{"id":1573,"date":"2018-06-09T01:00:00","date_gmt":"2018-06-08T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-05T18:00:37","modified_gmt":"2018-12-05T10:00:37","slug":"%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e6%96%b0%e6%98%9f-%e5%9b%be%e5%8d%b7%e7%a7%af%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%ef%bc%88gcn%ef%bc%89%e6%9c%89%e5%a4%9a%e5%bc%ba%e5%a4%a7%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=1573","title":{"rendered":"\u6df1\u5ea6\u5b66\u4e60\u65b0\u661f | \u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08GCN\uff09\u6709\u591a\u5f3a\u5927\uff1f"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\" >\n<section style=\"white-space:normal;text-align:left;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231103.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 13px;\">\u5e26\u6709\u4e00\u9636\u6ee4\u6ce2\u5668\u7684\u591a\u5c42\u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/span><\/strong><\/span><\/p>\n<blockquote>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u7f16\u8bd1\uff1a\u96c6\u667a\u7ffb\u8bd1\u7ec4<br  \/><\/span><\/p>\n<p mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u6765\u6e90\uff1aTHOMAS KIPF<\/span><\/p>\n<\/blockquote>\n<p mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section>\n<section style=\"margin-top: 0.5em;margin-bottom: 0.5em;text-align: center;\">\n<section style=\"display: inline-block;box-sizing: border-box;\">\n<section style=\"width: 9px;height: 9px;float: left;border-top: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-top: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"clear: both;box-sizing: border-box;\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px;box-sizing: border-box;\">\n<section style=\"border-width: 2px;border-style: solid;border-color: rgb(123, 12, 0);font-size: 19.2px;padding-right: 10px;padding-left: 10px;box-sizing: border-box;color: rgb(255, 255, 255);background-color: rgb(123, 12, 0);\">\n<section style=\"box-sizing: border-box;\">\n<p><span style=\"font-size: 16px;\">\u7efc\u8ff0<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"width: 9px;height: 9px;float: left;border-bottom: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-bottom: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u771f\u5b9e\u4e16\u754c\u4e2d\uff0c\u8bb8\u591a\u91cd\u8981\u7684\u6570\u636e\u96c6\u90fd\u662f\u4ee5\u56fe\u6216\u8005\u7f51\u7edc\u7684\u5f62\u5f0f\u5b58\u5728\u7684\uff0c\u6bd4\u5982\u793e\u4ea4\u7f51\u7edc\uff0c\u77e5\u8bc6\u56fe\u8c31\uff0c\u86cb\u767d\u8d28\u76f8\u4e92\u4f5c\u7528\u7f51\uff0c\u4e16\u754c\u8d38\u6613\u7f51\u7b49\u7b49\u3002\u7136\u800c\uff0c\u8fc4\u4eca\u4e3a\u6b62\uff0c\u5374\u5f88\u5c11\u6709\u4eba\u5173\u6ce8\u5e76\u4e14\u5c1d\u8bd5\u5c06\u795e\u7ecf\u7f51\u7edc\u4e00\u822c\u5316\u540e\u5e94\u7528\u5728\u8fd9\u6837\u7684\u6570\u636e\u96c6\u4e0a\u3002<br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5728\u8fc7\u53bb\u51e0\u5e74\u91cc\uff0c\u6709\u4e00\u4e9b\u8bba\u6587\u91cd\u65b0\u56de\u987e\u4e86\u8fd9\u4e2a\u95ee\u9898\uff0c\u5c1d\u8bd5\u5c06\u795e\u7ecf\u7f51\u7edc\u4e00\u822c\u5316\u5e76\u5e94\u7528\u5728\u4efb\u610f\u56fe\u7ed3\u6784\u6570\u636e\u4e2d\u3002<\/p>\n<blockquote>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\">&nbsp;Bruna et al., ICLR 2014;&nbsp;Henaff et al., 2015;&nbsp;Duvenaud et al., NIPS 2015;&nbsp;Li et al., ICLR 2016;&nbsp;Defferrard et al., NIPS 2016;&nbsp;Kipf &amp; Welling, ICLR 2017<\/span><\/p>\n<\/blockquote>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5176\u4e2d\u4e00\u4e9b\u5de5\u4f5c\u5728\u67d0\u4e9b\u9886\u57df\u5df2\u7ecf\u8fbe\u5230\u4e86\u975e\u5e38\u597d\u7684\u6548\u679c\uff0c\u800c\u8fd9\u4e9b\u9886\u57df\u4e4b\u524d\u4e3b\u8981\u662f\u7531\u6838\u65b9\u6cd5\uff0c\u56fe\u6b63\u5219\u5316\u7b49\u65b9\u6cd5\u6765\u89e3\u51b3\u7684\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u5c06\u4f1a\u5bf9<strong>\u8fd9\u4e2a<\/strong><strong>\u9886\u57df\u6700\u8fd1\u7684\u53d1\u5c55\u505a\u4e00\u4e2a\u7efc\u8ff0\uff0c\u5e76\u4e14\u6307\u51fa\u591a\u79cd\u65b9\u6cd5\u6a21\u578b\u7684\u4f18\u7f3a\u70b9\u3002<\/strong>\u672c\u7bc7\u6587\u7ae0\u4e3b\u8981\u6839\u636e\u4ee5\u4e0b\u4e24\u7bc7\u8bba\u6587\u8fdb\u884c\u8ba8\u8bba\u3002<\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(0, 0, 0);\">Kipf &amp; Welling (ICLR 2017),&nbsp;Semi-Supervised Classification with Graph Convolutional Networks&nbsp;(disclaimer: I&#8217;m the first author)<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(0, 0, 0);\">Defferrard et al. (NIPS 2016),&nbsp;Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u53e6\u5916\u6709\u5174\u8da3\u7684\u8fd8\u53ef\u4ee5\u53bbFerenc Huszar\u5199\u7684\u300aHow powerful are Graph Convolutions?\u300b\u8fd9\u7bc7\u6587\u7ae0\u8fdb\u884c\u8ba8\u8bba\uff0c\u6587\u7ae0\u91cc\u5199\u4e86\u56fe\u5377\u79ef\u6a21\u578b\u7684\u9650\u5236\u3002\u6211\u5bf9\u8fd9\u7bc7\u6587\u7ae0\u4e5f\u5199\u4e86\u4e00\u4e2a\u7b80\u77ed\u7684\u8bc4\u8bba\u3002<\/p>\n<blockquote>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\">\u6587\u7ae0\u5730\u5740\uff1a<span style=\"letter-spacing: 0px;\">http:\/\/www.inference.vc\/how-powerful-are-graph-convolutions-review-of-kipf-welling-2016-2\/<\/span><\/span><\/p>\n<\/blockquote>\n<section mpa-paragraph-type=\"title\">\n<section >\n<section  >\n<section ><strong mpa-from-tpl=\"t\"><\/p>\n<p><span mpa-is-content=\"t\"><\/span><\/p>\n<p><\/strong><\/p>\n<p><span mpa-is-content=\"t\"><\/span><\/p>\n<section class=\"mpa-template\"   >\n<section>\n<section style=\"margin-top: 0.5em;margin-bottom: 0.5em;text-align: center;\">\n<section style=\"display: inline-block;box-sizing: border-box;\">\n<section style=\"width: 9px;height: 9px;float: left;border-top: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-top: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"clear: both;box-sizing: border-box;\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px;box-sizing: border-box;\">\n<section style=\"border-width: 2px;border-style: solid;border-color: rgb(123, 12, 0);font-size: 19.2px;padding-right: 10px;padding-left: 10px;box-sizing: border-box;color: rgb(255, 255, 255);background-color: rgb(123, 12, 0);\">\n<section style=\"box-sizing: border-box;\">\n<p><span style=\"font-size: 16px;\" mpa-is-content=\"t\">\u5185\u5bb9\u6897\u6982<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"width: 9px;height: 9px;float: left;border-bottom: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-bottom: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p><span mpa-is-content=\"t\" style=\"\"><\/span><span style=\"font-size: 15px;letter-spacing: 0px;\">\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u7b80\u5355\u4ecb\u7ecd<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u8c31\u56fe\u5377\u79ef\u548c\u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08GCN\uff09<\/p>\n<\/li>\n<li>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Demo\uff1a\u4f7f\u7528\u7b80\u5355\u7684\u4e00\u9636GCN\u6a21\u578b\u8fdb\u884c\u56fe\u5d4c\u5165<\/p>\n<\/li>\n<li>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">GCN\u662fWL\u7b97\u6cd5\u7684\u53ef\u5fae\u5206\u4e00\u822c\u5316\u5f62\u5f0f<\/p>\n<\/li>\n<\/ul>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5982\u679c\u4f60\u5df2\u7ecf\u8db3\u591f\u719f\u6089GCN\u6a21\u578b\uff0c\u4f60\u53ef\u4ee5\u76f4\u63a5\u8df3\u5230\u201c\u7a7a\u624b\u9053\u4ff1\u4e50\u90e8\u7f51\u7edc\u7684\u5d4c\u5165\u201d\u8fd9\u90e8\u5206\u3002<\/p>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section>\n<section style=\"margin-top: 0.5em;margin-bottom: 0.5em;text-align: center;\">\n<section style=\"display: inline-block;box-sizing: border-box;\">\n<section style=\"width: 9px;height: 9px;float: left;border-top: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-top: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"clear: both;box-sizing: border-box;\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px;box-sizing: border-box;\">\n<section style=\"border-width: 2px;border-style: solid;border-color: rgb(123, 12, 0);font-size: 19.2px;padding-right: 10px;padding-left: 10px;box-sizing: border-box;color: rgb(255, 255, 255);background-color: rgb(123, 12, 0);\">\n<section style=\"box-sizing: border-box;\">\n<p><span style=\"font-size: 16px;\" mpa-is-content=\"t\">\u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u6709\u591a\u5f3a\u5927\uff1f<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"width: 9px;height: 9px;float: left;border-bottom: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-bottom: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;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-left-color: rgb(123, 12, 0);border-right-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 style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u6700\u8fd1\u6587\u732e<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u4e00\u822c\u5316CNN\u3001RNN\u8fd9\u6837\u7684\u795e\u7ecf\u7f51\u7edc\u5e76\u4e14\u5c06\u5b83\u4eec\u5e94\u7528\u5728\u56fe\u7ed3\u6784\u6570\u636e\u4e0a\u662f\u4e00\u4e2a\u5f88\u6709\u6311\u6218\u6027\u7684\u5de5\u4f5c\u3002\u6700\u8fd1\u6709\u4e00\u4e9b\u8bba\u6587\u63d0\u51fa\u4e86\u9488\u5bf9\u7279\u5b9a\u95ee\u9898\u7684\u4e13\u7528\u67b6\u6784\uff08\u6bd4\u5982\uff0cDuvenaud\u7b49, NIPS 2015;&nbsp;Li et\u7b49, ICLR 2016;&nbsp;Jain\u7b49, CVPR 2016\uff09\uff0c\u8fd8\u6709\u4e00\u4e9b\u8bba\u6587\u8fd0\u7528\u57fa\u4e8e\u8c31\u56fe\u7406\u8bba\u7684\u56fe\u5377\u79ef\u6765\u5b9a\u4e49\u53c2\u6570\u5316\u7684\u6ee4\u6ce2\u5668\uff08filter\uff09\uff08Bruna\u7b49, ICLR 2014;&nbsp;Henaff\u7b49, 2015\uff09\uff0c\u5e76\u5c06\u5b83\u4eec\u5e94\u7528\u5728\u6211\u4eec\u719f\u77e5\u7684\u7ecf\u5178\u591a\u5c42CNN\u7f51\u7edc\u4e2d\u3002<br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u53e6\u5916\u6700\u8fd1\u66f4\u591a\u7684\u5de5\u4f5c\u91cd\u70b9\u662f\u7ed3\u5408\u901f\u5ea6\u5feb\u7684\u542f\u53d1\u5f0f\u7b97\u6cd5\u548c\u901f\u5ea6\u6162\u4f46\u66f4\u5408\u7406\u7684\u8c31\u65b9\u6cd5\u3002<\/strong>Defferrard\u7b49\u4eba \uff08NIPS 2016\uff09\u4f7f\u7528\u5e26\u6709\u81ea\u7531\u53c2\u6570\u7684Chebyshev\u591a\u9879\u5f0f\u5728\u8c31\u57df\u4e2d\u8fd1\u4f3c\u5f97\u5230\u5e73\u6ed1\u7684\u6ee4\u6ce2\u5668\uff0c\u5176\u4e2d\u53c2\u6570\u53ef\u4ee5\u901a\u8fc7\u4e00\u4e2a\u7c7b\u4f3c\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u5b66\u4e60\u3002\u4ed6\u4eec\u5728\u5e38\u7528\u7684\u6570\u636e\u96c6\uff08MNIST\uff09\u5f97\u5230\u4e86\u4ee4\u4eba\u4fe1\u670d\u7684\u7ed3\u679c\uff0c\u548c\u7b80\u5355\u76842\u7ef4CNN\u6a21\u578b\u7684\u7ed3\u679c\u975e\u5e38\u63a5\u8fd1\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5728\u8fd9\u7bc7\uff08Kipf &amp; Welling\u7b49\uff0cICLR 2017\uff09\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u4e00\u4e2a\u76f8\u4f3c\u7684\u65b9\u6cd5\u5e76\u4e14\u4e5f\u662f\u4ece\u8c31\u56fe\u5377\u79ef\u7684\u6846\u67b6\u51fa\u53d1\uff0c\u5e76\u5f15\u5165\u4e86\u4e00\u79cd\u7b80\u5316\u65b9\u5f0f\uff08\u7a0d\u540e\u4ecb\u7ecd\uff09\u65e2\u80fd\u660e\u663e\u52a0\u5feb\u8bad\u7ec3\u65f6\u95f4\u53c8\u80fd\u5f97\u5230\u66f4\u9ad8\u7684\u9884\u6d4b\u7cbe\u5ea6\uff0c\u5728\u4e00\u4e9b\u57fa\u51c6\u7684\u56fe\u6570\u636e\u96c6\u4e0a\uff0c\u8fbe\u5230\u4e86\u6700\u597d\u7684\u6548\u679c\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;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-left-color: rgb(123, 12, 0);border-right-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 style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">GCN\u7b2c\u4e00\u90e8\u5206\uff1a\u5b9a\u4e49<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u76ee\u524d\uff0c\u5927\u591a\u6570\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u90fd\u6709\u4e00\u4e2a\u901a\u7528\u7684\u67b6\u6784\u3002<strong>\u6211\u5c06\u5b83\u4eec\u79f0\u4e3a\u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08GCNs\uff09\uff0c\u8fd9\u4e9b\u6a21\u578b\u662f\u53ef\u5377\u79ef\u7684\uff0c\u56e0\u4e3a\u6ee4\u6ce2\u5668\u53c2\u6570\u5728\u56fe\u4e2d\u6240\u6709\u4f4d\u7f6e\u6216\u8005\u4e00\u4e2a\u5c40\u90e8\u4f4d\u7f6e\u4e0a\uff08&nbsp;Duvenaud et al., NIPS 2015\uff09\u90fd\u53ef\u4ee5\u5171\u4eab\u3002<\/strong><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong><br  \/><\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5bf9\u4e8e\u8fd9\u4e9b\u6a21\u578b\uff0c\u5b83\u4eec\u7684<strong>\u76ee\u6807\u662f\u8981\u5b66\u4e60\u56feG=\uff08V\uff0cE\uff09\u4e0a\u7684\u4fe1\u53f7\u6216\u7279\u5f81\u7684\u4e00\u4e2a\u6620\u5c04\u3002<\/strong>\u5b83\u4eec\u7684\u8f93\u5165\u5305\u62ec\uff1a<\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u6bcf\u4e00\u4e2a\u8282\u70b9i\u7684\u7279\u5f81\u63cf\u8ff0xi\uff0c\u53ef\u4ee5\u5199\u6210\u4e00\u4e2aN*D\u7684\u7279\u5f81\u77e9\u9635\uff08N\u8868\u793a\u8282\u70b9\u6570\uff0cD\u8868\u793a\u8f93\u5165\u7684\u7279\u5f81\u6570\uff09<\/p>\n<\/li>\n<li>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u77e9\u9635\u5f62\u5f0f\u7684\u56fe\u7ed3\u6784\u7684\u7279\u5f81\u63cf\u8ff0\uff0c\u901a\u5e38\u662f\u4ee5\u90bb\u63a5\u77e9\u9635\u7684\u5f62\u5f0f\uff08\u6216\u8005\u5176\u4ed6\u7684\u5f62\u5f0f\uff09<\/p>\n<\/li>\n<\/ul>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u6a21\u578b\u4f1a\u4ea7\u751f\u4e00\u4e2a\u8282\u70b9\u7ea7\u522b\u7684\u8f93\u51faZ\uff08\u4e00\u4e2aN*F\u7684\u7279\u5f81\u77e9\u9635\uff0c\u5176\u4e2dF\u8868\u793a\u6bcf\u4e00\u4e2a\u8282\u70b9\u7684\u8f93\u51fa\u7279\u5f81\u6570\uff09\u3002\u56fe\u7ea7\u522b\u7684\u8f93\u51fa\u53ef\u4ee5\u901a\u8fc7\u5f15\u5165\u4e00\u4e9b\u6c60\u5316\u64cd\u4f5c\u6765\u5efa\u6a21\uff08Duvenaud\u7b49, NIPS 2015\uff09\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u6bcf\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u5c42\u53ef\u4ee5\u5199\u6210\u8fd9\u6837\u4e00\u4e2a\u975e\u7ebf\u6027\u51fd\u6570\uff1a<\/p>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><img class=\"\"     style=\"width: 143px;height: 28px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534231103.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u8fd9\u91cc <img class=\"\"     style=\"width: 66px;height: 21px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231103.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\uff0c <img class=\"\"     style=\"width: 59px;height: 21px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231103.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\uff08Z\u4e5f\u53ef\u4ee5\u4f5c\u4e3a\u56fe\u7ea7\u522b\u7684\u8f93\u51fa\uff09\uff0cL\u662f\u5c42\u6570\uff0c\u8fd9\u4e2a\u6a21\u578b\u4e3b\u8981\u5728\u4e8ef\uff08\uff09\u600e\u6837\u9009\u62e9\u4ee5\u53ca\u53c2\u6570\u5316\u3002<\/p>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;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-left-color: rgb(123, 12, 0);border-right-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 style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">GCN\u7b2c\u4e8c\u90e8\u5206\uff1a\u7b80\u5355\u4f8b\u5b50<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u4f5c\u4e3a\u793a\u4f8b\uff0c\u8003\u8651\u4e0b\u8fb9\u8fd9\u6837\u4e00\u4e2a\u7b80\u5355\u7684\u5355\u5c42\u524d\u5411\u4f20\u64ad\u7684\u5f62\u5f0f\uff1a<br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><img class=\"\"     style=\"width: 194px;height: 35px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534231103.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u8fd9\u91cc\uff0cW\u662fl\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u77e9\u9635\uff0c( ) \u662f\u975e\u7ebf\u6027\u6fc0\u6d3b\u51fd\u6570\u6bd4\u5982ReLU\u3002\u8fd9\u4e2a\u6a21\u578b\u5c3d\u7ba1\u7b80\u5355\u4f46\u662f\u5374\u975e\u5e38\u6709\u6548\uff08\u6211\u4eec\u9a6c\u4e0a\u5c31\u4f1a\u4ecb\u7ecd\uff09\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u4f46\u662f\u9996\u5148\uff0c\u8ba9\u6211\u4eec\u6765\u770b\u4e00\u4e0b\u8fd9\u4e2a\u7b80\u5355\u6a21\u578b\u7684\u4e24\u4e2a\u9650\u5236\uff1a<strong>\u9996\u5148\uff0c\u548cA\u76f8\u4e58\u610f\u5473\u7740\u5bf9\u4e8e\u6bcf\u4e2a\u8282\u70b9\uff0c\u6211\u4eec\u90fd\u6574\u5408\u4e86\u5b83\u7684\u90bb\u5c45\u8282\u70b9\u7684\u7279\u5f81\u5411\u91cf\uff0c\u4f46\u662f\u5374\u4e0d\u5305\u62ec\u8fd9\u4e2a\u8282\u70b9\u672c\u8eab\uff08\u4e07\u4e00\u56fe\u4e2d\u6709\u81ea\u73af\u5b58\u5728\uff09\u3002<\/strong>\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5728\u56fe\u4e2d\u5f3a\u884c\u52a0\u5165\u81ea\u73af\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4e5f\u5c31\u662f\u7ed9\u77e9\u9635A\u52a0\u4e0a\u4e00\u4e2a\u5355\u4f4d\u9635\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u7b2c\u4e8c\u4e2a\u9650\u5236\u662fA\u901a\u5e38\u662f\u975e\u5f52\u4e00\u5316\u7684\uff0c\u56e0\u6b64\u548cA\u76f8\u4e58\u4f1a\u5b8c\u5168\u6539\u53d8\u7279\u5f81\u5411\u91cf\u7684\u5c3a\u5ea6\uff08\u53ef\u4ee5\u901a\u8fc7\u770bA\u7684\u7279\u5f81\u503c\u6765\u7406\u89e3\uff09\u3002<\/strong>\u5f52\u4e00\u5316\u4f7fA\u7684\u5404\u884c\u548c\u4e3a1\uff0c\u6bd4\u5982<img loading=\"lazy\" class=\"\"       height=\"29\" width=\"47\" style=\"width: 35px;height: 22px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534231103-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"letter-spacing: 0px;\">\uff0c\u8fd9\u91ccD\u662f\u8282\u70b9\u5ea6\u7684\u5bf9\u89d2\u77e9\u9635\uff0c\u8fd9\u6837\u5c31\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u90a3\u4e48\u4e0e<img loading=\"lazy\" class=\"\"       height=\"29\" style=\"font-size: 15px;white-space: normal;width: 34px;height: 21px;\" width=\"47\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534231103-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\u76f8\u4e58\u4e5f\u5c31\u662f\u5bf9\u90bb\u5c45\u8282\u70b9\u7684\u7279\u5f81\u53d6\u5e73\u5747\u3002\u5b9e\u9645\u4e0a\uff0c\u5f53\u6211\u4eec\u4f7f\u7528\u5bf9\u79f0\u5f52\u4e00\u5316\u65f6\uff0c\u6bd4\u5982<\/span><img class=\"\"       style=\"width: 70px;height: 23px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534231103.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"letter-spacing: 0px;\">\uff08\u8fd9\u5c06\u4e0d\u518d\u4ec5\u4ec5\u662f\u76f8\u90bb\u8282\u70b9\u7684\u5e73\u5747\u503c\uff09\uff0c\u52a8\u529b\u5b66\u4f1a\u66f4\u52a0\u7684\u6709\u8da3\u3002<\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"letter-spacing: 0px;\"><br  \/><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"letter-spacing: 0px;\">\u7ed3\u5408\u8fd9\u4e24\u79cd\u6280\u5de7\uff0c\u6211\u4eec\u57fa\u672c\u4e0a\u5f97\u5230\u4e86[Kipf &amp; Welling&nbsp;(ICLR 2017)]\u6587\u7ae0\u4e2d\u7684\u4f20\u64ad\u89c4\u5219\uff1a<\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><img class=\"\"     style=\"width: 266px;height: 43px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534231103.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u8fd9\u91cc<img class=\"\"       style=\"width: 68px;height: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534231103.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"letter-spacing: 0px;\">\uff0c<img class=\"\"           style=\"height: 21px;font-size: 15px;white-space: normal;width: 13px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534231103.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\u662f\u5355\u4f4d\u9635\uff0c<img class=\"\"           style=\"height: 18px;font-size: 15px;white-space: normal;width: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534231103.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\u662f\u77e9\u9635<\/span><img class=\"\"       style=\"width: 18px;height: 22px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534231104.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"letter-spacing: 0px;\">\u7684\u8282\u70b9\u5ea6\u5bf9\u89d2\u77e9\u9635\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;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-left-color: rgb(123, 12, 0);border-right-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 style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">GCN\u7b2c\u4e09\u90e8\u5206\uff1a\u7a7a\u624b\u9053\u4ff1\u4e50\u90e8\u7f51\u7edc\u7684\u5d4c\u5165<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section style=\"white-space:normal;text-align:left;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534231104.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 13px;\">\u7a7a\u624b\u9053\u4ff1\u4e50\u90e8\u56fe\uff0c\u989c\u8272\u8868\u793a\u901a\u8fc7\u57fa\u4e8e\u6a21\u5757\u5316\u7684\u805a\u7c7b\u83b7\u5f97\u7684\u793e\u56e2<\/span><\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u73b0\u5728\u8ba9\u6211\u4eec\u6765\u770b\u4e00\u4e0b\uff0c\u4e0a\u8fb9\u7b80\u5355\u7684GCN\u6a21\u578b\u662f\u600e\u6837\u5728\u4e00\u4e9b\u77e5\u540d\u7684\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u5f97\u5982\u4f55\uff0c\u6bd4\u5982Zachary\u7684\u7a7a\u624b\u9053\u4ff1\u4e50\u90e8\u7f51\u7edc\u6570\u636e\uff08\u89c1\u4e0a\u56fe\uff09\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a\u4e09\u5c42GCN\uff0c\u968f\u673a\u521d\u59cb\u5316\u6743\u91cd\u3002\u5728\u8bad\u7ec3\u6743\u91cd\u4e4b\u524d\uff0c\u6211\u4eec\u5c06\u56fe\u7684\u90bb\u63a5\u77e9\u9635\u548cX=I\uff08\u5373\u5355\u4f4d\u9635\uff0c\u56e0\u4e3a\u6211\u4eec\u6ca1\u6709\u4efb\u4f55\u7684\u8282\u70b9\u7279\u5f81\uff09\u8f93\u5165\u6a21\u578b\u3002\u8fd9\u4e2a3\u5c42\u7684GCN\u5728\u524d\u5411\u8fc7\u7a0b\u4e2d\u505a\u4e86\u4e09\u6b21\u4f20\u64ad\u5e76\u4e14\u6709\u6548\u7684\u5bf9\u6bcf\u4e2a\u8282\u70b9\u76843\u9636\u90bb\u5c45\u8fdb\u884c\u4e86\u5377\u79ef\uff08\u6240\u6709\u7684\u8282\u70b9\u53ef\u8fbe3\u9636\uff09\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e2a\u6a21\u578b\u751f\u6210\u7684\u8fd9\u4e9b\u8282\u70b9\u7684\u5d4c\u5165\u548c\u56fe\u7684\u793e\u533a\u7ed3\u6784\u975e\u5e38\u7c7b\u4f3c\uff08\u89c1\u4e0b\u56fe\uff09\u3002\u8fd8\u8bb0\u5f97\u6211\u4eec\u5b8c\u5168\u968f\u673a\u521d\u59cb\u5316\u7684\u6743\u91cd\u5e76\u4e14\u73b0\u5728\u8fd8\u6ca1\u6709\u8fdb\u884c\u4efb\u4f55\u7684\u8bad\u7ec3\u66f4\u65b0\u3002<\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"white-space:normal;text-align:left;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231104.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 13px;\">\u4f7f\u7528GCN\uff08\u968f\u673a\u521d\u59cb\u5316\u6743\u91cd\uff09\u505a\u7a7a\u624b\u9053\u4ff1\u4e50\u90e8\u7f51\u7edc\u4e2d\u7684\u8282\u70b9\u5d4c\u5165<\/span><\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u8fd9\u4f3c\u4e4e\u6709\u70b9\u4ee4\u4eba\u60ca\u8bb6\uff0c\u6700\u8fd1\u4e00\u7bc7\u8bba\u6587\u63d0\u51fa\u7684DeepWalk\u6a21\u578b (Perozzi et al., KDD 2014)\u901a\u8fc7\u590d\u6742\u7684\u975e\u76d1\u7763\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e5f\u53ef\u4ee5\u5b66\u4e60\u5230\u4e00\u4e2a\u76f8\u4f3c\u7684\u5d4c\u5165\u3002\u4f7f\u7528\u8fd9\u4e2a\u7b80\u5355\u7684\u672a\u7ecf\u8bad\u7ec3\u7684GCN\u6a21\u578b\u51e0\u4e4e\u201c\u514d\u8d39\u201d\u7684\u83b7\u5f97\u4e86\u8fd9\u6837\u7684\u5d4c\u5165\uff0c\u8fd9\u600e\u4e48\u53ef\u80fd\u5462\uff1f<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5c06GCN\u6a21\u578b\u89e3\u91ca\u4e3a\u7f51\u7edc\u56fe\u4e0a\u7684\u8457\u540d\u7684Weisfeiler-Lehman\uff08WL\uff09\u7b97\u6cd5\u7684\u5e7f\u4e49\u53ef\u5fae\u5206\u7248\u672c\u6765\u7406\u89e3\u3002<\/strong><span style=\"letter-spacing: 0px;\">1\u7ef4\u7684WL\u7b97\u6cd5\u662f\u8fd9\u6837\u7684\uff1a<\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5bf9\u56fe\u4e0a\u7684\u6240\u6709\u8282\u70b9\uff1a<img class=\"\"       style=\"width: 20px;height: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231104.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/li>\n<li>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5f97\u5230\u90bb\u5c45\u8282\u70b9<img class=\"\"       style=\"font-size: 15px;white-space: normal;width: 27px;height: 21px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534231104.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\u7684\u7279\u5f81<img class=\"\"       style=\"width: 30px;height: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231104.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/li>\n<li>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u6839\u636e<img class=\"\"       style=\"white-space: normal;width: 82px;height: 25px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231104-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\u66f4\u65b0\u8282\u70b9\u7279\u5f81<img class=\"\"       style=\"white-space: normal;width: 22px;height: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534231104.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\uff0c\u8fd9\u91cchush\uff08\uff09\u662f\u4e00\u4e2a\u4e00\u4e2a\u5355\u5c04\u6563\u5217\u51fd\u6570<\/p>\n<\/li>\n<li>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u8fed\u4ee3k\u6b21\u76f4\u5230\u6536\u655b<\/p>\n<\/li>\n<\/ul>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u5b9e\u9645\u4e0a\uff0cWL\u7b97\u6cd5\u4e3a\u5927\u591a\u6570\u56fe\u5206\u914d\u4e00\u4e2a\u72ec\u7279\u7684\u7279\u5f81\u3002<\/strong>\u4e5f\u5c31\u662f\u8bf4\u6bcf\u4e00\u4e2a\u8282\u70b9\u90fd\u88ab\u5206\u914d\u5230\u4e00\u4e2a\u53ef\u4ee5\u552f\u4e00\u63cf\u8ff0\u5b83\u5728\u56fe\u4e2d\u7684\u89d2\u8272\u7684\u7279\u5f81\u3002\u4f8b\u5916\u662f\u50cf\u7f51\u683c\uff08grid\uff09\u3001\u94fe\uff08chain\uff09\u7b49\u9ad8\u5ea6\u89c4\u5219\u7684\u56fe\u3002\u5bf9\u4e8e\u5927\u591a\u6570\u4e0d\u89c4\u5219\u7684\u56fe\uff0c\u8fd9\u4e2a\u7279\u5f81\u5206\u914d\u53ef\u4ee5\u7528\u6765\u68c0\u9a8c\u56fe\u540c\u6784\uff08\u6bd4\u5982\u4e24\u4e2a\u56fe\u662f\u5426\u76f8\u540c\uff0c\u53d6\u51b3\u4e8e\u8282\u70b9\u7684\u6392\u5217\uff09\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u56de\u5230\u6211\u4eec\u56fe\u5377\u79ef\u5c42\u4f20\u64ad\u89c4\u5219\u4e0a\uff08\u73b0\u5728\u4ece\u5411\u91cf\u89d2\u5ea6\u6765\u770b\uff09\uff1a<span style=\"letter-spacing: 0px;\">\u8fd9\u91ccj\u662f\u90bb\u5c45\u8282\u70b9<\/span><img class=\"\"       style=\"letter-spacing: 0px;width: 20px;height: 22px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534231104.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"letter-spacing: 0px;\">\u7684\u7d22\u5f15\uff0c<img class=\"\"       style=\"width: 23px;height: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534231104-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\u662f\u8fb9<\/span><img class=\"\"       style=\"letter-spacing: 0px;width: 44px;height: 21px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534231104-2.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"letter-spacing: 0px;\">\u7684\u6b63\u5219\u5316\u5e38\u91cf\uff0c\u6765\u6e90\u4e8eGCN\u6a21\u578b\u4e2d\u7528\u5230\u7684\u5bf9\u79f0\u6b63\u5219\u5316\u90bb\u63a5\u77e9\u9635<\/span><img class=\"\"       style=\"letter-spacing: 0px;width: 75px;height: 24px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534231105.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"letter-spacing: 0px;\">\u3002\u6211\u4eec\u73b0\u5728\u770b\u5230\uff0c\u8fd9\u79cd\u4f20\u64ad\u89c4\u5219\u53ef\u4ee5\u89e3\u91ca\u4e3a\u539f\u59cbWL\u7b97\u6cd5\u4e2d\u4f7f\u7528\u7684\u54c8\u5e0c\u51fd\u6570\u7684\u53ef\u5fae\u5206\u548c\u53c2\u6570\u5316\uff08\u5373<\/span><img class=\"\"           style=\"letter-spacing: 0px;width: 32px;height: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534231105.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"letter-spacing: 0px;\">\uff09\u53d8\u4f53\u3002\u5982\u679c\u6211\u4eec\u73b0\u5728\u9009\u62e9\u4e00\u4e2a\u5408\u9002\u7684\u6b63\u4ea4\u7684\u975e\u7ebf\u6027\u5e76\u4e14\u521d\u59cb\u5316\u968f\u673a\u7684\u6743\u91cd\u77e9\u9635\uff08\u6bd4\u5982\uff0c\u4f7f\u7528\uff08Glorot &amp; Bengio, AISTATS 2010\uff09\u7684\u521d\u59cb\u5316\u65b9\u5f0f\uff09\uff0c\u5728\u5b9e\u8df5\u4e2d\u8fd9\u4e2a\u66f4\u65b0\u89c4\u5219\u6700\u540e\u4f1a\u7a33\u5b9a\u4e0b\u6765\uff08\u5f52\u529f\u4e8e<img class=\"\"       style=\"width: 22px;height: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534231105.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/>\u7684\u6b63\u5219\u5316\uff09\u3002<\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"letter-spacing: 0px;\"><br  \/><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"letter-spacing: 0px;\">\u7ecf\u8fc7\u89c2\u5bdf\uff0c\u6211\u4eec\u5f97\u5230\u4e86\u975e\u5e38\u6709\u610f\u4e49\u7684\u5e73\u6ed1\u7684\u5d4c\u5165\uff0c\u7136\u540e\u6211\u4eec\u53ef\u4ee5\u5c06\u5d4c\u5165\u540e\u7684\u8ddd\u79bb\u89e3\u91ca\u4e3a\u5c40\u90e8\u56fe\u7ed3\u6784\u7684\uff08\u4e0d\uff09\u76f8\u4f3c\u6027\uff01<\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;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-left-color: rgb(123, 12, 0);border-right-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 style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">GCN\u7b2c\u56db\u90e8\u5206\uff1a\u975e\u76d1\u7763\u5b66\u4e60<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u7531\u4e8e\u6211\u4eec\u6a21\u578b\u4e2d\u6240\u6709\u7684\u5185\u5bb9\u90fd\u662f\u53ef\u5fae\u5206\u7684\u548c\u53c2\u6570\u5316\u7684\uff0c\u6240\u4ee5\u6211\u4eec\u53ef\u4ee5\u6dfb\u52a0\u6807\u7b7e\uff0c\u8bad\u7ec3\u6a21\u578b\u5e76\u89c2\u5bdf\u5d4c\u5165\u6548\u679c\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528Kipf &amp; Welling&nbsp;(ICLR 2017)\u6587\u7ae0\u4e2d\u4ecb\u7ecd\u7684GCN\u7684\u534a\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u3002\u6211\u4eec\u53ea\u9700\u4e3a\u6bcf\u4e2a\u8282\u70b9\u6807\u6ce8\u7c7b\u522b\u6216\u8005\u793e\u56e2\uff08\u4e0b\u9762\u89c6\u9891\u4e2d\u7a81\u51fa\u663e\u793a\u7684\u8282\u70b9\uff09\uff0c\u7136\u540e\u5f00\u59cb\u8fdb\u884c\u591a\u6b21\u8fed\u4ee3\u7684\u8bad\u7ec3\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\n<div class=\"bp-video\">\n<div class=\"player\">\n                    <iframe class=\"bp-iframe\" width=\"100%\" src=\"https:\/\/v.qq.com\/iframe\/preview.html?vid=r134196jepw&amp;&amp;&amp;auto=0\" frameborder=\"0\" allowfullscreen=\"true\"><\/iframe>\n                <\/div>\n<\/div>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 13px;\">\u7528GCN\u8fdb\u884c\u534a\u76d1\u7763\u5206\u7c7b\uff1a300\u6b21\u8bad\u7ec3\u8fed\u4ee3\u4e2d\u9690\u7a7a\u95f4\u7684\u52a8\u6001\u53d8\u5316\uff0c\u6bcf\u4e2a\u7c7b\u522b\u6709\u4e00\u4e2a\u6807\u7b7e\uff0c\u5e26\u6807\u7b7e\u6807\u7684\u8282\u70b9\u7a81\u51fa\u663e\u793a\u3002<\/span><\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u6211\u4eec\u6ce8\u610f\u5230\uff0c\u8fd9\u4e2a\u6a21\u578b\u76f4\u63a5\u4ea7\u751f\u4e86\u4e00\u4e2a\u4e8c\u7ef4\u7684\u53ef\u4ee5\u76f4\u63a5\u53ef\u89c6\u5316\u7684\u9690\u7a7a\u95f4\u3002\u6211\u4eec\u89c2\u5bdf\u5230\u8fd9\u4e2a3\u5c42\u7684\u7684GCN\u6a21\u578b\u5c1d\u8bd5\u7ebf\u6027\u533a\u5206\u793e\u56e2\uff0c\u6bcf\u7c7b\u793e\u56e2\u7ed9\u51fa\u4e00\u4e2a\u6807\u7b7e\u3002\u8003\u8651\u5230\u8be5\u6a21\u578b\u5e76\u6ca1\u6709\u8f93\u5165\u8282\u70b9\u7684\u7279\u5f81\u63cf\u8ff0\uff0c\u6240\u4ee5\u8fd9\u4e2a\u7ed3\u679c\u53ef\u4ee5\u8bf4\u662f\u975e\u5e38\u5353\u8d8a\u7684\u3002\u540c\u6837\u7684\uff0c\u521d\u59cb\u5316\u7684\u8282\u70b9\u7279\u5f81\u662f\u53ef\u4ee5\u63d0\u4f9b\u7684\uff0c\u5728(Kipf &amp; Welling, ICLR 2017)\u8fd9\u7bc7\u6587\u7ae0\u7684\u5b9e\u9a8c\u4e2d\u6211\u4eec\u786e\u5b9e\u662f\u63d0\u4f9b\u4e86\u7684\uff0c<strong>\u56e0\u6b64\u5728\u56fe\u6570\u636e\u7684\u5206\u7c7b\u4e0a\u8fbe\u5230\u4e86\u6700\u597d\u7684\u6548\u679c\u3002<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section>\n<section style=\"margin-top: 0.5em;margin-bottom: 0.5em;text-align: center;\">\n<section style=\"display: inline-block;box-sizing: border-box;\">\n<section style=\"width: 9px;height: 9px;float: left;border-top: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-top: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"clear: both;box-sizing: border-box;\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px;box-sizing: border-box;\">\n<section style=\"border-width: 2px;border-style: solid;border-color: rgb(123, 12, 0);font-size: 19.2px;padding-right: 10px;padding-left: 10px;box-sizing: border-box;color: rgb(255, 255, 255);background-color: rgb(123, 12, 0);\">\n<section style=\"box-sizing: border-box;\">\n<p><span style=\"font-size: 16px;\">\u7ed3\u8bba<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"width: 9px;height: 9px;float: left;border-bottom: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-bottom: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5bf9\u8fd9\u4e2a\u95ee\u9898\u7684\u7814\u7a76\u624d\u521a\u521a\u5f00\u59cb\uff0c\u8fc7\u53bb\u51e0\u4e2a\u6708\u5df2\u7ecf\u770b\u5230\u4e86\u4ee4\u4eba\u5174\u594b\u7684\u53d1\u5c55\uff0c\u4f46\u662f\u76ee\u524d\u4e3a\u6b62\u6211\u4eec\u53ef\u80fd\u53ea\u662f\u6293\u4f4f\u4e86\u8fd9\u4e2a\u6a21\u578b\u7684\u8868\u9762\u3002<strong>\u56fe\u795e\u7ecf\u7f51\u7edc\u5982\u4f55\u8fdb\u4e00\u6b65\u89e3\u51b3\u4e00\u4e9b\u7279\u5b9a\u7c7b\u578b\u7684\u95ee\u9898\u4ecd\u7136\u6709\u5f85\u89c2\u5bdf\uff0c\u6bd4\u5982\u6709\u5411\u548c\u5173\u7cfb\u56fe\u7684\u5b66\u4e60\uff0c\u5982\u4f55\u5229\u7528\u5b66\u5230\u7684\u7f51\u7edc\u5d4c\u5165\u7b49\u7b49\u3002<\/strong>\u8fd9\u91cc\u7684\u8bba\u6587\u6e05\u5355\u7edd\u5bf9\u4e0d\u662f\u6700\u5168\u9762\u7684\uff0c\u6211\u9884\u8ba1\u5728\u4e0d\u4e45\u7684\u5c06\u6765\u4f1a\u6709\u66f4\u591a\u6709\u8da3\u7684\u5e94\u7528\u548c\u6269\u5c55\u3002\u5982\u679c\u4f60\u6709\u4e00\u4e9b\u4ee4\u4eba\u5174\u594b\u7684\u60f3\u6cd5\u6216\u95ee\u9898\u9700\u8981\u5206\u4eab\uff0c\u8bf7\u5728\u4e0b\u9762\u7684\u8bc4\u8bba\u4e2d\u544a\u8bc9\u6211\u4eec\uff01<br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;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-left-color: rgb(123, 12, 0);border-right-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 style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u8865\u5145\u8bf4\u660e<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u8fd9\u7bc7\u535a\u5ba2\u6587\u7ae0\u5e76\u4e0d\u662f\u5bf9\u56fe\u795e\u7ecf\u7f51\u7edc\u9886\u57df\u7684\u8be6\u5c3d\u56de\u987e\uff0c\u56e0\u4e3a\u4e3a\u4e86\u4f7f\u8fd9\u7bc7\u6587\u7ae0\u66f4\u5177\u53ef\u8bfb\u6027\u5e76\u4e14\u5177\u6709\u4e00\u4e2a\u8fde\u8d2f\u7684\u6545\u4e8b\u7ebf\uff0c\u6211\u5ffd\u7565\u4e86\u4e00\u4e9b\u8fd1\u671f\u548c\u8f83\u65e9\u7684\u8bba\u6587\u3002 \u4f46\u662f\u5982\u679c\u4f60\u60f3\u6df1\u5165\u7814\u7a76\u8fd9\u4e2a\u4e3b\u9898\uff0c\u5e76\u4e14\u5168\u9762\u4e86\u89e3\u76ee\u524d\u4e3a\u6b62\u5df2\u7ecf\u7814\u7a76\u8fc7\u7684\u5185\u5bb9\u548c\u6b63\u5728\u7814\u7a76\u7684\u5185\u5bb9\uff0c\u90a3\u4e48\u6211\u5728\u8fd9\u91cc\u63d0\u5230\u7684\u8bba\u6587\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u5f00\u7aef\u3002<br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;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-left-color: rgb(123, 12, 0);border-right-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 style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u53c2\u8003\u6587\u732e<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p class=\"p1\"><br  \/><span class=\"s1\"><\/span><\/p>\n<blockquote>\n<p class=\"p1\"><strong><span style=\"font-size: 14px;\">\u540e\u53f0\u56de\u590d\u201cGCN\u201d\u9886\u53d6\u6587\u732e\u5927\u793c\u5305<\/span><\/strong><\/p>\n<\/blockquote>\n<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal;\">\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">Bruna et al., ICLR 2014, http:\/\/arxiv.org\/abs\/1312.6203<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">Henaff et al., 2015, http:\/\/arxiv.org\/abs\/1506.05163<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">Duvenaud et al., NIPS 2015, http:\/\/papers.nips.cc\/paper\/5954-convolutional-networks-on-graphs-for-learning-molecular-fingerprints<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">Li et al., ICLR 2016, https:\/\/arxiv.org\/abs\/1511.05493<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">Defferrard et al., NIPS 2016, https:\/\/arxiv.org\/abs\/1606.09375<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">Kipf &amp; Welling, ICLR 2017, http:\/\/arxiv.org\/abs\/1609.02907<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">How powerful are Graph Convolutions?http:\/\/www.inference.vc\/how-powerful-are-graph-convolutions-review-of-kipf-welling-2016-2\/<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">Jain et al., CVPR 2016, https:\/\/arxiv.org\/abs\/1511.05298<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">Brandes et al., 2008, http:\/\/citeseerx.ist.psu.edu\/viewdoc\/summary?doi=10.1.1.68.6623<br  \/><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">Perozzi et al., KDD 2014, https:\/\/arxiv.org\/abs\/1403.6652<br  \/><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">Glorot &amp; Bengio, AISTATS 2010,<\/span><\/p>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">http:\/\/jmlr.org\/proceedings\/papers\/v9\/glorot10a\/glorot10a.pdf<br  \/><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;\"><span style=\"font-size: 15px;\">\u672c\u6587 GCN \u9879\u76ee\u4ed3\u5e93\uff1ahttps:\/\/github.com\/tkipf\/gcn<br  \/><\/span><\/p>\n<\/li>\n<\/ol>\n<p class=\"p1\"><br  \/><\/p>\n<section class=\"mpa-template\"    style=\"white-space: normal;\">\n<blockquote mpa-from-tpl=\"t\" style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u7ffb\u8bd1\uff1a\u8f9b\u8339\u6708<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u5ba1\u6821\uff1a\u9f9a\u529b<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u7f16\u8f91\uff1aTT<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u539f\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;letter-spacing: 0.544px;\">https:\/\/tkipf.github.io\/graph-convolutional-networks\/<\/span><\/p>\n<\/blockquote>\n<\/section>\n<section class=\"mpa-template\"    style=\"white-space: normal;\">\n<p><br  \/><\/p>\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\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=\"white-space: normal;line-height: 1.75em;text-align: center;\"><strong style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488487&amp;idx=1&amp;sn=fbf245c3cfcd83fa1d4d038edbe7d66c&amp;chksm=e894496adfe3c07c43d62e4c3f4997ca487cece6ef53284193e45a0ef1b6c365172ac69ad5fe&amp;scene=21#wechat_redirect\" target=\"_blank\">\u524d\u6cbf\u7efc\u8ff0\uff1a\u7ec6\u65702018\u5e74\u6700\u597d\u7684\u8bcd\u5d4c\u5165\u548c\u53e5\u5d4c\u5165\u6280\u672f<\/a><br  \/><\/strong><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;text-align: center;\"><strong style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><span style=\"letter-spacing: 1px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487945&amp;idx=1&amp;sn=3d15315d34e325315fda21ab8db50a83&amp;chksm=e8944b44dfe3c252c4330201a003c348094c2675e57bd614218e46cb3c1b42739efbb2208cf1&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\">\u8bba\u6587\u89e3\u8bfb\uff1a\u590d\u6742\u7f51\u7edc\u7684\u591a\u5c3a\u5ea6\u52a8\u6001\u5d4c\u5165\u6280\u672f<\/a><\/span><\/strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487945&amp;idx=1&amp;sn=3d15315d34e325315fda21ab8db50a83&amp;chksm=e8944b44dfe3c252c4330201a003c348094c2675e57bd614218e46cb3c1b42739efbb2208cf1&amp;scene=21#wechat_redirect\" target=\"_blank\"><strong style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><span style=\"letter-spacing: 1px;\"><\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486452&amp;idx=1&amp;sn=1bbe66b3457a90a8e6064758e6b4f048&amp;chksm=e8945179dfe3d86fb1cfb78747b06606914bed2c3ba9e37206d28b5fb65c08c453ac47aa327a&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><strong><span style=\"letter-spacing: 1px;\">\u6700\u65b0\u6570\u636e\u96c6\uff1a\u9605\u8bfb\u7406\u89e3\u3001\u5bf9\u8bdd\u4e0e\u81ea\u52a8\u6458\u8981\u7b49NLP\u4efb\u52a1\u96c6\u9526<\/span><\/strong><strong><span style=\"letter-spacing: 1px;\"><\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484024&amp;idx=1&amp;sn=ff7dfb147d1ab9ad5a2f3e4cd8a42e25&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><strong><span style=\"letter-spacing: 1px;\">NLP\u521d\u5b66\u6559\u7a0b\uff1aword2vec\u5b9e\u8df5<\/span><\/strong><strong><span style=\"letter-spacing: 1px;\"><\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484894&amp;idx=1&amp;sn=c821644d790941dae6a93434dd5a8145&amp;chksm=e8945f53dfe3d64529692686c583c5e284ca668077ee35a4f193722c098eb6211fc296783408&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><strong><span style=\"letter-spacing: 1px;\">\u8bb2\u5ea7\u7b14\u8bb0\u5206\u4eab\uff1a\u6df1\u5ea6\u5b66\u4e60\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u5e94\u7528&nbsp;<\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485389&amp;idx=2&amp;sn=48442852c53b029bf6acb19939e1ef91&amp;chksm=e8945d40dfe3d4567e88cdd317f756f76c27664115c7cda903818dbc492d1f0ca02b3a08c2be&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><strong><span style=\"letter-spacing: 1px;\">\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u5728\u91d1\u878d\u9886\u57df\u7684\u5e94\u7528 | \u5c39\u76f8\u5fd7<\/span><\/strong><strong><span style=\"letter-spacing: 1px;\"><\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;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=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><strong><span style=\"letter-spacing: 1px;\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01\u96c6\u667a\u4ff1\u4e50\u90e8\u56e2\u961f\u62db\u65b0\u5566\uff01<\/span><\/strong><strong><span style=\"letter-spacing: 1px;\"><\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;\"><img class=\"\"       src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534231105.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"ignored\">\n<hr style=\"margin: 0px;padding: 0px;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;background-color: rgb(255, 255, 255);\"  \/>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;text-align: center;background-color: rgb(255, 255, 255);\"><img class=\"__bg_gif\"     style=\"margin: 0px;padding: 0px;letter-spacing: 0.5px;height: auto !important;visibility: visible !important;width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534231105.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<section   style=\"margin: 0px 0.5em;padding: 0px;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;letter-spacing: 0.5px;background-color: rgb(255, 255, 255);\">\n<section   style=\"margin: 0px 0.5em;padding: 0px;line-height: 25.6px;text-align: center;outline: none;\">\n<section   style=\"margin: 0px 0.5em;padding: 0px;line-height: 25.6px;outline: none;\">\n<section   style=\"margin: 0px;padding: 0px;outline: none;\">\n<section  style=\"margin: 0px 0.5em;padding: 0px;font-size: 15px;outline: none;\">\n<section  style=\"margin: 0px;padding: 0px;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;clear: both;min-height: 1em;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><strong style=\"margin: 0px;padding: 0px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;font-size: 12px;color: rgb(136, 136, 136);\">\u96c6\u667aQQ\u7fa4\uff5c292641157<br style=\"margin: 0px;padding: 0px;\"  \/>\u5546\u52a1\u5408\u4f5c\uff5czhangqian@swarma.org<br style=\"margin: 0px;padding: 0px;\"  \/>\u6295\u7a3f\u8f6c\u8f7d\uff5cwangting@swarma.org<\/span><\/strong><\/p>\n<section   style=\"margin: 0px 0.5em;padding: 0px;outline: none;\">\n<h1 style=\"margin: 10px 0px;padding: 0px;font-weight: 400;font-size: 16px;line-height: 1.75em;\"><strong style=\"margin: 0px;padding: 0px;font-size: 14px;white-space: pre-wrap;color: rgb(0, 112, 192);line-height: 25.6px;\" mpa-from-tpl=\"t\"><strong style=\"margin: 0px;padding: 0px;line-height: 28px;white-space: normal;color: rgb(61, 170, 214);font-size: 20px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;font-size: 14px;color: rgb(136, 136, 136);\"><span style=\"margin: 0px;padding: 0px;color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"margin: 0px;padding: 0px;color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"margin: 0px;padding: 0px;color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"margin: 0px;padding: 0px;color: rgb(123, 12, 0);\"><strong style=\"margin: 0px;padding: 0px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;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;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"margin: 0px;padding: 0px;color: rgb(0, 0, 0);\"><strong style=\"margin: 0px;padding: 0px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;font-size: 14px;\"><br style=\"margin: 0px;padding: 0px;\"  \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"margin: 0px;padding: 0px;color: rgb(0, 0, 0);\"><strong style=\"margin: 0px;padding: 0px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;font-size: 14px;\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section style=\"margin: 0px 0.5em;padding: 0px;font-size: 14px;color: rgb(71, 193, 168);line-height: 20px;overflow-wrap: break-word !important;\">\n<p style=\"margin: 5px auto;padding: 10px;clear: both;min-height: 1em;width: 180px;border-width: 2px;border-style: dashed;border-color: rgb(132, 132, 132);line-height: normal;overflow-wrap: break-word !important;\"><img class=\"\"      style=\"margin: 0px;padding: 0px;height: auto !important;overflow-wrap: break-word !important;visibility: 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