{"id":591,"date":"2018-07-19T01:00:00","date_gmt":"2018-07-18T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-05T17:53:32","modified_gmt":"2018-12-05T09:53:32","slug":"%e8%ae%ba%e6%96%87%e8%a7%a3%e8%af%bb%ef%bc%9a%e8%a7%a3%e6%95%91%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e8%bf%87%e6%8b%9f%e5%90%88%e7%9a%84%e7%a5%9e%e5%99%a8-%e9%9d%9e%e7%ba%bf%e6%80%a7","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=591","title":{"rendered":"\u8bba\u6587\u89e3\u8bfb\uff1a\u89e3\u6551\u6df1\u5ea6\u5b66\u4e60\u8fc7\u62df\u5408\u7684\u795e\u5668\u2014\u2014\u975e\u7ebf\u6027\u7cfb\u6570"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"text-align: center;\" ><br  \/><\/p>\n<p style=\"text-align: center;\"><img class=\"\"           style=\"width: 558px;height: 314px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534230848.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;text-align: center;\"><strong><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">\u56fe\u7247\u6765\u6e90\uff1awww.cs.uaf.deu<\/span><\/strong><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;text-align: center;\"><strong><span style=\"font-size: 14px;color: rgb(136, 136, 136);\"><br  \/><\/span><\/strong><\/p>\n<section class=\"\"    style=\"color: rgb(51, 51, 51);\">\n<section style=\"margin-left: 1em;color: rgb(105, 13, 3);font-size: 16px;line-height: 1.4;border-color: rgb(105, 13, 3);overflow-wrap: break-word !important;\"><span style=\"border-color: rgb(105, 13, 3);color: rgb(255, 255, 255);overflow-wrap: break-word !important;\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(105, 13, 3);overflow-wrap: break-word !important;\"><span style=\"padding: 0.2em 0.5em;border-color: rgb(105, 13, 3);font-weight: inherit;text-decoration: inherit;border-radius: 0.3em;text-align: center;background-color: rgb(105, 13, 3);overflow-wrap: break-word !important;\">\u5bfc\u8bed<\/span><\/strong><\/span><\/section>\n<section style=\"margin-top: -0.7em;color: rgb(105, 13, 3);font-size: 1em;border-width: 1px;border-style: solid;border-color: rgb(105, 13, 3);border-radius: 0.4em;overflow-wrap: break-word !important;\">\n<section style=\"padding: 1.4em 1em 1em;border-color: rgb(105, 13, 3);overflow-wrap: break-word !important;\">\n<section style=\"font-size: 1em;font-weight: inherit;text-align: inherit;text-decoration: inherit;border-color: rgb(105, 13, 3);overflow-wrap: break-word !important;\">\n<p><span style=\"font-size: 14px;color: rgb(136, 136, 136);font-weight: inherit;text-align: inherit;text-decoration: inherit;letter-spacing: 0.544px;\">\u8bbe\u8ba1\u51fa\u9ad8\u6027\u80fd\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u662fAI\u4ece\u4e1a\u8005\u8ffd\u6c42\u7684\u76ee\u6807\uff0c\u4f46\u662f\u5e76\u6ca1\u6709\u901a\u7528\u7684\u8bbe\u8ba1\u51c6\u5219\u3002\u5728\u4e0d\u4e45\u524d\u53d1\u8868\u7684\u4e00\u7bc7\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e00\u79cd\u6307\u6807\u2014\u2014\u975e\u7ebf\u6027\u7cfb\u6570\uff0c\u53ef\u4ee5\u5f88\u597d\u5730\u5ea6\u91cf\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u8fc7\u62df\u5408\u7a0b\u5ea6\u3002\u4e0b\u9762\u662f\u5bf9\u8fd9\u7bc7\u8bba\u6587\u7684\u89e3\u8bfb\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal;line-height: 1.75em;text-align: center;\"><strong><span style=\"font-size: 14px;color: rgb(136, 136, 136);\"><\/span><\/strong><\/p>\n<blockquote>\n<p><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">The Nonlinearity Coefficient &#8211; Predicting Overfitting in Deep Neural Networks<\/span><\/p>\n<p><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">https:\/\/arxiv.org\/abs\/1806.00179<\/span><\/p>\n<\/blockquote>\n<p><br  \/><\/p>\n<section  class=\"\" mpa-paragraph-type=\"secondTitle\" style=\"color: rgb(51, 51, 51);\">\n<section class=\"\"    style=\"letter-spacing: 0.544px;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\">\u5982\u4f55\u5224\u65ad\u795e\u7ecf\u7f51\u7edc\u7684\u6027\u80fd<\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><\/span><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\">\u5728\u795e\u7ecf\u7f51\u7edc\u5728\u5404\u4e2a\u9886\u57df\u4e0d\u65ad\u653b\u57ce\u7565\u5730\u7684\u4eca\u5929\uff0c\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u6027\u80fd\u4f18\u826f\u7684\u7f51\u7edc\uff0c\u548c\u5224\u65ad\u7f51\u7edc\u662f\u5426\u80fd\u591f\u80fd\u591f\u88ab\u8bad\u7ec3\uff0c\u6210\u4e3a\u4e86\u79d1\u5b66\u5bb6\u548c\u5de5\u7a0b\u5e08\u4eec\u7684\u4e3b\u8981\u95ee\u9898\u3002\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0c\u672c\u6587\u4ecb\u7ecd\u4e86\u4e00\u79cd\u53eb\u505a\u975e\u7ebf\u6027\u7cfb\u6570\uff08NLC\uff09\u7684\u5ea6\u91cf\u65b9\u5f0f\uff0cNLC\u662f\u9488\u5bf9\u68af\u5ea6\u7206\u70b8\u548c\u584c\u9677\u57df\u7684\u4e00\u79cd\u5ea6\u91cf\u65b9\u6cd5\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\">\u901a\u8fc7NLC\uff0c\u53ef\u4ee5\u5bf9\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u7684\u5355\u4e2a\u68af\u5ea6\u8ba1\u7b97\u6240\u83b7\u5f97\u7684\u4fe1\u606f\u91cf\u505a\u51fa\u4e00\u4e2a\u8f83\u4e3a\u7cbe\u786e\u7684\u4f30\u8ba1\u3002\u540c\u65f6\u8bba\u6587\u4e2d\u901a\u8fc7\u5927\u91cf\u5b9e\u8bc1\u7814\u7a76\uff0c\u8bf4\u660e\u4e86NLC\u80fd\u591f\u8f83\u597d\u7684\u9884\u6d4b\u5168\u8fde\u63a5\u7f51\u7edc\u7684\u6d4b\u8bd5\u8bef\u5dee\uff0c\u8fd9\u4f7f\u5f97\u901a\u8fc7\u8ba1\u7b97 NLC \uff0c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6307\u5bfc\u795e\u7ecf\u7f51\u7edc\u7684\u8bbe\u8ba1\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\">\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u53d1\u73b0\u4e86\u907f\u514d\u8fc7\u5ea6\u504f\u6fc0\u7684\u795e\u7ecf\u5143\u6fc0\u6d3b\u7684\u5fc5\u8981\u6027\uff0c\u4ee5\u53ca\u6b8b\u5dee\u8fde\u63a5\u5bf9\u4e8e\u964d\u4f4eNLC\u503c\u548c\u63d0\u9ad8\u7f51\u7edc\u6027\u80fd\u7684\u91cd\u8981\u6027\u3002\u5728\u6587\u7ae0\u7684\u7b2c\u4e94\u90e8\u5206\uff0c\u6587\u7ae0\u8fd8\u4ecb\u7ecd\u4e86NLC \u4e0e\u7f51\u7edc\u4e2d\u975e\u7ebf\u6027\u5316\u7a0b\u5ea6\u4e4b\u95f4\u7684\u4e00\u4e2a\u6709\u8da3\u7684\u5173\u7cfb\uff0c\u8be5\u5173\u7cfb\u53ef\u4ee5\u7528\u7ebf\u6027\u51fd\u6570\u8fd1\u4f3c\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\">\u6587\u7ae0\u7684\u6700\u540e\u4e00\u90e8\u5206\uff0c\u4f5c\u8005\u8ba8\u8bba\u4e86NLC\u7684\u9c81\u68d2\u6027\uff0c\u5e76\u4e14\u8ba4\u4e3aNLC\u662f\u76ee\u524d\u6700\u597d\u7684\u901a\u7528\u7f51\u7edc\u6027\u80fd\u9884\u6d4b\u5668\uff0c\u540c\u65f6\u5bf9\u8fc7\u62df\u5408\u6709\u8f83\u597d\u9884\u6d4b\u6548\u679c\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span class=\"ql-author-42961\"><br  \/><\/span><\/p>\n<blockquote style=\"white-space: normal;\">\n<p><strong><span style=\"font-size: 15px;\">\u672c\u6587\u7684\u5de5\u4f5c\u5728\u300aThe exploding gradient problem demystified &#8211; definition, prevalence, impact, origin, tradeoffs, and solutions.\u300b\u57fa\u7840\u4e0a\u5c55\u5f00\uff0c\u4e0b\u9762\u5c06\u8fd9\u7bc7\u6587\u7ae0\u8868\u793a\u4e3a[1]<\/span><\/strong><span style=\"font-size: 15px;\">\uff0c\u8be5\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u4e2a\u53eb\u505a\u68af\u5ea6\u89c4\u6a21\u7cfb\u6570(GSC)\u7684\u5ea6\u91cf\u65b9\u5f0f\u3002GSC \u662f\u7b2c\u4e00\u4e2a\u5173\u4e8e\u68af\u5ea6\u7206\u70b8\u662f\u5426\u4f1a\u4ea7\u751f\u7684\u5ea6\u91cf\u65b9\u5f0f\u3002\u63d0\u51fa\u4e86\u584c\u9677\u57df(collapsing domain problem)\u95ee\u9898\uff0c\u8be5\u95ee\u9898\u662f\u6307\u5728\u7279\u5b9a\u533a\u57df\u5185\uff0c\u968f\u7740\u6df1\u5ea6\u7684\u589e\u957f\uff0c\u66f4\u6df1\u5904\u9690\u85cf\u5c42\u7684\u6fc0\u6d3b\u51fd\u6570\u5bf9\u4e0d\u540c\u7684\u6570\u636e\u70b9\u7684\u54cd\u5e94\u8d8a\u6765\u8d8a\u76f8\u4f3c\u3002\u5bf9NLC\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u901a\u8fc7\u9605\u8bfb\u6587\u7ae0[1]\u83b7\u5f97\u66f4\u591a\u76f8\u5173\u5185\u5bb9\u3002<\/span><\/p>\n<\/blockquote>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"color: rgb(178, 178, 178);\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"color: rgb(178, 178, 178);\"><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><strong class=\"ql-author-42961\">\u6570\u5b66\u9884\u8b66<\/strong><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\">\u4e3a\u4e86\u660e\u786e\u4e14\u65e0\u6b67\u4e49\u7684\u4ecb\u7ecdNLC\u7684\u5b9a\u4e49\u4ee5\u53ca\u4ecb\u7ecd\u65b9\u5f0f\uff0c\u63a5\u4e0b\u6765\u4e24\u90e8\u5206\u5c06\u5148\u4ecb\u7ecd\u672c\u6587\u4f7f\u7528\u7684\u4e00\u4e9b\u672f\u8bed\u4e0e\u6570\u5b66\u6807\u8bb0\uff0c\u7136\u540e\u4ecb\u7ecdNLC\u7684\u6570\u5b66\u5b9a\u4e49\u3002\u5982\u679c\u4f60\u5bf9\u6570\u5b66\u4e0d\u611f\u5174\u8da3\uff0c\u53ef\u4ee5\u7565\u8fc7\u4ee5\u4e0b\u4e24\u90e8\u5206\u5185\u5bb9\u3002<\/span><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"secondTitle\" style=\"white-space: normal;\">\n<p style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;line-height: 1.5em;\"><br  \/><\/p>\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u6570\u5b66\u51c6\u5907\u2014\u2014\u672f\u8bed\u4e0e\u6807\u8bb0<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><img class=\"\"      style=\"width: 18px;height: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534230848.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u4ee3\u8868\u4e00\u4e2a<\/span><img class=\"\"      style=\"height: 18px;width: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534230848.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u5c42\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u5176\u4e2d\u6bcf\u4e00\u5c42\u7528&nbsp;<\/span><img class=\"\"      style=\"height: 21px;width: 109px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534230848-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u6765\u8868\u793a\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><img class=\"\"      style=\"height: 19px;width: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534230848.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u4e3a\u7b2c<\/span><span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><\/span><span style=\"font-size: 15px;\"><\/span><img class=\"\"      style=\"height: 19px;width: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534230848-2.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u5c42\u7684\u8f93\u51fa\u7ef4\u5ea6\uff0c\u6bcf\u5c42\u7684\u8f93\u51fa\u7ef4\u5ea6\u56fa\u5b9a\uff0c\u4e0d\u540c\u5c42\u7684\u8f93\u51fa\u7ef4\u5ea6\u4e0d\u4e00\u5b9a\u76f8\u540c\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u8f93\u5165\u5411\u91cf&nbsp;<\/span><img class=\"\"      style=\"height: 18px;width: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534230849.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u53ef\u88ab\u8bb0\u505a&nbsp;<\/span><img class=\"\"      style=\"height: 19px;width: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534230849.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">&nbsp;\uff0c\u5176\u7ef4\u5ea6\u4e3a<\/span><img class=\"\"      style=\"height: 18px;width: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534230849-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">&nbsp;\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u6570\u636e\u6807\u7b7e&nbsp;<\/span><img class=\"\"      style=\"height: 18px;width: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534230849.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u4e0e\u7f51\u7edc\u8f93\u51fa<\/span><img class=\"\"      style=\"height: 18px;width: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534230849.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u7684\u8bef\u5dee\u8bb0\u505a&nbsp;<\/span><img class=\"\"      style=\"height: 18px;width: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534230849.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\uff0c\u4e5f\u88ab\u8bb0\u505a<\/span><img class=\"\"      style=\"height: 18px;width: 36px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534230849-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\uff0c\u8bef\u5dee\u5c42\u7684\u7ef4\u5ea6&nbsp;<\/span><img class=\"\"      style=\"height: 18px;width: 32px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534230849-2.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u56fa\u5b9a\u4e3a 1\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><img class=\"\"      style=\"height: 21px;width: 64px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534230849-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u4e3a\u5173\u4e8e\u53c2\u6570<\/span><img class=\"\"      style=\"height: 17px;width: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534230849-2.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\uff0c \u7b2c<\/span><img class=\"\"      style=\"height: 17px;width: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534230849.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u5c42\u5bf9\u7b2c<\/span><img class=\"\"      style=\"height: 17px;width: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534230849.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u5c42\u7684\u96c5\u514b\u6bd4\u77e9\u9635\u3002\u5728\u672c\u6587\u4e2d\uff0c\u901a\u5e38\u4f1a\u7701\u7565<\/span><img class=\"\"      style=\"height: 22px;width: 66px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534230850.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u76f4\u63a5\u8bb0\u505a<\/span><img class=\"\"      style=\"height: 20px;width: 20px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534230850.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\uff0c<img class=\"\"      style=\"height: 21px;width: 21px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534230850-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u662f&nbsp;<\/span><img class=\"\"      style=\"height: 20px;width: 40px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534230850.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u7684\u7b80\u5199\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u53d8\u91cf<\/span><img class=\"\"      style=\"height: 17px;width: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534230850.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u7684\u6807\u51c6\u5dee\u8bb0\u505a<\/span><img class=\"\"      style=\"height: 22px;width: 27px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534230850.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\uff0c<span style=\"font-size: 15px;\">\u53d8\u91cf<\/span><img class=\"\"      style=\"height: 18px;width: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534230850-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u7684\u4e8c\u6b21\u671f\u671b<\/span><img class=\"\"      style=\"height: 23px;width: 93px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534230850-2.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\u3002<\/p>\n<p style=\"white-space: normal;line-height: 1.75em;\"><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"secondTitle\" style=\"white-space: normal;\">\n<p style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;line-height: 1.5em;\"><br  \/><\/p>\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">NLC\u7684\u6570\u5b66\u672c\u4f53<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<\/section>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><\/span><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u672c\u6587\u7684\u80cc\u666f\u5de5\u4f5c[1]\u4e2d\u5b9a\u4e49\u4e86 GSC\uff0c\u9996\u5148\u6765\u56de\u987e\u4e00\u4e0b GSC\u7684\u5b9a\u4e49\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><strong class=\"ql-author-42961\">\u5b9a\u4e491<\/strong>\uff1a\u7f51\u7edc\u7684<\/span><img class=\"\"      style=\"width: 12px;height: 20px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534230850-3.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u68af\u5ea6\u89c4\u6a21\u7cfb\u6570(GSC\uff0cgradient scale coefficient\uff09\u5b9a\u4e49\u516c\u5f0f\u5982\u4e0b\uff1a<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><img class=\"\"      style=\"height: 62px;width: 504px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534230850.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"white-space: normal;\"><span style=\"font-size: 15px;\">\u7f51\u7edc\u8bef\u5dee\u7684GSC\u5982\u4e0b\uff1a<\/span><\/p>\n<p style=\"white-space: normal;\"><img class=\"\"      style=\"height: 49px;width: 252px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534230850-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5bf9\u4e8e\u4e0a\u8ff0\u516c\u5f0f\uff0c\u4e00\u4e2a\u7406\u89e3\u662f\uff0c\u5f53 GSC \u7684\u503c\u589e\u52a0\uff0c\u8bf4\u660e\u8ba1\u7b97\u5355\u4e2a\u68af\u5ea6\u7f51\u7edc\u6240\u83b7\u5f97\u7684\u4fe1\u606f\u5c31\u4f1a\u51cf\u5c11\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\">\u5728\u4ecb\u7ecd\u4e0b\u4e00\u4e2a\u5ea6\u91cf\u65b9\u5f0fDBC\u4e4b\u524d\uff0c\u9700\u8981\u4e00\u4e2a\u5173\u952e\u7684\u6a21\u578b\u5047\u8bbe\u3002 \u5047\u8bbe\u5728 d \u4e2d fl (x\uff0cy)\u7684\u5206\u5e03\u662f\u4e00\u4e2a\u5177\u6709\u4e00\u4e2a\u5e38\u6570 l \u7684\u6b63\u6001\u5206\u5e03\u534f\u65b9\u5dee\u77e9\u9635 li \u548c\u4e00\u4e2a\u6052\u5b9a\u77e9\u9635 i\u3002 \u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u57df\u7684\u76f8\u5bf9\u6536\u7f29\u4ec5\u4ec5\u662f\u6f5c\u5728\u8868\u5f81\u7684\u5927\u5c0f\u3002 \u6839\u636e\u7ecf\u9a8c\u5bf9\u8fd9\u4e24\u4e2a\u6570\u636e\u8fdb\u884c\u4f30\u8ba1\uff0c\u4ece\u800c\u5b9a\u4e49:<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><strong class=\"ql-author-42961\">\u5b9a\u4e492<\/strong>\uff1a\u7f51\u7edc<\/span><img class=\"\"      style=\"width: 11px;height: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534230851.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u7684\u57df\u504f\u5dee\u7cfb\u6570(DBC, domain bias coefficient) \u5b9a\u4e49\u516c\u5f0f\u5982\u4e0b\uff1a<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><span style=\"margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><\/span><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><img class=\"\"      style=\"height: 56px;width: 325px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534230851.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u73b0\u5728\uff0c\u4e07\u4e8b\u4ff1\u5907\uff0c\u63a5\u4e0b\u6765\u5c31\u662f\u5bf9\u4e8eNLC\u7684\u5b9a\u4e49\u3002<\/span><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><strong class=\"ql-author-42961\">\u5b9a\u4e493<\/strong>\uff1a\u7f51\u7edc<\/span><img class=\"\"      style=\"width: 10px;height: 16px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534230851-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u7684\u975e\u7ebf\u6027\u7cfb\u6570(NLC\uff0cnonlinearity coefficient) \u5b9a\u4e49\u516c\u5f0f\u5982\u4e0b\uff1a<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><img class=\"\"      style=\"height: 64px;width: 514px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534230851.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u6587\u7ae0\u8ba4\u4e3a GSC \u662f\u4e00\u4e2a\u66f4\u51c6\u786e\uff0c\u5c3d\u7ba1\u53ef\u80fd\u4e0d\u90a3\u4e48\u4fdd\u5b88\u7684\uff0c\u5bf9\u4e8e\u57df\u7684\u5927\u5c0f\u7684\u4f30\u8ba1\u3002\u6240\u4ee5\u628a<\/span><img class=\"\"      style=\"width: 23px;height: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534230851.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u8fd1\u4f3c\u4e3a<\/span><img class=\"\"      style=\"width: 62px;height: 15px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534230851.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\uff0c\u83b7\u5f97\u4e0b\u5f0f\uff1a<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><img class=\"\"      style=\"height: 39px;width: 249px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534230851-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><\/span><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\">\u4ecb\u7ecd\u5b8c\u4e86\u76f8\u5173\u7684\u6570\u5b66\u516c\u5f0f\uff0c\u4e0b\u9762\u7684\u90e8\u5206\u5c06\u901a\u8fc7\u56fe\u8868\u6765\u4ecb\u7ecdNLC\u7684\u5f3a\u5927\u4e4b\u5904\u3002<\/span><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"secondTitle\" style=\"white-space: normal;\">\n<p style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;line-height: 1.5em;\"><br  \/><\/p>\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u5b9e\u8bc1\u7814\u7a76<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<\/section>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><img class=\"\"     src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534230851.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"white-space: normal;text-align: center;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 14px;\">\u88682<\/span><\/strong><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\">\u672c\u6587\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u4e86 NLC \u5728\u5b9e\u8df5\u4e2d\u80fd\u591f\u6355\u83b7\u68af\u5ea6\u4fe1\u606f\u91cf\u3002 \u968f\u673a\u751f\u6210\u4e86\u5927\u91cf\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u3002\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u6539\u53d8\u4e86\u7f51\u7edc\u7684\u6df1\u5ea6\uff0c\u521d\u59cb\u6743\u91cd\u7684\u5927\u5c0f\uff0c\u521d\u59cb\u504f\u5dee\u7684\u5927\u5c0f\uff0c\u975e\u7ebf\u6027\u51fd\u6570\uff0c\u5f52\u4e00\u5316\u7684\u65b9\u6cd5\uff0c\u6b8b\u5dee\u8fde\u63a5\u7684\u5b58\u5728\uff0c\u8df3\u8fc7\u8fde\u63a5\u7684\u4f4d\u7f6e\u548c\u8df3\u8fc7\u8fde\u63a5\u7684\u5f3a\u5ea6\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\">\u5b9e\u9a8c\u4ece8\u4e2a\u975e\u7ebf\u6027\u7684\u96c6\u5408(\u88682)\u4e2d\u968f\u673a\u6311\u9009\u975e\u7ebf\u6027\u51fd\u6570\uff0c\u7136\u540e\u968f\u673a\u6269\u5f20\u3001\u6a2a\u5411\u504f\u79fb\u548c\u964d\u4f4e\u504f\u5dee\u3002\u6ce8\u610f\uff0c\u8fd9\u91cc\u53ea\u8003\u8651\u4e86\u5168\u8fde\u63a5\u7684\u524d\u9988\u7f51\u7edc\uff0c\u56e0\u4e3a\u5728\u6df1\u5c42\u7f51\u7edc\u7684\u5206\u6790\u7814\u7a76\u4e2d\u8fd9\u662f\u6bd4\u8f83\u901a\u7528\u7684\u4f8b\u5b50\u3002\u751f\u6210\u4e0a\u8ff0\u7f51\u7edc\u540e\uff0c\u63a5\u4e0b\u6765\u7814\u7a76\u5b83\u4eec\u5728\u4ee5\u4e0b\u4e09\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0:&nbsp;<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p style=\"white-space: normal;line-height: 1.5em;\"><strong><span style=\"font-size: 15px;\">MNIST<\/span><\/strong><\/p>\n<\/li>\n<li>\n<p style=\"white-space: normal;line-height: 1.5em;\"><strong><span style=\"font-size: 15px;\">CIFAR10<\/span><\/strong><\/p>\n<\/li>\n<li>\n<p style=\"white-space: normal;line-height: 1.5em;\"><strong><span style=\"font-size: 15px;\">waveform-noise<\/span><\/strong><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><strong><span style=\"font-size: 15px;\"><br  \/><\/span><\/strong><\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 1.5em;\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534230852.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"white-space: normal;text-align: center;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><strong style=\"color: rgb(136, 136, 136);text-align: center;white-space: normal;\"><span style=\"font-size: 14px;\">\u56fe1<\/span><\/strong><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><\/span><span  style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\"><\/span><\/p>\n<p line=\"yCta\" class=\"ql-long-42961\"><span style=\"font-size: 15px;\">\u5b9e\u9a8c\u4e3a\u6bcf\u4e2a\u6570\u636e\u96c6\u62bd\u6837\u4e86250\u4e2a\u67b6\u6784\uff0c\u5e76\u8ba1\u7b97\u4e86NLC (0,l)\u4ee5\u53ca\u8f93\u5165\u7a7a\u95f4\u4e2d\u533a\u57df\u76f8\u5bf9\u5927\u5c0f\u7684\u4e2d\u4f4d\u6570\uff0c\u5728\u8f93\u5165\u7a7a\u95f4\u4e2d\uff0c\u5c40\u90e8\u7ebf\u6027\u903c\u8fd1\u4ee5\u968f\u673a\u65b9\u5411\u63d0\u4f9b\u4fe1\u606f\u3002\u7ed3\u679c\u89c1\u56fe1\u3002\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e24\u4e2a\u91cf\u4e4b\u95f4\u5b58\u5728\u7740\u5bc6\u5207\u7684\u5173\u7cfb\u3002<\/span><\/p>\n<p line=\"yCta\" class=\"ql-long-42961\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"iAVZ\" class=\"ql-long-42961\"><span style=\"font-size: 15px;\">\u7136\u540e\u7528 SGD \u8bad\u7ec3\u8fd9750\u4e2a\u795e\u7ecf\u7f51\u7edc\u3002 \u5bf9\u6bcf\u4e2a\u67b6\u6784\u8fdb\u884c\u4e86\u7684\u72ec\u7acb\u7f51\u683c\u641c\u7d22\uff0c\u4ee5\u786e\u5b9a\u6700\u4f73\u7684\u6b65\u957f\uff0c\u4ece\u800c\u6d88\u9664\u8fd9\u4e2a\u6f5c\u5728\u7684\u6df7\u6dc6\u3002 \u8fd9\u5bfc\u81f4\u4e86\u603b\u5171\u8d85\u8fc715,000\u6b21\u5168\u9762\u8bad\u7ec3\u3002 \u6587[1]\u8bc1\u660e\u4e86\u4e3a\u6bcf\u4e2a\u67b6\u6784\u72ec\u7acb\u8bbe\u7f6e\u6b65\u957f\u7684\u91cd\u8981\u6027\u3002\u6587\u7ae0[1]\u8bc1\u660e\u4e86\u4e3a\u6bcf\u4e2a\u67b6\u6784\u72ec\u7acb\u8bbe\u7f6e\u6b65\u957f\u7684\u91cd\u8981\u6027\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span ><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span class=\"ql-author-42961\"><\/span><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"secondTitle\" style=\"white-space: normal;\">\n<p style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;line-height: 1.5em;\"><br  \/><\/p>\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u6a21\u578b\u8bbe\u8ba1\u51c6\u5219<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<\/section>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><img class=\"\"     src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534230852.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"white-space: normal;text-align: center;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 14px;\">\u56fe2<\/span><\/strong><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span ><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5728\u56fe2\u4e2d\uff0c\u7eb5\u8f74\u4e3a\u6d4b\u8bd5\u8bef\u5dee\uff0c\u6a2a\u8f74\u4e3aNLC(0,L)\uff0c\u6bcf\u4e2a\u70b9\u662f\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u3002 \u4f5c\u8005\u53d1\u73b0\uff0c\u5bf9\u4e8e\u4e09\u4e2a\u6570\u636e\u96c6\uff0c\u6d4b\u8bd5\u9519\u8bef\u90fd\u4e0e NLC \u9ad8\u5ea6\u76f8\u5173\u3002 \u4e8b\u5b9e\u4e0a\uff0c\u5bf9\u4e8eNLC\u7684\u503c\u57281~100\u4e4b\u95f4(\u56fe b \/ d \/ f)\u7684\u7f51\u7edc\u6765\u8bf4\uff0c\u6d4b\u8bd5\u9519\u8bef\u4f3c\u4e4e\u88ab\u9650\u5236\u5728 NLC \u7684\u7ebf\u6027\u51fd\u6570\u4e4b\u4e0b\u3002&nbsp;<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5bf9\u4e8e\u6240\u6709\u4e09\u4e2a\u6570\u636e\u96c6\uff0c\u53ea\u6709\u5f53 NLC \u5728\u4e00\u4e2a\u5f88\u7a84\u7684\u8303\u56f4\u5185\uff0c\u5927\u7ea6\u57281\u52302\u4e4b\u95f4\u65f6\uff0c\u624d\u80fd\u83b7\u5f97\u6700\u4f73\u6027\u80fd\u3002 \u4f5c\u8005\u8fd8\u53d1\u73b0\uff0c\u5927\u591a\u6570\u968f\u673a\u7ed3\u6784\u90fd\u6709\u4e00\u4e2a\u5927\u4e8e\u6700\u4f18\u503c\u7684 NLC\u3002 \u6362\u53e5\u8bdd\u8bf4\uff0c\u8fd9\u4e9b\u7f51\u7edc\u975e\u5e38\u5bb9\u6613\u8fc7\u62df\u5408\u3002 \u56e0\u6b64\uff0c\u672c\u6587\u7ed9\u51fa\u4e86\u795e\u7ecf\u7ed3\u6784\u8bbe\u8ba1\u7684\u7b2c\u4e00\u6761\u51c6\u5219\uff1a<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><strong class=\"ql-author-42961\">\u901a\u8fc7\u89c2\u5bdfNCL\u7684\u503c\uff0c\u6765\u9009\u62e9\u62e5\u6709\u9002\u5f53\u590d\u6742\u5ea6\u7684\u795e\u7ecf\u7f51\u7edc<\/strong><\/span><\/p>\n<p><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><strong class=\"ql-author-42961\"><br  \/><\/strong><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><strong class=\"ql-author-42961\"><img class=\"\"     src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534230852-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/strong><\/p>\n<p style=\"white-space: normal;text-align: center;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"background-color: rgb(255, 255, 255);font-size: 14px;\">\u56fe3<\/span><\/strong><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u8bf7\u6ce8\u610f\uff0cNLC \u5f88\u5bb9\u6613\u8ba1\u7b97\u3002\u5728\u56fe 3A \u4e2d\uff0c\u5bf9\u6bd4\u5728CIFAR10\u6570\u636e\u96c6\u4e0a\uff0c\u8bad\u7ec3\u524d\u540e\u7684 NLC \u503c\u3002 \u5728\u7edd\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u53d8\u5316\u5f88\u5c0f\u3002 \u5728\u56fe2 a \/ c \/ e \u4e2d\uff0c\u6211\u4eec\u6ce8\u610f\u5230\uff0c\u5728\u5de6\u4e0a\u89d2\u6709\u4e00\u4e9b\u5f02\u5e38\u70b9\uff0c\u5b83\u4eec\u4ee3\u8868\u4e86\u4e0d\u53ef\u8bad\u7ec3\u7684\u67b6\u6784\u3002<\/span><span ><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span ><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u6587\u7ae0\u5bf9\u56fe2\u4e2d\u7684\u70b9\u8fdb\u884c\u4e86\u989c\u8272\u7f16\u7801\uff0c\u5176\u4e2d a \u70b9\u8d8a\u7ea2\uff0cDBC(l) \u8d8a\u9ad8\u3002 \u5b9e\u9a8c\u53d1\u73b0\u4e0a\u8ff0\u5f02\u5e38\u503c\u4e0e\u8868\u73b0\u51fa\u6700\u9ad8\u504f\u5dee\u7684\u7f51\u7edc\u7ed3\u6784\u76f8\u5bf9\u5e94\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u7814\u7a76\u8fd9\u79cd\u6548\u5e94\uff0c\u4f5c\u8005\u4fee\u6539\u4e86\u5728 CIFAR10 \u4e0a\u8bad\u7ec3\u7684\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\uff0c\u4f7f\u5b83\u4eec\u53ef\u80fd\u4ea7\u751f\u66f4\u9ad8\u7684\u57df\u504f\u7f6e\u503c\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5bf9\u8fd9\u4e9b\u7f51\u7edc\u8fdb\u884c\u8bad\u7ec3\u540e\uff0c\u5c06 DBC(l) \u4e0e\u5bf9\u5e94\u7684\u6d4b\u8bd5\u9519\u8bef\u5448\u73b0\u5728\u56fe3B\u4e2d\u3002\u867d\u7136\u504f\u5dee\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4f3c\u4e4e\u4e0d\u4f1a\u5f71\u54cd\u6027\u80fd\uff0c\u4f46\u662f\u6240\u6709\u7684DBC \u8d85\u8fc7300\u7684\u7f51\u7edc\u90fd\u8868\u73b0\u51fa\u968f\u673a\u6027\u3002 \u56e0\u6b64\uff0c\u6839\u636e\u4e0a\u8ff0\u7ed3\u679c\uff0c\u7ed9\u51fa\u4e86\u795e\u7ecf\u7ed3\u6784\u8bbe\u8ba1\u7684\u7b2c\u4e8c\u6761\u51c6\u5219\uff1a<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><strong class=\"ql-author-42961\"><br  \/><\/strong><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><strong class=\"ql-author-42961\">\u901a\u8fc7\u89c2\u5bdfDBC(L)\u7684\u503c\uff0c\u6765\u907f\u514d\u592a\u9ad8\u7684\u504f\u5dee\u3002<\/strong><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><strong class=\"ql-author-42961\"><br  \/><\/strong><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u6587[1]\u8be6\u7ec6\u8bf4\u660e\u4e86 k \u7a00\u91ca\u6548\u5e94(e k-dilution effect)\uff0c\u8fd9\u79cd\u6548\u5e94\u5bfc\u81f4\u5728\u5728\u53cd\u5411\u4f20\u64ad\u8fc7\u7a0b\uff0c\u6b8b\u5dee\u8fde\u63a5\u5927\u5e45\u5ea6\u51cf\u5c11 GSC \u7684\u589e\u957f\u3002 \u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u8bc1\u660e\uff0cResNets \u5927\u7ea6\u5b9e\u73b0\u4e86\u4e00\u4e2a\u6b63\u4ea4\u7684\u521d\u59cb\u72b6\u6001\uff0c\u5e76\u4e14\u8ba4\u4e3a\u4e0d\u4ec5\u51cf\u5c11\u4e86\u590d\u6742\u5ea6\uff0c\u800c\u4e14\u63d0\u9ad8\u4e86\u6027\u80fd\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">&nbsp;\u5728\u56fe2\u4e2d\uff0c\u5bf9\u70b9\u8fdb\u884c\u5f69\u8272\u5904\u7406\uff0c\u4f7f\u5f97\u67b6\u6784\u7684\u6b8b\u5dee\u8fde\u63a5\u8d8a\u5f3a\uff0c\u70b9\u5c31\u8d8a\u84dd\u3002\u6ca1\u6709\u6b8b\u5dee\u8fde\u63a5\u7684\u67b6\u6784\u6ca1\u6709\u84dd\u8272\u3002 \u6b63\u5982\u9884\u671f\u7684\u90a3\u6837\uff0c\u672c\u6587\u53d1\u73b0\u5e26\u6709\u6b8b\u5dee\u8fde\u63a5\u7684\u67b6\u6784\u8868\u73b0\u51fa\u8f83\u4f4e\u7684 NLC\u3002 \u56e0\u6b64\uff0c\u5236\u5b9a\u4e86\u7b2c\u4e09\u6761\u51c6\u5219\uff1a<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><strong class=\"ql-author-42961\">\u5229\u7528\u6b8b\u5dee\u8fde\u63a5\u6765\u964d\u4f4e NCL\uff0c\u63d0\u5347\u7f51\u7edc\u51c6\u786e\u6027\u3002<\/strong><\/span><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"secondTitle\" style=\"white-space: normal;\">\n<p style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;line-height: 1.5em;\"><br  \/><\/p>\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">NLC\u5bf9\u975e\u7ebf\u6027\u5355\u5143\u7684\u89e3\u91ca<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<\/section>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u672c\u90e8\u5206\u5c06\u63a2\u7a76NLC\u548c\u975e\u7ebf\u6027\u51fd\u6570\u7684\u4f4e\u7ea7\u5c5e\u6027\u4e4b\u95f4\u7684\u8054\u7cfb\u3002\u7ed9\u5b9a\u4e00\u4e2a\u4e00\u7ef4\u975e\u7ebf\u6027\u64cd\u4f5c \u03c4 \u548c\u6fc0\u6d3b\u524d\u7684\u6570\u636e\u5206\u5e03\uff0c\u5206\u5e03\u4e3a\u6807\u51c6\u5dee\u4e3a\u03c3\uff0c\u5747\u503c\u4e3a0\u7684\u9ad8\u65af\u5206\u5e03\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><\/span><\/span><img class=\"\"      style=\"width: 332px;height: 40px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534230852.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p line=\"OcNf\" class=\"ql-long-42961\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5982\u679c&nbsp;<\/span><img class=\"\"      style=\"width: 25px;height: 22px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534230852.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u4ee3\u8868&nbsp;<\/span><img class=\"\"      style=\"width: 42px;height: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534230852.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u7684\u5404\u4e2a\u5206\u91cf\u5e94\u7528\u4e86&nbsp;<\/span><img class=\"\"      style=\"width: 12px;height: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534230852.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u51fd\u6570\u4e4b\u540e\u7684\u7ed3\u679c\uff0c\u90a3\u4e48&nbsp;<\/span><img class=\"\"      style=\"width: 34px;height: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534230853.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"line-height: 1.5em;\"><em><span style=\"font-size: 15px;\">\u662f\u6839\u636e\u5747\u503c\u4e3a0\u548c\u534f\u65b9\u5dee\u4e3a \u03c3I \u7684\u9ad8\u65af\u5206\u5e03<\/span><\/em><span style=\"font-size: 15px;\">\u3002\u5219&nbsp;<\/span><img class=\"\"      style=\"width: 172px;height: 16px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534230853.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">&nbsp;\u3002\u7ed3\u679c\u8868\u660e\uff0c\u5982\u679cbatch normalization \u5728\u4e00\u4e2a\u5168\u8fde\u63a5\u5c42\u4e4b\u540e\uff0c\u5219\u795e\u7ecf\u5143\u6fc0\u6d3b\u540e\u7684 batchnorm \u5927\u7ea6\u662f\u5355\u4f4d\u9ad8\u65af\u5206\u5e03\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u56e0\u6b64\uff0c\u5728\u4e00\u4e2a\u5305\u542bbatchnorm \u548c\u975e\u7ebf\u6027\u5c42\u7684 \u5168\u8fde\u63a5\u7f51\u7edc\u4e2d\uff0c\u5f53 batchnorm \u8fd1\u4f3c\u662f\u7ebf\u6027\u65f6\uff0c\u6211\u4eec\u671f\u671b\u67d0\u4e00\u5c42\u7684 NLC (1)\u5927\u7ea6\u662f<\/span><img class=\"\"      style=\"width: 56px;height: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534230853.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">&nbsp;\ufeff\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><br  \/><\/p>\n<p class=\"p1\"><span style=\"font-size: 15px;\">\u8bad\u7ec3\u4e00\u4e2a\u5305\u542b batch normalization\u3001\u975e\u7ebf\u6027\u51fd\u6570\u7684\u4e24\u5c42\u7f51\u7edc\u3002<\/span><span style=\"font-size: 15px;\">\u5728\u88682\u4e2d\uff0c\u672c\u6587\u5c55\u793a\u4e86\u7f51\u7edc\u4f7f\u7528\u76848\u4e2a\u975e\u7ebf\u6027\u51fd\u6570\u7684&nbsp;<em class=\"ql-author-42961\" line-inline=\"qT67\"><\/em><\/span><img class=\"\"      style=\"width: 57px;height: 20px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534230853-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u503c\uff0c\u4ee5 \u53ca10\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684\u4e24\u5c42\u7f51\u7edc\u7684 NLC(0,l)(\u4e2d\u503c)\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u4f5c\u8005\u53d1\u73b0\u8fd9\u4e24\u884c\u503c\u4e4b\u95f4\u6709\u7740\u5bc6\u5207\u7684\u5173\u8054\u3002\u7136\u540e\u6d4b\u91cf\u4e8649\u5c42 batchnorm \u7f51\u7edc\u4e2d\u7684 NLC (0\uff0cl) \uff0c\u5176\u4e2d\u5305\u542b48\u4e2a\u975e\u7ebf\u6027\u8fd0\u7b97\u3002 8\u4e2a\u975e\u7ebf\u6027\u51fd\u6570\u4e2d\u76846\u4e2a\uff0cNLC(0\uff0cl)\u4e0e\u6307\u6570&nbsp;<\/span><img class=\"\"      style=\"width: 66px;height: 22px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534230853.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\u5341\u5206\u63a5\u8fd1\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u8fd9\u5f3a\u8c03\u4e86\u5173\u4e8e\u5c42\u7ea7\u667a\u80fd GSC \u6307\u6570\u590d\u5408\u7684\u7406\u8bba\u5206\u6790\u3002 \u7ed3\u679c\u8868\u660e\uff0c\u7f51\u7edc\u7684 NLC \u4e0e\u975e\u7ebf\u6027\u5bc6\u5207\u76f8\u5173\u3002 \u8bf7\u6ce8\u610f\uff0c\u5e73\u65b9\u548c\u5947\u6570\u6b21\u65b9\u975e\u7ebf\u6027\u7684 NLC \u503c\u9ad8\u6df1\u5ea6\u504f\u79bb<\/span><img class=\"\"      style=\"width: 54px;height: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534230853.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 15px;\">\uff0c\u662f\u56e0\u4e3a\u8fd9\u4e9b\u975e\u7ebf\u6027\u653e\u5927\u5927\u8f93\u5165\u7684\u503c\uff0c\u800c\u7f29\u5c0f\u4e86\u5c0f\u8f93\u5165\u7684\u503c\u3002\u8fd9\u5bfc\u81f4\u4e86\u4e0e\u4e0d\u540c\u8f93\u5165\u76f8\u5bf9\u5e94\u7684\u6f5c\u5728\u8868\u793a\u957f\u5ea6\u4e0e\u968f\u6df1\u5ea6\u504f\u79bb\uff0c\u7834\u574f\u4e86\u9ad8\u65af\u6027\u3002<\/span><\/p>\n<p line=\"gZpB\" class=\"ql-long-42961\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u8fd9\u4f3c\u4e4e\u610f\u5473\u7740\uff0c\u6539\u53d8\u975e\u7ebf\u6027\u7684\u7ebf\u6027\u8fd1\u4f3c\uff0cNLC \u4f1a\u968f\u4e4b\u6539\u53d8\u3002\u5bf9\u4e8e\u6240\u6709CIFAR10\u4e0a\u8bad\u7ec3\uff0cNLC(0\uff0cl)\u5927\u4e8e10\u7684\u7f51\u7edc\uff0c\u75280.1(s) + 0.9s \u4ee3\u66ff\u4e86\u975e\u7ebf\u6027\u6fc0\u6d3b\u51fd\u6570\uff08\u5373\u7528\u7ebf\u6027\u51fd\u6570\u5927\u91cf\u7a00\u91ca\u4e86\u975e\u7ebf\u6027\uff09\u3002&nbsp;<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5bf9\u8fd9\u4e9b\u67b6\u6784\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u5728110\u4e2a\u6848\u4f8b\u4e2d\u6709102\u4e2a\u6848\u4f8b\u5f97\u5230\u4e86\u6539\u8fdb\u3002 \u8fd9\u8868\u660e\u6bd4\u8d77\u975e\u7ebf\u6027\u7684\u7cbe\u786e\u5f62\u72b6\uff0cNLC \u5bf9\u7f51\u7edc\u6027\u80fd\u7684\u5ea6\u91cf\u66f4\u52a0\u91cd\u8981\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><strong><br  \/><\/strong><\/span><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"secondTitle\" style=\"white-space: normal;\">\n<p style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;line-height: 1.5em;\"><br  \/><\/p>\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u603b\u7ed3<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<\/section>\n<p style=\"white-space: normal;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u672c\u6587\u4ecb\u7ecd\u4e86\u975e\u7ebf\u6027\u7cfb\u6570\uff0c\u5bf9\u5168\u8fde\u63a5\u7f51\u7edc\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u9884\u6d4b\u5668\uff0c\u4e0e\u7f51\u7edc\u68af\u5ea6\u7684\u4fe1\u606f\u6027\u548c\u4e2a\u4f53\u975e\u7ebf\u6027\u7684\u7ebf\u6027\u8fd1\u4f3c\u6027\u5bc6\u5207\u76f8\u5173\u3002 \u56e0\u6b64\uff0cNLC \u4ee3\u8868\u4e86\u4e00\u4e2a\u7b80\u5355\u800c\u6709\u529b\u7684\u5047\u8bbe\uff0c\u5373\u7f51\u7edc\u7684\u590d\u6742\u6027\u53ca\u8fc7\u62df\u5408\u7684\u53ef\u80fd\u6027\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><strong><span style=\"font-size: 15px;\">\u975e\u7ebf\u6027\u7cfb\u6570\u65b9\u6cd5\uff08NLC\uff09\u7684\u8ba1\u7b97\u6210\u672c\u4f4e\u5ec9\uff0c\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u7a33\u5b9a\uff0c\u5177\u6709\u91cd\u8981\u7684\u5b9e\u7528\u4ef7\u503c\u3002<\/span><\/strong><span style=\"font-size: 15px;\">\u901a\u8fc7\u4e00\u9879\u5927\u89c4\u6a21\u7684\u5b9e\u8bc1\u7814\u7a76\u6838\u5b9e\u4e86\u6587\u7ae0\u7684\u7ed3\u679c\uff0c\u8fd9\u9879\u7814\u7a76\u8fd8\u8868\u660e\uff0c\u5fc5\u987b\u907f\u514d\u5b58\u5728\u8fc7\u5927\u7684\u504f\u5dee\uff0c\u53ef\u4ee5\u901a\u8fc7\u6b8b\u5dee\u8fde\u63a5\u6765\u51cf\u5c11 NLC\uff0c\u5e76\u53d6\u5f97\u8fdb\u4e00\u6b65\u7684\u6027\u80fd\u6536\u76ca\u3002<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u53c2\u8003\u6587\u732e\uff1a<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 15px;\">[1]:The exploding gradient problem demystified &#8211; definition, prevalence, impact, origin, tradeoffs, and solutions.<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;color: rgb(178, 178, 178);\"><\/span><\/p>\n<blockquote>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u4f5c\u8005\uff1a\u5f69\u4e91\u5c0f\u8bd17\u53f7<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u5ba1\u6821\uff1aSylvia \u738b\u8d1d\u8d1d<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u7f16\u8f91\uff1a\u5b5f\u5a55<\/span><\/p>\n<\/blockquote>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(178, 178, 178);\"><\/span><br  \/><\/p>\n<section class=\"\"    style=\"color: rgb(51, 51, 51);\">\n<section class=\"\"    style=\"letter-spacing: 0.544px;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);transform: translate(0px, 2px);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\">\u63a8\u8350\u8bfe\u7a0b<\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>&nbsp;&nbsp;<\/p>\n<p style=\"text-align: center;\"><img class=\"\"      style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534230853.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/section>\n<p style=\"line-height: 1.75em;\"><br  \/><\/p>\n<section class=\"\"    style=\"color: rgb(51, 51, 51);\">\n<section class=\"\"    style=\"letter-spacing: 0.544px;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u63a8\u8350\u9605\u8bfb<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"color: rgb(51, 51, 51);\"><br  \/><\/p>\n<p style=\"color: rgb(51, 51, 51);text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489376&amp;idx=1&amp;sn=3e07f795628c60a8161592b7a705438d&amp;chksm=e8944deddfe3c4fbed3dddd0bf9f4b749c1a5e1fd4ebd93be0f387a1f8dfb09781309394f339&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;\"><strong><span style=\"font-size: 14px;\">\u56fe\u7f51\u7edc\u2014\u2014\u6084\u7136\u5174\u8d77\u7684\u6df1\u5ea6\u5b66\u4e60\u65b0\u6d6a\u6f6e | AI&amp;Society\u7b2c\u516b\u671f\u56de\u987e<\/span><\/strong><strong><span style=\"font-size: 14px;\"><\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"text-align: center;\"><span style=\"font-size: 14px;text-decoration: underline;\"><strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489408&amp;idx=1&amp;sn=5bf90fea3d75c3a306e53624e3e2ba12&amp;chksm=e8944d0ddfe3c41bd0b352a8b4d6248f9f1e911a09e12def4640689cdd4e24158196845da77c&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;\">\u7528\u56fe\u5377\u79ef\u7f51\u7edc\u9884\u6d4b\u6d77\u91cf\u836f\u7269\u76f8\u4e92\u4f5c\u7528<\/a><\/strong><\/span><\/p>\n<p style=\"color: rgb(51, 51, 51);text-align: center;\"><span style=\"font-size: 14px;text-decoration: underline;letter-spacing: 1px;\"><strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487922&amp;idx=1&amp;sn=3177d81e98b6bb9ac38decd85275aeac&amp;chksm=e8944b3fdfe3c229cc44f316415849b3da06ea1ff772922e71eadead3e601e4c7326fb27a4a1&amp;scene=21#wechat_redirect\" target=\"_blank\">\u51e0\u4f55\u6df1\u5ea6\u5b66\u4e60\u524d\u6cbf<\/a><\/strong><\/span><\/p>\n<p style=\"color: rgb(51, 51, 51);text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488516&amp;idx=1&amp;sn=4b9632eacde5b34d0a1a08fa0aeda82d&amp;chksm=e8944e89dfe3c79f9b7f59799de567feb3f391ae877894c3bbdb8683af73ad72b1fcd4354431&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;\"><span style=\"font-size: 14px;\"><strong>\u6df1\u5ea6\u5b66\u4e60\u65b0\u661f | \u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08GCN\uff09\u6709\u591a\u5f3a\u5927\uff1f<\/strong><\/span><\/a><br  \/><\/p>\n<p style=\"color: rgb(51, 51, 51);text-align: center;\"><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=\"color: rgb(87, 107, 149);text-decoration: underline;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);font-size: 14px;letter-spacing: 1px;\"><strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/a><\/p>\n<p><br  \/><\/p>\n<hr style=\"white-space: normal;color: rgb(51, 51, 51);\"  \/>\n<p style=\"white-space: normal;color: rgb(51, 51, 51);text-align: center;\"><img class=\"__bg_gif\"    width=\"100%\"  style=\"letter-spacing: 0.5px;visibility: visible !important;width: 64px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534230853.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;white-space: normal;color: rgb(51, 51, 51);\">\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;outline: none;\">\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;outline: none;\">\n<section   style=\"outline: none;\">\n<section  style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px;outline: none;\">\n<section  style=\"line-height: 25.6px;border-color: rgb(123, 12, 0);\">\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;text-align: center;\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 12px;color: rgb(136, 136, 136);\">\u96c6\u667aQQ\u7fa4\uff5c292641157<br  \/>\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<br  \/><\/span><\/strong><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;line-height: 1.75em;text-align: center;\"><strong mpa-from-tpl=\"t\" style=\"font-size: 14px;white-space: pre-wrap;color: rgb(0, 112, 192);line-height: 25.6px;\"><strong mpa-from-tpl=\"t\" style=\"line-height: 28px;white-space: normal;color: rgb(61, 170, 214);font-size: 20px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\"><span style=\"color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;text-align: center;\"><span style=\"color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;text-align: center;\"><span style=\"color: rgb(0, 0, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;text-align: center;\"><span style=\"color: rgb(0, 0, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;\">\n<p style=\"margin: 5px auto;padding: 10px;width: 180px;border-width: 2px;border-style: dashed;border-color: rgb(132, 132, 132);line-height: 1.75em;text-align: center;overflow-wrap: break-word !important;\"><img class=\"\"     width=\"auto\"  style=\"overflow-wrap: break-word !important;visibility: visible !important;width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534230853.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/section>\n<p style=\"text-align: center;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"text-align: center;\"><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<p><br  \/><\/p>\n<blockquote class='keep-source'>\n<p>\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a                         \u96c6\u667a\u4ff1\u4e50\u90e8                      <\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u56fe\u7247\u6765\u6e90\uff1awww.cs.uaf.deu \u5bfc\u8bed \u8bbe\u8ba1\u51fa\u9ad8\u6027\u80fd\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u662fAI\u4ece\u4e1a\u8005\u8ffd\u6c42\u7684\u76ee\u6807\uff0c\u4f46\u662f\u5e76\u6ca1\u6709\u901a\u7528\u7684\u8bbe\u8ba1\u51c6\u5219\u3002\u5728\u4e0d\u4e45\u524d\u53d1\u8868\u7684\u4e00\u7bc7\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e00\u79cd\u6307\u6807\u2014\u2014\u975e\u7ebf\u6027\u7cfb\u6570\uff0c\u53ef\u4ee5\u5f88\u597d\u5730\u5ea6\u91cf\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u8fc7\u62df\u5408\u7a0b\u5ea6\u3002\u4e0b\u9762\u662f\u5bf9\u8fd9\u7bc7\u8bba\u6587\u7684\u89e3\u8bfb\u3002 \u8bba\u6587\u9898\u76ee\uff1a The Nonlinearity Coe&#8230;<\/p>\n","protected":false},"author":1,"featured_media":592,"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\/591"}],"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=591"}],"version-history":[{"count":1,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/591\/revisions"}],"predecessor-version":[{"id":650,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/591\/revisions\/650"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/592"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=591"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=591"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=591"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=591"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}