uff0c\u6bcf\u4e00\u53ea\u90fd\u53ef\u4ee5\u7528\u4e24\u4e2a\u8f93\u5165\u53d8\u91cf\u6765\u63cf\u8ff0\uff1a\u4e00\u4e2ax\u5750\u6807\u548c\u4e00\u4e2ay\u5750\u6807\uff0c\u6307\u5b9a\u7f8a\u5728\u7530\u91ce\u4e2d\u7684\u4f4d\u7f6e\u3002\u7136\u540e\uff0c\u795e\u7ecf\u7f51\u7edc\u7528\u4e00\u79cd\u989c\u8272\u6765\u6807\u8bb0\u6bcf\u53ea\u7f8a\uff0c\u5e76\u5728\u76f8\u540c\u989c\u8272\u7684\u7f8a\u5468\u56f4\u753b\u4e00\u6761\u8fb9\u754c\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u8981\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6bcf\u5c42\u9700\u8981\u4e09\u4e2a\u6216\u66f4\u591a\u7684\u795e\u7ecf\u5143\u3002<\/p>\n<\/p>\n<p>\u66f4\u5177\u4f53\u5730\u8bf4\uff0cJohnson\u6307\u51fa\uff0c<span>\u5982\u679c\u5bbd\u5ea6\u4e0e\u8f93\u5165\u53d8\u91cf\u7684\u6bd4\u4f8b\u592a\u5c0f\uff0c\u795e\u7ecf\u7f51\u7edc\u5c06\u65e0\u6cd5\u7ed8\u5236\u95ed\u5408\u7684\u73af\u2014\u2014\u5982\u679c\u6240\u6709\u7684\u7ea2\u8272\u7ef5\u7f8a\u90fd\u805a\u96c6\u5728\u7267\u573a\u4e2d\u592e\uff0c\u795e\u7ecf\u7f51\u7edc\u9700\u8981\u7ed8\u5236\u8fd9\u79cd\u95ed\u5408\u73af\u3002<\/span>\u201c\u5982\u679c\u6ca1\u6709\u4efb\u4f55\u4e00\u5c42\u7684\u5bbd\u5ea6\u8d85\u8fc7\u8f93\u5165\u7ef4\u5ea6\u7684\u6570\u91cf\uff0c\u6709\u4e00\u4e9b\u5f62\u72b6\u5c06\u6c38\u8fdc\u65e0\u6cd5\u88ab\u521b\u5efa\uff0c\u65e0\u8bba\u4f60\u6dfb\u52a0\u591a\u5c11\u5c42\uff0c\u201dJohnson\u8bf4\u3002<\/p>\n<\/p>\n<p>\u50cfJohnson\u8fd9\u6837\u7684\u8bba\u6587\u5df2\u7ecf\u5f00\u59cb\u642d\u5efa\u795e\u7ecf\u7f51\u7edc\u7406\u8bba\u7684\u57fa\u77f3\u3002\u76ee\u524d\uff0c\u7814\u7a76\u4eba\u5458\u53ea\u80fd\u5bf9\u67b6\u6784\u548c\u529f\u80fd\u4e4b\u95f4\u7684\u5173\u7cfb\u505a\u51fa\u975e\u5e38\u57fa\u7840\u7684\u65ad\u8a00\uff0c\u800c\u8fd9\u4e9b\u65ad\u8a00\u4e0e\u795e\u7ecf\u7f51\u7edc\u6240\u5e94\u7528\u7684\u4efb\u52a1\u6570\u91cf\u76f8\u6bd4\uff0c\u53ea\u5360\u5f88\u5c0f\u7684\u6bd4\u4f8b\u3002<\/p>\n<\/p>\n<p>\u56e0\u6b64\uff0c\u795e\u7ecf\u7f51\u7edc\u7406\u8bba\u4e0d\u4f1a\u5f88\u5feb\u6539\u53d8\u7cfb\u7edf\u7684\u6784\u5efa\u65b9\u5f0f\uff0c\u4f46\u5173\u4e8e\u8ba1\u7b97\u673a\u5982\u4f55\u5b66\u4e60\u7684\u65b0\u7406\u8bba\u6b63\u5728\u5236\u5b9a\u4e2d\u3002\u8fd9\u4e2a\u65b0\u7406\u8bba\u5c06\u5e26\u9886\u4eba\u7c7b\u8e0f\u4e0a\u65b0\u7684\u5f81\u7a0b\uff0c\u5176\u5f71\u54cd\u751a\u81f3\u8d85\u8fc7\u4eba\u7c7b\u63a2\u6708\u5f81\u7a0b\u3002<\/p>\n<\/p>\n<blockquote>\n<p><span>\u7ffb\u8bd1\uff1a\u738b\u4f73\u7eaf<\/span><\/p>\n<p><span>\u7f16\u8f91\uff1a\u738b\u6021\u853a<\/span><\/p>\n<p><span>\u539f\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p><span>https:\/\/www.quantamagazine.org\/foundations-built-for-a-general-theory-of-neural-networks-20190131\/<\/span><\/p>\n<\/blockquote>\n<section class=\"mpa-template\">\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><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247492015&amp;idx=1&amp;sn=6e43d9f0b650fa356dd5f8a4951efaa1&amp;chksm=e897bb22dfe032345eec56515d74e6fbaad62c7b5e1d94abf55eab362fc3e95b251373c4457d&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\">\u4f18\u5316\u7f51\u7edc\u7ed3\u6784\u53d1\u6325\u795e\u7ecf\u7f51\u7edc\u6700\u5927\u7684\u8ba4\u77e5\u6f5c\u529b\uff1f<\/span><\/strong><\/span><\/a><\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489467&amp;idx=1&amp;sn=2da3b2c48bd0d57923a777bc5ff064f8&amp;chksm=e8944d36dfe3c420714c8c8aa874c3e8e670f605d7b4c1ef88acfd04d829615c9b2f3bdac202&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\">Cell \u6700\u65b0\uff1a\u6210\u529f\u7ed8\u5236\u5b8c\u6574\u7684\u679c\u8747\u5927\u8111\u795e\u7ecf\u7f51\u7edc\uff01<\/span><\/strong><\/span><\/a><\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247491522&amp;idx=1&amp;sn=ea84e5770c097654aac67b444201ce08&amp;chksm=e894454fdfe3cc591b5b7290a57507277625f63b4e29e6ab904ae6ae1dc58be92712f72a4556&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\">\u52a8\u7269\u662f\u5982\u4f55\u5b66\u4e60\u7684\uff1f\u7ebf\u866b\u795e\u7ecf\u8fde\u63a5\u7ec4\u91cc\u6709\u7b54\u6848\uff01<\/span><\/strong><\/span><\/a><\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247493898&amp;idx=1&amp;sn=80d23ffaac6b0019533a4cfecba574c4&amp;chksm=e897b387dfe03a9183808cbeacbc6266456f4769d5f8eaf6edaf04c64bc865f7854526046bef&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 \u8bc4\u8bba\uff1a\u8d70\u51fa\u5b9e\u9a8c\u5ba4\u7684\u795e\u7ecf\u79d1\u5b66<\/span><\/strong><\/span><\/a><\/p>\n<p><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<section class=\"mpa-template\">\n<\/section>\n<section class=\"mpa-template\">\n<section class=\"\">\n<section class=\"\">\n<p style=\"clear: both;min-height: 1em\">\n<hr \/>\n<div class=\"post-image\"><img class=\"__bg_gif\" width=\"100%\" style=\"letter-spacing: 0.5px;height: auto !important;width: 64px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma10-1549187412.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-weight: 400;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 class=\"\" style=\"height: auto !important;width: 156px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma8-1549187412.jpg\" 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<\/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=1549187405&amp;src=3&amp;ver=1&amp;signature=0YJ-PCI1PiXc4VWWswfJwwI6Q84qr20ubQyWWWjAOIEuS167l*moha2u1*vy0SMLzzm78hMHlXdR8ENDFRWgn-qnOfStPNMWdjTAyLifw-XZ-Pn9-t-e-8KXXlLFwZb*oQQmxPVzBptC2g6kbrUYQ2j699lcbFCMEWTsN1zXIYE=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u00a9 Koma Zhang \u5bfc\u8bed \u795e\u7ecf\u7f51\u7edc\u529f\u80fd\u5f3a\u5927\uff0c\u4f46\u76ee\u524d\u6765\u8bf4\uff0c\u5b83\u4eec\u4ecd\u7136\u662f\u4e0d\u53ef\u9884\u6d4b\u7684\u3002\u6570\u5b66\u5bb6\u4eec\u6b63\u81f4\u529b\u4e8e\u642d\u5efa\u795e\u7ecf\u7f51\u7edc\u7406\u8bba\u57fa\u77f3\uff0c\u63a2\u7d22\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\u5982\u4f55\u5f71\u54cd\u5176\u529f\u80fd\u3002\u672c\u6587\u91c7\u8bbf\u4e86\u6765\u81eaFacebook\u3001Google Brain \u548c MIT \u7684\u591a\u4f4d\u7814\u7a76\u8005\uff0c\u5206\u522b\u4ecb\u7ecd\u4e86\u4ed6\u4eec\u5bf9\u795e\u7ecf\u7f51\u7edc\u901a\u7528\u7406\u8bba\u7684\u7814\u7a76\u548c\u8ba4\u8bc6\u3002 \u7f16\u8bd1\uff1a\u96c6\u667a\u4ff1&#8230;<\/p>\n","protected":false},"author":1,"featured_media":14583,"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\/14581"}],"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=14581"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/14581\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/14583"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14581"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14581"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14581"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=14581"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}