{"id":6362,"date":"2018-07-16T01:00:00","date_gmt":"2018-07-15T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-06T14:56:52","modified_gmt":"2018-12-06T06:56:52","slug":"%e5%9b%be%e7%bd%91%e7%bb%9c-%e6%82%84%e7%84%b6%e5%85%b4%e8%b5%b7%e7%9a%84%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e6%96%b0%e6%b5%aa%e6%bd%ae-aisociety%e7%ac%ac%e5%85%ab%e6%9c%9f-2","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=6362","title":{"rendered":"\u56fe\u7f51\u7edc\u2014\u2014\u6084\u7136\u5174\u8d77\u7684\u6df1\u5ea6\u5b66\u4e60\u65b0\u6d6a\u6f6e | AI&#038;Society\u7b2c\u516b\u671f\u56de\u987e"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p ><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232700.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p class=\"p1\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p class=\"p1\"><span style=\"font-size: 15px;\">\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u5927\u91cf\u95ee\u9898\u90fd\u53ef\u4ee5\u62bd\u8c61\u6210\u56fe\u6a21\u578b\uff08Graph Model\uff09\uff0c\u4e5f\u5c31\u662f\u8282\u70b9\u548c\u8fde\u8fb9\u7684\u96c6\u5408\u3002\u4ece\u77e5\u8bc6\u56fe\u8c31\u5230\u6982\u7387\u56fe\u6a21\u578b\uff0c\u4ece\u86cb\u767d\u8d28\u76f8\u4e92\u4f5c\u7528\u7f51\u7edc\u5230\u793e\u4ea4\u7f51\u7edc\uff0c\u4ece\u57fa\u672c\u7684\u903b\u8f91\u7ebf\u8def\u5230\u5de8\u5927\u7684Internet\uff0c\u56fe\u4e0e\u7f51\u7edc\u65e0\u5904\u4e0d\u5728\u3002\u7136\u800c\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u5f88\u96be\u5904\u7406\u56fe\u7f51\u7edc\u4fe1\u606f\uff0c\u8fd9\u79cd\u7f3a\u9677\u5927\u5927\u9650\u5236\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u5e94\u7528\u9886\u57df\u3002\u4e8e\u662f\u4eba\u4eec\u63d0\u51fa\u4e86<strong>\u56fe\u7f51\u7edc\uff08Graph Network\uff09\uff0c\u4e00\u79cd\u57fa\u4e8e\u56fe\u7ed3\u6784\u7684\u5e7f\u4e49\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc<\/strong>\uff0c\u5b83\u53ef\u4ee5\u76f4\u63a5\u5bf9\u771f\u5b9e\u95ee\u9898\u8fdb\u884c\u5efa\u6a21\uff0c\u53c8\u53ef\u4ee5\u5229\u7528\u81ea\u52a8\u5fae\u5206\u6280\u672f\u8fdb\u884c\u5b66\u4e60\uff0c\u751a\u81f3\u6709\u671b\u5c06\u591a\u4e2a\u4f20\u7edf\u4eba\u5de5\u667a\u80fd\u9886\u57df\u8fdb\u884c\u878d\u5408\u3002<\/span><\/p>\n<p class=\"p1\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p class=\"p1\"><span style=\"font-size: 15px;\">\u672c\u6b21AI&amp;Society\u6d3b\u52a8\u9080\u8bf7\u4e86<strong>\u5317\u4eac\u5e08\u8303\u5927\u5b66\u6559\u6388\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u521b\u59cb\u4eba\u5f20\u6c5f\u53ca\u5f69\u4e91\u79d1\u6280\u9996\u5e2d\u79d1\u5b66\u5bb6\u8096\u8fbe<\/strong>\u5bf9\u56fe\u7f51\u7edc\u7684\u539f\u7406\u3001\u5e94\u7528\u9886\u57df\uff0c\u4ee5\u53ca\u56fe\u7f51\u7edc\u8fd1\u671f\u4e24\u4e2a\u706b\u70ed\u7684\u5b50\u9886\u57df<\/span><\/p>\n<p class=\"p1\"><span style=\"font-size: 15px;\">\u2014\u2014\u5173\u7cfb\u63a8\u7406\u548c\u81ea\u6ce8\u610f\u529b\u8fdb\u884c\u4e86\u5206\u4eab\u3002<\/span><br  \/><\/p>\n<div class=\"post-image\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534232700.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<p class=\"p1\"><span style=\"font-size: 15px;\">\u672c\u6587\u662f\u5bf9\u5f20\u6c5f\u8001\u5e08\u548c\u8096\u8fbe\u8001\u5e08\u6f14\u8bb2\u7684\u56de\u987e\uff0c<strong>\u626b\u63cf\u6d77\u62a5\u4e2d\u7684\u4e8c\u7ef4\u7801\u5373\u53ef\u89c2\u770b\u5f55\u64ad<\/strong>\u3002PC\u7aef\u4e5f\u53ef\u4ee5\u8f93\u5165\u7f51\u7ad9\u94fe\u63a5\u8fdb\u884c\u89c2\u770b\uff1a<\/span><\/p>\n<p class=\"p1\"><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;\">http:\/\/campus.swarma.org\/gpac=381<\/span>\u3002<\/span><\/p>\n<p class=\"p1\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p class=\"p1\">&nbsp;<\/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;\">\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);\"><\/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);\"><\/section>\n<section style=\"clear: both;\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;border-width: 2px;border-style: solid;border-color: rgb(123, 12, 0);font-size: 19.2px;color: rgb(255, 255, 255);background-color: rgb(123, 12, 0);\">\n<section>\n<p><span style=\"font-size: 16px;\">\u5f20\u6c5f\uff1aGraph Network and Beyond<\/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);\"><\/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);\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p class=\"p1\">&nbsp;<\/p>\n<div class=\"post-image\"><img class=\"\"      style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232700.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\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\">\u6df1\u5ea6\u5b66\u4e60\u4e2d\uff0c\u4ec0\u4e48\u662f\u6700\u91cd\u8981\u7684\uff1f<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 line=\"MwSJ\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"MwSJ\"><span style=\"font-size: 15px;\">\u6211\u4eec\u77e5\u9053\uff0c\u6df1\u5ea6\u5b66\u4e60\u5df2\u7ecf\u5728\u5f88\u591a\u9886\u57df\u90fd\u6709\u6210\u529f\u7684\u5e94\u7528\uff0c\u6bd4\u5982\u56fe\u50cf\uff0c\u8bed\u97f3\u7b49\uff0c\u90a3\u4e48\u5728\u6df1\u5ea6\u5b66\u4e60\u4e2d\u6700\u672c\u8d28\u7684\u56e0\u7d20\u662f\u4ec0\u4e48\u5462\uff1f<\/span><br  \/><\/p>\n<p line=\"MwSJ\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"text-align: center;\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534232701.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p line=\"z2GN\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"z2GN\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5b9e\u9645\u4e0a\uff0c\u6211\u4eec\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\uff1a\u5728\u4ee5\u524d\uff0c\u4eba\u7c7b\u7684\u77e5\u8bc6\u88ab\u6211\u4eec\u901a\u8fc7\u7f16\u7a0b\u5199\u6210\u7a0b\u5e8f\uff0c\u5904\u7406\u95ee\u9898\u3002\u800c\u73b0\u5728\uff0c\u6211\u4eec\u5c06\u4eba\u7c7b\u7684\u77e5\u8bc6\u7f16\u7801\u5230\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u5b83\u4eec\u53d8\u6210\u4e86\u9690\u85cf\u4e8e\u7f51\u7edc\u7ed3\u6784\u3001\u8282\u70b9\u548c\u5927\u91cf\u6570\u636e\u4e2d\u7684\u4fe1\u606f\u3002<\/span><\/p>\n<p line=\"nwy1\"><br  \/><\/p>\n<p line=\"RT5R\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u4ece\u66f4\u6df1\u5c42\u6b21\u6765\u770b\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u795e\u7ecf\u7f51\u7edc\u8ba4\u4e3a\u662f\u4e00\u79cd\u53ef\u5fae\u5206\u7684\u7f16\u7a0b\uff0c\u4f8b\u5982\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u7528\u80cc\u540e\u7684\u8ba1\u7b97\u56fe\u673a\u5236\u4f5c\u4e3a\u652f\u6491\uff0c\u8fdb\u884c\u53cd\u5411\u4f20\u64ad\u3002\u5b9e\u9645\u4e0a\uff0c\u6211\u4eec\u5c06\u7b26\u53f7\u8ba1\u7b97\u4e0e\u6570\u503c\u8ba1\u7b97\u5728\u795e\u7ecf\u7f51\u7edc\u4f18\u5316\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u4e86\u878d\u5408\u3002\u6240\u4ee5\u6211\u4eec\u53ef\u4ee5\u8fdb\u884c\u6c42\u5bfc\uff0c\u6c42\u5fae\u5206\u7684\u64cd\u4f5c\u3002\u90a3\u4e48\u8fd9\u5c31\u610f\u5473\u7740\uff0c\u6df1\u5ea6\u5b66\u4e60\u53ef\u4ee5\u88ab\u5e94\u7528\u4e8e\u4efb\u4f55\u53ef\u5fae\u5206\u7684\u9886\u57df\uff0c\u751a\u81f3\u6211\u4eec\u53ef\u4ee5\u7545\u60f3\uff1a\u5728\u672a\u6765\uff0c\u6240\u6709\u7684\u53ef\u5fae\u5206\u7684\u4e8b\u7269\u90fd\u662f\u53ef\u5b66\u4e60\u7684\u3002<\/span><\/p>\n<p line=\"RT5R\" class=\"ql-long-79934\" style=\"text-align: center;\"><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\"><\/span><\/p>\n<p line=\"uyVj\" class=\"ql-long-79934\"><span class=\"ql-author-79934\" line-inline=\"iH2B\" style=\"margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"343px\" width=\"612px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534232701.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/p>\n<p line=\"YSeA\" class=\"ql-long-79934\" style=\"text-align: center;\"><strong><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">\u6df1\u5ea6\u5b66\u4e60\u7684\u5e7f\u6cdb\u5e94\u7528<\/span><\/strong><\/p>\n<p><br  \/><\/p>\n<p line=\"uyVj\"><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\">\u6df1\u5ea6\u5b66\u4e60\u662f\u600e\u4e48\u201c\u73a9\u201d\u8d77\u6765\u7684\uff1f<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<h1 class=\"ql-long-79934\"><br  \/><\/h1>\n<p line=\"D6Xb\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u8ba9\u6211\u4eec\u6765\u56de\u987e\u6df1\u5ea6\u5b66\u4e60\u7684\u8fd0\u8f6c\u8fc7\u7a0b\uff1a\u4eba\u7c7b\u8bbe\u7f6e\u4e00\u4e2a\u67b6\u6784\uff0c\u4e3a\u673a\u5668\u8bbe\u7f6e\u4e00\u4e2a\u8bc4\u4ef7\u6807\u51c6\uff0c\u63a5\u4e0b\u6765\u5c31\u53ef\u4ee5\u8ba9\u795e\u7ecf\u7f51\u7edc\u81ea\u52a8\u53bb\u5b66\u4e60\uff0c\u5b8c\u6210\u8fd9\u4e2a\u4f18\u5316\u76ee\u6807\u3002<\/span><\/p>\n<p line=\"HnZF\"><br  \/><\/p>\n<p line=\"ayhm\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u4f8b\u5982\uff0c\u56fe\u50cf\u4e2d\u5177\u6709\u5927\u91cf\u7684\u5e73\u79fb\u548c\u65cb\u8f6c\u4e0d\u53d8\u6027\uff0c\u800c\u4eba\u7c7b\u8bbe\u7f6e\u4e86\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u8fd9\u79cd\u53ef\u63d0\u53d6\u591a\u5c42\u6b21\u4fe1\u606f\u7684\u67b6\u6784\uff0c\u5f88\u597d\u5730\u5c06\u56fe\u50cf\u4e2d\u7684\u6df1\u5c42\u6b21\u4fe1\u606f\u5b66\u51fa\u6765\u3002\u5bf9\u65f6\u95f4\u5e8f\u5217\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u8bbe\u8ba1RNN\u7684\u67b6\u6784\uff08\u53ca\u5176\u53d8\u4f53\uff09\u6765\u5b66\u4e60\u5230\u65f6\u95f4\u5e8f\u5217\u4e2d\u7684\u9690\u85cf\u4fe1\u606f\u3002\u5f53\u7136\uff0c\u6211\u4eec\u8fd8\u6709\u7c7b\u4f3c\u4e8eAttention\u673a\u5236\u7b49\u66f4\u5148\u8fdb\u7684\u67b6\u6784\u53bb\u5173\u6ce8\u6570\u636e\u4e2d\u7684\u5173\u8054\u5173\u7cfb\uff0c\u53c8\u6216\u8005Deepmind\u63a8\u51fa\u7684\u201c\u53ef\u5fae\u5206\u8ba1\u7b97\u673a\u201d\u2014\u2014\u5b83\u4e0e\u51af\u8bfa\u4f0a\u66fc\u7684\u8ba1\u7b97\u673a\u4f53\u7cfb\u5b8c\u5168\u4e0d\u540c\uff0c\u8fd9\u53ef\u4ee5\u8ba9\u6211\u4eec\u53bb\u5b66\u4e60\u6574\u4e2a\u51af\u8bfa\u4f0a\u66fc\u7684\u8ba1\u7b97\u673a\u4f53\u7cfb\u3002<\/span><\/p>\n<p line=\"XnSb\"><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\">\u56fe\u7f51\u7edc<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 line=\"VSef\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"VSef\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5f53\u6211\u4eec\u653e\u773c\u5927\u5343\u4e16\u754c\u4e8b\uff0c\u6211\u4eec\u4f1a\u53d1\u73b0\u56fe\u50cf\u3001\u8bed\u97f3\u3001\u8bed\u8a00\u6570\u636e\u5f88\u89c4\u5219\uff0c\u5f88\u65b9\u4fbf\u5904\u7406\uff0c\u4f46\u5f88\u5c11\u3002\u66f4\u591a\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u6709\u5927\u91cf\u7684\u975e\u6b27\u5f0f\u7684\u56fe\u7f51\u7edc\u6570\u636e\uff0c\u4f8b\u5982\u793e\u4ea4\u7f51\u7edc\u3001\u8111\u5f71\u54cd\u7f51\u7edc\u7b49\u3002\u80fd\u5426\u5bf9\u56fe\u7f51\u7edc\u8fdb\u884c\u5904\u7406\u5462\uff1f\u7b54\u6848\u662f\u663e\u7136\u7684\u3002<\/span><\/p>\n<p line=\"Lsvs\"><br  \/><\/p>\n<p line=\"ayhm\" class=\"ql-long-79934\" style=\"caret-color: rgb(0, 0, 0);white-space: normal;text-size-adjust: auto;text-align: center;\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"387px\" width=\"612px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534232701.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/p>\n<p line=\"ayhm\" class=\"ql-long-79934\" style=\"caret-color: rgb(0, 0, 0);white-space: normal;text-size-adjust: auto;text-align: center;\"><span style=\"font-size: 15px;\"><strong><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">\u53ef\u5fae\u5206\u8ba1\u7b97\u673a<\/span><\/strong><\/span><\/p>\n<p line=\"oDoW\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"oDoW\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u8fd9\u7bc7\u6700\u8fd1\u975e\u5e38\u706b\u70ed\u7684\u7efc\u8ff0\u6587\u7ae0\uff1a<a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488683&amp;idx=2&amp;sn=e4e2d6ae80e6a4d613a5da3b17ca8812&amp;chksm=e8944e26dfe3c730ceac2979bb463d928a411327cdf2b21449964abb5e47ceb1c99b8f3f6724&amp;scene=21#wechat_redirect\" target=\"_blank\"><em>relational inductive biases, deep learning, and graph networks<\/em><\/a><em>&nbsp;<\/em>\u4e2d\uff0c\u5df2\u7ecf\u63d0\u5230\u4e86\u4e00\u79cd\u6846\u67b6\u5c06\u6df1\u5ea6\u5b66\u4e60\u4e0e\u8d1d\u53f6\u65af\u7f51\u7edc\u8fdb\u884c\u4e86\u878d\u5408\uff0c\u5176\u7ed3\u679c\u662f\u4ea7\u751f\u4e86\u4e00\u79cd\u5177\u6709\u63a8\u7406\u80fd\u529b\u7684\u6982\u7387\u56fe\u6a21\u578b\u3002\u4f46\u4e0d\u4ec5\u5982\u6b64\uff0c\u4ed6\u4eec\u8fd8\u63d0\u51fa\u4e86\u66f4\u591a\u601d\u8def\u53bb\u7ed3\u5408\u6df1\u5ea6\u5b66\u4e60\u4e0e\u56fe\u7f51\u7edc\uff0c\u6307\u660e\u4e86\u5728\u56fe\u7f51\u7edc\u9886\u57df\u5e94\u7528\u6df1\u5ea6\u5b66\u4e60\u7684\u6e05\u6670\u65b9\u5411\u3002<\/span><\/p>\n<p line=\"IJ8L\"><br  \/><\/p>\n<p line=\"UKjQ\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u56fe\u7f51\u7edc\u4e2d\uff0c\u6709\u5f88\u591a\u4f8b\u5b50\u53ef\u4ee5\u5b8c\u6210\u5bf9\u73b0\u5b9e\u4e16\u754c\u7684\u62bd\u8c61\u3002\u4ec0\u4e48\u662f\u56fe\u7f51\u7edc\u5462\uff1f\u672c\u8d28\u4e0a\uff0c\u5b83\u662f\u5bf9\u795e\u7ecf\u7f51\u7edc\u7684\u6269\u5145\uff0c\u6211\u4eec\u77e5\u9053\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\u5f88\u7279\u6b8a\uff0c\u800c\u4ed6\u7684\u5b66\u4e60\u65b9\u5f0f\u4e5f\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u8fdb\u884c\u8fde\u8fb9\u4e0a\u7684\u6743\u91cd\u8c03\u6574\u3002\u800c\u56fe\u7f51\u7edc\u5219\u53ef\u4ee5\u4ece\u591a\u4e2a\u89d2\u5ea6\u5bf9\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u6269\u5145\uff0c\u5177\u4f53\u800c\u8a00\uff0c\u4efb\u4f55\u4e00\u4e2a\u56fe\u7f51\u7edc\u90fd\u5305\u542b\u8282\u70b9\u3001\u8fde\u8fb9\u3001\u5168\u5c40\u4fe1\u606f\u8fd9\u6837\u4e09\u4e2a\u5927\u7684\u4fe1\u606f\u5355\u5143\uff0c\u6bcf\u4e2a\u5355\u5143\u90fd\u53ef\u4ee5\u88ab\u8868\u5f81\u4e3a\u4e00\u4e2a\u5411\u91cf\u3002\u76f8\u6bd4\u4e8e\u6df1\u5ea6\u5b66\u4e60\u53ea\u80fd\u66f4\u65b0\u6743\u91cd\uff0c\u56fe\u7f51\u7edc\u7684\u5b66\u4e60\u53d1\u751f\u4e8e\u6bcf\u4e00\u4e2a\u73af\u8282\u4e0a\uff0c\u5305\u62ec\u5bf9\u8fde\u8fb9\u72b6\u6001\u7684\u66f4\u65b0\u3001\u8282\u70b9\u72b6\u6001\u7684\u66f4\u65b0\u548c\u5168\u5c40\u4fe1\u606f\u7684\u66f4\u65b0\u3002\u5728\u505a\u5b8c\u524d\u9988\u8fd0\u7b97\u4e4b\u540e\uff0c\u5b83\u4e5f\u4f1a\u8fdb\u884c\u53cd\u5411\u4f20\u64ad\u5b66\u4e60\uff0c\u56e0\u4e3a\u5b83\u7684\u6bcf\u4e00\u6b65\u8ba1\u7b97\u90fd\u662f\u53ef\u5fae\u5206\u7684\u3002<\/span><\/p>\n<p line=\"aCYq\"><br  \/><\/p>\n<p line=\"X5MY\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u6211\u4eec\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\u56fe\u7f51\u7edc\u7684\u5b66\u4e60\u80fd\u529b\uff1a\u56fe\u7f51\u7edc\u5c06\u524d\u9988\u7684\u601d\u8def\u653e\u5728\u4e86\u6bcf\u4e00\u4e2a\u73af\u8282\uff0c\u8fde\u8fb9\u3001\u8282\u70b9\u3001\u5168\u5c40\u4fe1\u606f\u5c31\u90fd\u53ef\u4ee5\u5728\u53cd\u9988\u8fc7\u7a0b\u4e2d\u88ab\u8c03\u6574\uff0c\u8fd9\u5c31\u4f7f\u5f97\u7f51\u7edc\u7684\u6574\u4f53\u67b6\u6784\u53d8\u5f97\u53ef\u5b66\u4e60\u3002<\/span><\/p>\n<p line=\"EOXg\"><br  \/><\/p>\n<p line=\"yBau\" class=\"ql-long-79934\" style=\"caret-color: rgb(0, 0, 0);white-space: normal;text-size-adjust: auto;font-family: -webkit-standard;text-align: center;\"><span class=\"ql-author-79934\" line-inline=\"LkNm\" style=\"margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"272px\" width=\"612px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534232701.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/p>\n<p line=\"EOXg\" class=\"ql-long-79934\" style=\"caret-color: rgb(0, 0, 0);white-space: normal;text-size-adjust: auto;font-family: -webkit-standard;text-align: center;\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 14px;\">\u7f51\u7edc\u7684\u8282\u70b9\u3001\u8fde\u8fb9\u548c\u5168\u5c40\u4fe1\u606f<\/span><\/strong><\/span><\/p>\n<p line=\"PCNe\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"PCNe\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u524d\u6587\u8bba\u6587\u4e2d\u63d0\u5230\u7684\u6240\u8c13\u7684inductive bias\uff0c\u6307\u7684\u662f\u4eba\u7c7b\u5bf9\u4e16\u754c\u7684\u5148\u9a8c\u77e5\u8bc6\uff0c\u5bf9\u5e94\u5728\u7f51\u7edc\u4e2d\u5c31\u662f\u7f51\u7edc\u7ed3\u6784\u3002\u56fe\u7f51\u7edc\u4e2d\u7684\u7f51\u7edc\u7ed3\u6784\u662f\u56fa\u5b9a\u4e0d\u53d8\u7684\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5176\u7406\u89e3\u4e3a\u5de5\u7a0b\u5e08\u653e\u8fdb\u53bb\u7684\u4e00\u79cd\u5148\u9a8c\u7684\u201c\u504f\u89c1\u201d\uff0c\u5982\u679c\u5de5\u7a0b\u5e08\u8ba4\u4e3aA\u4e8b\u4ef6\u5bfc\u81f4B\u4e8b\u4ef6\u53d1\u751f\uff0c\u90a3\u4e48\u4ed6\u5c31\u4f1a\u5728A\u3001B\u4e4b\u95f4\u653e\u4e0a\u4e00\u6761\u8fde\u8fb9\uff0c\u8fd9\u5c31\u4f53\u73b0\u4e86A\u3001B\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a\u63a8\u7406\u80fd\u529b\u3002<\/span><\/p>\n<p line=\"S5zH\"><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\">\u56fe\u7f51\u7edc\u53ef\u4ee5\u505a\u4ec0\u4e48\uff1f<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 line=\"sctD\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"sctD\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u4f8b\u5982\u6211\u4eec\u5c06\u673a\u68b0\u72d7\u4f5c\u4e3a\u4e00\u4e2a\u7269\u7406\u4e0a\u7684\u591a\u4f53\u6846\u67b6\u653e\u5728\u56fe\u7f51\u7edc\u4e0a\u8fdb\u884c\u5904\u7406\uff0c\u9996\u5148\uff0c\u56fe\u7f51\u7edc\u53ef\u4ee5\u5c06\u673a\u68b0\u72d7\u7684\u6bcf\u4e2a\u673a\u68b0\u7ed3\u6784\u4f5c\u4e3a\u4e00\u4e2a\u5b9e\u4f53\uff0c\u673a\u68b0\u7ed3\u6784\u4e4b\u95f4\u7531\u5173\u8282\u76f8\u8fde\uff0c\u5173\u8282\u5c31\u53ef\u4ee5\u88ab\u770b\u505a\u8fde\u8fb9\uff0c\u800c\u8282\u70b9\u548c\u8fde\u8fb9\u4e4b\u4e0a\u90fd\u662f\u5e26\u6709\u4fe1\u606f\u7684\uff0c\u8fd9\u6837\u6211\u4eec\u5c31\u83b7\u5f97\u4e86\u4e00\u4efd\u56fe\u7f51\u7edc\u6570\u636e\u3002\u6bcf\u4e2a\u8282\u70b9\u4e0a\u90fd\u53ef\u4ee5\u6709\u4e00\u7ec4\u5411\u91cf\uff0c\u800c\u673a\u68b0\u72d7\u7684\u8fd0\u52a8\u5c31\u53ef\u4ee5\u7531\u6240\u6709\u7684\u8282\u70b9\u5411\u91cf\u548c\u8fde\u8fb9\u5411\u91cf\u6765\u8868\u793a\u3002\u5f53\u7136\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u52a0\u5165\u66f4\u591a\u7684\u5168\u5c40\u4fe1\u606f\uff0c\u4f8b\u5982\u4ece\u5b8f\u89c2\u72b6\u6001\u4e0a\u89c2\u5bdf\u5230\u7684\u673a\u68b0\u72d7\u7684\u8fd0\u52a8\u4fe1\u606f\u7b49\u7b49\u3002<\/span><\/p>\n<p line=\"LvZN\"><br  \/><\/p>\n<p line=\"5tRH\" class=\"ql-long-79934\" style=\"caret-color: rgb(0, 0, 0);white-space: normal;text-size-adjust: auto;text-align: center;\"><span class=\"ql-author-79934\" line-inline=\"S481\" style=\"margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"245px\" width=\"612px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534232701.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/p>\n<p line=\"bfXL\" class=\"ql-long-79934\" style=\"caret-color: rgb(0, 0, 0);white-space: normal;text-size-adjust: auto;text-align: center;\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 14px;\">\u7528\u56fe\u7f51\u7edc\u8868\u793a\u673a\u68b0\u72d7<\/span><\/strong><\/span><\/p>\n<p line=\"LvZN\"><br  \/><\/p>\n<p line=\"UfPk\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u56e0\u6b64\uff0c\u6211\u4eec\u5bf9\u673a\u68b0\u72d7\u4ece\u5404\u4e2a\u89d2\u5ea6\u8fdb\u884c\u4e86\u53ef\u5fae\u5206\u63cf\u8ff0\uff0c\u4e5f\u5efa\u7acb\u4e86\u8868\u793a\u8fd9\u4e9b\u4fe1\u606f\u7684\u56fe\u7f51\u7edc\uff0c\u63a5\u4e0b\u6765\u6211\u4eec\u5c31\u53ef\u4ee5\u5b66\u4e60\u673a\u68b0\u72d7\u7684\u8fd0\u52a8\u6a21\u5f0f\u4e86\u3002<\/span><\/p>\n<p line=\"YAUH\"><br  \/><\/p>\n<p line=\"MjOD\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u600e\u6837\u8fdb\u884c\u66f4\u9ad8\u5c42\u7684\u4fe1\u606f\u6574\u5408\u5462\uff1f\u5728\u57fa\u672c\u7684\u56fe\u7f51\u7edc\u6784\u5efa\u5b8c\u6210\u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u9ad8\u5c42\u6b21\u5bf9\u4fe1\u606f\u8fdb\u884c\u5904\u7406\u6765\u5b8c\u6210\u66f4\u590d\u6742\u7684\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u591a\u4e2a\u56fe\u7f51\u7edc\u53e0\u52a0\u5728\u4e00\u8d77\uff08\u6bcf\u4e00\u4e2a\u56fe\u7f51\u7edc\u90fd\u662f\u540c\u6784\u7684\uff0c\u4f46\u5b83\u4eec\u8868\u5f81\u7684\u4fe1\u606f\u5e76\u4e0d\u540c\uff09\uff0c\u8fd9\u6837\u6211\u4eec\u5c31\u53ef\u4ee5\u6784\u5efa\u51fa\u591a\u5c42\u7684\u56fe\u7f51\u7edc\uff0c\u4ece\u800c\u62df\u5408\u590d\u6742\u7684\u8fd0\u7b97\u8fc7\u7a0b\u3002\u6211\u4eec\u4e5f\u53ef\u4ee5\u5c06\u4e0d\u540c\u65f6\u95f4\u7684\u56fe\u7f51\u7edc\u72b6\u6001\u653e\u5165RNN\u67b6\u6784\u4e2d\uff0c\u4ece\u800c\u5b8c\u6210\u5bf9\u7f51\u7edc\u72b6\u6001\u7684\u9884\u6d4b\uff0c\u751a\u81f3\u6211\u4eec\u53ef\u4ee5\u5c06\u7f51\u7edc\u7684\u8f93\u51fa\u4f5c\u4e3a\u81ea\u5df1\u7684\u8f93\u5165\uff0c\u8fdb\u884c\u540e\u7eed\u72b6\u6001\u7684\u9884\u6d4b\u548c<span style=\"font-size: 15px;\">\u751f\u6210<\/span>\u3002<\/span><\/p>\n<p line=\"MjOD\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"EGzq\" class=\"ql-long-79934\" style=\"caret-color: rgb(0, 0, 0);white-space: normal;text-size-adjust: auto;font-family: -webkit-standard;text-align: center;\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;font-size: 14px;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"284px\" width=\"542px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534232701.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/strong><strong><span style=\"font-size: 14px;\"><span style=\"margin-right: 2px;margin-left: 2px;\"><\/span><\/span><\/strong><\/span><strong style=\"color: rgb(136, 136, 136);\"><span style=\"font-size: 14px;\">\u56fe\u7f51\u7edc\u7684\u9ad8\u5c42\u4fe1\u606f\u6574\u5408<\/span><\/strong><\/p>\n<p line=\"EGzq\"><br  \/><\/p>\n<p line=\"uo6D\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u9664\u4e86\u7269\u7406\u7cfb\u7edf\uff0c\u6211\u4eec\u4e5f\u5b8c\u5168\u53ef\u4ee5\u5c06\u8fd9\u4e00\u5957\u539f\u7406\u653e\u5728\u66f4\u5b8f\u89c2\u7684\u67b6\u6784\u4e4b\u4e0b\uff0c\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u8fd9\u4e00\u79cd\u6846\u67b6\u53bb\u5b66\u4e60\u7f51\u7edc\u4e0a\u7684\u52a8\u529b\u5b66\u8fc7\u7a0b\uff0c\u4f8b\u5982\u5728\u793e\u4ea4\u7f51\u7edc\u4e0a\uff0c\u6bcf\u4e2a\u4eba\u90fd\u662f\u8282\u70b9\uff0c\u800c\u4eba\u4eec\u5728\u793e\u4ea4\u7f51\u7edc\u4e0a\u7684\u89c2\u70b9\u662f\u600e\u6837\u4f20\u64ad\u7684\uff1f\u5728\u4ea4\u901a\u6d41\u4e2d\uff0c\u4ea4\u901a\u4fe1\u606f\uff08\u5835\u8f66\u7a0b\u5ea6\uff0c\u8f66\u901f\u4fe1\u606f\u7b49\uff09\u53c8\u8be5\u600e\u6837\u4f20\u64ad\uff1f\u8fd9\u4e00\u7c7b\u95ee\u9898\u90fd\u53ef\u4ee5\u901a\u8fc7\u56fe\u7f51\u7edc\u6765\u89e3\u51b3\u3002<\/span><\/p>\n<p line=\"6C9I\"><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\">\u56fe\u5377\u79ef<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<h1 class=\"ql-long-79934\"><br  \/><\/h1>\n<p line=\"PNW2\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u4e3a\u4e86\u80fd\u591f\u66f4\u597d\u7684\u6574\u5408\u56fe\u7f51\u7edc\u4fe1\u606f\uff0c\u6211\u4eec\u53ef\u4ee5\u5bf9\u56fe\u7f51\u7edc\u8fdb\u884c\u5377\u79ef\u64cd\u4f5c\uff0c\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u53ef\u4ee5\u5e94\u7528\u56fe\u4fe1\u53f7\u5904\u7406\u9886\u57df\u77e5\u8bc6\uff0c\u5bf9\u56fe\u6570\u636e\u8fdb\u884c\u5085\u7acb\u53f6\u53d8\u6362\uff0c\u5c06\u5377\u79ef\u7684\u5b9a\u4e49\u6269\u5c55\u5230\u56fe\u6570\u636e\u4e0a\u3002\u6700\u7ec8\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u56fe\u7f51\u7edc\u4e0a\u7684\u7b80\u5355\u77e9\u9635\u76f8\u4e58\u548c\u7ebf\u6027\u6620\u5c04\u6765\u8868\u793a\u56fe\u5377\u79ef\uff0c\u4ece\u800c\u5bf9\u6bcf\u4e00\u7ec4\u5411\u91cf\u7684\u4fe1\u606f\u8fdb\u884c\u6df1\u5c42\u6b21\u63d0\u53d6\u3002<\/span><\/p>\n<p line=\"Q34o\"><br  \/><\/p>\n<p line=\"PMlV\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5bf9\u56fe\u7f51\u7edc\u8fdb\u884c\u5377\u79ef\u4e4b\u540e\uff0c\u6211\u4eec\u5f88\u610f\u5916\u7684\u53d1\u73b0\uff0c\u56fe\u7f51\u7edc\u7adf\u7136\u5728\u5b8c\u5168\u968f\u673a\u5316\u7684\u521d\u59cb\u6761\u4ef6\u4e0b\uff0c\u5b8c\u6210\u4e86\u5728\u8868\u5f81\u7a7a\u95f4\u4e0b\u7684\u6807\u7b7e\u805a\u7c7b\u3002\u5b9e\u9645\u4e0a\uff0c\u8fd9\u6b63\u662f\u56e0\u4e3a\u56fe\u5377\u79ef\u64cd\u4f5c\u5c31\u662f\u5728\u6355\u83b7\u56fe\u7f51\u7edc\u4e0a\u7684\u90bb\u57df\u4fe1\u606f\uff0c\u800c\u90bb\u57df\u4fe1\u606f\u4e5f\u88ab\u5305\u542b\u4e8e\u8282\u70b9\u548c\u8fde\u8fb9\u7684\u6570\u503c\u4e2d\u3002\u5728\u7ecf\u8fc7\u975e\u7ebf\u6027\u6620\u5c04\u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5176\u7406\u89e3\u4e3a\u5bf9\u5404\u79cd\u7279\u5f81\u8fdb\u884c\u5f3a\u5316\u548c\u5206\u6563\u5904\u7406\uff0c\u4f7f\u7279\u5f81\u66f4\u4e3a\u660e\u663e\uff0c\u4ece\u800c\u66f4\u597d\u5730\u5b8c\u6210\u805a\u7c7b\u3002<\/span><\/p>\n<p line=\"b5Pb\"><br  \/><\/p>\n<p line=\"b5Pb\" style=\"text-align: center;\"><strong style=\"font-size: 15px;text-align: center;white-space: normal;text-size-adjust: auto;caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;\"><span style=\"font-size: 14px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"212px\" width=\"612px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534232701-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/strong><strong style=\"font-size: 15px;text-align: center;white-space: normal;text-size-adjust: auto;caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;\"><span style=\"font-size: 14px;\">\u4f7f\u7528\u56fe\u7f51\u7edc\u8fdb\u884c\u805a\u7c7b<\/span><\/strong><\/p>\n<p line=\"b5Pb\"><br  \/><\/p>\n<p line=\"MXTz\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u9664\u6b64\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u901a\u8fc7\u534a\u76d1\u7763\u5b66\u4e60\u6765\u9884\u6d4b\u8282\u70b9\u4fe1\u606f\uff1a\u901a\u8fc7\u5df2\u77e5\u8282\u70b9\u7684\u4fe1\u606f\u548c\u56fe\u5377\u79ef\u65b9\u6cd5\u8fd0\u884c\u56fe\u7f51\u7edc\uff0c\u6807\u7b7e\u4fe1\u606f\u5c31\u4f1a\u5728\u56fe\u6570\u636e\u4e0a\u6269\u6563\uff0c\u7136\u540e\u6211\u4eec\u518d\u7528\u5df2\u77e5\u8282\u70b9\u4f5c\u4e3a\u76d1\u7763\u4fe1\u606f\u53bb\u8c03\u8282\uff0c\u8fd9\u5c31\u8ba9\u6574\u4e2a\u7f51\u7edc\u4e0a\u90fd\u62e5\u6709\u4e86\u6807\u7b7e\u4fe1\u606f\uff0c\u5176\u51c6\u786e\u5ea6\u662f\u975e\u5e38\u9ad8\u7684\uff0c\u6709\u4e9b\u751a\u81f3\u53ef\u4ee5\u8d85\u8fc780%\u3002<\/span><\/p>\n<p line=\"gj3m\"><br  \/><\/p>\n<p line=\"QH9U\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u6b64\u5916\uff0c\u6211\u4eec\u81ea\u5df1\u7684\u7814\u7a76\u7ec4\u8fd8\u505a\u4e86\u7f51\u7edc\u4e0a\u7684SIR\u6a21\u578b\uff08\u4f20\u67d3\u75c5\u6a21\u578b\uff09\uff0c\u8fd9\u4e2a\u6a21\u578b\u7684\u8fd0\u4f5c\u89c4\u5f8b\u662f\uff1a\u6bcf\u4e2a\u4eba\u6709\u5065\u5eb7\u3001\u67d3\u75c5\u548c\u6062\u590d\u4e09\u4e2a\u72b6\u6001\uff0c\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u4e2d\uff0c\u6bcf\u4e2a\u4eba\u90fd\u6709\u4e00\u5b9a\u7684\u6982\u7387\u88ab\u4ed6\u7684\u90bb\u5c45\u611f\u67d3\uff0c\u88ab\u611f\u67d3\u8005\u4e5f\u6709\u4e00\u5b9a\u7684\u6982\u7387\u6062\u590d\u5065\u5eb7\u3002<\/span><\/p>\n<p line=\"H4mH\"><br  \/><\/p>\n<p line=\"2puk\" class=\"ql-long-79934\" style=\"caret-color: rgb(0, 0, 0);white-space: normal;text-size-adjust: auto;font-family: -webkit-standard;text-align: center;\"><span class=\"ql-author-79934\" line-inline=\"ayO4\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"252px\" width=\"612px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534232701-2.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/p>\n<p line=\"DHhA\" class=\"ql-long-79934\" style=\"caret-color: rgb(0, 0, 0);white-space: normal;text-size-adjust: auto;font-family: -webkit-standard;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\"><strong>\u56fe\u7f51\u7edc\u5728SIR\u6a21\u578b\u4e0a\u7684\u5e94\u7528<\/strong><\/span><\/p>\n<p line=\"H4mH\"><br  \/><\/p>\n<p line=\"mQNH\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728SIR\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u56fe\u7f51\u7edc\u8fdb\u884c\u5b66\u4e60\uff0c\u7528\u5f53\u524d\u65f6\u523b\u7684\u72b6\u6001\u53bb\u9884\u6d4b\u4e0b\u4e00\u65f6\u523b\u7684\u72b6\u6001\uff0c\u5176\u9884\u6d4b\u6548\u679c\u662f\u975e\u5e38\u597d\u7684\u3002\u66f4\u6709\u610f\u601d\u7684\u662f\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u5df2\u77e5\u8282\u70b9\u7684\u4fe1\u606f\u53bb\u9884\u6d4b\u672a\u77e5\u8282\u70b9\u7684\u4fe1\u606f\uff0c\u5728\u7f51\u7edc\u7ed3\u6784\u72b6\u6001\u5df2\u77e5\uff0c\u90e8\u5206\u8282\u70b9\u72b6\u6001\u672a\u77e5\u7684\u60c5\u51b5\u4e0b\uff0c\u6240\u6709\u7684\u8282\u70b9\u4fe1\u606f\u90fd\u53ef\u4ee5\u88ab\u6bd4\u8f83\u51c6\u786e\u5730\u6062\u590d\u3002<\/span><\/p>\n<p line=\"pCNl\"><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\">\u56fe\u7f51\u7edc\u4e0a\u7684\u6ce8\u610f\u529b<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<h1 class=\"ql-long-79934\"><br  \/><\/h1>\n<p line=\"qmQE\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u9664\u4e86\u5377\u79ef\u4e4b\u5916\uff0c\u56fe\u7f51\u7edc\u4e0a\u7684\u6ce8\u610f\u529b\u4e5f\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u7814\u7a76\u65b9\u5411\uff0c\u6211\u4eec\u77e5\u9053\u6ce8\u610f\u529b\u673a\u5236\u73b0\u5728\u5df2\u7ecf\u88ab\u5e94\u7528\u4e8e\u56fe\u50cf\u3001\u8bed\u8a00\u4fe1\u606f\u7684\u5904\u7406\u4e2d\uff0c\u73b0\u5728\u6ce8\u610f\u529b\u673a\u5236\u4e5f\u88ab\u5e94\u7528\u4e8e\u56fe\u7f51\u7edc\u6570\u636e\u7684\u5904\u7406\u4e2d\u6765\u3002<\/span><\/p>\n<p line=\"Wfqc\"><br  \/><\/p>\n<p line=\"nn3e\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u56fe\u5377\u79ef\u7f51\u7edc\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u6ce8\u610f\u529b\u7ed3\u6784\u5185\u5d4c\u5176\u4e2d\uff0c\u5728\u6bcf\u6b21\u66f4\u65b0\u8282\u70b9\u4fe1\u606f\u65f6\uff0c\u6211\u4eec\u9700\u8981\u8ba1\u7b97\u51fa\u7f51\u7edc\u7684\u6ce8\u610f\u529b\u3001\u6ce8\u610f\u529b\u8868\u793a\u8282\u70b9\u548c\u8282\u70b9\u4e4b\u95f4\u7684\u5173\u7cfb\u6743\u91cd\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5176\u7406\u89e3\u4e3a\u6bcf\u4e2a\u8282\u70b9\u5728\u8fdb\u884c\u66f4\u65b0\u7684\u8fc7\u7a0b\u4e2d\u66f4\u5e94\u8be5\u5173\u6ce8\u8c01\uff0c\u8c01\u5bf9\u8fd9\u4e2a\u8282\u70b9\u6765\u8bf4\u66f4\u91cd\u8981\u3002<\/span><\/p>\n<p line=\"v8U2\"><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\">\u4f7f\u7528\u56fe\u7f51\u7edc\u8fdb\u884c\u878d\u5408\u63a8\u7406<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<h1 class=\"ql-long-79934\"><br  \/><\/h1>\n<p line=\"cA8B\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u6211\u4eec\u77e5\u9053\uff0c\u8d1d\u53f6\u65af\u7f51\u672c\u8eab\u8868\u793a\u4e86\u968f\u673a\u53d8\u91cf\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u8d1d\u53f6\u65af\u7f51\u7edc\u7684\u56fe\u7ed3\u6784\u9700\u8981\u88ab\u4eba\u4e3a\u5efa\u7acb\uff0c\u5e76\u4e14\u7ed9\u51fa\u8282\u70b9\u548c\u8fde\u8fb9\u7684\u6982\u7387\u5206\u5e03\u3002\u5728\u6df1\u5ea6\u5b66\u4e60\u51fa\u73b0\u4e4b\u524d\uff0c\u6211\u4eec\u7528\u9690\u9a6c\u5c14\u53ef\u592b\u8fc7\u7a0b\u53bb\u5b8c\u6210\u8bed\u97f3\u7684\u5b66\u4e60\uff0c\u6211\u4eec\u4f1a\u4f7f\u7528\u5230\u4fe1\u5ff5\u4f20\u64ad\u7b97\u6cd5\u3002\u4f46\u73b0\u5728\u6211\u4eec\u53ef\u4ee5\u4ece\u65b0\u7684\u89d2\u5ea6\u53bb\u5b66\u4e60\uff1a\u5c06\u8282\u70b9\u548c\u8fde\u8fb9\u6620\u5c04\u4e3a\u56fe\u7f51\u7edc\uff0c\u5728\u56fe\u7f51\u7edc\u4e0a\u8fdb\u4e00\u6b65\u5b66\u4e60\u8282\u70b9\u548c\u8fde\u8fb9\u7684\u5173\u7cfb\u7684\u8fd0\u7b97\u3002<\/span><\/p>\n<p line=\"kzv4\"><br  \/><\/p>\n<p line=\"kzv4\" style=\"text-align: center;\"><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);white-space: normal;text-size-adjust: auto;\"><span style=\"margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;font-size: 14px;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"252px\" width=\"612px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534232701-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/strong><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);white-space: normal;text-size-adjust: auto;\"><span style=\"font-size: 14px;\"><span style=\"margin-right: 2px;margin-left: 2px;\"><\/span>\u8d1d\u53f6\u65af\u7f51\u7edc\u4e4b\u7236Judea Pearl\u548c\u4ed6\u7684\u8d1d\u53f6\u65af\u7f51\u7edc<\/span><\/strong><\/p>\n<p line=\"kzv4\"><br  \/><\/p>\n<p line=\"m5xx\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5982\u679c\u56fe\u7ed3\u6784\u4ee5\u53ca\u4ed6\u4eec\u6bcf\u4e2a\u8282\u70b9\u548c\u8fde\u8fb9\u4e0a\u7684\u6982\u7387\u5206\u5e03\u90fd\u662f\u53ef\u5b66\u4e60\u7684\uff0c\u90a3\u4e48\u53ea\u8981\u6709\u90e8\u5206\u8282\u70b9\u7684\u6570\u636e\u89c2\u6d4b\u4fe1\u606f\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u63a8\u6d4b\u51fa\u6574\u4e2a\u7f51\u7edc\u7684\u89c2\u6d4b\u4fe1\u606f\uff0c\u800c\u4e14\u8fd9\u662f\u5f88\u6709\u53ef\u80fd\u505a\u5230\u7684\u3002\u4ed4\u7ec6\u770b\u6765\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u5f88\u6709\u53ef\u80fd\u8574\u85cf\u7740\u8fdc\u6bd4\u5176\u770b\u8d77\u6765\u66f4\u6df1\u523b\u7684\u610f\u4e49\uff1a<\/span><\/p>\n<p line=\"SOBD\"><br  \/><\/p>\n<p line=\"Lmet\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5177\u4f53\u800c\u8a00\uff0c\u73b0\u5728\u7684\u6280\u672f\u53ef\u4ee5\u505a\u5230\u5bf9\u4e0d\u53ef\u5fae\u5206\u9886\u57df\u7684\u5b66\u4e60\uff0c\u8fd9\u4e0e\u4f20\u7edf\u7684\u6df1\u5ea6\u5b66\u4e60\u975e\u5e38\u4e0d\u540c\uff0c\u6211\u4eec\u4e0d\u9700\u8981\u7ed3\u6784\u662f\u53ef\u5fae\u5206\u7684\uff0c\u8fd9\u5c31\u5927\u5927\u62d3\u5c55\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u53ef\u5e94\u7528\u8303\u56f4\u3002\u600e\u6837\u8fde\u63a5\u4e0d\u53ef\u5fae\u7684\u90e8\u5206\u5462\uff1f\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7Policy Gradient\u7b97\u6cd5\u5b8c\u6210\u8fd9\u6837\u7684\u8fde\u63a5\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u6709\u4e00\u4e2a\u590d\u6742\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u5728\u6700\u540e\u4e00\u6b65\u6211\u4eec\u9700\u8981\u6309\u7167\u6982\u7387\u505a\u4e00\u4e2a\u9009\u62e9\uff0c\u800c\u6982\u7387\u9009\u62e9\u4f1a\u5c06\u68af\u5ea6\u4fe1\u606f\u7684\u4e2d\u65ad\u3002\u800cPolicy Gradient\u5219\u53ef\u4ee5\u901a\u8fc7\u6982\u7387\u671f\u671b\u66ff\u4ee3\u8bc4\u4ef7\u51fd\u6570\uff0c\u5e76\u975e\u6bcf\u6b21\u90fd\u83b7\u5f97\u56de\u62a5\uff0c\u800c\u662f\u901a\u8fc7\u591a\u6b21\u91c7\u6837\u7684\u671f\u671b\u6536\u76ca\u8fdb\u884c\u53cd\u5411\u4f20\u64ad\u3002\u8fd9\u5c31\u4f7f\u5f97\u79bb\u6563\u7684\u9009\u62e9\u53d8\u6210\u4e86\u53ef\u4f20\u9012\u68af\u5ea6\u7684\u67b6\u6784\u3002<\/span><\/p>\n<p line=\"cBTJ\"><br  \/><\/p>\n<p line=\"cBTJ\" style=\"text-align: center;\"><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;text-align: center;white-space: normal;text-size-adjust: auto;\"><span style=\"font-size: 14px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"248px\" width=\"612px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534232701.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/strong><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;text-align: center;white-space: normal;text-size-adjust: auto;\"><span style=\"font-size: 14px;\">\u4f7f\u7528Policy Gradient\u8fde\u63a5\u4e2d\u65ad\u7684\u68af\u5ea6\u4fe1\u606f<\/span><\/strong><\/p>\n<p line=\"SSgA\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"SSgA\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">Policy Gradient\u6a21\u578b\u4e5f\u662f\u6709\u4e00\u4e9b\u5f31\u70b9\u7684\uff1a\u4ed6\u4eec\u5f88\u96be\u4f18\u5316\u548c\u6536\u655b\u3002\u9664Policy Gradient\u4e4b\u5916\uff0c\u6700\u8fd1\u4e5f\u6709\u4e00\u79cd\u65b0\u5174\u6280\u672f\uff1aGumbel Softmax\uff0c\u4ed6\u4eec\u4f1a\u5728\u9009\u62e9\u7684\u8fc7\u7a0b\u4e2d\u52a0\u5165Gumbel\u5206\u5e03\u7684\u968f\u673a\u6570\uff0c\u5bfc\u81f4\u53ef\u4ee5\u83b7\u5f97\u68af\u5ea6\u4e0d\u65ad\u7684\u6982\u7387\u5206\u5e03\u4fe1\u606f\uff0c\u6700\u7ec8\u7684\u68af\u5ea6\u5c31\u53ef\u4ee5\u88ab\u53cd\u5411\u4f20\u64ad\u56de\u6765\u3002\u8fd9\u5c31\u4f7f\u5f97\u6211\u4eec\u53ef\u4ee5\u5728\u7ecf\u5178\u7684Softmax\u64cd\u4f5c\u4e0a\u52a0\u5165Gumbel\u968f\u673a\u6570\uff0c\u5e76\u901a\u8fc7\u53c2\u6570\u8c03\u8282\uff0c\u4f7f\u5f97\u68af\u5ea6\u5e76\u4e0d\u4e2d\u65ad\uff0c\u4ece\u800c\u8fde\u63a5\u4e2d\u65ad\u7684\u5fae\u5206\u64cd\u4f5c\u3002<\/span><\/p>\n<p line=\"IsbD\"><br  \/><\/p>\n<p line=\"GDzN\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u603b\u4e4b\uff0c\u73b0\u5728\u7684\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u4e5f\u53ef\u4ee5\u88ab\u6269\u5927\u5230\u4efb\u4f55\u6570\u636e\u7ed3\u6784\u4e0a\uff0c\u800c\u4e14\u5728\u66f4\u591a\u7684\u7ed3\u6784\u4e0a\uff0c\u4eba\u4eec\u90fd\u5df2\u7ecf\u6709\u65b9\u6cd5\u53bb\u89e3\u51b3\u53ef\u5fae\u5206\u3001\u53ef\u4f20\u9012\u68af\u5ea6\u7684\u95ee\u9898\uff0c\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u770b\u5230\uff0c\u73b0\u5728\u7684\u56fe\u7f51\u7edc\u5e94\u7528\u5df2\u7ecf\u6269\u5c55\u5230\u5404\u79cd\u9886\u57df\uff0c\u5f88\u591a\u539f\u672c\u5404\u81ea\u5e73\u884c\u53d1\u5c55\u7684\u67b6\u6784\uff0c\u73b0\u5728\u90fd\u5df2\u7ecf\u53ef\u4ee5\u901a\u8fc7\u56fe\u7f51\u7edc\u8fdb\u884c\u878d\u5408\uff0c\u4eba\u4eec\u5c06\u539f\u6765\u7684\u5148\u9a8c\u4fe1\u606f\u548c\u56fe\u7f51\u7edc\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u8fdb\u884c\u878d\u5408\uff0c\u8fd9\u4f7f\u5f97\u201c\u4efb\u4f55\u4e8b\u7269\u90fd\u662f\u53ef\u5b66\u4e60\u7684\u201d\u53d8\u6210\u4e86\u53ef\u80fd\u3002<\/span><\/p>\n<p line=\"GDzN\" class=\"ql-long-79934\"><br  \/><\/p>\n<p line=\"GDzN\" class=\"ql-long-79934\">&nbsp;<br  \/><\/p>\n<p line=\"GDzN\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<section class=\"mpa-template\"    style=\"white-space: normal;\">\n<section>\n<section style=\"margin-top: 0.5em;margin-bottom: 0.5em;text-align: center;\">\n<section style=\"display: inline-block;\">\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);\"><\/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);\"><\/section>\n<section style=\"clear: both;\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;border-width: 2px;border-style: solid;border-color: rgb(123, 12, 0);font-size: 19.2px;color: rgb(255, 255, 255);background-color: rgb(123, 12, 0);\">\n<section>\n<p><span style=\"font-size: 16px;\">\u8096\u8fbe\uff1aFrom Relational Reasoning to Memory and Attention<\/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);\"><\/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);\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p class=\"p1\" style=\"white-space: normal;\">&nbsp;<\/p>\n<p style=\"text-align: center;\"><img class=\"\"           style=\"width: 466px;height: 177px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534232702.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/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\">\u4ec0\u4e48\u662f\u5173\u7cfb\u63a8\u7406\u95ee\u9898\uff1a<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 line=\"GDzN\" class=\"ql-long-79934\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><\/span><\/p>\n<p line=\"W8UF\" class=\"ql-long-79934\"><br  \/><\/p>\n<p line=\"GDzN\" class=\"ql-long-79934\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><\/span><\/p>\n<p line=\"W8UF\" class=\"ql-long-79934\"><img class=\"\"       src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534232702.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<p line=\"W8UF\" class=\"ql-long-79934\"><br  \/><\/p>\n<p line=\"W8UF\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u51e0\u4e2a\u4f8b\u5b50\u76f4\u63a5\u611f\u53d7\u5173\u7cfb\u63a8\u7406\u662f\u4ec0\u4e48\uff1a<\/span><\/p>\n<p line=\"VfNb\" class=\"ql-long-79934\"><br  \/><\/p>\n<p line=\"VfNb\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u57281917\u5e74\uff0c\u8ba4\u77e5\u5fc3\u7406\u5b66\u5bb6\u505a\u4e86\u4e00\u4e2a\u5b9e\u9a8c\uff0c\u7ed9\u4e00\u53ea\u6bcd\u9e21\u4e24\u4e2a\u989c\u8272\u7eb8\uff08\u6d45\u8272\u548c\u6df1\u8272\uff09\uff0c\u5176\u4e2d\u6d45\u8272\u653e\u4e0a\u7a3b\u8c37\uff0c\u6df1\u8272\u4e0d\u653e\u7a3b\u8c37\uff0c\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u6bcd\u9e21\u53ef\u4ee5\u6b63\u786e\u7684\u9009\u62e9\u6d45\u8272\u7684\u7eb8\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u6df1\u8272\u7684\u7eb8\u53d8\u4e3a\u767d\u8272\u3002\u8fd9\u65f6\u6bcd\u9e21\u7adf\u7136\u4f1a\u9009\u62e9\u767d\u8272\uff0c\u800c\u4e0d\u662f\u6709\u7a3b\u8c37\u7684\u6d45\u8272\u3002<\/span><\/p>\n<p line=\"dwcm\"><br  \/><\/p>\n<p line=\"TWHn\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5176\u4e2d\u7684\u4e00\u79cd\u89e3\u91ca\u662f\uff0c\u6bcd\u9e21\u4f1a\u5b66\u4e86\u7eb8\u7684\u989c\u8272\u4e0e\u662f\u5426\u6709\u7a3b\u8c37\u7684\u62bd\u8c61\u5173\u7cfb\uff1a\u6d45\u8272\u6709\u7a3b\u8c37\uff0c\u800c\u6df1\u8272\u6ca1\u6709\u7a3b\u8c37\uff0c\u767d\u8272\u662f\u6700\u6d45\u7684\u989c\u8272\uff0c\u6240\u4ee5\u6bcd\u9e21\u4f1a\u9009\u62e9\u767d\u8272\uff1a<\/span><\/p>\n<p line=\"zVMI\"><br  \/><\/p>\n<p line=\"gyKO\" class=\"ql-long-79934\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"207px\" width=\"224px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534232702.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><\/p>\n<p line=\"gyKO\" class=\"ql-long-79934\" style=\"text-align: center;\"><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;text-align: center;white-space: normal;text-size-adjust: auto;\"><span style=\"font-size: 14px;\">\u5c0f\u9e21\u7684\u201c\u5173\u7cfb\u63a8\u7406\u201d<\/span><\/strong><\/p>\n<p line=\"Dqq7\"><br  \/><\/p>\n<p line=\"MimX\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u4eba\u7c7b\u7684\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u8fdb\u884c\u66f4\u590d\u6742\u7684\u63a8\u7406\u3002\u4f8b\u5982Bob\u6bd4Tom\u9ad8\uff0cTom\u6bd4Peter\u9ad8\uff0c\u90a3\u4e48\u6211\u4eec\u53ef\u4ee5\u81ea\u7136\u5730\u8ba1\u7b97\u51fa\uff0cTom\u6bd4Peter\u9ad8\u3002\u8fd9\u4e2a\u63a8\u7406\u867d\u7136\u5e76\u4e0d\u590d\u6742\uff0c\u4f46\u9700\u8981\u4eba\u7c7b\u7406\u89e3\u5176\u4e2d\u7684\u62bd\u8c61\u5173\u7cfb\uff0c\u624d\u80fd\u591f\u6b63\u786e\u5730\u5b8c\u6210\u63a8\u7406\u8fc7\u7a0b\uff08\u5b9e\u9645\u4e0a\uff0c\u901a\u5e38\u53ea\u6709\u4e09\u56db\u5c81\u4ee5\u4e0a\u7684\u5c0f\u670b\u53cb\u624d\u4f1a\u9010\u6b65\u5177\u5907\u8fd9\u79cd\u80fd\u529b\uff09\uff1a<\/span><\/p>\n<p line=\"WKJY\"><br  \/><\/p>\n<p line=\"BJsq\" class=\"ql-long-79934\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"166px\" width=\"377px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534232702.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><\/p>\n<p line=\"BJsq\" class=\"ql-long-79934\" style=\"text-align: center;\"><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;text-align: center;white-space: normal;text-size-adjust: auto;\"><span style=\"font-size: 14px;\">\u7528\u5173\u7cfb\u63a8\u7406\u6765\u7406\u89e3\u8c01\u66f4\u9ad8<\/span><\/strong><\/p>\n<p line=\"8OKW\"><br  \/><\/p>\n<p line=\"XKkB\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u8bed\u8a00\u5b66\u4e60\u7684\u9886\u57df\uff0c\u7814\u7a76\u53d1\u73b0\u5b69\u5b50\u5728\u5b66\u4e60\u8bed\u8a00\u7684\u65f6\u5019\uff0c\u5177\u4f53\u7684\u5b9e\u4f53\u5c06\u4f1a\u6700\u65e9\u5730\u88ab\u5b66\u4e60\u5230\uff08\u4f8b\u5982\u82f9\u679c\uff0c\u684c\u6905\uff09\uff0c\u800c\u5173\u7cfb\uff08\u4f8b\u5982\u53d4\u53d4\uff09\u5219\u4f1a\u88ab\u7a0d\u665a\u5b66\u4e60\u5230\uff0c\u800c\u66f4\u590d\u6742\u7684if\u3001otherwise\u7b49\u5173\u7cfb\u5219\u8981\u7b49\u5230\u516b\u5c81\u624d\u80fd\u591f\u88ab\u6b63\u786e\u5730\u5b66\u4e60\u548c\u5e94\u7528\u3002<\/span><\/p>\n<p line=\"548b\"><br  \/><\/p>\n<p line=\"evZs\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u79d1\u5b66\u53d1\u73b0\u4e2d\uff0c\u5f88\u591a\u79d1\u7814\u6210\u679c\u4e5f\u662f\u901a\u8fc7\u7c7b\u4f3c\u7684\u7c7b\u6bd4\u63a8\u7406\u7684\u65b9\u6cd5\u83b7\u5f97\u800c\u6765\u3002\u5362\u745f\u798f\u8ba4\u4e3a\u539f\u5b50\u548c\u7535\u5b50\u6709\u5438\u5f15\u548c\u65cb\u8f6c\u7684\u5173\u7cfb\u2014\u2014\u5c31\u50cf\u661f\u661f\u548c\u592a\u9633\u4e00\u6837\uff0c\u4ed6\u5c06\u592a\u9633\u548c\u661f\u661f\u7684\u5173\u7cfb\u6620\u5c04\u5230\u539f\u5b50\u6838\u548c\u539f\u5b50\u4e0a\uff0c\u8fd9\u79cd\u6620\u5c04\u6211\u4eec\u79f0\u4e4b\u4e3a\u4fdd\u7ed3\u6784\u6620\u5c04\u3002\u66f4\u5177\u4f53\u6765\u770b\uff0c\u592a\u9633\u548c\u661f\u661f\u4e4b\u95f4\u6709\u8fd9\u5438\u5f15\u5173\u7cfb\uff0c\u8fd9\u79cd\u5173\u7cfb\u7684\u63a8\u7406\u4e5f\u88ab\u6620\u5c04\u5230\u539f\u5b50\u548c\u7535\u5b50\u4e2d\u53bb\u2014\u2014\u8fd9\u610f\u5473\u7740\u6211\u4eec\u4e0d\u4f46\u6620\u5c04\u4e86\u4f4d\u7f6e\u5173\u7cfb\uff0c\u8fd8\u6620\u5c04\u4e86\u5173\u4e8e\u5173\u7cfb\u7684\u5173\u7cfb\uff08\u5f15\u529b\u5173\u7cfb\u89e3\u91ca\u4e86\u4f4d\u7f6e\u5173\u7cfb\uff09\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\">\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u5173\u7cfb\u63a8\u7406<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 line=\"GDzN\" class=\"ql-long-79934\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><\/span><\/p>\n<p line=\"dzjf\" class=\"ql-long-79934\"><br  \/><\/p>\n<p line=\"dzjf\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4e2d\uff0c\u6307\u4ee3\u6d88\u89e3\u662f\u4e00\u4e2a\u5f88\u6709\u8da3\u7684\u6311\u6218\uff0c\u4e5f\u662f\u6700\u80fd\u4f53\u73b0\u5173\u7cfb\u63a8\u7406\u80fd\u529b\u7684\u573a\u666f\u4e4b\u4e00\uff0c\u5982\u56fe\uff0c\u5176\u4e2d\u7684it\u5230\u5e95\u6307\u7684\u662f\u4ec0\u4e48\uff1f\u8fd9\u5bf9\u4e8e\u4eba\u7c7b\u6765\u8bf4\u4e0d\u96be\u56de\u7b54\uff0c\u4f46\u73b0\u6709\u7684\u6df1\u5ea6\u5b66\u4e60\u7ed3\u6784\u5e76\u4e0d\u80fd\u5f88\u597d\u5730\u5904\u7406\u5176\u4e2d\u7684\u95ee\u9898\uff1a<\/span><\/p>\n<p line=\"v7Vm\"><br  \/><\/p>\n<p line=\"rH1B\" class=\"ql-long-79934\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"147px\" width=\"527px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534232702.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><\/p>\n<p line=\"rH1B\" class=\"ql-long-79934\" style=\"text-align: center;\"><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;text-align: center;white-space: normal;text-size-adjust: auto;\"><span style=\"font-size: 14px;\">\u81ea\u7136\u8bed\u8a00\u4e2d\u7684\u6307\u4ee3\u6d88\u89e3<\/span><\/strong><\/p>\n<p line=\"Wujn\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"Wujn\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u800c\u5728\u5173\u7cfb\u63a8\u7406\u7684\u96be\u9898\uff1a\u667a\u529b\u6d4b\u9a8c\u4e2d\uff0c\u6211\u4eec\u4f1a\u9700\u8981\u5b8c\u6210\u5927\u91cf\u7684\u89c4\u5f8b\u3001\u5173\u7cfb\u7684\u63a2\u7d22\u548c\u53d1\u73b0\uff0c\u5982\u56fe\uff1a<\/span><\/p>\n<p line=\"VpeH\"><br  \/><\/p>\n<p line=\"lFra\" class=\"ql-long-79934\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"552px\" width=\"435px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534232702-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><\/p>\n<p line=\"lFra\" class=\"ql-long-79934\" style=\"text-align: center;\"><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;text-align: center;white-space: normal;text-size-adjust: auto;\"><span style=\"font-size: 14px;\">\u590d\u6742\u7684\u5173\u7cfb\u63a8\u7406\u95ee\u9898<\/span><\/strong><\/p>\n<p line=\"lFra\" class=\"ql-long-79934\" style=\"text-align: center;\"><br  \/><\/p>\n<p line=\"23UN\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u8fd9\u4e2a\u95ee\u9898\u7684\u505a\u6cd5\u662f\uff1a\u4ece\u7eb5\u5411\u6765\u770b\uff0c\u6bcf\u4e00\u4e2a\u65b9\u6846\u90fd\u8981\u6bd4\u4e0a\u4e00\u4e2a\u65b9\u6846\u4e2d\u7684\u4e94\u89d2\u661f\u591a\u4e00\u4e2a\uff0c\u6240\u4ee5\u7b54\u6848\u662fA\uff0c\u53ef\u4ee5\u770b\u5230\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u9700\u8981\u5927\u91cf\u7684\u5173\u7cfb\u63a8\u7406\uff0c\u5373\u4f7f\u662f\u4eba\u7c7b\u5b8c\u6210\u8fd9\u4e2a\u95ee\u9898\u4e5f\u5e76\u4e0d\u5bb9\u6613\u3002<\/span><\/p>\n<p line=\"23UN\" class=\"ql-long-79934\"><br  \/><\/p>\n<p line=\"lvG9\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5f53\u524d\uff0c\u6211\u4eec\u5df2\u7ecf\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u5728\u56fe\u50cf\u3001\u8bed\u97f3\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u6210\u5c31\uff0c\u4f46\u7b26\u53f7\u63a8\u7406\u9886\u57df\u8fd8\u5c1a\u672a\u88ab\u653b\u514b\u3002\u5728\u8fd9\u4e24\u4e2a\u9886\u57df\u4e4b\u95f4\u5f88\u53ef\u80fd\u5c31\u662f\u5173\u7cfb\u63a8\u7406\uff0c\u5230\u73b0\u5728\u4e3a\u6b62\uff0c\u4eba\u4eec\u5bf9\u5173\u7cfb\u63a8\u7406\u7684\u5c1d\u8bd5\u8fd8\u6ca1\u6709\u53d6\u5f97\u5177\u6709\u5927\u91cf\u7a81\u7834\u6027\u7684\u8fdb\u5c55\u3002\u800c\u4eca\u5929\u5206\u4eab\u7684\u56fe\u7f51\u7edc\u7b97\u6cd5\u662f\u5f88\u6709\u53ef\u80fd\u5e2e\u52a9\u6211\u4eec\u5728\u8fd9\u4e2a\u9886\u57df\u53d6\u5f97\u4e00\u4e9b\u7a81\u7834\u3002<\/span><\/p>\n<p line=\"essq\"><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\">Memory &amp; Attention<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 line=\"GDzN\" class=\"ql-long-79934\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><\/span><\/p>\n<h1 class=\"ql-long-79934\">\n<p><br  \/><\/p>\n<\/h1>\n<p line=\"WzUI\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u7ffb\u8bd1\u9886\u57df\u4e2d\uff0c\u4f20\u7edf\u7684\u7f16\u7801-\u89e3\u7801\u6a21\u578b\u4f1a\u7528LSTM\u5bf9\u53e5\u5b50\u8fdb\u884c\u7f16\u7801\u548c\u7ffb\u8bd1\u3002\u52a0\u5165\u4e86Attention\u673a\u5236\u4e4b\u540e\uff0c\u6bcf\u6b21\u751f\u6210\u4e00\u4e2a\u76ee\u6807\u8bed\u8a00\u7684\u5355\u8bcd\u7684\u65f6\u5019\uff0cAttention\u673a\u5236\u90fd\u4f1a\u5173\u6ce8\u5230\u539f\u6587\u4e2d\u7684\u54ea\u4e2a\u4f4d\u7f6e\u66f4\u4e3a\u91cd\u8981\uff0c\u8fd9\u5c31\u662fAttention\u673a\u5236\u7684\u539f\u7406\u3002\u6240\u4ee5\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u5c06Attention\u673a\u5236\u770b\u505a\u4eceMemory\u4e2d\u7684\u8bfb\u64cd\u4f5c\u3002<\/span><\/p>\n<p line=\"cJG1\"><br  \/><\/p>\n<p line=\"TTtW\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u901a\u8fc7Attention\u673a\u5236\uff0c\u6211\u4eec\u53ef\u4ee5\u89e3\u51b3\u5f88\u591a\u5b9e\u9645\u95ee\u9898\uff0c\u4f8b\u5982\u5728\u63cf\u8ff0\u5927\u91cf\u5b9e\u4f53\u72b6\u6001\u7684\u590d\u6742\u95ee\u7b54\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7Attention\u673a\u5236\u53bb\u5173\u6ce8\u5230\u4e00\u4e2a\u95ee\u9898\u7684\u591a\u4e2a\u5bf9\u5e94\u7b54\u6848\uff0c\u7ecf\u8fc7\u591a\u6b21\u8fd0\u7b97\uff08\u4e5f\u53ef\u4ee5\u88ab\u79f0\u4e4b\u4e3a\u591a\u6b65\u63a8\u7406\uff09\u4e4b\u540e\uff0c\u5c31\u53ef\u4ee5\u5c06\u6bcf\u4e00\u6b65\u9700\u8981\u5173\u6ce8\u7684\u4e1c\u897f\u5b66\u5230\uff0c\u4ece\u800c\u627e\u5230\u6700\u5173\u952e\u7684\u7b54\u6848\u3002<\/span><\/p>\n<h1 class=\"ql-long-79934\">\n<p><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"178px\" width=\"612px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534232702.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"font-size: 15px;\"><\/span><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;text-align: center;white-space: normal;text-size-adjust: auto;\"><span style=\"font-size: 14px;\">\u4f7f\u7528Attention\u673a\u5236\u8fdb\u884c\u591a\u6b65\u63a8\u7406<\/span><\/strong><\/p>\n<\/h1>\n<p line=\"EHeB\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"EHeB\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u4e0a\u56fe\u4e2d\uff1aAttention\u673a\u5236\u5728\u4e0d\u540c\u7684\u5faa\u73af\u6b65\u6570\u4e2d\u5173\u6ce8\u5230\u4e86John\u7684\u52a8\u4f5c\u548c\u4f4d\u7f6e\u4fe1\u606f\uff0c\u4ece\u800c\u7ed9\u51fa\u4e86\u6b63\u786e\u7b54\u6848\u3002<\/span><\/p>\n<p line=\"EHeB\" class=\"ql-long-79934\"><br  \/><\/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\">Relation Network<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 line=\"GDzN\" class=\"ql-long-79934\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><\/span><\/p>\n<p line=\"tHia\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u4ec0\u4e48\u662fRelation Network\u5462\uff0c\u5728\u4f20\u7edf\u7684\u7f51\u7edc\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7\u5168\u8fde\u63a5\u7f51\u7edc\u5bf9\u8f93\u5165\u8fdb\u884c\u6620\u5c04\u5e76\u8f93\u51fa\u3002\u5f53\u7136\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u52a0\u4e0a\u4e00\u4e9b\u5148\u9a8c\u77e5\u8bc6\uff0c\u5bf9\u6bcf\u4e2a\u5b9e\u4f53\u5355\u72ec\u8fdb\u884c\u6620\u5c04\uff0c\u7136\u540e\u5728\u8fdb\u884c\u5168\u8fde\u63a5\u7684\u8fd0\u7b97\u3002\u66f4\u8fdb\u4e00\u6b65\uff0c\u5982\u679c\u6211\u4eec\u8ba4\u4e3a\u5b9e\u4f53\u4e4b\u95f4\u4e24\u4e24\u662f\u6709\u5173\u7cfb\u7684\uff0c\u90a3\u4e48\u6211\u4eec\u53ef\u4ee5\u5c06\u5b9e\u4f53\u7684\u4e24\u4e24\u4e4b\u95f4\u7ec4\u6210\u4e00\u4e2a\u8054\u7ed3\u5bf9\uff0c\u7136\u540e\u518d\u5206\u522b\u8fdb\u884c\u6620\u5c04\uff0c\u8fd9\u4e2a\u6620\u5c04\u8fc7\u7a0b\u5c31\u662f\u5728\u68c0\u9a8c\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\u662f\u5426\u5b58\u5728\uff0c\u5e76\u8bd5\u56fe\u91cf\u5316\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/span><br  \/><\/p>\n<p line=\"xW33\"><br  \/><\/p>\n<p line=\"sQuu\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5177\u4f53\u800c\u8a00\uff0cRelation Network\u53ef\u4ee5\u88ab\u5e94\u7528\u4e8e\u5f88\u591a\u5730\u65b9\uff0c\u4f8b\u5982\u7528\u56fe\u7247\u56de\u7b54\u95ee\u9898\uff1a<\/span><\/p>\n<p line=\"sQuu\" class=\"ql-long-79934\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;text-align: center;\"><\/span><span style=\"font-size: 15px;text-align: center;margin-right: 2px;margin-left: 2px;text-size-adjust: auto;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"264px\" width=\"612px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534232702.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;text-align: center;white-space: normal;text-size-adjust: auto;\"><span style=\"font-size: 14px;\">Relation Network<\/span><\/strong><\/p>\n<p line=\"CvwT\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p line=\"CvwT\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u8fd9\u4e2a\u95ee\u9898\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba9Relation Network\u53bb\u5c06\u4efb\u610f\u4e24\u4e2aObject\u4e24\u4e24\u7ec4\u5408\uff0c\u5f62\u6210\u8054\u7ed3\u5bf9\uff0c\u518d\u4e0e\u95ee\u9898\u7684\u7f16\u7801\u76f8\u7ed3\u5408\uff0c\u901a\u8fc7\u7ebf\u6027\u6620\u5c04\u5f62\u6210\u5bf9\u95ee\u9898\u548c\u7b54\u6848\u7684\u8868\u793a\uff0c\u6700\u7ec8\u518d\u6620\u5c04\u4e3a\u5bf9\u95ee\u9898\u7684\u89e3\u7b54\u3002\u9009\u62e9\u95ee\u9898\u7b54\u6848\u7684\u65f6\u5019\uff0c\u6211\u4eec\u540c\u6837\u53ef\u4ee5\u5c06\u6bcf\u4e2a\u7b54\u6848\u548c\u95ee\u9898\u53bb\u62fc\u63a5\uff0c\u901a\u8fc7\u662f\u5426\u6709\u5173\u7684\u6620\u5c04\u4e4b\u540e\u518d\u6620\u5c04\u4e3a\u6700\u7ec8\u7b54\u6848\u3002<\/span><\/p>\n<p line=\"CvwT\" class=\"ql-long-79934\"><br  \/><\/p>\n<p line=\"CvwT\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u56de\u5230\u524d\u6587\u4e2d\u7684\u667a\u5546\u6d4b\u9a8c\u7684\u95ee\u9898\u4e0a\uff0c\u5982\u679c\u6211\u4eec\u628a\u667a\u5546\u68c0\u6d4b\u95ee\u9898\u4ea4\u7ed9\u673a\u5668\u5904\u7406\uff0c\u6211\u4eec\u53d1\u73b0\u5982\u679c\u7528CNN\u6216\u8005ResNet\u53bb\u5904\u7406\u7684\u8bdd\uff0c\u5176\u6548\u679c\u5e76\u4e0d\u5982\u4f7f\u7528Relation Network\u8fdb\u884c\u5904\u7406\u8fbe\u5230\u7684\u6548\u679c\u66f4\u4f18\u3002Relation Network\u7684\u5904\u7406\u8be5\u95ee\u9898\u7684\u6838\u5fc3\u539f\u7406\u662f\uff1a\u628a\u6bcf\u4e2a\u56fe\u7247\u4f5c\u4e3a\u4e00\u4e2a\u5b9e\u4f53\uff0c\u5c06\u56fe\u7247\u548c\u5907\u9009\u7b54\u6848\u4e5f\u4f5c\u4e3a\u5b9e\u4f53\u4e0e\u5269\u4e0b\u7684\u7ed9\u5b9a\u56fe\u7247\u8fdb\u884c\u7ec4\u5408\uff0c\u5219\u53ef\u4ee5\u4e00\u4e2a\u6bd4\u8f83\u5927\u7684\u6982\u7387\u53d1\u73b0\u5176\u4e2d\u7684\u9690\u85cf\u5173\u7cfb\u3002<\/span><\/p>\n<p line=\"CvwT\" class=\"ql-long-79934\"><br  \/><\/p>\n<p line=\"CvwT\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u603b\u4f53\u800c\u8a00\uff0c\u4e00\u822c\u7684\u56fe\u7f51\u7edc\u7684\u7ed3\u6784\u5177\u6709\u8fde\u8fb9\u7684\u66f4\u65b0\u3001\u8282\u70b9\u7684\u66f4\u65b0\u548c\u5168\u5c40\u72b6\u6001\u7684\u66f4\u65b0\u8fd9\u4e09\u6b65\u3002\u5728relation network\u4e2d\uff0c\u6211\u4eec\u5bf9\u95ee\u9898\u8fdb\u884c\u4e86\u5316\u7b80\uff1a\u8282\u70b9\u66f4\u65b0\u88ab\u4e22\u5f03\uff0c\u6211\u4eec\u5c06\u76f4\u63a5\u8fdb\u884c\u8fde\u8fb9\u66f4\u65b0\u548c\u5168\u5c40\u66f4\u65b0\uff0c\u5176\u4f18\u70b9\u662f\u7ed3\u6784\u76f8\u5bf9\u7b80\u5355\uff0c\u5c24\u5176\u662f\u53ef\u4ee5\u88ab\u6a21\u5757\u5316\u548c\u63d2\u88c5\u3002\uff08\u5982\u679c\u5c06\u6a21\u5757\u52a0\u5165\u5230CNN\u7f51\u7edc\u4e2d\uff0cCNN\u7f51\u7edc\u4e5f\u5c31\u53ef\u4ee5\u62e5\u6709\u63a8\u7406\u80fd\u529b\uff09\u4f46\u4ed6\u4e5f\u6709\u4e00\u4e2a\u7f3a\u70b9\uff1a\u7531\u4e8e\u4efb\u610f\u5b9e\u4f53\u4e4b\u95f4\u90fd\u8981\u5efa\u7acb\u8054\u7ed3\u5bf9\uff0c\u6240\u4ee5\u5176\u8ba1\u7b97\u590d\u6742\u5ea6\u662f\u5f88\u9ad8\u7684\u3002<\/span><\/p>\n<p line=\"o80M\"><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\">Self-Attention<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 line=\"GDzN\" class=\"ql-long-79934\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><\/span><\/p>\n<p line=\"oUwX\" class=\"ql-long-79934\"><br  \/><\/p>\n<p line=\"oUwX\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">self attention\u6700\u65e9\u88ab\u5e94\u7528\u4e8e\u7ffb\u8bd1\u9886\u57df\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5176\u7406\u89e3\u4e3a\u7c7b\u4f3c\u4e8e\u5377\u79ef\u7684\u4e00\u79cd\u7ed3\u6784\u3002\u5bf9\u4e8e\u5377\u79ef\u6765\u8bf4\uff0c\u6211\u4eec\u4f1a\u9996\u5148\u5b9a\u4e49\u7a97\u53e3\u5927\u5c0f\uff0c\u7136\u540e\u5bf9\u7a97\u53e3\u5185\u7684\u5411\u91cf\u8fdb\u884c\u5377\u79ef\u64cd\u4f5c\u3002\u800cself attention\u53ef\u4ee5\u5c06\u8fd9\u4e2a\u8fc7\u7a0b\u53d8\u4e3a\u52a8\u6001\u7684\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba4\u4e3a\u5979\u53ef\u4ee5\u4ece\u4efb\u4f55\u4f4d\u7f6e\u6293\u53d6\u4fe1\u606f\u7528\u4e8e\u8fd0\u7b97\uff0c\u800c\u5177\u4f53\u6293\u53d6\u4fe1\u606f\u7684\u4f4d\u7f6e\u5c31\u662fAttention \u673a\u5236\u5b66\u4e60\u5f97\u5230\u7684\u3002<\/span><\/p>\n<p line=\"hY0O\"><br  \/><\/p>\n<p line=\"fPfZ\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u56e0\u6b64\uff0cSelf attention\u53ef\u4ee5\u7a81\u7834\u7a97\u53e3\u5927\u5c0f\u7684\u9650\u5236\uff0c\u5b8c\u6210\u5f88\u591a\u957f\u7a0b\u8fde\u63a5\u4e0a\u7684\u4fe1\u606f\u63d0\u53d6\uff0c\u4f8b\u5982\u53ef\u4ee5\u7528self attention\u89e3\u51b3\u524d\u6587\u63d0\u5230\u7684\u6307\u4ee3\u6d88\u89e3\u95ee\u9898\uff1a\u5728self attention\u7ed3\u6784\u8fdb\u884c\u8fd0\u7b97\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230it\u5728\u4e0d\u540c\u7684\u8bed\u5883\u4e0b\uff0c\u5173\u6ce8\u5230\u4e86\u4e0d\u540c\u7684\u5b9e\u4f53\u3002<\/span><\/p>\n<p line=\"OrVF\" class=\"ql-long-79934\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"241px\" width=\"612px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534232702-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><\/p>\n<p line=\"OrVF\" class=\"ql-long-79934\" style=\"text-align: center;\"><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;text-align: center;white-space: normal;text-size-adjust: auto;\"><span style=\"font-size: 14px;\">\u4f7f\u7528self attention\u89e3\u51b3\u6307\u4ee3\u6d88\u89e3\u95ee\u9898<\/span><\/strong><\/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\">Transformer\u6a21\u578b<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 line=\"GDzN\" class=\"ql-long-79934\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><\/span><\/p>\n<p line=\"jnIQ\" class=\"ql-long-79934\"><br  \/><\/p>\n<p line=\"jnIQ\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">Transformer\u6a21\u578b\u662f\u4e00\u4e2a\u5185\u5d4c\u4e86self attention\u6a21\u578b\u7684\u7f51\u7edc\u67b6\u6784\uff0c\u5176\u76ee\u7684\u662f\u505a\u51fa\u53ef\u4ee5\u89e3\u51b3\u5927\u91cf\u8bed\u8a00\u4e2d\u7684\u95ee\u9898\u7684\u901a\u7528\u6a21\u578b\u3002Transformer\u662f\u600e\u6837\u8fd0\u4f5c\u7684\u5462\uff1f<\/span><\/p>\n<p line=\"1W8U\"><br  \/><\/p>\n<p line=\"0waU\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5047\u8bbe\u4e00\u53e5\u8bdd\u4e2d\u6709\u516d\u4e2a\u8bcd\uff0c\u5206\u522b\u88ab\u79f0\u4e3aX0\uff0cX1&#8230;X5\u3002self attention\u9700\u8981\u5728\u8fd9\u516d\u4e2a\u8bcd\u8bed\u4e4b\u95f4\u5efa\u7acb\u8054\u7cfb\uff0c\u9996\u5148\uff0c\u6bcf\u4e2a\u8bcd\u8bed\u5c06\u901a\u8fc7\u7ebf\u6027\u6620\u5c04\u88ab\u6620\u5c04\u4e3a\u4e00\u4e2a\u6211\u4eec\u79f0\u4e3akey \u548cvalue\u7684\u5411\u91cf\uff0c\u6bcf\u4e00\u4e2aquery\u9700\u8981\u548c\u5176\u4ed6key\u8fdb\u884c\u5411\u91cf\u70b9\u79ef\uff0c\u5176\u70b9\u79ef\u7ed3\u679c\u5c31\u53ef\u4ee5\u88ab\u770b\u4f5c\u76f8\u5173\u5ea6\uff0c\u6700\u7ec8\u6211\u4eec\u53ef\u4ee5\u5f97\u5230\u6bcf\u4e2a\u8bcd\u8bed\u548c\u5176\u4ed6\u54ea\u4e2a\u8bcd\u8bed\u66f4\u4e3a\u76f8\u5173\u3002<\/span><\/p>\n<p line=\"pkDp\"><br  \/><\/p>\n<p line=\"GYAe\" class=\"ql-long-79934\"><span style=\"margin-right: 2px;margin-left: 2px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;width: inherit;height: inherit;font-size: 15px;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"387px\" width=\"612px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534232703.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/p>\n<p line=\"GYAe\" class=\"ql-long-79934\" style=\"text-align: center;\"><strong style=\"caret-color: rgb(136, 136, 136);color: rgb(136, 136, 136);font-family: -webkit-standard;text-align: center;white-space: normal;text-size-adjust: auto;\"><span style=\"font-size: 14px;\">Transformer\u6a21\u578b<\/span><\/strong><\/p>\n<p line=\"pP3b\"><br  \/><\/p>\n<p line=\"8ikK\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u8bcd\u8bed\u7684\u76f8\u5173\u5ea6\u88ab\u5efa\u7acb\u4e4b\u540e\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u57fa\u4e8e\u76f8\u5173\u5173\u7cfb\u53bb\u505a\u4fe1\u606f\u4f20\u64ad\u4e86\uff0c\u591a\u6b21\u91cd\u590d\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u5bf9\u8282\u70b9\u4e0a\u7684\u4fe1\u606f\u8fdb\u884c\u66f4\u65b0\u3002\u503c\u5f97\u4e00\u63d0\u7684\uff0c\u662f\u5728self attention\u7684\u7ed3\u6784\u4e2d\uff0c\u6211\u4eec\u9ed8\u8ba4\u662f\u6ca1\u6709\u4f4d\u7f6e\u4fe1\u606f\u7684\uff0c\u56e0\u6b64\u6211\u4eec\u5e38\u5e38\u9700\u8981\u5728\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u65f6\u624b\u52a8\u52a0\u5165\u4e00\u4e9b\u4f4d\u7f6e\u4fe1\u606f\u3002<\/span><\/p>\n<p line=\"FyOX\"><br  \/><\/p>\n<p line=\"YW8V\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728\u7ffb\u8bd1\u6a21\u578b\u4e2d\uff0c\u6211\u4eec\u4f1a\u5728\u8f93\u5165\u7aef\u548c\u8f93\u51fa\u7aef\u591a\u6b21\u8fdb\u884c\u524d\u6587\u7684\u64cd\u4f5c\uff0c\u5373\u53ef\u83b7\u5f97\u66f4\u597d\u7684\u8bcd\u8bed\u4e4b\u95f4\u7684\u5173\u7cfb\u7ed3\u679c\uff0c\u4ece\u800c\u8fbe\u5230\u66f4\u597d\u7684\u7ffb\u8bd1\u6548\u679c\u3002<\/span><\/p>\n<p line=\"CgUD\"><br  \/><\/p>\n<p line=\"hyKR\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u5728RNN\u4e2d\uff0c\u6bcf\u4e2a\u8bcd\u90fd\u662f\u6309\u987a\u5e8f\u8f93\u5165\u7684\uff0c\u56e0\u6b64\u4efb\u4f55\u4e24\u4e2a\u8282\u70b9\u7684\u5173\u7cfb\u90fd\u662f\u9700\u8981n\u6b65\u8fd0\u7b97\uff0c\u5728CNN\u4e2d\uff0c\u7531\u4e8e\u591a\u5c42\u7684\u4fe1\u606f\u5904\u7406\u662f\u6811\u72b6\u7ed3\u6784\uff0c\u56e0\u6b64\u4e24\u4e2a\u8282\u70b9\u7684\u8ddd\u79bb\u662flog(n)\u3002\u800c\u5728self attention\u4e2d\uff0c\u7531\u4e8e\u4efb\u4f55\u4e24\u4e2a\u8bcd\u8bed\u4e4b\u95f4\u90fd\u6709\u8054\u7cfb\uff0c\u6240\u4ee5\u5b83\u4eec\u5efa\u7acb\u5173\u7cfb\u53ea\u9700\u8981\u4e00\u6b65\uff0c\u5728\u957f\u6587\u672c\u5e8f\u5217\u4e2d\uff0c\u957f\u7a0b\u8fde\u63a5\u4e0a\u7684\u4fe1\u606f\u7ecf\u8fc7\u8d8a\u591a\u6b65\u4f20\u64ad\u5c31\u8d8a\u5bb9\u6613\u4e22\u5931\uff0c\u6240\u4ee5Transformer\u6a21\u578b\u4e2d\u7684self attention\u67b6\u6784\u53ef\u4ee5\u5bf9\u5173\u7cfb\uff0c\u5c24\u5176\u662f\u957f\u7a0b\u5173\u7cfb\u8fdb\u884c\u66f4\u597d\u7684\u63d0\u53d6\u3002<\/span><\/p>\n<p line=\"DpOT\"><br  \/><\/p>\n<p line=\"D8KQ\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u901a\u8fc7\u5bf9\u57fa\u4e8eself attention\u6a21\u578b\u7684Transformer\u6a21\u578b\u7684\u9884\u8bad\u7ec3\uff0c\u4eba\u4eec\u53ef\u4ee5\u6839\u636e\u5c11\u91cf\u7684\u8fc1\u79fb\u5c31\u80fd\u5728\u4e0d\u540c\u7684\u8bed\u8a00\u4efb\u52a1\uff08\u9605\u8bfb\u7406\u89e3\uff0c\u7ffb\u8bd1\uff0c\u60c5\u611f\u8ba1\u7b97\u7b49\uff09\u4e2d\u90fd\u53d6\u5f97\u5f88\u5927\u7684\u8fdb\u5c55\u3002<\/span><\/p>\n<p line=\"FbzR\"><br  \/><\/p>\n<p line=\"qgqk\" class=\"ql-long-79934\"><span style=\"font-size: 15px;\">\u603b\u4f53\u800c\u8a00\uff0c\u4f20\u7edf\u7684\u6ce8\u610f\u529b\u673a\u5236\u5efa\u7acb\u7684\u5173\u7cfb\u662f1\u5bf91\u7684\uff0c\u800cRelation Network\u5efa\u7acb\u7684\u5173\u7cfb\u662f\u591a\u5bf9\u591a\u7684\u5173\u7cfb\uff0cself attention\u5efa\u7acb\u7684\u5173\u7cfb\u5219\u662f1\u5bf9k\u7684\uff1a\u8fd9\u610f\u5473\u7740\u6bcf\u4e2a\u8282\u70b9\uff08\u8bcd\u8bed\uff09\u53ef\u4ee5\u5bf9\u5e94k\u4e2a\u5173\u7cfb\uff0ck\u662f\u53ef\u5b66\u4e60\u7684\u53c2\u6570\u3002self attention\u7684\u4e00\u4e2a\u57fa\u672c\u7684\u6a21\u5f0f\u662f\uff1a\u5efa\u7acb\u5168\u5c40\u5173\u8054\uff0c\u4ea4\u6362\u4fe1\u606f\uff0c\u5c40\u90e8\u6574\u5408\uff0c\u5efa\u7acb\u65b0\u7684\u5168\u5c40\u5173\u8054\u2026\u2026\u5faa\u73af\u5f80\u590d\u8fd9\u4e2a\u8fc7\u7a0b\uff0cself attention\u67b6\u6784\u5c06\u9010\u6b65\u51c6\u786e\u7684\u627e\u5230\u8282\u70b9\u4e4b\u95f4\u7684\u5173\u7cfb\u4fe1\u606f\uff0c\u800c\u65e0\u5e8f\u5173\u6ce8\u8282\u70b9\u7684\u7a7a\u95f4\u8ddd\u79bb\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p line=\"GDzN\" class=\"ql-long-79934\"><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\">\u73b0\u573a\u7167\u7247\u96c6\u9526<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 line=\"GDzN\" class=\"ql-long-79934\"><br  \/><\/p>\n<p style=\"text-align: center;\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232703.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<p style=\"text-align: center;\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534232703.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<p style=\"text-align: center;\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534232703.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<p style=\"text-align: center;\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232703-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<div class=\"post-image\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534232704.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<p style=\"text-align: center;\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534232704.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p line=\"GDzN\" class=\"ql-long-79934\"><br  \/><\/p>\n<p line=\"GDzN\" class=\"ql-long-79934\"><br  \/><\/p>\n<p style=\"white-space: normal;text-align: center;\"><img           style=\"max-width: 558px;height: 158.53px;font-size: 15px;visibility: visible;width: 435px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534232704-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<section    style=\"white-space: normal;color: rgb(62, 62, 62);\">\n<section>\n<section style=\"margin-top: 20px;\">\n<section style=\"margin-top: 20px;border-color: rgb(193, 193, 193);border-style: solid;border-width: 1px;\">\n<section style=\"padding: 20px 10px;border-bottom: 2px dotted rgb(193, 193, 193);border-top: 2px dotted rgb(193, 193, 193);\">\n<section style=\"margin-top: -42px;text-align: center;\">\n<section style=\"display: inline-block;\">\n<p style=\"padding-right: 5px;padding-left: 5px;background-color: rgb(255, 255, 255);color: rgb(240, 151, 16);font-size: 20px;font-weight: 700;\"><span style=\"color: rgb(123, 12, 0);\"><span style=\"margin-right: 5px;font-size: 24px;transform: none;\">\u270e<\/span><span style=\"font-size: 18px;\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">AI&amp;Scociety\u5b66\u672f\u6c99\u9f99\u7b80\u4ecb<\/strong><\/span><\/span><\/p>\n<\/section>\n<\/section>\n<p style=\"margin-top: 5px;color: rgb(6, 6, 6);font-size: 14px;line-height: 28px;\">\u4eba\u7c7b\u5df2\u7ecf\u5168\u9762\u8fdb\u5165\u4e86\u667a\u80fd\u793e\u4f1a\uff0c\u4ee5\u4eba\u5de5\u667a\u80fd\u4e3a\u4ee3\u8868\u7684\u65b0\u4e00\u4ee3\u6280\u672f\u5fc5\u5c06\u9010\u6b65\u6e17\u900f\u5230\u6211\u4eec\u7684\u65e5\u5e38\u751f\u6d3b\u4e4b\u4e2d\uff0c\u5e76\u5f7b\u5e95\u6539\u53d8\u6211\u4eec\u7684\u793e\u4f1a\u5f62\u6001\u3002\u90a3\u4e48\uff0c<strong>\u65b0\u4e00\u4ee3\u7684\u4eba\u673a\u5171\u751f\u793e\u4f1a\u9700\u8981\u600e\u6837\u7684\u793e\u4f1a\u79d1\u5b66\uff1f\u793e\u4f1a\u79d1\u5b66\u7684\u7814\u7a76\u6210\u679c\u53c8\u5982\u4f55\u4fc3\u8fdb\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff1f\u4eba\u5de5\u667a\u80fd\u4f1a\u600e\u6837\u5f71\u54cd\u4eba\u7c7b\u793e\u4f1a\uff1f\u793e\u4f1a\u79d1\u5b66\u7814\u7a76\u53c8\u5982\u4f55\u501f\u9274\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6700\u65b0\u6210\u679c\uff1f<\/strong><br  \/><\/p>\n<p><br  \/><\/p>\n<p style=\"line-height: 28px;\"><span style=\"font-size: 14px;\">\u6211\u4eec\u8ba4\u4e3a\u6316\u6398<strong>AI\u4e0e\u793e\u4f1a<\/strong>\u9886\u57df\u6709\u60f3\u6cd5\u7684\u5e74\u8f7b\u5b66\u8005\uff0c\u4fc3\u8fdb<strong>AI\u4e0e\u793e\u4f1a<\/strong>\u539f\u521b\u601d\u60f3\u7684\u4ea4\u6d41\u4e0e\u78b0\u649e\u662f\u63a2\u7d22\u3001\u56de\u7b54\u8fd9\u4e00\u7cfb\u5217\u91cd\u5927\u95ee\u9898\u7684\u7b2c\u4e00\u6b65\u3002\u56e0\u6b64\uff0c<strong>\u817e\u8baf\u7814\u7a76\u9662S-Tech\u5de5\u4f5c\u5ba4<\/strong>\u4e0e<strong>\u96c6\u667a\u4ff1\u4e50\u90e8<\/strong>\u5171\u540c\u6253\u9020\u4e86\u201c<strong>AI&amp;Society<\/strong>\u201d\u7684\u7cfb\u5217\u5b66\u672f\u6c99\u9f99\u6d3b\u52a8\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p style=\"line-height: 28px;\"><span style=\"font-size: 14px;\">\u8be5\u7cfb\u5217\u6c99\u9f99\u4ee5\u7ebf\u4e0b\u5b9e\u4f53\u6d3b\u52a8\u4e3a\u4e3b\uff0c\u6211\u4eec\u5c06\u9080\u8bf7<strong>AI\u4e0e\u793e\u4f1a<\/strong>\u9886\u57df\u7684<strong>\u4ea4\u53c9\u7814\u7a76\u5b66\u8005<\/strong>\u8fdb\u884c\u516c\u5f00\u6027\u7684\u8ba8\u8bba\u4e0e\u601d\u60f3\u78b0\u649e\u3002\u6c99\u9f99\u7684\u4e3b\u9898\u53ef\u6db5\u76d6\u4f46\u4e0d\u9650\u4e8e\u5982\u4e0b\u7684\u5185\u5bb9\u548c\u4e3b\u9898\uff1a<\/span><\/p>\n<p><br  \/><\/p>\n<p><span style=\"font-size: 14px;\">\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\uff08Computational Social Sicence\uff09<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u793e\u4f1a\u8ba1\u7b97\uff08Social Computing\uff09<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u591a\u4e3b\u4f53\u7cfb\u7edf\uff08Multi agent systems\uff09<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u7b97\u6cd5\u7ecf\u6d4e\u5b66\uff08Algorithm Economy\uff09<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u4eba\u5de5\u667a\u80fd\u793e\u4f1a\u5b66\uff08Artificial Intelligence Sociology\uff09<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u7fa4\u4f53\u667a\u6167\uff08Swarm Intelligence\uff09<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u4eba\u7c7b\u8ba1\u7b97\uff08Human Computation\uff09<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u673a\u5668\u5b66\u4e60\uff08Machine Learning\uff09<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u6280\u672f\u4e0e\u4eba\u7c7b\u793e\u4f1a\uff08Technology and Human Society\uff09<\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u4eba\u5de5\u667a\u80fd\u4e0e\u57ce\u5e02\u79d1\u5b66\uff08Artificial Intelligence and Urban Science\uff09<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p mpa-paragraph-type=\"body\" style=\"white-space: normal;background-color: rgb(255, 255, 255);color: rgb(62, 62, 62);\"><br  \/><\/p>\n<section    style=\"white-space: normal;\">\n<section  style=\"margin-top: 20px;align-items: center;display: flex;justify-content: center;-webkit-box-align: center;-webkit-box-pack: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;border-bottom: 2px solid rgb(232, 230, 230);min-width: 60px;text-align: center;\">\n<section  style=\"padding-right: 10px;padding-left: 10px;border-color: rgb(123, 12, 0);border-bottom-style: solid;border-bottom-width: 2px;color: rgb(123, 12, 0);display: inline-block;transform: matrix(1, 0, 0, 1, 0, 2);\"><strong mpa-from-tpl=\"t\" style=\"border-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;\">AI&amp;Society&nbsp;\u5f80\u671f\u56de\u987e<\/span><\/p>\n<p><\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488388&amp;idx=1&amp;sn=62935b6ae0298a3ee31f6809a0832277&amp;chksm=e8944909dfe3c01fb2d5efc90007f16d771e9cae736f29f5854aa436c82f96b8d018e582c85b&amp;scene=21#wechat_redirect\" target=\"_blank\"><span style=\"font-size: 15px;\"><\/span><\/a><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487624&amp;idx=1&amp;sn=faf4f6b483c32adf438705564ff3605f&amp;chksm=e8944a05dfe3c31342bbeea08cdbea849daf39dce109283551bd25df72dffb839f30be84f4f5&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 16px;text-align: center;white-space: normal;\"><strong style=\"font-size: 14px;text-decoration: underline;\">\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\uff0c\u201c\u7ecf\u6d4e\u5947\u70b9\u201d\u5373\u5c06\u6765\u4e34\uff1f | AI&amp;Society \u7b2c\u4e03\u671f<\/strong><\/a><\/p>\n<p style=\"white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488388&amp;idx=1&amp;sn=62935b6ae0298a3ee31f6809a0832277&amp;chksm=e8944909dfe3c01fb2d5efc90007f16d771e9cae736f29f5854aa436c82f96b8d018e582c85b&amp;scene=21#wechat_redirect\" target=\"_blank\"><span class=\"js_jump_icon h5_image_link\"  style=\"top: auto;left: auto;margin: 0px;right: auto;bottom: auto;\"><img class=\"\"           style=\"height: 254px;text-align: center;white-space: normal;width: 453px;margin: 0px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534232704.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/a><\/p>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"font-size: 16px;font-variant-numeric: normal;font-variant-east-asian: normal;white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487624&amp;idx=1&amp;sn=faf4f6b483c32adf438705564ff3605f&amp;chksm=e8944a05dfe3c31342bbeea08cdbea849daf39dce109283551bd25df72dffb839f30be84f4f5&amp;scene=21#wechat_redirect\" target=\"_blank\"><strong style=\"font-size: 14px;text-decoration: underline;\">\u5168\u606f\u8ba1\u7b97\u6253\u9020\u201c\u516c\u53f8\u5927\u8111\u201d\uff1b\u7b80\u5355\u89c4\u5219\u9a71\u52a8\u590d\u6742\u7cfb\u7edf | AI&amp;Society \u7b2c\u516d\u671f<\/strong><\/a><\/p>\n<p style=\"font-size: 16px;font-variant-numeric: normal;font-variant-east-asian: normal;white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487624&amp;idx=1&amp;sn=faf4f6b483c32adf438705564ff3605f&amp;chksm=e8944a05dfe3c31342bbeea08cdbea849daf39dce109283551bd25df72dffb839f30be84f4f5&amp;scene=21#wechat_redirect\" target=\"_blank\"><span class=\"js_jump_icon h5_image_link\"  style=\"top: auto;left: auto;right: auto;bottom: auto;\"><img       style=\"max-width: 558px;height: 299px;width: 448px;color: rgb(0, 0, 0);font-size: 16px;font-variant-numeric: normal;font-variant-east-asian: normal;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534232704-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/a><\/p>\n<p style=\"font-size: 16px;font-variant-numeric: normal;font-variant-east-asian: normal;white-space: normal;text-align: center;\"><br  \/><\/p>\n<p style=\"white-space: normal;text-align: center;\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);color: rgb(123, 12, 0);\"><\/strong><\/p>\n<p style=\"white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487520&amp;idx=1&amp;sn=1aeaaa65078c19624fe996989d60c95d&amp;chksm=e8944aaddfe3c3bbe6bb0a2c561128f34e40803ee32db22949df13de41383adea031d183f72e&amp;scene=21#wechat_redirect\" target=\"_blank\"><strong style=\"font-size: 14px;text-decoration: underline;\">\u4faf\u4e16\u8fbe\uff1a\u673a\u5668\u53ef\u4ee5\u7ffb\u8bd1\u4f46\u4e0d\u80fd\u771f\u6b63\u201c\u7406\u89e3\u201d | AI&amp;Society \u7b2c\u4e94\u671f&nbsp;<\/strong><\/a><\/p>\n<p style=\"white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487520&amp;idx=1&amp;sn=1aeaaa65078c19624fe996989d60c95d&amp;chksm=e8944aaddfe3c3bbe6bb0a2c561128f34e40803ee32db22949df13de41383adea031d183f72e&amp;scene=21#wechat_redirect\" target=\"_blank\"><span class=\"js_jump_icon h5_image_link\"  style=\"top: auto;left: auto;right: auto;bottom: auto;\"><img           style=\"max-width: 558px;height: 301.58px;width: 453px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534232705.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/a><\/p>\n<p style=\"white-space: normal;text-align: center;\"><br  \/><\/p>\n<p style=\"white-space: normal;text-align: center;\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);color: rgb(123, 12, 0);\"><\/strong><\/p>\n<p style=\"white-space: normal;text-align: center;\"><strong style=\"font-size: 14px;text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487244&amp;idx=1&amp;sn=b5adeb276eac1100f0174bdb34524fd6&amp;chksm=e8945581dfe3dc972d04dcc31bb4c7a9aa8bd7c313953cc98856e1b3ac6b7058dafad0396429&amp;scene=21#wechat_redirect\" target=\"_blank\">\u8d2b\u7a77\u9650\u5236\u4e86\u4f60\u7684\u60f3\u8c61\u529b\uff1f\uff01| AI&amp;Society \u7b2c\u56db\u671f<\/a><\/strong><br  \/><\/p>\n<p style=\"white-space: normal;text-align: center;\"><strong style=\"font-size: 14px;text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487199&amp;idx=1&amp;sn=503493c0e022b536ef89a7975e0e82db&amp;chksm=e8945452dfe3dd4451c98801483adcccf42138c59cf02f72b37e7b283f48e9e162e746a70b98&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5927\u6570\u636e\u4f1a\u66b4\u9732\u4f60\u7684\u793e\u4f1a\u9636\u5c42\u5417\uff1f| AI&amp;Society \u7b2c\u56db\u671f&nbsp;<\/a><\/strong><\/p>\n<p style=\"white-space: normal;text-align: center;\"><strong style=\"font-size: 14px;text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487057&amp;idx=1&amp;sn=48363769dbfd5ad0df6f61fbba60299e&amp;chksm=e89454dcdfe3ddcaf585e679ec5bf7c4dbf726d7dca89b15b4d4f1e069f84ea5a0b3b3819b34&amp;scene=21#wechat_redirect\" target=\"_blank\"><span class=\"js_jump_icon h5_image_link\"  style=\"top: auto;left: auto;right: auto;bottom: auto;\"><img           style=\"max-width: 558px;height: 303.33px;width: 455px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534232705.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/a><\/strong><\/p>\n<p style=\"white-space: normal;text-align: center;\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);color: rgb(123, 12, 0);\"><br  \/><\/strong><\/p>\n<p style=\"white-space: normal;text-align: center;\"><strong style=\"font-size: 14px;text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486813&amp;idx=1&amp;sn=0b24163032f43c24b426088b02376d1a&amp;chksm=e89457d0dfe3dec6087a7f146c8ec6cf97d2072d68f89d545bdd196aedcf2c97928b15731541&amp;scene=21#wechat_redirect\" target=\"_blank\">\u98a0\u8986\u5f0f\u521b\u65b0\u4e00\u767e\u5e74&amp;AI\u8d70\u8fdb\u793e\u4f1a\u751f\u6d3b\u53d1\u5c55\u524d\u6cbf\u8ffd\u8e2a &nbsp;| AI&amp;Society\u7b2c\u4e09\u671f<\/a><\/strong><\/p>\n<p style=\"white-space: normal;text-align: center;\"><strong style=\"font-size: 14px;text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486813&amp;idx=1&amp;sn=0b24163032f43c24b426088b02376d1a&amp;chksm=e89457d0dfe3dec6087a7f146c8ec6cf97d2072d68f89d545bdd196aedcf2c97928b15731541&amp;scene=21#wechat_redirect\" target=\"_blank\"><span class=\"js_jump_icon h5_image_link\"  style=\"top: auto;left: auto;right: auto;bottom: auto;\"><img           style=\"max-width: 558px;height: 302.66px;width: 454px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534232705.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/a><\/strong><\/p>\n<p style=\"white-space: normal;text-align: center;\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);color: rgb(123, 12, 0);\"><br  \/><\/strong><\/p>\n<p style=\"white-space: normal;text-align: center;\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);color: rgb(123, 12, 0);\"><\/strong><\/p>\n<p style=\"white-space: normal;border-color: rgb(123, 12, 0);text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486645&amp;idx=1&amp;sn=c80d124521d36576919a2b46095e152e&amp;chksm=e8945638dfe3df2e8f339f626f46fb91a6480f994d3a4e90a78df24c29f227e879c214036bbf&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;\"><strong>\u5927\u94fe\u63a5\u4e0e\u5927\u6570\u636e&nbsp; AI&amp;Society\u7b2c\u4e8c\u671f<\/strong><\/a><\/p>\n<p style=\"white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486645&amp;idx=1&amp;sn=c80d124521d36576919a2b46095e152e&amp;chksm=e8945638dfe3df2e8f339f626f46fb91a6480f994d3a4e90a78df24c29f227e879c214036bbf&amp;scene=21#wechat_redirect\" target=\"_blank\"><span class=\"js_jump_icon h5_image_link\"  style=\"top: auto;left: auto;right: auto;bottom: auto;\"><img       style=\"max-width: 558px;height: 302.66px;visibility: visible;width: 454px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534232705.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/a><\/p>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;text-align: center;\"><span style=\"text-decoration: underline;\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);color: rgb(123, 12, 0);\"><span style=\"font-size: 14px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486360&amp;idx=3&amp;sn=3be539b353a9fb8bd2c0a7af72a849de&amp;chksm=e8945115dfe3d803ce12445456e97b6d153b19af63bd582a55a12a801c0a81afefcd06d4068f&amp;scene=21#wechat_redirect\" target=\"_blank\">\u4eba\u5de5\u667a\u80fd\u793e\u4f1a\u7684\u61a7\u61ac\u548c\u5fe7\u8651 | AI&amp;Society\u7b2c\u4e00\u671f<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486360&amp;idx=3&amp;sn=3be539b353a9fb8bd2c0a7af72a849de&amp;chksm=e8945115dfe3d803ce12445456e97b6d153b19af63bd582a55a12a801c0a81afefcd06d4068f&amp;scene=21#wechat_redirect\" target=\"_blank\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);color: rgb(123, 12, 0);\"><span class=\"js_jump_icon h5_image_link\"  style=\"top: auto;left: auto;right: auto;bottom: auto;\"><img       style=\"max-width: 558px;height: 273.21px;background-color: rgb(238, 237, 235);background-position: 50% 50%;background-repeat: no-repeat;background-size: 22px;border-color: rgb(238, 237, 235);border-style: solid;border-width: 1px;width: 453px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534232705.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/strong><\/a><\/p>\n<p style=\"white-space: normal;text-align: center;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<section class=\"mpa-template\"    style=\"white-space: normal;\">\n<hr style=\"color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;widows: 1;background-color: rgb(255, 255, 255);\"  \/>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;widows: 1;text-align: center;background-color: rgb(255, 255, 255);\"><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\/swarma0-1534232705.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;widows: 1;letter-spacing: 0.5px;background-color: rgb(255, 255, 255);\">\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center;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;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><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<\/span><\/strong><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;outline: none;\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;line-height: 1.75em;\"><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;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><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;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><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;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><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;font-size: 14px;color: rgb(71, 193, 168);line-height: 20px;overflow-wrap: break-word !important;\">\n<p style=\"margin: 5px auto;padding: 10px;width: 180px;border-width: 2px;border-style: dashed;border-color: rgb(132, 132, 132);line-height: normal;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\/swarma9-1534232705.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/section>\n<p><span style=\"font-size: 14px;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<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>\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u5927\u91cf\u95ee\u9898\u90fd\u53ef\u4ee5\u62bd\u8c61\u6210\u56fe\u6a21\u578b\uff08Graph 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