{"id":6189,"date":"2017-03-17T01:00:00","date_gmt":"2017-03-16T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-05T22:35:18","modified_gmt":"2018-12-05T14:35:18","slug":"%e8%ae%a9%e6%88%91%e4%bb%ac%e7%9a%84%e6%80%9d%e6%83%b3%e4%b8%80%e8%b5%b7%e5%8f%91%e9%85%b5%ef%bc%9a%e8%ae%b0%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e4%b8%ad%e7%9a%84%e5%b1%82%e7%ba%a7%e6%80%a7","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=6189","title":{"rendered":"\u8ba9\u6211\u4eec\u7684\u601d\u60f3\u4e00\u8d77\u53d1\u9175\uff1a\u8bb0\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u5c42\u7ea7\u6027 | \u7504\u6167\u73b2"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section  style=\"display: none; height: 0px;\">\n<section  class=\"mpa-template\" style=\"outline: none;\">\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" donone=\"shifuMouseDownStyle(&#39;shifu_t_028&#39;)\" style=\"margin: 1em auto; padding: 0px; color: rgb(62, 62, 62); font-size: 16px; line-height: 25.6px; white-space: normal; widows: 1; border-width: initial; border-style: none; border-color: initial; text-align: center; background-color: rgb(255, 255, 255);\"><span style=\"margin: 0px; padding: 0px; min-width: 92px; display: inline-block;\"><span class=\"\" style=\"margin: 0px; padding: 0px; border-radius: 50%; display: inline-block; background-color: rgb(22, 82, 140);\"><\/p>\n<section style=\"margin: 5px; padding: 0px; font-size: 18px; border-radius: 50%; height: 20px; width: 20px; line-height: 20px; display: inline-block; background-color: rgb(255, 255, 255);\">\n<p style=\"clear: both; min-height: 1em;\">1<\/p>\n<\/section>\n<p><\/span><span class=\"\" style=\"margin: -3px auto 0px; padding: 0px; width: 4px; border-style: solid; border-width: 11px 9px 9px; border-color: rgb(22, 82, 140) transparent transparent; height: 3px; display: block;\"><\/span><\/span><br style=\"margin: 0px; padding: 0px;\"  \/><\/p>\n<section class=\"\" style=\"margin: 0px; padding: 5px 10px; border-top: 2px solid rgb(22, 82, 140); border-right-color: rgb(22, 82, 140); border-bottom-color: rgb(22, 82, 140); border-left-color: rgb(22, 82, 140); font-size: 18px; display: inline-block;\">\n<p style=\"clear: both; min-height: 1em;\"><span style=\"margin: 0px; padding: 0px; font-size: 16px;\"><strong style=\"margin: 0px; padding: 0px;\"><span style=\"margin: 0px; padding: 0px; text-align: justify; line-height: 1.6; color: rgb(22, 82, 140);\">\u5373\u4fbf\u5df2\u7ecf\u4e00\u8d25\u6d82\u5730\uff0c<\/span><\/strong><\/span><\/p>\n<p style=\"clear: both; min-height: 1em;\"><span style=\"margin: 0px; padding: 0px; font-size: 16px;\"><strong style=\"margin: 0px; padding: 0px;\"><span style=\"margin: 0px; padding: 0px; text-align: justify; line-height: 1.6; color: rgb(22, 82, 140);\">\u4f60\u4ecd\u7136\u8981\u575a\u6301\u594b\u6597\uff01<\/span><\/strong><\/span><br style=\"margin: 0px; padding: 0px;\"  \/><\/p>\n<p><span style=\"margin: 0px; padding: 0px; font-size: 16px;\"><strong style=\"margin: 0px; padding: 0px;\"><span style=\"margin: 0px; padding: 0px; text-align: justify; line-height: 1.6; color: rgb(22, 82, 140);\"><br  \/><\/span><\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\"  style=\"outline: none;\">\n<section donone=\"shifuMouseDownCard(&#39;shifu_c_029&#39;)\" label=\"Copyright Reserved by PLAYHUDONG.\" style=\"margin: 1em 0px; padding: 0px; max-width: 100%; color: rgb(123, 12, 0); font-size: 16px; white-space: normal; line-height: 25.6px; border-width: 0px; border-style: none; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<p style=\"margin: 10px 0px 0px 1em; padding: 0px; max-width: 100%; line-height: 1.4; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\"><span style=\"margin: 0px; padding: 0px; max-width: 100%; font-size: 14px; border-color: rgb(123, 12, 0); color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\"><strong style=\"margin: 0px; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\"><span style=\"font-size: 14px; border-color: rgb(123, 12, 0); margin: 0px; padding: 0.2em 0.5em; max-width: 100%; font-weight: inherit; text-decoration: inherit; border-radius: 0.3em; text-align: center; background-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\u524d\u5bfc\u8bed<\/span><\/strong><\/span><\/p>\n<section class=\"\" style=\"margin: -0.7em 0px 0px; padding: 0px; max-width: 100%; border-width: 1px; border-style: solid; border-color: rgb(123, 12, 0); border-radius: 0.4em; color: rgb(123, 12, 0); font-size: 1em; box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px; padding: 1.4em 1em 1em; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px; padding: 0px; max-width: 100%; font-size: 1em; font-weight: inherit; text-align: inherit; text-decoration: inherit; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<p style=\"max-width: 100%; clear: both; min-height: 1em; border-color: rgb(123, 12, 0); text-align: left; margin-top: 10px; box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\"><span style=\"font-size: 14px;\">\u201c\u4f60\u6709\u4e00\u4e2a\u82f9\u679c\uff0c\u6211\u6709\u4e00\u4e2a\u82f9\u679c\uff0c\u5f7c\u6b64\u4ea4\u6362\uff0c\u6211\u4eec\u6bcf\u4e2a\u4eba\u4ecd\u6709\u4e00\u4e2a\u82f9\u679c\uff1b\u4f60\u6709\u4e00\u4e2a\u601d\u60f3\uff0c\u6211\u6709\u4e00\u4e2a\u601d\u60f3\uff0c\u5f7c\u6b64\u4ea4\u6362\uff0c\u6211\u4eec\u6bcf\u4e2a\u4eba\u5c31\u6709\u4e24\u79cd\u601d\u60f3\u3002\u201d\u8fd9\u662f\u4f46\u4e01\u7684\u540d\u53e5\u3002\u4eca\u5929\uff0c\u5728\u6df1\u5ea6\u5b66\u4e60\uff0c\u542f\u53d1\u5f0f\u7b97\u6cd5\u548c\u7edf\u8ba1\u7269\u7406\u7684\u5171\u540c\u4fc3\u8fdb\u4e0b\uff0c\u6211\u4eec\u8bf4\uff0c\u4f60\u6709\u4e00\u4e2a\u601d\u60f3\uff0c\u6211\u6709\u4e00\u4e2a\u601d\u60f3\uff0c\u6211\u4eec\u4e00\u8d77\u53d1\u9175\uff0c\u4f1a\u6709n\u4e2a\u601d\u60f3\uff01<\/span><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 2em;\"><br  \/><\/p>\n<p style=\"line-height: 2em;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534232538.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<p style=\"margin-top: 10px; text-align: left; line-height: 2em; margin-bottom: 15px;\"><span style=\"color: rgb(123, 12, 0); font-size: 14px; text-decoration: none;\"><strong>\u4ec0\u4e48\u662f\u300e\u5c42\u7ea7\u7ed3\u6784\u300f\u5462\uff1f<\/strong><\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u7b80\u5355\u6765\u7406\u89e3\uff0c\u5c31\u662f\u6211\u4eec\u8ba4\u4e3atraining sets\u4e2d\u7684\u6570\u636e\u4e0d\u4ec5\u4ec5\u662f\u6709\u5e73\u9762\u4e0a\u7684clusters\u7684\uff0c\u8fd8\u6709\u7a7a\u95f4\u7ed3\u6784\u4e0a\u7684\u533a\u522b\uff01\u4f8b\u5982\uff0c\u540c\u65f6\u5728training sets\u4e2d\u51fa\u73b0\u4e86\u201c1\u201d\u548c\u201c\u6570\u5b57\u201d\uff0c\u540c\u65f6\u51fa\u73b0\u4e86\u201c\u732b\u201d\u548c\u201c\u52a8\u7269\u201d\u3002\u7eb5\u89c2\u5404\u4e2a\u8bba\u6587\uff0c\u4eba\u4eec\u4e00\u5f00\u59cb\u5bf9\u8fd9\u4e2a\u95ee\u9898\u7684\u5904\u7406\uff0c\u662f\u4e0d\u65ad\u7684\u589e\u52a0\u795e\u7ecf\u7f51\u7edc\u7684\u5c42\u6570\uff0c\u5e76\u4e14\u8ba4\u4e3a\u6bcf\u52a0\u6df1\u4e00\u5c42\uff0c\u5c31\u53ef\u4ee5\u63d0\u53d6\u51fa\u66f4\u9ad8level\u7684\u7279\u5f81\uff08\u56e0\u6b64\uff0c\u4ece2015\u5e74\u7684highway networks\u548cresidual networks\u5f00\u59cb\uff0c\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u6587\u7ae0\u8981\u8bad\u7ec3\u8d8a\u6765\u8d8a\u6df1\u7684\u795e\u7ecf\u7f51\u7edc\uff09\u3002\u4f46\u662f\uff0c\u8fd9\u5bf9\u4e8e\u89e3\u51b3\u5c42\u7ea7\u7ed3\u6784\u7684\u95ee\u9898\u8fd8\u8fdc\u8fdc\u4e0d\u591f\uff01\u4f8b\u5982\uff0c\u5982\u679ctraining sets\u7684\u6570\u636e\u662f\u5728\u4e00\u4e2a\u53cc\u66f2\u5e73\u9762\u4e0a\u7684\uff0c\u53ea\u662f\u7b80\u5355\u7684\u589e\u52a0\u7f51\u7edc\u5c42\u6570\u663e\u7136\u89e3\u51b3\u4e0d\u4e86\u95ee\u9898\u7684\u672c\u8d28\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u89e3\u51b3\u5c42\u7ea7\u7ed3\u6784\u6240\u5e26\u6765\u7684\u95ee\u9898\uff0c\u5f53\u7136\u8981\u4ece<strong style=\"color: rgb(62, 62, 62); font-size: 14px; line-height: 22.4px; white-space: normal; widows: 1; background-color: rgb(255, 255, 255);\"><strong style=\"font-size: 14px; white-space: normal; color: rgb(62, 62, 62); line-height: 22.4px; widows: 1; background-color: rgb(255, 255, 255);\">\u300e<\/strong><\/strong><strong>\u7f51\u7edc\u7ed3\u6784<strong style=\"font-size: 14px; white-space: normal; color: rgb(62, 62, 62); line-height: 22.4px; widows: 1; background-color: rgb(255, 255, 255);\">\u300f<\/strong><\/strong>\u548c<strong style=\"font-size: 14px; white-space: normal; color: rgb(62, 62, 62); line-height: 22.4px; widows: 1; background-color: rgb(255, 255, 255);\">\u300e<\/strong><strong>\u5b66\u4e60\u7b97\u6cd5<strong style=\"font-size: 14px; white-space: normal; color: rgb(62, 62, 62); line-height: 22.4px; widows: 1; background-color: rgb(255, 255, 255);\">\u300f<\/strong><\/strong>\u4e24\u65b9\u9762\u6765\u53cc\u7ba1\u9f50\u4e0b\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u4e00\u65b9\u9762\uff0c\u7531\u4e8e\u4e0d\u77ed\u7684\u65f6\u95f4\u5185\u6211\u7684\u5de5\u4f5c\u90fd\u96c6\u4e2d\u5728\u795e\u7ecf\u7f51\u7edc\u7684<strong>\u300e\u5b66\u4e60\u300f<\/strong>\u548c<strong>\u300e\u8bb0\u5fc6\u300f<\/strong>\u4e0a\uff0c\u5728\u6211\u4eec\u7684\u7814\u7a76\u7ed3\u679c\u4e2d\uff0c\u4eba\u4eec\u5e38\u63d0\u5230\u7684<strong style=\"font-size: 15px; white-space: normal;\">\u300e<\/strong><\/span><strong><span style=\"font-size: 14px;\">\u8bb0\u5fc6\uff08memory\uff09<strong style=\"font-size: 15px; white-space: normal;\">\u300f<\/strong><\/span><\/strong><span style=\"font-size: 14px;\">\u548c<strong><strong style=\"font-size: 15px; white-space: normal;\">\u300e<\/strong>\u6ce8\u610f\u529b\uff08attention\uff09<strong style=\"font-size: 15px; white-space: normal;\">\u300f<\/strong><\/strong>\u4e5f\u662f\u6709\u5c42\u7ea7\u7ed3\u6784\u7684\uff01\u53e6\u4e00\u65b9\u9762\uff0c\u6839\u636e\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u5f20\u9752\u5bcc\u8001\u5e08\uff08\u611f\u8c22\u5f20\u8001\u5e08\uff01\uff01\u5f20\u8001\u5e08\u4e5f\u662f\u542f\u53d1\u5f0f\u7b97\u6cd5\u4e2dMOEA\/D\u7b97\u6cd5\u7684\u63d0\u51fa\u8005\u3002\uff09\u7684\u63a8\u8350\uff0c\u5728\u542f\u53d1\u5f0f\u7b97\u6cd5\u6216\u8005\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u7684\u7814\u7a76\u4e2d\u5e38\u6709<strong>\u201c1+1&gt;2\u201d<\/strong>\u7684trick\uff0c\u800c\u8fd9\u4e2atrick\u5176\u5b9e\u662f\u548c\u6211\u4eec\u4e4b\u524d\u5206\u4eab\u8fc7\u7684curriculum learning\u4ee5\u53cababy step\u201c\u4e0d\u8c0b\u800c\u5408\u201d\uff1a\u660e\u660e\u770b\u8d77\u6765\u53ea\u662f\u5c06\u539f\u76ee\u6807\u51fd\u6570\u5206\u6210\u4e86\u51e0\u4e2a\u5faa\u73af\u6b65\u9aa4\uff0c\u4f46\u662f\u6548\u679c\u5374\u660e\u663e\u53d8\u597d\uff01\u5728\u6211\u770b\u6765\uff0c\u65e0\u8bba\u662f\u5728\u6df1\u5ea6\u5b66\u4e60\u7684\u7f51\u7edc\u6a21\u578b\u4e2d\uff0c\u8fd8\u662f\u5728\u8bb0\u5fc6\u7684\u7a7a\u95f4\u7ed3\u6784\u4e2d\uff0c\u6216\u8005\u662f\u5728\u542f\u53d1\u5f0f\u4f18\u5316\u7b97\u6cd5\u4ee5\u53capopulation\u7684\u201c\u5408\u4f5c\u201d\u95ee\u9898\u4e0a\uff0c\u5b83\u4eec\u5bf9\u4e8e\u201c\u5c42\u7ea7\u201d\u90fd\u6709\u5f02\u66f2\u540c\u5de5\u7684\u610f\u5473\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><strong><span style=\"font-size: 14px;\">\u672c\u7bc7\u5185\u5bb9\u5c06\u5c1d\u8bd5\u56f4\u7ed5\u201c\u5c42\u7ea7\u7ed3\u6784\u201d\u4e32\u8054\u8d77\u201c\u7f51\u7edc\u7ed3\u6784\u548c\u8bb0\u5fc6\u201d\uff0c\u201c\u5b66\u4e60\u201d\u4ee5\u53ca\u201c\u542f\u53d1\u5f0f\u7b97\u6cd5\u201d\u4e09\u4e2a\u65b9\u9762\u7684\u5185\u5bb9\uff0c\u770b\u770b\u660e\u660e\u90a3\u4e48\u4e0d\u540c\u7684\u5185\u5bb9\u5728\u8fd9\u4e2a\u95ee\u9898\u4e0a\u662f\u5982\u4f55\u201c\u5f02\u66f2\u540c\u5de5\u201d\u3002<\/span><\/strong><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><strong><span style=\"font-size: 14px;\"><\/span><\/strong><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\"  style=\"outline: none;\">\n<blockquote class=\"\"  style=\"margin: 5px auto; padding: 0px; max-width: 100%; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); color: rgb(123, 12, 0); font-size: 16px; white-space: normal; background-color: rgb(255, 255, 255); line-height: 25.6px; box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<blockquote class=\"\"  style=\"margin: 5px auto; padding: 0px; max-width: 100%; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; text-align: center; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto -38px; padding: 0px 15px; max-width: 100%; display: inline-block; background-color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<p style=\"margin-top: 5px; margin-bottom: 5px; max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\"><strong><span style=\"border-color: rgb(123, 12, 0); color: rgb(255, 255, 255);\">Hierarchical\u5728\u7f51\u7edc\u548c\u8bb0\u5fc6\u4e2d\u7684\u6700\u65b0\u7ed3\u679c<\/span><\/strong><\/p>\n<\/section>\n<section style=\"margin: -40px 25px 50px; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 3px 0px 0px; padding: 10px 0px; max-width: 100%; box-sizing: border-box; display: inline-block; width: 495px; color: rgb(123, 12, 0); float: left; border-color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 1em 0px 0px; padding: 0px; max-width: 100%; box-sizing: border-box; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); clear: both; color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 0px 0px -3px; padding: 0px; max-width: 100%; float: right; border-color: rgb(123, 12, 0); width: 6px; border-radius: 50%; background-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important; height: 6px !important;\"><\/section>\n<section class=\"\" style=\"margin: 0px 0px -2px; padding: 0px; max-width: 100%; text-align: left; border-color: rgb(123, 12, 0); width: 6px; border-radius: 50%; background-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important; height: 6px !important;\"><\/section>\n<section class=\"\" style=\"margin: -20px 0px 0px; padding: 0px; max-width: 100%; box-sizing: border-box; text-decoration: inherit; color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 0px; padding: 0px; max-width: 100%; box-sizing: border-box; border-top: 1px solid rgb(123, 12, 0); width: 495px; float: left; border-right-color: rgb(123, 12, 0); border-bottom-color: rgb(123, 12, 0); border-left-color: rgb(123, 12, 0); color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\">\u4e3b\u8981\u6d89\u53ca\u5230\u4e0b\u9762\u4e09\u7bc7\u6587\u7ae0\uff1a<\/span><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<blockquote>\n<p style=\"margin: 32px 5px; color: inherit; font-size: inherit; white-space: normal; background-color: rgb(255, 255, 255); line-height: 2em;\"><span style=\"font-size: 14px; color: rgb(123, 12, 0);\">1. &nbsp;Deep and Hierarchical Implicit Models (D. Blei), arxiv: 1702.08896v1 (2017\/3\/2)<\/span><\/p>\n<p style=\"margin: 32px 5px; color: inherit; font-size: inherit; white-space: normal; background-color: rgb(255, 255, 255); line-height: 2em;\"><span style=\"font-size: 14px; color: rgb(123, 12, 0);\">2. &nbsp;Mean-field message-passing equations in the Hopfield model and its generalizations (M. Mezard) &nbsp;arxiv: 1608.01558v2 (2016\/8\/26)<\/span><\/p>\n<p style=\"margin: 32px 5px; color: inherit; font-size: inherit; white-space: normal; background-color: rgb(255, 255, 255); line-height: 2em;\"><span style=\"font-size: 14px; color: rgb(123, 12, 0);\">3. &nbsp;Using Fast Weights to Attend to the Recent Past (J. Hinton) arxiv: 1610.06258v2 (2016\/10\/28)<\/span><\/p>\n<\/blockquote>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u4eca\u5e743\u67082\u65e5D.Blei\u5728arxiv\u4e0a\u7684\u6700\u65b0\u6587\u7ae0<em><span style=\"font-size: 14px; color: rgb(123, 12, 0);\">\u201dDeep and Hierarchical Implicit Models (D. Blei), arxiv: 1702.08896v1\u201c<\/span><\/em>\u5c31\u6070\u597d\u8ba8\u8bba\u5230\u4e86\u8fd9\u4e00\u70b9\u3002\u8fd9\u7bc7\u6587\u7ae0\u4e3b\u8981\u63d0\u51fa\u4e86\u4e24\u79cd\u6a21\u578b\uff0c\u5206\u522b\u662f\u56fe1\uff08\u53f3\uff09hierarchical implicit model\u548c\u56fe2\uff08\u53f3\uff09\u5b83\u5bf9\u5e94\u7684deep\u7248\u672c\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; text-align: center; line-height: 2em; margin-bottom: 15px;\"><img     style=\"width: 412.279755477603px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534232539.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u4e8b\u5b9e\u4e0a\uff0c\u56fe1\uff08\u5de6\uff09\u5c31\u5df2\u7ecf\u662f\u4f20\u7edf\u7684hierarchical networks\u4e86\uff1ax\u662f\u6211\u4eec\u80fd\u89c2\u5bdf\u5230\u7684\u91cf\uff08output\uff09\uff0c\u03b2\u548cz\u90fd\u662f\u9690\u53d8\u91cf\uff0c\u533a\u522b\u662f\u03b2\u662f\u5168\u5c40\u9690\u53d8\u91cf\uff0c\u800cz\u662f\u5c40\u90e8\u7684\u3002\u5168\u5c40\u548c\u5c40\u90e8\u7684\u533a\u522b\u6211\u4eec\u53ef\u4ee5\u7406\u89e3\u4e3a\uff1a\u03b2\u4f1a\u5f71\u54cdz\uff08\u4f8b\u5982\u591a\u5c42feedforward\u795e\u7ecf\u7f51\u7edc\u7684\u7b2c\u4e00\u5c42\u4f1a\u5f71\u54cd\u7b2c\u4e8c\u5c42\uff09\u4f46\u662f\u53cd\u8fc7\u6765\u4e0d\u4f1a\u3002\u663e\u7136\uff0c\u8fd9\u6837\u7684\u7f51\u7edc\u5e76\u4e0d\u7b49\u540c\u4e8e\u4f20\u7edf\u7684\u6df1\u5ea6\u7f51\u7edc\uff0c\u56e0\u4e3a\u5373\u4f7f\u662f\u5728\u7b2c\u4e8c\u5c42\u7684z\u4f9d\u7136\u5bf9x\u6709\u5f71\u54cd\uff08\u800c\u4e14\u8fd9\u79cd\u5f71\u54cd\u663e\u7136\u4e0d\u662f\u8bf8\u5982fine-tuning\u8fd9\u6837\u7684\u8fc7\u7a0b\u53ef\u4ee5\u8868\u73b0\u7684\uff09\u3002\u5bf9\u4e8e\u8fd9\u6837\u7684\u6a21\u578b\uff0c\u76ee\u6807\u51fd\u6570\u663e\u7136\u8981\u7528KL\u71b5\uff1a<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; text-align: center; margin-bottom: 15px;\"><img     style=\"width: 342.141391402223px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534232539.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u76f8\u5e94\u7684\u7b97\u6cd5\u5f53\u7136\u662f\u968f\u673agradient descent \uff08\u8fd9\u5df2\u7136\u6210\u4e3a\u5957\u8def\u3002\u3002\u3002\uff09<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u90a3\u672c\u6587\u6a21\u578b\u7684\u7279\u70b9\u662fx\u8fd8\u53d7\u5230\u566a\u58f0\u7684\u5f71\u54cd\uff01\u4e3a\u4ec0\u4e48\u8981\u5f15\u5165\u566a\u58f0\uff1f<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u6211\u4eec\u66fe\u7ecf\u5206\u6790\u8fc7Bengio\u53bb\u5e7412\u6708\u4efd\u7684\u6587\u7ae0\u5173\u4e8eplug-play generative networks\uff0c\u91cc\u9762\u6700\u6210\u529f\u7684\u4e00\u70b9\u5c31\u662f\u5f15\u5165\u4e86\u566a\u58f0\u5bfc\u81f4\u6837\u672c\u7684\u591a\u6837\u6027\u3002\u8fd9\u4e2a\u6a21\u578b\u5bf9\u5e94\u7684deep\u7248\u672c\u5728\u56fe2\uff08\u53f3\uff09\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; text-align: center; line-height: 2em; margin-bottom: 15px;\"><img     style=\"width: 400.035611832427px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534232539.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u7531\u4e8e\u5f15\u5165\u4e86\u566a\u58f0\uff0c\u5728\u7ec3\u7b97\u6cd5\u4e0a\u4e5f\u4e0e\u4e4b\u524d\u7684\u7a0d\u6709\u4e0d\u540c\uff1a\u5f15\u5165\u4e86ratio parameter r\uff0c\u8fd9\u91ccstar\u8868\u793a\u8981\u6c42\u8868\u8fbe\u5f0f\u7684\u6700\u5c0f\u503c\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; text-align: center; margin-bottom: 15px;\"><img     style=\"width: 368.812085628305px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534232539-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6587\u7ae0\u7684\u540e\u534a\u90e8\u5206\u501f\u52a9\u8fd9\u4e2a\u6a21\u578b\u6539\u8fdb\u4e86\u73b0\u5728\u98ce\u5934\u6b63\u52b2\u7684GAN\uff0c\u4e5f\u5c31\u662f\u5728generative model\u4e2d\u52a0\u5165\u4e86noise\u548chierarchical\u7684bayesian GAN, \u6211\u4eec\u53d1\u73b0\uff0c\u8fd9\u6837\u7684\u6539\u8fdb\u8ba9GAN\u5728\u8bf8\u591a\u6570\u636e\u96c6\u4e2dtest error\u90fd\u51e0\u4e4e\u6700\u5c0f\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u7ed9\u6211\u4eec\u5e26\u6765\u7684insights\u662f\uff1a\u9996\u5148\u6211\u4eec\u8981\u627f\u8ba4\u6570\u636e\u4e2d\u662f\u6709\u53ef\u80fd\u6709\u5c42\u7ea7\u7ed3\u6784\u7684\uff0c\u800c\u8fd9\u79cd\u5c42\u7ea7\u7ed3\u6784\u4f1a\u8ba9\u6a21\u578b\u66f4\u597d\u7684\u4e86\u89e3\u6570\u636e\uff0c\u8fd9\u79cd\u4e86\u89e3\u4e0d\u662f\u6df1\u5ea6\u7f51\u7edc\u4ec5\u4f9d\u9760\u6df1\u5c31\u53ef\u4ee5\u5b9e\u73b0\u7684\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u90a3\u4e48\u8fd9\u6837\u7684\u7ed3\u6784\u5728\u5176\u4ed6\u65b9\u9762\u4f1a\u6709\u4f53\u73b0\u5417\uff1f\u4e8b\u5b9e\u4e0a\uff0c\u57282016\u5e74\u51ac\u5929\u5173\u4e8e\u201c\u8bb0\u5fc6\u201d\u7684\u5404\u4e2a\u6587\u7ae0\u4e2d\u90fd\u6709\u6240\u4f53\u73b0\uff0c\u800c\u4e14\u8fd9\u6837\u7684\u7ed3\u6784\uff0c\u662f\u6709\u7269\u7406\u610f\u4e49\u7684\uff01\u4f8b\u5982\uff0c\u6211\u4eec\u63a5\u4e0b\u6765\u8981\u5206\u6790\u7684\u6587\u7ae0\uff1a<\/span><span style=\"text-decoration: none;\"><span style=\"text-decoration: none; color: rgb(123, 12, 0); font-size: 14px;\"><em>Mean-field message-passing equations in the Hopfield model and its generalizations (M. Mezard) &nbsp;arxiv: 1608.01558v2 (2016\/8\/26) <\/em><\/span><span style=\"text-decoration: none; font-size: 14px; color: rgb(123, 12, 0);\">\u3002<\/span><\/span><span style=\"font-size: 14px;\">\u6587\u7ae0\u4f5c\u8005\u53ef\u80fd\u5f88\u591a\u505a\u6df1\u5ea6\u5b66\u4e60\u7684\u4eba\u4e0d\u719f\u6089\uff0c\u5176\u5b9e\u4ed6\u662f\u5df4\u9ece\u9ad8\u5e08\u7684\u6821\u957f\uff0c\u4e5f\u662f\u7edf\u8ba1\u7269\u7406\u65b9\u5411\u7684superstar\u4e4b\u4e00\u3002\u8fd9\u7bc7\u6587\u7ae0\u901a\u7bc7\u90fd\u662f\u5728\u7528\u7edf\u8ba1\u7269\u7406\u4e2d\u7684\u201c\u8fd1\u4f3c\u6d88\u606f\u4f20\u9012\u7b97\u6cd5\u201d\uff08Approximate Message Passing\uff0cAMP\u6216\u8005TAP\uff0cT\u662f2016\u5e74\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u5f97\u4f4fThouless\u7684\u540d\u5b57\u7b80\u79f0\uff09\u6765\u5206\u6790\u8054\u60f3\u8bb0\u5fc6\u7f51\u7edc\u3002\u4f46\u662f\u5728\u6587\u7ae0\u7684\u7b2c\u4e94\u90e8\u5206\uff0c\u4ed6\u5c06\u4f20\u7edf\u7684pattern \u03be\u5206\u89e3\u6210\u4e86\u4e24\u4e2a\u77e9\u9635\u7684\u4e58\u79ef\uff1a<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; text-align: center; margin-bottom: 15px;\"><img     style=\"width: 135.909643336244px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534232539.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u4ed6\u8ba4\u4e3a\uff0cpattern\u662f\u4f1a\u6709\u53e0\u52a0\u7684\uff0c\u4e5f\u5c31\u662f\uff0c\u8fd8\u4f1a\u6709\u4e00\u7ec4\u5411\u91cfv\uff08\u4e0d\u59a8\u5047\u8bbe\u8fd9\u91ccv\u662f\u76f8\u4e92\u72ec\u7acb\u7684\uff09\u6765\u8868\u793a\u539f\u59cbpattern\u7684\u7279\u5f81\uff0c\u800cu\u5219\u662f\u8fd9\u7ec4pattern\u7684\u7ebf\u6027\u7ec4\u5408\u7684\u7cfb\u6570\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u8fd9\u610f\u5473\u7740\u4ec0\u4e48\u5462\uff1f\u610f\u5473\u7740pattern &nbsp;\u03be\u662f\u53ef\u4ee5\u88ab\u5206\u89e3\u7684\uff0c\u800c\u5206\u89e3\u51fa\u6765\u7684\u5143\u7d20\u5219\u662f\u66f4\u57fa\u672c\u7684level\u7684pattern !\u5728\u8fd9\u6837\u7684\u5047\u8bbe\u4e0b\uff0c\u4f5c\u8005\u5f97\u51fa\u4e86\u53e6\u5916\u7684\u4e00\u7ec4\u65b9\u7a0b\uff1a<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; text-align: center; margin-bottom: 15px;\"><img     style=\"width: 344px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534232540.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u5982\u679c\u719f\u6089\u7edf\u8ba1\u7269\u7406\u5728RBM\u548cHopfield\u7f51\u7edc\u4e0a\u7684\u7ed3\u8bba\u7684\u8bdd\uff0c\u5c31\u53ef\u4ee5\u53d1\u73b0\uff1a\u5f53\u628aRBM\u7684\u8fde\u63a5\u6743\u91cdW\u5206\u89e3\u6210\u4e0d\u540c\u7684pattern\u7684\u4e58\u79ef\uff0c\u5219\u5728\u5f62\u5f0f\u4e0a\u5bf9\u5e94\u4e86Hopfield\u7f51\u7edc\uff08\u5f53\u7136\u4e5f\u8981\u8ba9visible\u548chidden neurons\u7684\u5916\u573a\u5168\u662f0\uff09\uff1b\u5982\u679c\u628aHopfield\u7f51\u7edc\u4e2dpattern\u7ee7\u7eed\u5206\u89e3\uff0c\u5219\u5728\u5f62\u5f0f\u4e0a\u5bf9\u5e94\u4e86\u4e0a\u9762\u7684\u6a21\u578b\u3002\u800c\u8fd9\u4e09\u4e2a\u6a21\u578b\u5728AMP\u7b97\u6cd5\u7684\u8868\u8fbe\u5f0f\u4e0a\u5dee\u522b\u4ec5\u5728\u4e8eHi\u7684\u7b2c\u4e8c\u9879\uff08\u4e5f\u5c31\u662f\u6240\u8bf4\u7684Onsager\u9879\uff09\u7684\u7cfb\u6570\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u8fd9\u53c8\u610f\u5473\u7740\u4ec0\u4e48\uff1f\u8fd9\u7bc7\u6587\u7ae0\u7ed9\u51fa\u4e86attention\u548cmemory\u7684\u7edf\u8ba1\u7269\u7406\u4e0a\u7684\u89e3\u91ca\uff01attention\u548cmemory\u4e0d\u4ec5\u5728\u4eba\u4eec\u5df2\u77e5\u7684capacity\u4e0a\u6709\u5dee\u522b\uff0c\u5b83\u4eec\u5728\u7269\u7406\u4e0a\u7684\u5dee\u522b\u5173\u952e\u662fOnsager\u9879\u7684\u7cfb\u6570\u4e0d\u540c\uff0c\u4f46\u662fnaive mean-field\u7cfb\u6570\u662f\u76f8\u540c\u7684\uff01\u6362\u53e5\u8bdd\u8bf4\uff0c\u5f53\u6211\u4eec\u8003\u8651\u5230\u8bb0\u5fc6\u7684\u5c42\u7ea7\u7ed3\u6784\u65f6\uff0c\u4e0d\u540c\u7684\u5206\u5c42\u5f71\u54cd\u7684\u662f\u4e8c\u9636\u6216\u8005\u66f4\u9ad8\u9636\u7684\u4f5c\u7528\uff0c\u4f46\u662f\u4e0d\u6539\u53d8\u7ebf\u6027\u5173\u7cfb\uff01\u6240\u4ee5\uff0c\u5f53\u8003\u8651\u5230\u5c42\u7ea7\u7ed3\u6784\u5bf9\u7f51\u7edc\u7684\u5f71\u54cd\u65f6\uff0c\u5bf9\u6a21\u578b\u672c\u8eab\uff08\u65e0\u8bba\u662f\u5b66\u4e60\u8fd8\u662f\u8bb0\u5fc6\uff09\u7684\u5f71\u54cd\u90fd\u662f\u975e\u7ebf\u6027\u7684\uff0c\u4e5f\u5c31\u662f\u5f53\u4e0d\u65ad\u7684\u8003\u8651\u5206\u5c42\u65f6\uff0c\u5bf9\u6700\u540e\u6548\u679c\u7684\u6539\u53d8\u8fdc\u8fdc\u5927\u4e8e\u5c42\u7ea7\u6570\u7684\u6539\u53d8\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u5728\u201c\u8bb0\u5fc6\u7684\u5c42\u7ea7\u7ed3\u6784\u201d\u8fd9\u4e2a\u95ee\u9898\u4e0a\u540c\u6837\u610f\u8bc6\u5230\u8fd9\u4ef6\u4e8b\u7684\uff0c\u8fd8\u6709Hinton\u53bb\u5e74\u7684\u6587\u7ae0\uff1a<\/span><span style=\"text-decoration: none;\"><em><span style=\"color: rgb(123, 12, 0); text-decoration: none; font-size: 14px;\">Using Fast Weights to Attend to the Recent Past (J. Hinton) arxiv: 1610.06258v2 (2016\/10\/28)\u3002<\/span><\/em><\/span><span style=\"font-size: 14px;\">\u5f53\u7136\uff0cHinton\u7528\u7684\u662f\u5b8c\u5168\u4e0d\u540c\u4e8eMezard\u7684\u601d\u8def\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">Hinton\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\u63d0\u51fa\u4e86fast asssociated memory\uff08\u6216\u8005\u53ebfast weight\uff09\uff0c\u5176\u5b9e\u5c31\u662f\u5728hidden layer\u7684\u8fde\u63a5\u4e4b\u95f4\u5f15\u5165\u4e86A(t):<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; text-align: center; margin-bottom: 15px;\"><img     style=\"width: 212.185851221393px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534232540.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u6362\u53e5\u8bdd\u8bf4\uff1a\u5728\u4e00\u4e2a\u5e38\u89c4\u7684RNN\u7684\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\uff0c\u672c\u6765\u662f\u8981\u5c06hidden layer\u7684h(t)\u8fed\u4ee3n\u6b21\uff08\u4eceh^0\u5230h^(n-1)\uff09\uff0c\u73b0\u5728\u5462\uff0c\u662f\u5c06h(0)\u8fed\u4ee3s\u6b21\uff08\u4eceh(0,0)\u5230h(0,s-1)\uff09\uff0c\u800c\u540e\u518d\u5c06h(1)\u8fed\u4ee3s\u6b21\uff08\u4eceh(1,0)\u5230h(1,s-1)\uff0c\u5176\u4e2dh(1,0)\u7684\u521d\u503c\u7531h(0,s-1)\u7ed9\u51fa\uff09\uff0c\u4ee5\u6b64\u7c7b\u63a8\u2026\u2026\u5177\u4f53\u7684\u8fed\u4ee3\u516c\u5f0f\u5982\u4e0b\uff1a<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; text-align: center; margin-bottom: 15px;\"><img     style=\"width: 284.147217168668px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534232540.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u8fd9\u4e2a\u8fc7\u7a0b\u662f\u4e0d\u662f\u4f3c\u66fe\u76f8\u8bc6\uff1f\uff01\u518d\u6765\u770b\u770bMezard\u662f\u600e\u4e48\u505a\u7684\uff1a\u4ed6\u5c06\u672c\u6765\u7684associative memory\u4e2d\u7684pattern &nbsp;\u03be\u5206\u89e3\u6210\u4e86u\u548cv\uff0c\u5176\u4e2dv\u88ab\u5f53\u6210pattern\u7684pattern\uff0cu\u88ab\u5f53\u6210\u4e86\u7ebf\u6027\u7ec4\u5408\u7684\u7cfb\u6570\u3002\u90a3Hinton\u8fd9\u7bc7\u6587\u7ae0\u5462\uff1f\u4ed6\u5c06\u9690\u5c42\u7684\u8fde\u63a5\u77e9\u9635h(t)\u5206\u89e3\uff0c\u5bfc\u81f4\u4eceh(0)\u5230h(n-1)\u7684n\u6b21\u5206\u89e3\u53d8\u6210\u4e86h(0,0),\u2026\u2026\uff0ch(0,s-1),h(1,0),\u2026\u2026\uff0ch(1,s-1)\uff0c\u2026\u2026h(n-1,s-1)\u7684n*s\u6b21\u5206\u89e3\uff01\u4ece\u7edf\u8ba1\u7269\u7406\u7684\u89d2\u5ea6\u6765\u7406\u89e3\uff0c\u5982\u679c\u6211\u4eec\u5199\u51fafast weight\u6240\u5bf9\u5e94\u7684AMP\u65b9\u7a0b\uff0c\u6bcf\u4e00\u4e2aA(t)\u4f1a\u4e14\u53ea\u4f1a\u5f71\u54cdOnsager\u9879\u7684\u7cfb\u6570\uff0c\u56e0\u6b64\uff0c\u867d\u7136\u8ba1\u7b97\u7684\u6570\u91cf\u7ea7\u4ecen\u53d8\u6210\u4e86n*s\uff0c\u4f46\u5bf9\u6548\u679c\u7684\u5f71\u54cd\u786e\u5b9e\u8fdc\u5927\u4e8e\u6b64\uff08\u81f3\u5c11\u662fn*s\u7684\u5e73\u65b9\uff01\uff09<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u4ece\u5b9e\u9a8c\u4e0a\u4e5f\u786e\u5b9e\u662f\u8fd9\u6837\uff01\u4f8b\u5982\u4e0b\u56fe\uff1afast weight\u5728n=20\u7684\u65f6\u5019\uff0c\u5bf9\u6bd4\u666e\u901a\u7684RNN\uff0ctest error\u4ece62.11%\u964d\u4f4e\u5230\u4e861.81%\uff0c\u800c\u53c2\u6570\u66f4\u591a\u7684lstm\u5374\u53ea\u964d\u4f4e\u5230\u4e8660.81%\uff01\u5f53n=50\u6216\u8005\u66f4\u9ad8\u7684\u65f6\u5019\uff0cfast weight\u7684test error\u5e72\u8106\u964d\u4f4e\u5230\u4e860\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><img     style=\"width: 562.361765071224px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534232540.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u800c\u5bf9\u6bd4CNN\uff0c\u5728\u7279\u5f81\u662f200\u7684\u65f6\u5019\uff0cfast weight\u7684test error\u4ece0.9%\u964d\u4f4e\u52300.85%\uff0c\u6548\u679c\u4f9d\u7136\u597d\u4e8ernn\u548clstm ! \u5f53\u7136\uff0c\u5728\u7279\u5f81\u6570\u8f83\u5c11\u7684\u65f6\u5019\uff0c\u4f18\u52bf\u4e0d\u660e\u663e\uff0c\u8fd9\u5f53\u7136\u662f\u5f88\u597d\u7406\u89e3\u7684\uff1a\u7ed9\u51fa\u4e00\u4e2a\u6781\u7aef\u60c5\u51b5\uff0c\u5982\u679c\u4f60\u53ea\u67092\u4e2afeature\uff0c\u8fd9\u79cdhierarchical\u7684\u5047\u8bbe\u53ea\u4f1a\u5e26\u6765overfitting &nbsp;(\u2229_\u2229) (\u2229_\u2229)\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><img     style=\"width: 400.356716874913px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534232540.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><br  \/><\/p>\n<section  class=\"mpa-template\"  style=\"outline: none;\">\n<blockquote class=\"\"  style=\"margin: 5px auto; padding: 0px; max-width: 100%; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); color: rgb(123, 12, 0); font-size: 16px; white-space: normal; background-color: rgb(255, 255, 255); line-height: 25.6px; box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<blockquote class=\"\"  style=\"margin: 5px auto; padding: 0px; max-width: 100%; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; text-align: center; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto -38px; padding: 0px 15px; max-width: 100%; display: inline-block; background-color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<p style=\"margin-top: 5px; margin-bottom: 5px; max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\"><strong><span style=\"border-color: rgb(123, 12, 0); color: rgb(255, 255, 255);\">\u795e\u7ecf\u7f51\u7edc\u7684\u6cdb\u5316\u5b66\u4e60\u672c\u8d28\u4e0ehierarchical\u7684\u5173\u7cfb<\/span><\/strong><\/p>\n<\/section>\n<section style=\"margin: -40px 25px 50px; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 3px 0px 0px; padding: 10px 0px; max-width: 100%; box-sizing: border-box; display: inline-block; width: 495px; color: rgb(123, 12, 0); float: left; border-color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 1em 0px 0px; padding: 0px; max-width: 100%; box-sizing: border-box; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); clear: both; color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 0px 0px -3px; padding: 0px; max-width: 100%; float: right; border-color: rgb(123, 12, 0); width: 6px; border-radius: 50%; background-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important; height: 6px !important;\"><\/section>\n<section class=\"\" style=\"margin: 0px 0px -2px; padding: 0px; max-width: 100%; text-align: left; border-color: rgb(123, 12, 0); width: 6px; border-radius: 50%; background-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important; height: 6px !important;\"><\/section>\n<section class=\"\" style=\"margin: -20px 0px 0px; padding: 0px; max-width: 100%; box-sizing: border-box; text-decoration: inherit; color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 0px; padding: 0px; max-width: 100%; box-sizing: border-box; border-top: 1px solid rgb(123, 12, 0); width: 495px; float: left; border-right-color: rgb(123, 12, 0); border-bottom-color: rgb(123, 12, 0); border-left-color: rgb(123, 12, 0); color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><br  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u4e0d\u4ec5\u5728\u8bb0\u5fc6\u548c\u7f51\u7edc\u7ed3\u6784\u4e2d\uff0c\u4f1a\u6709hierarchical\u7684\u5b58\u5728\uff0c\u4e0b\u9762\u6211\u4eec\u4f1a\u8bf4\uff0c\u57282017\u5e74\u521d\u5173\u4e8e\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u672c\u8d28\u7684\u201cBengio\u5144\u5f1f\u4e4b\u4e89\u201d\u8bba\u6587\u4e2d\uff0c\u4f9d\u7136\u53ef\u4ee5\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u7406\u89e3\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u53bb\u5e7411\u6708\u4efd\uff0cBengio\u7684\u5f1f\u5f1f\uff08\u76ee\u524d\u5728Google Brain\uff09\u63d0\u4ea4\u4e86\u8fd9\u6837\u4e00\u7bc7\u6587\u7ae0\uff1a<\/span><span style=\"text-decoration: none;\"><span style=\"text-decoration: none; font-size: 14px; color: rgb(123, 12, 0);\"><em>Understanding deep learning requires rethinking generalization (S. Bengio) arxiv: 1611.03530v1<\/em><\/span><span style=\"text-decoration: none; font-size: 14px;\">\u3002<\/span><\/span><span style=\"font-size: 14px;\">\u5f53\u7136\uff0c\u8fd9\u7bc7\u6587\u7ae0\u662f\u4ece\u6cdb\u5316generalization\u7684\u89d2\u5ea6\u6765\u8bf4\u7684\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u8fd9\u7bc7\u6587\u7ae0\u672c\u8eab\u662f\u60f3\u89e3\u91ca\u4e3a\u4ec0\u4e48\u5927\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\u5728\u6cdb\u5316\u8fd9\u4e2a\u95ee\u9898\u4e0a\u8868\u73b0\u7684\u597d\u3002\u501f\u52a9\u968f\u673a\u68af\u5ea6\u7b97\u6cd5\uff0c\u4f5c\u8005\u5728CIFAR10\u548cImageNet\u4e0a\u6b63\u5f0f\u4e86\u5373\u4f7f\u5355\u72ec\u7684\u4f7f\u7528\u6807\u7b7e\u968f\u673a\u5316\u800c\u4e0d\u6539\u53d8\u6a21\u578b\u7684\u5927\u5c0f\u548c\u53c2\u6570\u7b49\u6613\u71c3\u53ef\u4ee5\u8ba9\u6a21\u578b\u7684\u6cdb\u5316\u5927\u5e45\u5ea6\u63d0\u5347\uff01\u539f\u56e0\u662f\uff0c\u4ed6\u4eec\u8ba4\u4e3aCNN\u7684\u6cdb\u5316\u6548\u679c\u597d\u662f\u56e0\u4e3a\u66f4\u5bb9\u6613\u62df\u5408\u968f\u673a\u6807\u8bb0\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u7f51\u7edc\u662f\u901a\u8fc7\u8bb0\u5fc6\u6765\u5b66\u4e60\u7684\uff08\u4e0d\u662f\u901a\u8fc7\u4e0d\u65ad\u7684\u63d0\u53d6\u7279\u5f81\uff09\uff01\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u9996\u5148\uff0c\u4f5c\u8005\u901a\u8fc7\u5f15\u5165\u968f\u673a\u6570\u636e\u6765\u8bc1\u5b9e\u867d\u7136\u968f\u7740\u566a\u58f0\u7684\u5f15\u5165\u5bfc\u81f4\u8bad\u7ec3\u65f6\u95f4\u53d8\u957f\uff0c\u4f46\u662f\u7f51\u7edc\u603b\u662f\u53ef\u4ee5\u8ba9\u8f93\u5165\u548c\u8f93\u51fa\u76f8\u62df\u5408\uff0c\u5982\u4e0b\u56fe\uff1a<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><img     style=\"width: 560.564916718379px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534232540.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u7136\u540e\uff0c\u6587\u7ae0\u4e5f\u8ba8\u8bba\u4e86\u6b63\u5219\u5316\u867d\u88ab\u8ba4\u4e3a\u662f\u6709\u52a9\u4e8e\u51cf\u5c0f\u6cdb\u5316\u5b66\u4e60\u7684\u8bef\u5dee\uff0c\u4f46\u662f\u5bf9\u4e8e\u4f4e\u6d4b\u8bd5\u9519\u8bef\uff0c\u6b63\u5219\u5316\u662f\u4e0d\u5fc5\u8981\u7684\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u8ba4\u4e3a\uff0c\u6b63\u5219\u5316\u8d77\u4f5c\u7528\u7684\u65f6\u5019\u662f\u7531\u4e8e\u201c\u5c06\u53ef\u80fd\u7684\u5047\u8bbe\u7a7a\u95f4\u51cf\u5c0f\u5230\u66f4\u5c0f\u7684\u5b50\u96c6\u201d\uff01\u6587\u7ae0\u7684\u6700\u540e\u8fd8\u8bc1\u660e\u4e86\u201c<span style=\" font-size: 14px ; ; ; ; \">\u5b58\u5728\u5177\u6709 ReLU \u6fc0\u6d3b\u548c 2n + d \u4e2a\u6743\u91cd\u7684\u4e24\u5c42\u795e\u7ecf\u7f51\u7edc\uff0c\u5176\u53ef\u4ee5\u8868\u793ad\u7ef4\u4e2d\u7684\u5927\u5c0f\u4e3an\u7684\u6837\u672c\u7684\u4efb\u4f55\u51fd\u6570\u201d\u3002<\/span><\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u5f15\u8d77\u6211\u4eec\u6ce8\u610f\u7684\u6b63\u662f\u6587\u7ae0\u7684\u540e\u4e24\u90e8\u5206\u7ed3\u8bba\uff0c\u8fd9\u770b\u8d77\u6765\u548c\u7edf\u8ba1\u7269\u7406\u7684\u60f3\u6cd5\u5982\u6b64\u76f8\u4f3c\uff1a\u6b63\u5219\u5316\u4e0d\u662f\u4e00\u76f4\u6709\u6548\uff0c\u53ea\u6709\u5c06\u7a7a\u95f4\u51cf\u5c0f\u7684\u65f6\u5019\u624d\u6709\u6548\uff08\u5176\u5b9e\u5c31\u662f\u76f8\u5f53\u4e8e\u8bf4\u53ea\u6709\u5206\u89e3\u4e86latent parameter\u800c\u5229\u7528\u5206\u89e3\u540e\u7684\u7279\u5f81\u6765\u5b66\u4e60\u7684\u65f6\u5019\u624d\u6709\u6548\uff01\uff01\uff09\u81f3\u4e8e\u6700\u540e\u4e00\u90e8\u5206\u8bc1\u660e\uff0c\u5176\u5173\u952e\u662f\u5c06input x\u5206\u89e3\u6210\u4e86x1\uff0c\u2026\u2026\uff0cxn\uff0c\u5728\u7a7a\u95f4I1\uff0c\u2026\u2026\uff0cIb\u4e0a\u5206\u522b\u79ef\u5206\uff01\uff08\u8fd9\u5c31\u76f8\u5f53\u4e8e\u672c\u6765\u662f\u53ea\u6709n\u6b65\u7684\u8ba1\u7b97\u53d8\u6210\u4e86n*b\uff0c\u6709\u6ca1\u6709\u5728Hinton\u548cMezard\u7684\u6587\u7ae0\u4e2d\u627e\u5230\u5171\u540c\u70b9\uff1f\uff01\uff09<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u4f46\u662f\uff0c\u7531\u4e8e\u57282017\u5e74\u521dBengio\u672c\u4eba\u63d0\u4ea4\u4e86\u8fd9\u6837\u4e00\u7bc7\u6587\u7ae0\uff1a<\/span><span style=\"text-decoration: none;\"><em><span style=\"text-decoration: none; color: rgb(123, 12, 0); font-size: 14px;\">Deep Nets don&#8217;t learn via memorization (E. Bengio) 2017, ICLR workshop\u3002<\/span><\/em><\/span><span style=\"font-size: 14px;\">\u8fd9\u7bc7\u6587\u7ae0\u9488\u5bf9\u5f1f\u5f1f\u7684\u7ed3\u679c\u4e3b\u8981\u8bf4\u660e\uff1aDNN\u4e0d\u4f1a\u8bb0\u5fc6\uff01\u867d\u7136\u770b\u8d77\u6765<span style=\" font-size: 14px ; ; ; ; \">\u5bf9\u4e8e\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c\uff0cDNN \u90fd\u80fd\u5b9e\u73b0\u5b8c\u7f8e\u7684\u5206\u7c7b\u7cbe\u5ea6\u662f\u7531\u4e8e\u201c\u8bb0\u4f4f\u201d\u4e86\u6837\u672c\uff0c\u4f46\u662f\u8fd9\u4ec5\u9650\u4e8etraining sets\uff01<\/span><\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u4ed6\u4eec\u505a\u4e86\u5982\u4e0b\u7684\u51e0\u4e2a\u5b9e\u9a8c\uff1a\u968f\u7740\u66f4\u591a\u7684\u6837\u672c\u88ab\u566a\u58f0\u66ff\u4ee3\uff0cDNN \u9700\u8981\u66f4\u591a\u7684\u5bb9\u91cf\u624d\u80fd\u8fbe\u5230\u6700\u9ad8\u6027\u80fd\u3002\u8fd9\u8868\u660e\u7f51\u7edc\u80fd\u591f\u4ee5\u66f4\u7b80\u5355\u7684\u6a21\u5f0f\uff0c\u4e5f\u5373\u66f4\u5c11\u7684\u53c2\u6570\u89e3\u91ca\u771f\u5b9e\u6570\u636e\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><img     style=\"width: 395.888659930697px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534232540.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u5728\u5206\u6790\u6b63\u5219\u5316\u65f6\uff0c\u4ed6\u4eec\u53d1\u73b0\u6b63\u5219\u5316\u662f\u5bf9\u968f\u673a\u6807\u7b7e\u8d77\u4f5c\u7528\u7684\uff08\u8fd9\u4e2a\u5b9e\u9a8c\u7ed3\u679c\u662f\u4e0e\u5f1f\u5f1f\u7684\u6587\u7ae0\u76f8\u53cd\uff09\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u6211\u4eec\u662f\u4ece\u7edf\u8ba1\u7269\u7406\u7684\u89d2\u5ea6\u6765\u7814\u7a76\u201c\u5b66\u4e60\u201d\u548c\u201c\u8bb0\u5fc6\u201d\u7684\uff0c\u5728\u6211\u770b\u6765\uff0c\u867d\u7136\u4ed6\u4eec\u7684\u7ed3\u679c\u5448\u73b0\u4e86\u4e00\u5b9a\u7a0b\u5ea6\u7684\u4e0d\u540c\uff0c\u4f46\u662f\u90fd\u662f\u5bf9\u7684\uff0c\u4e5f\u90fd\u6709\u4e0d\u5bf9\uff1a<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\uff081\uff09\u6211\u4eec\u4e0d\u8ba4\u4e3aDNN\u53ef\u4ee5\u8bb0\u4f4f\u6570\u636e\uff08\u6240\u4ee5\u5e76\u4e0d\u662f\u901a\u8fc7\u8bb0\u5fc6\u6765\u5b66\u4e60\u7684\uff01\u8fd9\u70b9\u4e0a\u7edd\u5bf9\u662f\u7ad9\u54e5\u54e5\uff01\uff09\uff0c\u4f46\u662f\u53ef\u4ee5\u8bb0\u4f4f\u7684\u662ftraining sets\u7684\u4e0d\u52a8\u70b9\uff01\u4e8b\u5b9e\u4e0a\uff0c\u9664\u975e\u5373\u4f7f\u5ffd\u7565\u6570\u636e\u96c6\u7684hierarchical\u7684\u6027\u8d28\uff0c\u4e5f\u4f9d\u7136\u662f\u53ef\u4ee5\u5206\u6210\u82e5\u5e72\u4e2acluster\uff08\u9664\u975e\u4f60\u53ea\u662f\u8bad\u7ec3\u4e86\u5168\u662f0\u6216\u8005\u5168\u662f\u732b\uff0c\u8fd8\u5f97\u8ba1\u7b97\u673a\u8ba4\u4e3a\u7684\u4e00\u79cd0\u7684\u5199\u6cd5\u6216\u8005\u4e00\u79cd\u732b\uff0c\u8fde\u4f20\u7edf\u7684handwriting\u90fd\u4e0d\u53ef\u4ee5\uff01\uff09\uff0c\u800c\u5f53\u4f60\u5728test set\u4e0a\u505a\u6d4b\u8bd5\u7684\u65f6\u5019\uff0c\u5176\u5b9e\u662f\u770b\u6d4b\u8bd5\u7684sample\u5728\u54ea\u4e2a\u4e0d\u52a8\u70b9\u7684\u7ba1\u8f96\u533a\u57df\u5185\u3002\u66f4\u5177\u4f53\u7684\u7ed3\u679c\u53ef\u4ee5\u53c2\u89c1\u6587\u7ae0\uff1a<\/span><span style=\"text-decoration: none;\"><em><span style=\"text-decoration: none; color: rgb(123, 12, 0); font-size: 14px;\">Memories as bifurcations: realization by collective dynamics of spiking neurons under stochastic inputs (Neural Networks)\u3002<\/span><\/em><\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\uff082\uff09\u4f46\u662f\uff0c\u5173\u4e8e\u6b63\u5219\u5316\u7684\u8ba8\u8bba\u6211\u4eec\u8ba4\u540c\u5f1f\u5f1f\u7684\u89c2\u70b9\u3002\u81f3\u4e8e\u4e24\u7bc7\u6587\u7ae0\u51fa\u73b0\u4e86\u4e0d\u4e00\u81f4\u5728\u6211\u770b\u6765\u662f\u56e0\u4e3a\u524d\u63d0\u4e0d\u4e00\u6837\uff1a\u95ee\u9898\u7684\u5173\u952e\u662f\u5206\u89e3\uff01\u6709\u6ca1\u6709\u5c06inputs\u548cweights\u5206\u89e3\u5c06\u8d77\u5230\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\uff01\u56e0\u4e3a\u8fd9\u610f\u5473\u7740\u662f\u5426\u5c06hierarchical\u7ed3\u6784\u8003\u8651\u5230\u4e86\u91cc\u9762\uff08\u4ece\u54e5\u54e5\u63d0\u4ea4\u7684\u6587\u7ae0\u4e2d\u770b\uff0c\u4f3c\u4e4e\u662f\u6ca1\u6709\u3002\uff09\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u79cd\u5206\u89e3\u7b49\u6548\u4e8ecurriculum learning\uff08\u4f46\u662f\uff0c\u5728curriculum learning \u4e2d\uff0c\u662f\u5c06\u76ee\u6807\u51fd\u6570\u5206\u89e3\u6210\u82e5\u5e72\u6b65\u9aa4\uff0c\u8fd9\u91cc\u662f\u5c06\u53c2\u6570\u6216\u8005Inputs\u5206\u89e3\uff09\u3002\u4f8b\u5982\uff1a<span style=\"font-size: 14px; color: rgb(123, 12, 0);\"><em>Visualizing and Understanding Curriculum Learning for Long Short-Term Memory Networks<\/em><\/span>\u4e2d\u4e5f\u4f1a\u6709\u76f8\u5e94\u7684\u4f5c\u8bc1\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<section  class=\"mpa-template\"  style=\"outline: none;\">\n<blockquote class=\"\"  style=\"margin: 5px auto; padding: 0px; max-width: 100%; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); color: rgb(123, 12, 0); font-size: 16px; white-space: normal; background-color: rgb(255, 255, 255); line-height: 25.6px; box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<blockquote class=\"\"  style=\"margin: 5px auto; padding: 0px; max-width: 100%; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; text-align: center; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto -38px; padding: 0px 15px; max-width: 100%; display: inline-block; background-color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<p style=\"margin-top: 5px; margin-bottom: 5px; max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\"><strong><span style=\"border-color: rgb(123, 12, 0); color: rgb(255, 255, 255);\">\u7a76\u7adf\u662fhierarchical\u8fd8\u662fdeep\u5728\u5f71\u54cd\u7740\u7b97\u6cd5\u7684\u8bbe\u8ba1<\/span><\/strong><\/p>\n<\/section>\n<section style=\"margin: -40px 25px 50px; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 3px 0px 0px; padding: 10px 0px; max-width: 100%; box-sizing: border-box; display: inline-block; width: 495px; color: rgb(123, 12, 0); float: left; border-color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 1em 0px 0px; padding: 0px; max-width: 100%; box-sizing: border-box; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); clear: both; color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 0px 0px -3px; padding: 0px; max-width: 100%; float: right; border-color: rgb(123, 12, 0); width: 6px; border-radius: 50%; background-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important; height: 6px !important;\"><\/section>\n<section class=\"\" style=\"margin: 0px 0px -2px; padding: 0px; max-width: 100%; text-align: left; border-color: rgb(123, 12, 0); width: 6px; border-radius: 50%; background-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important; height: 6px !important;\"><\/section>\n<section class=\"\" style=\"margin: -20px 0px 0px; padding: 0px; max-width: 100%; box-sizing: border-box; text-decoration: inherit; color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 0px; padding: 0px; max-width: 100%; box-sizing: border-box; border-top: 1px solid rgb(123, 12, 0); width: 495px; float: left; border-right-color: rgb(123, 12, 0); border-bottom-color: rgb(123, 12, 0); border-left-color: rgb(123, 12, 0); color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><br  \/><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\">\u4e3a\u4e86\u4f50\u8bc1\u201c\u5206\u89e3\u201d\u6216\u8005\u201chierarchical\u201d\u5728\u5b66\u4e60\u4e2d\u7684\u4f5c\u7528\uff0c\u6211\u4eec\u4e5f\u63a8\u8350\u5982\u4e0b\u7684\u4e24\u7bc7\u5173\u4e8e\u542f\u53d1\u5f0f\u7b97\u6cd5\u7684\u6587\u7ae0\uff1a<\/span><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<blockquote>\n<p style=\"margin: 32px 5px; color: inherit; font-size: inherit; text-align: justify; white-space: normal; background-color: rgb(255, 255, 255); line-height: 2em;\"><span style=\"font-size: 14px; color: rgb(123, 12, 0);\">\uff081\uff09An Economics Approach to Hard Computational Problems (Bernardo A. Huberman, HP Senior Fellow and Director). Science.<\/span><\/p>\n<p style=\"margin: 32px 5px; color: inherit; font-size: inherit; text-align: justify; white-space: normal; background-color: rgb(255, 255, 255); line-height: 2em;\"><span style=\"font-size: 14px; color: rgb(123, 12, 0);\">\uff082\uff09MOEA\/D: A Multiobjective Evolutionary Algorithm Based on Decomposition (Qing-Fu Zhang, City&nbsp;University&nbsp;of&nbsp;Hong&nbsp;Kong) IEEE Trans<\/span><\/p>\n<\/blockquote>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u7b2c\u4e00\u7bc7\u6587\u7ae0\u5f88\u77ed\uff0c\u539f\u7406\u770b\u8d77\u6765\u4e5f\u5f88\u7b80\u5355\uff1a\u628a\u76ee\u6807\u51fd\u6570f\u5206\u89e3\u6210f1\u548cf2\uff0c\u628ap(t)\u5206\u89e3\u6210\uff1a<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u5bf9\u5e94\u5173\u7cfb\u662ff1\u5bf9\u5e94p1(t)\uff0cf2\u5bf9\u5e94p2(t)\u3002\u800c\u540e\u53d1\u73b0\u65e0\u8bba\u662f\u5728\u76ee\u6807\u51fd\u6570\u7684\u4f18\u5316\u8fd8\u662f\u98ce\u9669\u4f30\u8ba1\u4e0a\uff0c\u90fd\u6548\u679c\u6bd4\u76f4\u63a5\u5904\u7406f\u548cp(t)\u6548\u679c\u8981\u597d\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u5982\u679c\u8bf4\u8fd9\u662f\u4e2a\u4f8b\u7684\u8bdd\uff0c\u90a3\u4e48\u7b2c\u4e8c\u7bc7\u6587\u7ae0\u4e5f\u5c31\u662f\u5f20\u9752\u5bcc\u8001\u5e08\u7684\u6587\u7ae0MOEA\/D: <\/span><span style=\"text-decoration: none;\"><em><span style=\"text-decoration: none; font-size: 14px; color: rgb(123, 12, 0);\">A Multiobjective Evolutionary Algorithm Based on Decomposition<\/span><\/em><\/span><span style=\"font-size: 14px;\">\u5c31\u66f4\u80fd\u8bf4\u660e\u95ee\u9898\u4e00\u4e9b\uff01\u8fd9\u7bc7\u6587\u7ae0\u9996\u6b21\u5c06\u8fd9\u79cd\u5206\u89e3\u7684\u65b9\u5f0f\u5e94\u7528\u5230\u4e86\u8fdb\u5316\u95ee\u9898\u4e0a\u3002\u8fd9\u4e2a\u7b97\u6cd5\u7684\u5173\u952e\u6709\u4e24\u90e8\u5206\uff1a<\/span><\/p>\n<blockquote>\n<p style=\"line-height: 2em; margin-top: 20px; margin-bottom: 20px;\"><span style=\"background-color: rgb(255, 255, 255); text-align: justify; font-size: 14px; color: rgb(123, 12, 0);\">\uff081\uff09\u5c06\u4e00\u4e2a\u591a\u76ee\u6807\u4f18\u5316\u95ee\u9898\u5206\u89e3\u6210\u4e0d\u540c\u7684\u5b50\u95ee\u9898\uff0c<\/span><\/p>\n<p style=\"line-height: 2em; margin-top: 20px; margin-bottom: 20px;\"><span style=\"background-color: rgb(255, 255, 255); text-align: justify; font-size: 14px; color: rgb(123, 12, 0);\">\uff082\uff09\u800c\u4e14\u6bcf\u4e2a\u5b50\u95ee\u9898\u7684\u4f18\u5316\u4fe1\u606f\u5c06\u901a\u8fc7\u76f8\u90bb\u7684\u5b50\u95ee\u9898\u5f97\u5230\uff08\u6709\u6ca1\u6709\u60f3\u5230\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684weights sharing\uff01\uff09\uff0c\u4ece\u800c\u51cf\u5c0f\u4e86\u8ba1\u7b97\u590d\u6742\u5ea6\u3002<\/span><\/p>\n<\/blockquote>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u7efc\u5408\u4e0a\u9762\u4e24\u7bc7\u6587\u7ae0\uff0c\u6709\u6ca1\u6709\u53d1\u73b0\u8fd9\u79cd\u5904\u7406\u65b9\u5f0f\u548ccurriculum learning\u5f88\u50cf\uff01\uff01\u4e0d\u76f4\u63a5\u5904\u7406\u539f\u59cb\u7684\u76ee\u6807\u51fd\u6570\uff0c\u800c\u662f\u5904\u7406\u4e00\u4e2a\u4e0e\u4e4b\u76f8\u5173\u7684\u4e00\u90e8\u5206\uff0c\u800c\u540e\uff0c\u9010\u6e10\u7684\u8fc7\u5ea6\u5230\u539f\u59cb\u7684\uff08\u5f53\u7136\uff0c\u8fd9\u91cc\u53ea\u662f\u5206\u6210\u4e86\u4e24\u6b65\uff0c\u4f46\u5176\u5b9e\u662f\u53ef\u4ee5\u5206\u6210n\u6b65\u7684\uff0c\u4e0d\u8fc7\u5c06p(t)\u540c\u65f6\u5206\u89e3\u5c31\u597d\uff09\uff01\u4e4d\u4e00\u770b\uff0c\u8fd9\u4e2a\u4f3c\u4e4e\u548c\u201c\u6df1\u5ea6\u7f51\u7edc\u7a76\u7adf\u662fdeep\u8fd8\u662fwide\u6548\u679c\u597d\u201d\u8fd9\u4e2a\u8bae\u9898\u76f8\u5173\uff0c\u6362\u53e5\u8bdd\u8bf4\uff0c\u4f3c\u4e4e\u6211\u4eec\u53ef\u4ee5\u7406\u89e3\u6210\uff1a\u628af\u5206\u89e3\u6210\u7684f1\u2026\u2026fn\u5206\u522b\u53ef\u4ee5\u7406\u89e3\u6210\u6bcf\u4e00\u5c42\u7684\u6307\u6807\uff08\u7c7b\u4f3c\u76ee\u6807\u51fd\u6570\uff09\uff0c\u6240\u4ee5\uff0c\u9010\u5c42\u63d0\u53d6\u7279\u5f81\u7684\u8fc7\u7a0b\u5c31\u76f8\u5f53\u4e8e\u9010\u6b65\u5b8c\u6210\u8fd9\u4e2a\u7ec4\u5408\u4f18\u5316\u7684\u8fc7\u7a0b\u3002\u4f46\u662f\uff0c\u5176\u5b9e\u4e0d\u7136\uff01\u4e8b\u5b9e\u4e0a\uff0c\u5982\u679c\u662f\u6df1\u5ea6\u7f51\u7edc\u9010\u5c42\u63d0\u53d6\u7279\u5f81\u7684\u8fc7\u7a0b\u7684\u8bdd\uff0c\u4e0d\u540c\u5c42\u7684\u76ee\u6807\u51fd\u6570\u4e0d\u4f1a\u53d1\u751f\u53d8\u5316\uff01\uff01\u800c\u8fd9\u6837\u7684\u8fc7\u7a0b\u5176\u5b9e\u662f\u5728<span style=\"font-size: 14px; font-weight: bold;\">\u8003\u8651\u4f18\u5316\u7a7a\u95f4\u7684hierarchical \u7279\u5f81<\/span>\uff01\uff01\u6839\u636e\u4e0d\u540c\u7684level\u6216\u8005\u7279\u6027\u7684\u4f18\u5316\u7a7a\u95f4\uff0c\u4e0d\u65ad\u7684\u66f4\u65b0\u76ee\u6807\u51fd\u6570\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u4f46\u662f\uff0c\u8fd9\u53cd\u8fc7\u6765\u662f\u4ec0\u4e48\u610f\u601d\u5462\uff1f\u660e\u660ef1\u2026\u2026fn\u5206\u522b\u662ff\u7684\u4e00\u90e8\u5206\uff0c\u4f46\u662f\u5206\u522b\u5904\u7406\u5374\u6548\u679c\u6bd4\u76f4\u63a5\u5904\u7406\u8981\u597d\u5f88\u591a\uff01\uff01\u8fd9\u6837\u7684\u73b0\u8c61\u5728\u7edf\u8ba1\u7269\u7406\u4e2d\u4e5f\u662f\u5e38\u89c1\u7684\uff1a<span style=\"font-size: 14px; font-style: italic;\"> <\/span>\u4f8b\u5982\u5728\u6587\u7ae0<\/span><span style=\"text-decoration: none;\"><em><span style=\"color: rgb(123, 12, 0); text-decoration: none; font-size: 14px; font-style: italic;\">\u201cSolving the inverse Ising problem by mean-field methods in a clustered phase space with many states\u201d\u201cInference and learning in sparse systems with multiple states\u201d<\/span><\/em><\/span><span style=\"font-size: 14px;\">\u7b49\u89e3\u51b3\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u7684\u65f6\u5019\uff0c\u90fd\u662f\u5148\u5c06data\u5206\u6210\u4e0d\u540c\u7684cluster\uff0c\u7136\u540e\uff0c\u5728\u6bcf\u4e2acluster\u4e2d\u9010\u4e00\u6c42\u89e3\u3002\u540c\u65f6\uff0c\u4ed6\u4eec\u8bc1\u5b9e\u4e86\uff0c\u7528\u8fd9\u6837\u7684\u65b9\u6cd5\u6765\u505a\u7ec4\u5408\u4f18\u5316\u662f\u53ef\u4ee5\u5f97\u5230\u6574\u4e2adataset\u4e00\u8d77\u5904\u7406\u65f6\u5f97\u4e0d\u5230\u7684\u7269\u7406\u73b0\u8c61\u3002\u5f53\u7136\uff0ccluster\u5ffd\u7565\u4e86\u7a7a\u95f4\u7ed3\u6784\uff0c\u5f53\u6210hierarchical\u7684\u4e00\u4e2a\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u7684\u7279\u4f8b\u6765\u770b\u5c31\u597d\u3002<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u90a3\u6211\u4eec\u53ef\u4e0d\u53ef\u4ee5\u7406\u89e3\u6210\uff0c\u8fd9\u5c31\u662f\u6240\u8c13\u7684\u201c1+1&gt;2\u201d\u73b0\u8c61\u5462\uff1f\u4e5f\u5c31\u662f\u6211\u4eec\u8bf4\u7684\u5408\u4f5c\u95ee\u9898\uff1a\u6df1\u5ea6\u5b66\u4e60\u4e2d\u9700\u8981\u533a\u5206\u5f00\u4e0d\u540c\u7684hierarchical\u6765\u5206\u5c42\u8bad\u7ec3\uff0c\u7ec4\u5408\u4f18\u5316\u4e2d\u5219\u9700\u8981\u5229\u7528hierarchical\u6765\u53d6\u5f97\u66f4\u4f18\u7684\u6700\u4f18\u89e3\uff01\u6362\u53e5\u8bdd\u8bf4\uff0c\u5728\u7ec4\u5408\u4f18\u5316\u4e2d\u5c06f\u5206\u89e3\u6210\u7684f1\u2026\u2026fn\uff0c\u6070\u597d\u662f\u4e0d\u540c\u7684hierarchical\u7684\u67d0\u79cd\u6307\u6807\uff08\u8bf8\u5982\u76ee\u6807\u51fd\u6570\uff09\uff0c\u800c\u6574\u4e2a\u4f18\u5316\u95ee\u9898\u662f\u5c06\u89e3\u7a7a\u95f4\u5206\u6210\u4e0d\u540c\u7684\u5c42\u6b21\u5206\u522b\u5b8c\u6210\u6700\u4f18\u3002\u65e2\u7136\u5982\u6b64\uff0c\u6df1\u5ea6\u5b66\u4e60\u53ef\u4ee5\u501f\u52a9\u8bf8\u5982MOEA\/D\u8fd9\u7c7b\u542f\u53d1\u5f0f\u7b97\u6cd5\u6765\u5b8c\u6210\u8bad\u7ec3\uff0c\u542f\u53d1\u5f0f\u7b97\u6cd5\u6216\u8005\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u5219\u53ef\u4ee5\u901a\u8fc7\u6784\u9020\u6df1\u5ea6\u7f51\u7edc\u6216\u8005\u56fe\u6a21\u578b\u6765\u5229\u7528\u6570\u636e\u6c42\u51fa\u6700\u4f18\u89e3\uff01<\/span><\/p>\n<p style=\"margin-top: 10px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<section  class=\"mpa-template\"  style=\"outline: none;\">\n<blockquote class=\"\"  style=\"margin: 5px auto; padding: 0px; max-width: 100%; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); color: rgb(123, 12, 0); font-size: 16px; white-space: normal; background-color: rgb(255, 255, 255); line-height: 25.6px; box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<blockquote class=\"\"  style=\"margin: 5px auto; padding: 0px; max-width: 100%; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto; padding: 0px; max-width: 100%; text-align: center; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 0px auto -38px; padding: 0px 15px; max-width: 100%; display: inline-block; background-color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<p style=\"margin-top: 5px; margin-bottom: 5px; max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\"><strong><span style=\"border-color: rgb(123, 12, 0); color: rgb(255, 255, 255);\">\u63a8\u8350\u9605\u8bfb<\/span><\/strong><span style=\"border-color: rgb(123, 12, 0); color: rgb(255, 255, 255);\"><br style=\"border-color: rgb(123, 12, 0);\"  \/><\/span><\/p>\n<\/section>\n<section style=\"margin: -40px 25px 50px; padding: 0px; max-width: 100%; border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 3px 0px 0px; padding: 10px 0px; max-width: 100%; box-sizing: border-box; display: inline-block; width: 495px; color: rgb(123, 12, 0); float: left; border-color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section style=\"margin: 1em 0px 0px; padding: 0px; max-width: 100%; box-sizing: border-box; border-width: 0px; border-style: none; border-color: rgb(123, 12, 0); clear: both; color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 0px 0px -3px; padding: 0px; max-width: 100%; float: right; border-color: rgb(123, 12, 0); width: 6px; border-radius: 50%; background-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important; height: 6px !important;\"><\/section>\n<section class=\"\" style=\"margin: 0px 0px -2px; padding: 0px; max-width: 100%; text-align: left; border-color: rgb(123, 12, 0); width: 6px; border-radius: 50%; background-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; overflow-wrap: break-word !important; height: 6px !important;\"><\/section>\n<section class=\"\" style=\"margin: -20px 0px 0px; padding: 0px; max-width: 100%; box-sizing: border-box; text-decoration: inherit; color: rgb(123, 12, 0); border-color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\">\n<section class=\"\" style=\"margin: 0px; padding: 0px; max-width: 100%; box-sizing: border-box; border-top: 1px solid rgb(123, 12, 0); width: 495px; float: left; border-right-color: rgb(123, 12, 0); border-bottom-color: rgb(123, 12, 0); border-left-color: rgb(123, 12, 0); color: rgb(123, 12, 0); word-wrap: break-word !important; overflow-wrap: break-word !important;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><br  \/><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em; text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484077&amp;idx=1&amp;sn=e3d223ae29239c50b7671af8ea7ee15f&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484077&amp;idx=1&amp;sn=e3d223ae29239c50b7671af8ea7ee15f&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline; font-size: 12px;\"><span style=\"font-size: 12px;\">NLP \u96c6\u667a\u542c\u8bfe\u7b14\u8bb0&#8212;-\u4ece\u611f\u77e5\u673a\u5230\u6df1\u5ea6\u5b66\u4e60<\/span><\/a><br  \/><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em; text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485039&amp;idx=1&amp;sn=29eb6e437140d960382212e6ccb3563d&amp;chksm=e8945ce2dfe3d5f44283cc0526b2f938ccfcf8f355d459a8c89fac730aa428562a467bef5d5d&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485039&amp;idx=1&amp;sn=29eb6e437140d960382212e6ccb3563d&amp;chksm=e8945ce2dfe3d5f44283cc0526b2f938ccfcf8f355d459a8c89fac730aa428562a467bef5d5d&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline; font-size: 12px;\"><span style=\"font-size: 12px;\">What can we know from the given data? | \u539f\u521b\u7cbe\u9009<\/span><\/a><br  \/><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em; text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485206&amp;idx=1&amp;sn=642be33b5534f685415fa1d835b29321&amp;chksm=e8945d9bdfe3d48d0f26b80f5949d6ded1326a4747da8bffae5d847b535b325b97e6004e5534&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485206&amp;idx=1&amp;sn=642be33b5534f685415fa1d835b29321&amp;chksm=e8945d9bdfe3d48d0f26b80f5949d6ded1326a4747da8bffae5d847b535b325b97e6004e5534&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline; font-size: 12px;\"><span style=\"font-size: 12px;\">\u6df1\u5ea6\u5b66\u4e60\u80cc\u540e\u7684\u7edf\u8ba1\u7269\u7406\u2014\u6709\u5173RNN\u4e0e\u8bb0\u5fc6\u6a21\u578b | \u7504\u6167\u73b2<\/span><\/a><\/p>\n<p style=\"margin-top: 10px; margin-bottom: 10px; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<p style=\"white-space: normal; line-height: 2em; margin-top: 20px; margin-bottom: 20px;\"><span style=\"font-size: 14px;\">P.S. \u6211\u4eec\u9644\u4e0a\u4e86\u7504\u6167\u73b2\u5c0f\u5973\u795e\u5728\u8bfb\u4e66\u4f1a\u4e0a\u7684\u6fc0\u60c5\u6f14\u8bb2\u89c6\u9891\uff0c\u7edd\u5bf9\u7cbe\u5f69\uff01<\/span><\/p>\n<p style=\"white-space: normal; line-height: 2em; margin-top: 20px; margin-bottom: 20px;\"><span style=\"font-size: 14px;\"><img      style=\"text-align: center; white-space: normal;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232540.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/p>\n<p style=\"margin-top: 20px; margin-bottom: 15px; white-space: normal; line-height: 2em;\"><span style=\"font-size: 15px;\"><\/span><span style=\"font-size: 14px;\">\u8fd9\u662f\u96c6\u667a\u4ff1\u4e50\u90e8\u57282016\u5e741\u67088\u65e5\u4e3e\u529e\u7684<\/span><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484542&amp;idx=1&amp;sn=ea9636cabd0221cfd511642e13ec6fa1&amp;chksm=e8945ef3dfe3d7e54fa3440a5dcc850ac41de0c243b96b5ef0c74e2581c0774cc9581ad2f38d&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484542&amp;idx=1&amp;sn=ea9636cabd0221cfd511642e13ec6fa1&amp;chksm=e8945ef3dfe3d7e54fa3440a5dcc850ac41de0c243b96b5ef0c74e2581c0774cc9581ad2f38d&amp;scene=21#wechat_redirect\" style=\"white-space: normal; font-size: 14px; text-decoration: underline;\"><span style=\"font-size: 14px;\">\u201c\u6df1\u5ea6\u2018\u6df1\u5ea6\u5b66\u4e60\u2019\u8bfb\u4e66\u4f1a\u201d<\/span><\/a><span style=\"font-size: 14px;\">\uff0c\u4e2d\u79d1\u9662\u7406\u8bba\u7269\u7406\u6240\u535a\u58eb\u540e\u7504\u6167\u73b2\u535a\u58eb\u5e26\u9886\u5927\u5bb6\u7cfb\u7edf\u6027\u5730\u68b3\u7406\u4e862016\u5e74\u6709\u5173\u6df1\u5ea6\u5b66\u4e60\u8bfb\u4e66\u4f1a\u7684\u4e00\u4e9b\u6700\u65b0\u8fdb\u5c55\uff0c\u5176\u4e2d\u591a\u7bc7\u662fBengio\u3001Hinton\u3001Hopfield\u7b49\u795e\u7ecf\u7f51\u7edc\u9886\u57df\u5927\u5e08\u7684\u6700\u65b0\u5de5\u4f5c\uff0c\u5176\u5185\u5bb9\u6db5\u76d6\u4e86RNN\u3001LSTM\u3001\u9ad8\u901f\u516c\u8def\u7f51\u7edc\u3001\u6b8b\u5dee\u7f51\u7edc\u3001\u8bfe\u7a0b\u5b66\u4e60\uff08Curriculum learning\uff09\u3001\u5bf9\u5076\u5b66\u4e60\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\u4e30\u5bcc\u7684\u5185\u5bb9\u3002\u66f4\u91cd\u8981\u7684\uff0c\u7504\u6167\u73b2\u535a\u58eb\u6307\u51fa\uff0c\u6211\u4eec\u53ef\u4ee5\u4ee5\u4e00\u79cd\u5168\u65b0\u7684\u65b9\u5f0f\u7406\u89e3\u795e\u7ecf\u7f51\u7edc\uff0c\u5e7f\u4e49\u4e0a\u4efb\u4f55\u7f51\u7edc\u90fd\u53ef\u4ee5\u770b\u4f5c\u662f\u4e00\u79cd\u80fd\u91cf\u6a21\u578b\u3002\u4e8e\u662f\uff0c\u6211\u4eec\u53ef\u4ee5\u501f\u9274\u7edf\u8ba1\u7269\u7406\u7684\u601d\u8def\u6765\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\uff0c\u4ece\u800c\u7ed9\u51fa\u6211\u4eec\u6307\u5bfc\u3002<\/span><span style=\"font-size: 15px;\"><\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"width: 527.246px; white-space: normal;\">\n<li>\n<p style=\"margin-top: 20px; margin-bottom: 15px; line-height: 2em;\"><strong><span style=\"font-size: 14px;\">\u7b2c\u4e00\u90e8\u5206<\/span><\/strong><strong><span style=\"font-size: 15px;\">\uff1a<\/span><\/strong><span style=\"font-size: 14px;\">\u5728\u8fd9\u90e8\u5206\uff0c\u4e3b\u8bb2\u4eba\u56de\u987e\u4e86\u6709\u5173RNN\u4ee5\u53caLSTM\u7684\u53d1\u5c55\u5386\u53f2\uff0c\u4ee5\u53ca\u6700\u65b0\u7684\u7814\u7a76\u8fdb\u5c55\u3002\u4e3b\u8981\u5305\u62ec\u5bf9\u4e8e\u8d85\u6df1\u7684\u7f51\u7edc\u3001\u6b8b\u5dee\u7f51\u7edc\u7b49\u4e3b\u9898\u3002<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 20px; margin-bottom: 15px; line-height: 2em;\"><strong><span style=\"font-size: 14px;\">\u7b2c\u4e8c\u90e8\u5206\uff1a<\/span><\/strong><span style=\"font-size: 14px;\">\u6709\u5173\u8bfe\u7a0b\u5b66\u4e60\u7684\u6587\u732e\u7efc\u8ff0\u3002\u5728\u8fd9\u90e8\u5206\uff0c\u4e3b\u8bb2\u4eba\u56de\u987e\u4e86\u6709\u5173\u8bfe\u7a0b\u5b66\u4e60\uff08Curriculum learning\uff09\u7684\u76f8\u5173\u6982\u5ff5\uff0c\u4ee5\u53ca\u5b83\u5728\u4e00\u4e9b\u5b9e\u9a8c\u4e2d\u7684\u6548\u679c\uff0c\u4ee5\u53ca\u5b83\u7684\u7406\u8bba\u4f9d\u636e\u3002<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 20px; margin-bottom: 15px; line-height: 2em;\"><strong><span style=\"font-size: 14px;\">\u7b2c\u4e09\u90e8\u5206\uff1a<\/span><\/strong><span style=\"font-size: 14px;\">\u6709\u5173\u5e7a\u6b63RNN\u3001\u95e8\u9650CNN\u3001\u5bf9\u5076\u5b66\u4e60\u4ee5\u53ca\u5f3a\u5316\u5b66\u4e60\u3002\u5728\u8fd9\u90e8\u5206\uff0c\u4e3b\u8bb2\u4eba\u5206\u522b\u5bf9\u8fd9\u51e0\u4e2a\u4e3b\u9898\u7684\u6700\u65b0\u6587\u732e\u8fdb\u884c\u4e86\u7efc\u8ff0 \u3002<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 15px; line-height: 2em;\"><strong><span style=\"font-size: 14px;\">\u7b2c\u56db\u90e8\u5206\uff1a<\/span><\/strong><span style=\"font-size: 14px;\">\u6709\u5173\u6df1\u5ea6\u5b66\u4e60\u4e0e\u7edf\u8ba1\u7269\u7406\u65b9\u9762\u7684\u6df1\u5165\u8054\u7cfb\u3002\u672c\u8bfe\u7a0b\u5bf9Bengio\u3001Hinton\u3001Hopfield\u7b49\u5927\u5e08\u6709\u5173\u80fd\u91cf\u6a21\u578b\u7684\u6700\u65b0\u8fdb\u5c55\u8fdb\u884c\u4e86\u7b80\u4ecb\u548c\u8bc4\u8ff0\uff0c\u4ee5\u53ca\u5305\u62ec\u8bb2\u8005\u81ea\u5df1\u6240\u5728\u7684\u7814\u7a76\u5c0f\u7ec4\u5de5\u4f5c\u7684\u4ecb\u7ecd\u3002<\/span><\/p>\n<p style=\"margin-bottom: 15px; line-height: 2em;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<\/li>\n<\/ul>\n<section  class=\"mpa-template\"  style=\"outline: none;\">\n<p style=\"white-space: normal;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"font-size: 12px;\"><br  \/><\/span><\/strong><\/span><\/p>\n<p style=\"white-space: normal;\"><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"font-size: 12px;\">\u70b9\u51fb\u9605\u8bfb\u539f\u6587\u53ef\u83b7\u53d6\uff1a\u6df1\u5ea6\u5b66\u4e60\u4e0e\u5c42\u7ea7\u6027\uff1a\u4eceRNN\u5230\u6ce8\u610f\u529b\u4e0e\u8bb0\u5fc6\u539f\u7a3f<\/span><\/strong><\/span><\/p>\n<p><span style=\"color: rgb(123, 12, 0);\"><strong><span style=\"font-size: 12px;\"><br  \/><\/span><\/strong><\/span><\/p>\n<hr  \/>\n<section  class=\"mpa-template\"  style=\"white-space: normal; outline: none;\">\n<p style=\"min-height: 1em; color: rgb(62, 62, 62); font-size: 16px; text-align: center; line-height: 3em; background-color: rgb(255, 255, 255);\"><img class=\"__bg_gif\"     width=\"100%\" style=\"visibility: visible !important; width: 64px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534232541.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<\/section>\n<section  class=\"mpa-template\"  style=\"margin-right: 0.5em; margin-left: 0.5em; white-space: normal; letter-spacing: 1px; outline: none;\">\n<section  class=\"mpa-template\"  style=\"outline: none;\">\n<section  class=\"mpa-template\" style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 15px; outline: none;\">\n<section class=\"\"  style=\"font-size: 16px; 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); text-align: center; line-height: 1.5em;\"><span style=\"font-size: 12px;\">\u96c6\u667aQQ\u7fa4\uff5c292641157<br  \/>\u5546\u52a1\u5408\u4f5c\uff5czhangqian@swarma.org<br  \/>\u6295\u7a3f\u8f6c\u8f7d\uff5cwangting@swarma.org<\/span><\/p>\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); text-align: center; line-height: 1.5em;\"><span style=\"font-size: 12px;\"><br  \/><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section  class=\"mpa-template\"  style=\"margin-right: 0.5em; margin-left: 0.5em; outline: none;\">\n<h1 style=\"margin-top: 10px; margin-bottom: 10px; color: rgb(62, 62, 62); text-align: center; background-color: rgb(255, 255, 255); line-height: 1.75em;\"><strong style=\"font-size: 14px; white-space: pre-wrap; color: rgb(0, 112, 192); line-height: 25.6px;\"><strong 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><br  \/><\/h1>\n<p style=\"margin-top: 10px; margin-bottom: 10px; min-height: 1em; color: rgb(62, 62, 62); font-size: 16px; text-align: center; background-color: rgb(255, 255, 255); line-height: 1.75em;\"><span style=\"font-size: 14px;\"><strong style=\"line-height: 23.2727px; color: rgb(255, 76, 65);\"><span style=\"overflow-wrap: break-word !important;\">\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<\/section>\n<p style=\"margin-right: 0.5em; margin-bottom: 15px; margin-left: 0.5em; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); text-align: center; line-height: normal; overflow-wrap: break-word !important;\"><span style=\"color: rgb(136, 136, 136); font-size: 14px;\">\u82f1\u6587\u540d\uff1a Swarma Club \uff0c<br  \/><\/span><\/p>\n<p style=\"margin-right: 0.5em; margin-bottom: 15px; margin-left: 0.5em; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); text-align: center; line-height: normal; overflow-wrap: break-word !important;\"><span style=\"font-size: 14px; border-color: rgb(123, 12, 0); color: rgb(136, 136, 136);\"><span style=\"line-height: 1.75em;\">\u7b80\u79f0\u201c SA Club<\/span>&nbsp;\u201d\uff0c<\/span><\/p>\n<p style=\"margin-right: 0.5em; margin-bottom: 15px; margin-left: 0.5em; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); text-align: center; line-height: normal; overflow-wrap: break-word !important;\"><span style=\"font-size: 14px; color: rgb(136, 136, 136);\">\u6210\u7acb\u4e8e 2008 \u5e74 \uff0c&nbsp;<\/span><\/p>\n<p style=\"margin-right: 0.5em; margin-bottom: 15px; margin-left: 0.5em; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); text-align: center; line-height: normal; overflow-wrap: break-word !important;\"><span style=\"border-color: rgb(123, 12, 0); color: rgb(136, 136, 136); font-size: 14px;\">\u662f\u4e00\u4e2a\u4ece\u4e8b\u5b66\u672f\u7814\u7a76\u3001<\/span><\/p>\n<p style=\"margin-right: 0.5em; margin-bottom: 15px; margin-left: 0.5em; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); text-align: center; line-height: normal; overflow-wrap: break-word !important;\"><span style=\"border-color: rgb(123, 12, 0); color: rgb(136, 136, 136); font-size: 14px;\">\u4eab\u53d7\u79d1\u5b66\u4e50\u8da3\u7684\u63a2\u7d22\u8005\u7684\u56e2\u4f53 \u3002<\/span><\/p>\n<p style=\"margin-right: 0.5em; margin-bottom: 15px; margin-left: 0.5em; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); text-align: center; line-height: normal; overflow-wrap: break-word !important;\"><span style=\"color: rgb(136, 136, 136); border-color: rgb(123, 12, 0); font-size: 14px;\">\u529b\u56fe\u642d\u5efa\u4e00\u4e2a\u4e2d\u56fd\u7684<\/span><\/p>\n<p style=\"margin-right: 0.5em; margin-bottom: 15px; margin-left: 0.5em; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); text-align: center; line-height: normal; overflow-wrap: break-word !important;\"><span style=\"font-size: 14px;\"><strong>&nbsp;<strong style=\"border-color: rgb(123, 12, 0);\">\u201c \u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240 \u201d\u3002<\/strong><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 19px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(71, 193, 168); min-height: 1em; line-height: 23.2727px; background-color: rgb(255, 255, 255); overflow-wrap: break-word !important;\"><img class=\"__bg_gif\"     width=\"auto\" style=\"margin-right: auto; margin-left: auto; line-height: 23.2727px; display: block; overflow-wrap: break-word !important; visibility: visible !important; width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534232541.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 5px 0.5em; font-size: 19px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(71, 193, 168); min-height: 1em; background-color: rgb(255, 255, 255); text-align: center; line-height: normal; overflow-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 0); line-height: 21.12px; font-size: 14px; overflow-wrap: break-word !important;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<section style=\"margin-right: 0.5em; margin-left: 0.5em; font-size: 14px; color: rgb(71, 193, 168); line-height: 20px; background-color: rgb(255, 255, 255); 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      width=\"auto\" style=\"overflow-wrap: break-word !important; visibility: visible !important; width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534232541.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<\/section>\n<p style=\"margin: 5px 0.5em; font-size: 14px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(62, 62, 62); min-height: 1em; background-color: rgb(255, 255, 255); text-align: center; line-height: normal; overflow-wrap: break-word !important;\"><span style=\"line-height: 23.2727px; letter-spacing: 0px; color: rgb(0, 0, 0); overflow-wrap: break-word !important;\">\u957f\u6309\u8bc6\u522b\u4e8c\u7ef4\u7801\uff0c\u5173\u6ce8\u96c6\u667aClub\uff0c<\/span><\/p>\n<p style=\"margin: 5px 0.5em; font-size: 14px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(62, 62, 62); min-height: 1em; background-color: rgb(255, 255, 255); text-align: center; line-height: normal; overflow-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 0);\">\u8ba9\u6211\u4eec\u79bb\u79d1\u5b66\u63a2\u7d22\u66f4\u8fd1\u4e00\u6b65\u3002<\/span><\/p>\n<\/section>\n<p><span style=\"color: rgb(0, 0, 0);\"><\/span><\/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>1 \u5373\u4fbf\u5df2\u7ecf\u4e00\u8d25\u6d82\u5730\uff0c \u4f60\u4ecd\u7136\u8981\u575a\u6301\u594b\u6597\uff01 \u524d\u5bfc\u8bed \u201c\u4f60\u6709\u4e00\u4e2a\u82f9\u679c\uff0c\u6211\u6709\u4e00\u4e2a\u82f9\u679c\uff0c\u5f7c\u6b64\u4ea4\u6362\uff0c\u6211\u4eec\u6bcf\u4e2a\u4eba\u4ecd\u6709\u4e00\u4e2a\u82f9\u679c\uff1b\u4f60\u6709\u4e00\u4e2a\u601d\u60f3\uff0c\u6211\u6709\u4e00\u4e2a\u601d\u60f3\uff0c\u5f7c\u6b64\u4ea4\u6362\uff0c\u6211\u4eec\u6bcf\u4e2a\u4eba\u5c31\u6709\u4e24\u79cd\u601d\u60f3\u3002\u201d\u8fd9\u662f\u4f46\u4e01\u7684\u540d\u53e5\u3002\u4eca\u5929\uff0c\u5728\u6df1\u5ea6\u5b66\u4e60\uff0c\u542f\u53d1\u5f0f\u7b97\u6cd5\u548c\u7edf\u8ba1\u7269\u7406\u7684\u5171\u540c\u4fc3\u8fdb\u4e0b\uff0c\u6211\u4eec\u8bf4\uff0c\u4f60\u6709\u4e00\u4e2a\u601d\u60f3\uff0c\u6211\u6709\u4e00\u4e2a\u601d\u60f3\uff0c\u6211\u4eec\u4e00\u8d77\u53d1\u9175\uff0c\u4f1a&#8230;<\/p>\n","protected":false},"author":1,"featured_media":6190,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/6189"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6189"}],"version-history":[{"count":1,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/6189\/revisions"}],"predecessor-version":[{"id":6212,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/6189\/revisions\/6212"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/6190"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6189"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6189"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6189"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=6189"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}