{"id":20217,"date":"2020-06-28T20:13:27","date_gmt":"2020-06-28T12:13:27","guid":{"rendered":"https:\/\/swarma.org\/?p=20217"},"modified":"2020-06-28T20:13:27","modified_gmt":"2020-06-28T12:13:27","slug":"%e9%97%ad%e9%97%a8%e8%af%bb%e4%b9%a6%e4%bc%9a%e6%8b%9b%e5%8b%9f%ef%bc%9a%e9%9d%a2%e5%90%91%e5%a4%8d%e6%9d%82%e7%b3%bb%e7%bb%9f%e7%9a%84%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%a0%94%e7%a9%b6","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=20217","title":{"rendered":"\u95ed\u95e8\u8bfb\u4e66\u4f1a\u62db\u52df\uff1a\u9762\u5411\u590d\u6742\u7cfb\u7edf\u7684\u4eba\u5de5\u667a\u80fd\u7814\u7a76 | \u96c6\u667a\u51ef\u98ce\u7814\u8bfb\u8425-\u9884\u5907\u8425"},"content":{"rendered":"<div class='wxsyncmain'>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;\" data-mpa-powered-by=\"yiban.io\"><img class=\"rich_pages\" data-ratio=\"0.42857142857142855\" data-s=\"300,640\"  data-type=\"png\" data-w=\"770\" style=\"height: 241px;text-align: center;white-space: normal;width: 562px;\" src=\"\/wp-content\/uploads\/2020\/06\/wxsync-2020-06-f160a1fe5634ab4f5d668c11e39f83a2.png\"  \/><\/p>\n<p><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8bfb\u4e66\u4f1a\u662f\u9762\u5411\u5e7f\u5927\u79d1\u7814\u5de5\u4f5c\u8005\u7684\u7cfb\u5217\u8bba\u6587\u7814\u8bfb\u6d3b\u52a8\uff0c\u5176\u76ee\u7684\u662f\u5171\u540c\u6df1\u5165\u5b66\u4e60\u63a2\u8ba8\u67d0\u4e2a\u79d1\u5b66\u8bae\u9898\uff0c\u4e86\u89e3\u524d\u6cbf\u8fdb\u5c55\uff0c\u6fc0\u53d1\u79d1\u7814\u7075\u611f\uff0c\u4fc3\u8fdb\u79d1\u7814\u5408\u4f5c\uff0c\u964d\u4f4e\u79d1\u7814\u95e8\u69db\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\">\n<p line=\"init\"><span style=\"font-size: 15px;\">\u8bfb\u4e66\u4f1a\u6d3b\u52a8\u59cb\u4e8e 2008 \u5e74\uff0c\u81f3\u4eca\u5df2\u7ecf\u6709 40 \u4f59\u4e2a\u4e3b\u9898\uff0c\u5185\u5bb9\u6db5\u76d6\u590d\u6742\u7cfb\u7edf\uff0c\u4eba\u5de5\u667a\u80fd\uff0c\u8111\u4e0e\u610f\u8bc6\uff0c\u91cf\u5b50\u7ea0\u7f20\uff0c\u5f20\u91cf\u7f51\u7edc\uff0c\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7b49\u3002\u51dd\u805a\u4e86\u4f17\u591a\u4f18\u79c0\u79d1\u7814\u5de5\u4f5c\u8005\uff0c\u4fc3\u8fdb\u4e86\u79d1\u7814\u5408\u4f5c\u53d1\u8868\u8bba\u6587\uff0c\u5b75\u5316\u4e86\u8bb8\u591a\u79d1\u7814\u4ea7\u54c1\u3002\u5982 2013 \u5e74\u7684\u201c\u6df1\u5ea6\u5b66\u4e60\u201d\u8bfb\u4e66\u4f1a\u5b55\u80b2\u4e86\u5f69\u4e91\u5929\u6c14 APP\uff0c2015 \u5e74\u7684\u201c\u96c6\u4f53\u6ce8\u610f\u529b\u6d41\u201d\u8bfb\u4e66\u4f1a\u4ea7\u751f\u4e86\u4f17\u5305\u4e66\u7c4d\u300a\u8d70\u8fd12050\u300b\u7b49\u3002<\/span><\/p>\n<p line=\"init\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<\/section>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section mpa-from-tpl=\"t\">\n<section data-mid=\"t4\" style=\"margin-top: 20px;color: rgb(0, 0, 0);font-size: medium;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" mpa-from-tpl=\"t\">\n<section data-preserve-color=\"t\" data-mid=\"\" style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\" mpa-from-tpl=\"t\">\n<section data-mid=\"\" style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" mpa-from-tpl=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u80cc\u666f<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8fd1 3 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style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6240\u4ee5\u4e3a\u4e86\u66f4\u597d\u5229\u7528\u673a\u5668\u7684\u667a\u80fd\uff0c\u7406\u89e3\u590d\u6742\u4e16\u754c\uff0c\u4eba\u4eec\u5f00\u59cb\u5bfb\u6c42\u65b0\u7684\u89e3\u91ca\u4e16\u754c\u7684\u65b9\u5f0f\uff1a\u5e0c\u671b\u53ef\u4ee5\u4ece\u300c\u590d\u6742\u7cfb\u7edf\u300d\u7684\u89d2\u5ea6\u8fdb\u884c\u7a81\u7834\uff0c\u501f\u52a9\u4eba\u5de5\u667a\u80fd\u7684\u65b9\u6cd5\u548c\u6280\u672f\uff0c\u63ed\u5f00\u4eba\u5de5\u667a\u80fd\u7684\u9ed1\u7bb1\uff0c\u5b9e\u73b0\u4eba\u4e0e\u673a\u5668\u7684\u771f\u6b63\u4fe1\u4efb\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u96c6\u667a\u4ff1\u4e50\u90e8\u4e00\u76f4\u4ee5\u6765\u90fd\u662f\u56fd\u5185\u7814\u7a76\u590d\u6742\u79d1\u5b66\u7684\u524d\u6cbf\u9635\u5730\uff0c\u6211\u4eec\u5e0c\u671b\u53ef\u4ee5\u53d1\u52a8\u793e\u533a\u5185\u76f8\u5173\u9886\u57df\u7684\u7814\u7a76\u8005\uff0c\u4e00\u8d77\u6765\u5171\u540c\u5b66\u4e60\u548c\u63a2\u7d22\uff0c\u7ed3\u5408\u590d\u6742\u7cfb\u7edf\u7684\u7406\u8bba\u548c\u65b9\u6cd5\uff0c\u6765\u66f4\u597d\u7684\u7406\u89e3\u4eba\u5de5\u667a\u80fd\u3002\u6240\u4ee5\u6211\u4eec\u53d1\u8d77\u4e86\u300c\u9762\u5411\u590d\u6742\u7cfb\u7edf\u7684\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u300d\u8bfb\u4e66\u4f1a\u3002\u672c\u6b21\u8bfb\u4e66\u4f1a\u5c06\u4f1a\u56f4\u7ed5\u4e0b\u9762\u4e8c\u4e2a\u5b50\u4e3b\u9898\uff0c\u5206\u522b\u662f\uff1a<\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u57fa\u4e8e\u53ef\u89e3\u91ca\u6027\u7684\u56e0\u679c\u63a8\u65ad\u65b9\u6cd5\u8bba<\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<h2>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section mpa-from-tpl=\"t\">\n<p style=\"margin-right: 8px;margin-left: 8px;clear: both;min-height: 1em;color: rgb(0, 0, 0);font-size: medium;\"><br mpa-from-tpl=\"t\"  \/><\/p>\n<section data-mid=\"t4\" style=\"margin-top: 20px;color: rgb(0, 0, 0);font-size: medium;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" mpa-from-tpl=\"t\">\n<section data-preserve-color=\"t\" data-mid=\"\" style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\" mpa-from-tpl=\"t\">\n<section data-mid=\"\" style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" mpa-from-tpl=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u8bfb\u4e66\u4f1a\u76ee\u7684<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<\/h2>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\">\n<p line=\"Ocnp\"><span style=\"font-size: 15px;\">\u672c\u6b21\u8bfb\u4e66\u4f1a\u7684\u76ee\u7684\u662f\u901a\u8fc7\u95ed\u95e8\u5206\u4eab\u8ba8\u8bba\u7684\u5f62\u5f0f\uff0c<strong>\u6211\u4eec\u5c06\u4e3a\u5927\u5bb6\u63d0\u4f9b\u66f4\u52a0\u6c89\u6d78\uff0c\u6df1\u5ea6\uff0c\u81ea\u7531\u7684\u4ea4\u6d41\u73af\u5883\u3002<\/strong>\u5e2e\u52a9\u5927\u5bb6\u4e86\u89e3\u9762\u5411\u590d\u6742\u7cfb\u7edf\u7684\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u548c\u524d\u6cbf\u8fdb\u5c55\uff0c\u4e86\u89e3\u6df1\u5ea6\u5b66\u4e60\uff0c\u56e0\u679c\u63a8\u65ad\u7b49\u65b9\u6cd5\u8bba\u5982\u4f55\u4e0e\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u76f8\u4e92\u5f71\u54cd\u3002\u4e3a\u5927\u5bb6\u5728\u81ea\u5df1\u7684\u7814\u7a76\u9886\u57df\u5f15\u5165\u4f55\u79cd\u4eba\u5de5\u667a\u80fd\u65b9\u6cd5\u63d0\u4f9b\u7075\u611f\u3002<\/span><\/p>\n<p line=\"Ocnp\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\">\n<p line=\"nQki\"><span style=\"font-size: 15px;\">\u6b64\u5916\uff0c\u672c\u6b21\u8bfb\u4e66\u4f1a\u8fd8\u5c06\u9080\u8bf7\u6570\u540d\u8fdb\u884c\u8fc7\u9ad8\u8d28\u91cf\u5206\u4eab\u7684\u9752\u5e74\u5b66\u8005\u53c2\u4e0e\u6211\u4eec\u540e\u7eed\u7684\u95ed\u95e8\u7814\u8ba8\u6d3b\u52a8\uff1a\u201c\u96c6\u667a-\u51ef\u98ce\u7814\u8bfb\u8425\u201d\u3002\u7814\u8bfb\u8425\u662f\u96c6\u667a\u5e74\u5ea6\u6700\u9ad8\u6c34\u51c6\u7684\u95ed\u95e8\u79d1\u5b66\u7814\u8ba8\u6d3b\u52a8\uff0c\u662f\u96c6\u667a\u79d1\u5b66\u5bb6\u4eec\u7684\u5e74\u5ea6\u805a\u4f1a\u3002\u5728\u7814\u8bfb\u8425\u671f\u95f4\uff0c\u4f60\u5c06\u4e0e\u591a\u4f4d\u6765\u81ea\u4e0d\u540c\u9886\u57df\uff0c\u4e16\u754c\u5404\u4e2a\u9ad8\u6821\u7684\u96c6\u667a\u79d1\u5b66\u5bb6\u4eec\u8fdb\u884c\u4e3a\u671f\u4e00\u5468\u7684\u5e7f\u6cdb\u800c\u6df1\u523b\u7684\u95ed\u95e8\u4ea4\u6d41\uff0c\u5171\u4eab\u524d\u6cbf\u77e5\u8bc6\u548c\u7075\u611f\u3002\u5386\u5c4a\u7814\u8bfb\u8425\u90fd\u662f\u96c6\u667a\u79d1\u5b66\u5bb6\u76f8\u4e92\u8d4b\u80fd\u7684\u5e73\u53f0\uff0c\u6bcf\u6b21\u7814\u8bfb\u8425\u4e4b\u540e\uff0c\u96c6\u667a\u79d1\u5b66\u5bb6\u4eec\u90fd\u4f1a\u5e26\u7740\u65b0\u7684\u7075\u611f\u8fdb\u4e00\u6b65\u63a8\u8fdb\u81ea\u5df1\u7684\u7814\u7a76\u3002<\/span><\/p>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><iframe class=\"video_iframe rich_pages\" data-vidtype=\"1\" data-cover=\"http%3A%2F%2Fshp.qpic.cn%2Fqqvideo_ori%2F0%2Fx3105lm2927_496_280%2F0\" allowfullscreen=\"\" frameborder=\"0\" data-ratio=\"1.7777777777777777\" data-w=\"864\"  src=\"https:\/\/v.qq.com\/iframe\/preview.html?&amp;&amp;auto=0&amp;vid=x3105lm2927\" width=\"100%\" height=\"486\"><\/iframe><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: center;\"><span style=\"font-size: 15px;\"><strong style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u7f51\u7edc\u51e0\u4f55\u4e0e\u6df1\u5ea6\u5b66\u4e60\u20142018\u96c6\u667a\u51ef\u98ce\u7814\u8bfb\u8425<\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: center;\"><span style=\"font-size: 15px;\"><strong style=\"color: rgb(136, 136, 136);font-size: 13px;\"><br  \/><\/strong><\/span><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section mpa-from-tpl=\"t\">\n<section data-mid=\"t4\" style=\"margin-top: 20px;color: rgb(0, 0, 0);font-size: medium;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" mpa-from-tpl=\"t\">\n<section data-preserve-color=\"t\" data-mid=\"\" style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\" mpa-from-tpl=\"t\">\n<section data-mid=\"\" style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" mpa-from-tpl=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\"><strong>\u53c2\u4e0e\u65b9\u5f0f\u53ca\u65f6\u95f4<\/strong>&nbsp;<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<h2>\n<p style=\"margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><strong>\u53c2\u4e0e\u4eba\u5458\uff1a<\/strong><\/span><\/p>\n<\/h2>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u672c\u6b21\u8bfb\u4e66\u4f1a\u590d\u6742\u662f\u7531\u96c6\u667a\u51ef\u98ce\u7814\u8bfb\u8425\u5b66\u672f\u59d4\u5458\u4f1a\u6210\u5458\u5f20\u6c5f\u8001\u5e08\u53d1\u8d77\uff0c\u6b22\u8fce\u5bf9\u6216\u8005\u6b63\u5728\u8fdb\u884c\u76f8\u5173\u7814\u7a76\u7684\u670b\u53cb\u52a0\u5165\u8fdb\u6765\uff0c\u4e00\u8d77\u8fdb\u884c\u6df1\u5ea6\u7684\u8de8\u5b66\u79d1\u4ea4\u6d41\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<h2>\n<p style=\"margin-left: 8px;margin-right: 8px;\"><strong><span style=\"font-size: 15px;\">\u8fd0\u884c\u6a21\u5f0f\uff1a<\/span><\/strong><\/p>\n<\/h2>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4ece\u4e0b\u5468\u65e5\uff087\u67085\u65e5\uff09\u5f00\u59cb\uff0c\u6bcf 1 \u5468\u75312-3\u540d\u8bfb\u4e66\u4f1a\u6210\u5458\u9886\u8bfb\u76f8\u5173\u8bba\u6587\uff08\u4ee5 PPT \u8bb2\u89e3\u7684\u5f62\u5f0f\uff0c\u76f4\u64ad\u95f4\u4e92\u52a8\u4ea4\u6d41\uff09\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u65f6\u95f4\uff1a<\/span><\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6bcf\u5468\u65e5\u665a\u4e0a 21:00-23:00\uff08\u6682\u5b9a\uff09\u6301\u7eed\u65f6\u95f4\u9884\u8ba1 2-3 \u4e2a\u6708\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u65b9\u5f0f\uff1a<\/span><\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6b64\u6b21\u8bfb\u4e66\u4f1a\u4e3a\u7ebf\u4e0a\u95ed\u95e8\u8bfb\u4e66\u4f1a\uff0c\u91c7\u7528\u7684\u4f1a\u8bae\u8f6f\u4ef6\u662f\u817e\u8baf\u4f1a\u8bae\uff08\u8bf7\u63d0\u524d\u4e0b\u8f7d\u5b89\u88c5\uff09\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u8d39\u7528\uff1a<\/span><\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4e3a\u4e86\u8fc7\u6ee4\u4e00\u4e9b\u975e\u4e13\u4e1a\u4eba\u58eb\uff0c\u7504\u9009\u51fa\u771f\u6b63\u5bf9\u6df1\u5ea6\u5b66\u4e60\u611f\u5174\u8da3\u3001\u6709\u76f8\u5173\u7814\u7a76\u7ecf\u9a8c\u7684\u4e13\u4e1a\u4eba\u58eb\uff0c\u4e5f\u4e3a\u6fc0\u52b1\u5c0f\u4f19\u4f34\u4eec\u575a\u6301\u5b66\u4e60\uff0c\u672c\u671f\u8bfb\u4e66\u4f1a\u5c06\u91c7\u53d6\u6536\u8d39 &#8211; \u9000\u6b3e\u7684\u4fdd\u8bc1\u91d1\u6a21\u5f0f\u3002<\/span><\/section>\n<section><br  \/><\/section>\n<h2>\n<p style=\"margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><strong>\u5177\u4f53\u89c4\u5219\uff1a<\/strong><\/span><\/p>\n<\/h2>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">1. \u8bfb\u4e66\u4f1a\uff086-8\u671f\uff09\u4fdd\u8bc1\u91d1\u5171\u8ba1 399 \u5143\/\u4eba\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">2. \u6ee1\u8db3\u5982\u4e0b\u6761\u4ef6\u8005\u5168\u989d\u9000\u6b3e\uff1a<\/span><\/section>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li style=\"font-size: 15px;\">\n<p><span style=\"font-size: 15px;\">\u8d21\u732e\u4e86\u4e00\u6b21\u8bb2\u5ea7\uff08\u534a\u5c0f\u65f6\u4ee5\u4e0a\uff09\u5185\u5bb9\u7684\uff08\u9700\u8981\u63d0\u524d\u5411\u4e3b\u6301\u4eba\u7533\u8bf7\u5e76\u901a\u8fc7\u8bd5\u8bb2\uff09\uff1b<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 15px;\">\u5b8c\u6210\u4e86\u4e00\u7bc7\u4ee5\u4e0a\u8bfb\u4e66\u7b14\u8bb0\u5199\u4f5c\u7684\uff08\u8bfb\u4e66\u7b14\u8bb0\u6807\u51c6\uff1a\u5b57\u65703\u5343\u4ee5\u4e0a\uff0c\u56fe\u6587\u5e76\u8302\uff0c\u5177\u4f53\u8bf7\u53c2\u7167\u6b64\u6587\uff1a<\/span><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247506966&amp;idx=1&amp;sn=4a77e194848fde84154ee906826e0fb5&amp;chksm=e897869bdfe00f8d638a21570f9d11786f8d5bdff359731ecb608bd490227e759c437278634b&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" data-linktype=\"2\" style=\"font-size: 15px;\"><span style=\"font-size: 15px;\">\u56e0\u679c\u89c2\u5ff5\u65b0\u9769\u547d\uff1f\u4e07\u5b57\u957f\u6587\uff0c\u89e3\u8bfb\u590d\u6742\u7cfb\u7edf\u80cc\u540e\u7684\u6697\u56e0\u679c<\/span><\/a><span style=\"font-size: 15px;\">\uff09\uff1b<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;\">\n<p><span style=\"font-size: 15px;\">\u590d\u73b0\u8bfb\u4e66\u4f1a\u4e2d\u67d0\u7bc7\u8bb2\u8bfb\u8bba\u6587\u7684\u7ed3\u679c\u5e76\u63d0\u4ea4\u4ee3\u7801\uff1b<\/span><\/p>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">3. \u6ee1\u8db3\u4ee5\u4e0b\u6761\u4ef6\u4e4b\u4e00\u7684\u4e0d\u4ec5\u53ef\u4ee5\u5168\u989d\u9000\u6b3e\uff0c\u8fd8\u6709\u989d\u5916\u5956\u52b1\uff1a<\/span><\/section>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li style=\"font-size: 15px;\">\n<p><span style=\"font-size: 15px;\">\u7531\u8bfb\u4e66\u4f1a\u5185\u5bb9\u542f\u53d1\uff0c\u4ea7\u751f\u4e86\u9760\u8c31\u7684\u65b0\u4ea7\u54c1\u521b\u610f\uff0c\u5e76\u5728\u8bfb\u4e66\u4f1a\u7ed3\u675f 2 \u4e2a\u6708\u5185\u63d0\u4ea4\u4e86\u8be6\u7ec6\u7684\u4ea7\u54c1\u7b56\u5212\u65b9\u6848\uff0c\u5e76\u901a\u8fc7\u4e86\u96c6\u667a\u4ff1\u4e50\u90e8\u7ec4\u7ec7\u7684\u76f8\u5e94\u8003\u6838\u7b54\u8fa9\u7684\uff1b<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;\">\n<p><span style=\"font-size: 15px;\">\u7531\u8bfb\u4e66\u4f1a\u5185\u5bb9\u542f\u53d1\uff0c\u840c\u53d1\u4e86\u79d1\u7814\u8bba\u6587\u521b\u610f\uff0c\u5e76\u5728\u8bfb\u4e66\u4f1a\u7ed3\u675f 2 \u4e2a\u6708\u5185\u5b8c\u6210\u521d\u7a3f\uff0c\u5e76\u901a\u8fc7\u4e86\u96c6\u667a\u4ff1\u4e50\u90e8\u7ec4\u7ec7\u7684\u76f8\u5e94\u8003\u6838\u7b54\u8fa9\u7684\uff1b<\/span><\/p>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 13px;\">\u4e0a\u8ff0\u89c4\u5219\u7684\u6700\u7ec8\u89e3\u91ca\u6743\u5f52\u96c6\u667a\u4ff1\u4e50\u90e8\u6240\u6709\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;&nbsp;<\/span><\/section>\n<h2>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u62a5\u540d\uff1a\uff08\u957f\u671f\u6709\u6548\uff09<\/span><\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\"><br  \/><\/span><\/strong><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><img loading=\"lazy\" class=\"rich_pages\" data-ratio=\"1\" data-s=\"300,640\"  data-type=\"png\" data-w=\"260\" height=\"231\" style=\"width: 163px;height: 166px;\" width=\"229\" src=\"\/wp-content\/uploads\/2020\/06\/wxsync-2020-06-ebbe978b7a5444da6597a1c73d5be7bc.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<\/h2>\n<section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7b2c\u4e00\u6b65\uff1a\u626b\u7801\u586b\u5199\u62a5\u540d\u4fe1\u606f\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7b2c\u4e8c\u6b65\uff1a\u4fe1\u606f\u586b\u5199\u4e4b\u540e\uff0c\u4f1a\u5f39\u51fa\u5bf9\u5e94\u7684\u8d1f\u8d23\u4eba\u5fae\u4fe1\u4e8c\u7ef4\u7801\uff0c\u622a\u56fe\u626b\u7801\u6dfb\u52a0\u4e8c\u7ef4\u7801\u5373\u53ef\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7b2c\u4e09\u6b65\uff1a\u6dfb\u52a0\u8d1f\u8d23\u4eba\u5fae\u4fe1\u53f7\uff0c\u63d0\u4ea4\u4fdd\u8bc1\u91d1399\u5143\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7b2c\u56db\u6b65\uff1a\u62c9\u5165\u5bf9\u5e94\u7684\u8bfb\u4e66\u4f1a\u8ba8\u8bba\u7fa4\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7b2c\u4e94\u6b65\uff1a\u60f3\u8fdb\u4e00\u6b65\u7ee7\u7eed\u53c2\u4e0e\u7814\u8bfb\u8425\u7684\u670b\u53cb\uff0c\u53d1\u9001\u7b80\u5386\u6216\u4e2a\u4eba\u7f51\u7ad9\uff0cresearch gate\u4e3b\u9875\u7b49\u80fd\u8bf4\u660e\u8eab\u4efd\u7684\u8d44\u6599\u7ed9\u5230\u8d1f\u8d23\u4eba\uff0c\u5728\u8bfb\u4e66\u4f1a\u7ed3\u675f\u4e4b\u540e\uff0c\u5c06\u516c\u5e03\u7814\u8bfb\u8425\u5165\u9009\u540d\u5355\u3002<\/span><\/p>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6211\u4eec\u4e5f\u4f1a\u5bf9\u6bcf\u6b21\u5206\u4eab\u7684\u5185\u5bb9\u8fdb\u884c\u5f55\u5236\uff0c\u526a\u8f91\u540e\u53d1\u5e03\u5728\u96c6\u667a\u5b66\u56ed\u7684\u5b98\u7f51\u4e0a\uff0c\u6b22\u8fce\u5927\u5bb6\u5173\u6ce8\uff01<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<h1>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section mpa-from-tpl=\"t\">\n<p style=\"margin-right: 8px;margin-left: 8px;clear: both;min-height: 1em;color: rgb(0, 0, 0);font-size: medium;\"><br mpa-from-tpl=\"t\"  \/><\/p>\n<section data-mid=\"t4\" style=\"margin-top: 20px;color: rgb(0, 0, 0);display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" mpa-from-tpl=\"t\">\n<section data-preserve-color=\"t\" data-mid=\"\" style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\" mpa-from-tpl=\"t\">\n<section data-mid=\"\" style=\"padding-right: 10px;padding-left: 10px;display: inline-block;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" mpa-from-tpl=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"font-size: 14px;clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u7b2c\u4e00\u671f\u8bfb\u4e66\u4f1a\u9884\u544a\uff1a\u5f20\u6c5f\u5206\u4eab<\/strong><\/span><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u6df1\u5ea6\u5b66\u4e60\u4e0e\u590d\u6742\u7cfb\u7edf\u5efa\u6a21<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<\/h1>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6df1\u5ea6\u5b66\u4e60\u5f53\u5c5e\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u65b0\u661f\uff0c\u968f\u7740\u4eba\u5de5\u667a\u80fd\u548c\u590d\u6742\u7cfb\u7edf\u5b66\u79d1\u7684\u53d1\u5c55\uff0c\u8fd1\u671f\u4e24\u4e2a\u5b66\u79d1\u51fa\u73b0\u4e86\u4ee4\u4eba\u5174\u594b\u7684\u4ea4\u53c9\u3002\u5728\u9996\u6b21\u8bfb\u4e66\u4f1a\u4e2d\uff0c\u5f20\u6c5f\u8001\u5e08\u5c06\u4ee5\u6df1\u5ea6\u5b66\u4e60\u4e0e\u590d\u6742\u7cfb\u7edf\u5efa\u6a21\u4e3a\u4e3b\u9898\u8fdb\u884c\u5206\u4eab\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5728\u4eba\u5de5\u667a\u80fd\u3001\u6df1\u5ea6\u5b66\u4e60\u7684\u52a9\u529b\u4e0b\uff0c\u590d\u6742\u7cfb\u7edf\u5efa\u6a21\u5df2\u7ecf\u6b65\u5165\u4e86\u81ea\u52a8\u5316\u7684\u9636\u6bb5\u3002\u6839\u636e\u590d\u6742\u7cfb\u7edf\u7684\u8fd0\u884c\u6570\u636e\uff08\u65f6\u95f4\u5e8f\u5217\uff09\uff0c\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\u5373\u53ef\u4ee5\u6a21\u62df\u7cfb\u7edf\u7684\u8fd0\u884c\u3001\u9884\u6d4b\u7cfb\u7edf\u7684\u672a\u6765\u72b6\u6001\u3002\u968f\u7740\u56fe\u7f51\u7edc\u3001\u795e\u7ecf\u5fae\u5206\u65b9\u7a0b\uff08Neural ODE\uff09\u4ee5\u53ca\u6807\u51c6\u5316\u6d41\uff08Normalization Flow\uff09\u7b49\u6280\u672f\u7684\u53d1\u5c55\uff0c\u8fd9\u65b9\u9762\u7684\u7814\u7a76\u5982\u4eca\u5448\u73b0\u51fa\u4e86\u4e95\u55b7\u7684\u6a21\u5f0f\u3002\u4eba\u4eec\u4e0d\u4ec5\u80fd\u591f\u7cbe\u51c6\u5730\u6784\u5efa\u590d\u6742\u7cfb\u7edf\u7684\u52a8\u529b\u5b66\u6a21\u578b\uff0c\u800c\u4e14\u8fd8\u80fd\u5728\u5e26\u6709\u566a\u58f0\u3001\u5e26\u6709\u9690\u542b\u8282\u70b9\u3001\u9690\u542b\u53d8\u91cf\uff0c\u4ee5\u53ca\u5c0f\u6570\u636e\u7684\u7cfb\u7edf\u4e0a\u81ea\u52a8\u6784\u5efa\u6a21\u578b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u53e6\u4e00\u65b9\u9762\uff0c\u968f\u7740\u56e0\u679c\u63a8\u65ad\u6280\u672f\u7684\u53d1\u5c55\u6210\u719f\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u80fd\u591f\u81ea\u52a8\u4ece\u6570\u636e\u4e2d\u63d0\u70bc\u51fa\u56e0\u679c\u5173\u7cfb\uff0c\u5e76\u5177\u5907\u4e00\u5b9a\u53ef\u89e3\u91ca\u6027\u80fd\u529b\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u9010\u6e10\u88ab\u63d0\u51fa\u3002\u800c\u8fd1\u6765\u8fd9\u4e24\u5927\u65b9\u5411\u7684\u53d1\u5c55\u6b63\u5728\u9010\u6e10\u5448\u73b0\u65b0\u7684\u4ea4\u53c9\u3001\u5408\u5e76\u4e4b\u52bf\u3002\u901a\u8fc7\u5f15\u5165\u56fe\u7ed3\u6784\u5b66\u4e60\u6280\u672f\uff0c\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u4e0d\u4ec5\u53ef\u4ee5\u7cbe\u51c6\u5730\u9884\u6d4b\u7cfb\u7edf\u52a8\u529b\u5b66\uff0c\u8fd8\u80fd\u591f\u81ea\u52a8\u63d0\u70bc\u56e0\u679c\u7ed3\u6784\uff0c\u751a\u81f3\u80fd\u591f\u4e0e\u7cfb\u7edf\u8fdb\u884c\u4e92\u52a8\u548c\u5e72\u9884\uff0c\u8fd8\u80fd\u9010\u6e10\u6500\u722c Judea Pearl \u6240\u8bf4\u7684\u4e09\u9636\u56e0\u679c\u4e4b\u68af\u3002\u672c\u8bb2\u5ea7\u5c06\u7ad9\u5728\u4e00\u79cd\u8f83\u5b8f\u89c2\u7684\u89c6\u89d2\u5bf9\u8fd9\u4e9b\u6280\u672f\u8fdb\u884c\u6982\u8ff0\uff0c\u5185\u5bb9\u5c06\u6d89\u53ca\u4f46\u4e0d\u9650\u4e8e\uff1a\u8fd0\u7528 Reservior \u8ba1\u7b97\u9884\u6d4b\u6df7\u6c8c\u3001\u57fa\u4e8e\u56fe\u7f51\u7edc\u7684\u81ea\u52a8\u5efa\u6a21\u4e0e\u63a7\u5236\u3001\u57fa\u4e8e\u6700\u4f18\u63a7\u5236\u7684\u53ef\u5fae\u5206 ODE \u6c42\u89e3\u6280\u672f\u3001\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u4eba\u5de5\u667a\u80fd\u7edf\u8ba1\u7269\u7406\u5b66\u5bb6\u3001\u57fa\u4e8e Gumbel softmax \u6280\u672f\u7684\u7f51\u7edc\u91cd\u6784\u3001\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u683c\u5170\u6770\u56e0\u679c\u68c0\u9a8c\u3001\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u5e72\u9884\u56e0\u679c\u6a21\u578b\u7b49\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: center;\"><span style=\"font-size: 15px;\"><img class=\"rich_pages\" data-croporisrc=\"https:\/\/mmbiz.qpic.cn\/mmbiz_jpg\/wibWV1DB7tWK3IvatqOCVic9BKibc5KbhPBXiaGW2GV4Dd8B7FTgOEZ0SibECeUhMicpgRxCTGrpbhEK1JicJ5mGictxMw\/640?wx_fmt=jpeg\" data-cropx1=\"0\" data-cropx2=\"853\" data-cropy1=\"66.34444444444445\" data-cropy2=\"1238.4296296296297\" data-ratio=\"1.3739742086752638\" data-s=\"300,640\"  data-type=\"jpeg\" data-w=\"853\" style=\"height: 235px;width: 172px;\" src=\"\/wp-content\/uploads\/2020\/06\/wxsync-2020-06-9cbcd3bf94c744add3fda61d6fcbc897.jpeg\"  \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: center;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\"><strong style=\"text-align: center;white-space: normal;\">\u4e3b\u8bb2\u4eba\uff1a<\/strong><strong><span style=\"color: rgb(136, 136, 136);font-size: 13px;text-align: center;\">\u5f20\u6c5f<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5f20\u6c5f\uff0c\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u6559\u6388\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u521b\u59cb\u4eba\u3001\u96c6\u667a\u5b66\u56ed\u521b\u59cb\u4eba\u3002\u4e3b\u8981\u7814\u7a76\u9886\u57df\u5305\u62ec\u590d\u6742\u7f51\u7edc\u4e0e\u673a\u5668\u5b66\u4e60\u3001\u590d\u6742\u7cfb\u7edf\u5206\u6790\u4e0e\u5efa\u6a21\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7b49\u3002\u66fe\u5728Nature Communications\u3001Scientific Reports\u3001Physical Review E\u3001Journal of Theoretical Biology\u7b49\u56fd\u9645\u77e5\u540d\u520a\u7269\u4e0a\u53d1\u8868\u8fc7\u5b66\u672f\u8bba\u6587\u516d\u5341\u4f59\u7bc7\u3002\u51fa\u7248\u4e13\u8457\u300a\u6570\u5b57\u521b\u4e16\u7eaa\u2014\u2014\u4eba\u5de5\u751f\u547d\u7684\u65b0\u79d1\u5b66\u300b\u3001\u8bd1\u8457\u300a\u81ea\u7136\u4e0e\u4eba\u5de5\u7cfb\u7edf\u4e2d\u7684\u9002\u5e94\u300b\u3001\u6821\u8bd1\u300a\u89c4\u6a21\u300b\u7b49\u8457\u4f5c\uff1b\u66fe\u4e3b\u6301\u300a\u4e92\u8054\u7f51\u4e0a\u7684\u96c6\u4f53\u6ce8\u610f\u529b\u6d41\u7814\u7a76\u300b\u3001\u300a\u52a0\u6743\u6709\u5411\u98df\u7269\u7f51\u7684\u5f02\u901f\u6807\u5ea6\u5f8b\u7814\u7a76\u300b\u7b49\u591a\u9879\u56fd\u5bb6\u7ea7\u79d1\u7814\u9879\u76ee\u3002\u66fe\u591a\u6b21\u56e0\u5408\u4f5c\u7814\u7a76\u800c\u51fa\u8bbf\u8fc7\u56fd\u9645\u77e5\u540d\u7814\u7a76\u9662\u6240\u6216\u9ad8\u6821\uff0c\u5305\u62ec\u7f8e\u56fd\u5723\u5854\u83f2\u7814\u7a76\u6240\uff08Santa Fe Institute\uff09\u3001\u4e9a\u5229\u6851\u90a3\u5dde\u7acb\u5927\u5b66\uff08Arizona State University\uff09\u3001\u5bc6\u897f\u6839\u5927\u5b66\uff08Michigan University\uff09\u7b49\u3002\u5176\u5f00\u521b\u7684\u96c6\u667a\u4ff1\u4e50\u90e8\u662f\u56fd\u5185\u5916\u77e5\u540d\u7684\u5b66\u672f\u793e\u533a\uff0c\u81f4\u529b\u4e8e\u590d\u6742\u7cfb\u7edf\u3001\u4eba\u5de5\u667a\u80fd\u7b49\u591a\u9886\u57df\u7684\u8de8\u5b66\u79d1\u4ea4\u6d41\u4e0e\u5408\u4f5c\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section mpa-from-tpl=\"t\">\n<section data-mid=\"t4\" style=\"margin-top: 20px;color: rgb(0, 0, 0);font-size: medium;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" mpa-from-tpl=\"t\">\n<section data-preserve-color=\"t\" data-mid=\"\" style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\" mpa-from-tpl=\"t\">\n<section data-mid=\"\" style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" mpa-from-tpl=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u8bba\u6587\u6e05\u5355<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br mpa-from-tpl=\"t\"  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\">\n<p line=\"udLt\"><span style=\"font-size: 15px;\">\u8bba\u6587\u6e05\u5355\u5373\u662f\u672c\u6b21\u8bfb\u4e66\u4f1a\u5206\u4eab\u7684\u8bba\u6587\u6765\u6e90\uff0c\u6211\u4eec\u4e5f\u6b22\u8fce\u8bfb\u4e66\u4f1a\u7684\u53c2\u4e0e\u8005\u8d21\u732e\u76f8\u5173\u9886\u57df\u7684\u5176\u4ed6\u7ecf\u5178\u6216\u524d\u6cbf\u7684\u6587\u7ae0\u4e0e\u5927\u5bb6\u5206\u4eab\u3002<\/span><\/p>\n<\/section>\n<p><br  \/><\/p>\n<h1>\n<section mpa-from-tpl=\"t\">\n<section mpa-from-tpl=\"t\">\n<p><br  \/><\/p>\n<section data-mid=\"t4\" mpa-from-tpl=\"t\">\n<section data-preserve-color=\"t\" data-mid=\"\" mpa-from-tpl=\"t\">\n<section style=\"margin-left: 8px;margin-right: 8px;\"><strong mpa-from-tpl=\"t\"><\/p>\n<p><span style=\"color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">\u590d\u6742\u7cfb\u7edf\u7684\u81ea\u52a8\u5efa\u6a21\u8bba\u6587\u6e05\u5355<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<\/h1>\n<ul class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Alvaro Sanchez-Gonzalez,Nicolas Heess,Jost Tobias Springenberg.et al.: Graph networks as learnable physics engines for inference and control ,arxiv,2018<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>\u8fd9\u7bc7\u6587\u7ae0\u662f\u7528\u56fe\u7f51\u7edc\u65b9\u6cd5\u8fdb\u884c\u591a\u4f53\u7cfb\u7edf\u52a8\u529b\u5b66\u5b66\u4e60\u4ee5\u53ca\u63a7\u5236\u7684\u7ecf\u5178\u8bba\u6587<\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Thomas Kipf,Ethan Fetaya,Kuan-Chieh Wang.et al.: Neural Relational Inference for Interacting Systems ,arXiv:1802.04687, 2018.<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>\u8fd9\u7bc7\u6587\u7ae0\u9996\u6b21\u5c06\u663e\u793a\u5730\u5b66\u4e60\u7f51\u7edc\u7ed3\u6784\u4e0e\u7cfb\u7edf\u7684\u52a8\u529b\u5b66\u89c4\u5219\u7ed3\u5408\u5728\u4e86\u4e00\u8d77\u3002<\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Seungwoong Ha,Hawoong Jeong: Towards Automated Statistical Physics&nbsp;: Data-driven Modeling of Complex Systems with Deep Learning ,arxiv,2020<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>\u8be5\u7bc7\u5c06NLP\u4e2d\u7684Transformer\u6a21\u578b\u4e2d\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5e94\u7528\u5230\u4e86\u591a\u4f53\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u81ea\u52a8\u5efa\u6a21\u95ee\u9898\u4e2d\u6765\u3002\u53ef\u4ee5\u5b66\u4e60\u52a8\u6001\u7684\u7f51\u7edc\u7ed3\u6784\u4ee5\u53ca\u52a8\u529b\u5b66\u3002<\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Danilo Jimenez Rezende Shakir Mohamed: Variational Inference with Normalizing Flows, arXiv:1505.05770v6<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u68af\u5ea6\u8ba1\u7b97\u65b9\u6cd5\uff0c\u80fd\u591f\u66f4\u52a0\u65b9\u4fbf\u3001\u5feb\u901f\u5730\u5bf9\u6982\u7387\u5bc6\u5ea6\u51fd\u6570\u8fdb\u884c\u68af\u5ea6\u8ba1\u7b97\uff0c\u4ece\u800c\u8fdb\u884c\u53d8\u5206\u63a8\u65ad\uff0c\u76ee\u524d\u51e0\u4e4e\u5df2\u7ecf\u6210\u4e3a\u4e86\u52a8\u529b\u5b66\u5b66\u4e60\u4e2d\u7684\u4e00\u79cd\u5fc5\u5907\u65b9\u6cd5\u3002<\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Fan Yang\u2020, Ling Chen\u2217\u2020, Fan Zhou\u2020, Yusong Gao\u2021, Wei Cao\uff1aRELATIONAL STATE-SPACE MODEL FOR STOCHASTIC MULTI-OBJECT SYSTEMS, arXiv:2001.04050v1<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u72b6\u6001\u7a7a\u95f4\u7684\u968f\u673a\u591a\u4f53\u7cfb\u7edf\u81ea\u52a8\u5b66\u4e60\u5efa\u6a21\u65b9\u6cd5\u3002<\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Ricky T. Q. Chen*, Yulia Rubanova*, Jesse Bettencourt*, David Duvenaud: Neural Ordinary Differential Equations, arXiv:1806.07366v5<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>\u8fd9\u7bc7\u6587\u7ae0\u9996\u6b21\u63d0\u51fa\u4e86\u8fd0\u7528\u6700\u4f18\u63a7\u5236\u539f\u7406\u53ef\u5fae\u5206\u5730\u6c42\u89e3\u5e38\u5fae\u5206\u65b9\u7a0b\u7684\u65b9\u6cd5\uff0c\u5e76\u5c06\u6df1\u5ea6\u7f51\u7edc\u8fde\u7eed\u5316\uff0c\u5e76\u89c6\u4f5c\u4e00\u79cd\u52a8\u529b\u7cfb\u7edf\uff0c\u56e0\u6b64\u5bf9\u6df1\u5ea6\u7f51\u7edc\u7684\u8bad\u7ec3\u4e5f\u88ab\u8f6c\u5316\u4e3a\u4e00\u79cd\u5e38\u5fae\u5206\u65b9\u7a0b\u7684\u6c42\u89e3\u95ee\u9898\u3002<\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Michael John Lingelbach, Damian Mrowca, Nick Haber, Li Fei-Fei, and Daniel L. K. Yamins: TOWARDS CURIOSITY-DRIVEN LEARNING OF PHYSICAL DYNAMICS, \u201cBridging AI and Cognitive Science\u201d (ICLR 2020)<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>\u8fd9\u662f\u4e00\u7bc7\u63d0\u51fa\u4e86\u8ba9\u673a\u5668\u4e3b\u52a8\u5e72\u6270\u7269\u7406\u7cfb\u7edf\uff0c\u4ece\u800c\u66f4\u6709\u6548\u5730\u5b66\u4e60\u7269\u7406\u4f53\u7cfb\u89c4\u5219\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002<\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Chengxi Zang and Fei Wang: Neural Dynamics on Complex Networks, AAAI 2020<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>AAAI 2020 \u7684 best paper\uff0c\u5c06 Neural ODE \u4e0e\u56fe\u7f51\u7edc\u7ed3\u5408\u9488\u5bf9\u590d\u6742\u7f51\u7edc\u7684\u4e00\u822c\u7684\u52a8\u529b\u5b66\u897f\u95ee\u9898\uff0c\u5229\u7528\u6700\u4f18\u63a7\u5236\u539f\u7406\u8fdb\u884c\u6c42\u89e3\u3002\u8be5\u6587\u8fd8\u5c06\u534a\u76d1\u7763\u8282\u70b9\u5206\u7c7b\u95ee\u9898\u4e5f\u8f6c\u5316\u4e3a\u6700\u4f18\u63a7\u5236\u95ee\u9898\uff0c\u4ece\u800c\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6548\u679c\u3002<\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<h1>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section mpa-from-tpl=\"t\">\n<section mpa-from-tpl=\"t\">\n<section data-mid=\"t4\" mpa-from-tpl=\"t\">\n<section data-preserve-color=\"t\" data-mid=\"\" mpa-from-tpl=\"t\">\n<section style=\"margin-left: 8px;margin-right: 8px;\"><strong mpa-from-tpl=\"t\"><\/p>\n<p><span style=\"color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">\u56e0\u679c\u63a8\u7406\u8bba\u6587\u6e05\u5355<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h1>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<ol class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Judea Pearl \u5982\u4e0b\u7684\u4e09\u7bc7\u8bba\u6587\u662f\u73b0\u4ee3\u56e0\u679c\u63a8\u7406\u7684\u5fc5\u8bfb\u6587\u7ae0\uff1a<\/span><\/section>\n<\/li>\n<\/ol>\n<ul start=\"2\" class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">J. Pearl, &#8220;The Seven Tools of Causal Inference with Reflections on Machine&nbsp;<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Learning,&#8221; July 2018. Communications of ACM, 62(3): 54-60, March 2019 J. Pearl, &#8220;Causal and counterfactual inference,&#8221; October 2019. Forthcoming section in The Handbook of Rationality, MIT Press.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\"> J. Pearl, &#8220;Causal inference in statistics: An overview,&#8221;&nbsp; Statistics Surveys,&nbsp; 3:96&#8211;146, 2009.<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>\u7b2c\u4e00\u7bc7\u9996\u5148\u6307\u51fa\u5f53\u524d\u5f3a\u4eba\u5de5\u667a\u80fd\u7684\u4e09\u5927\u4e3b\u8981\u56f0\u96be\uff0c\u7136\u540e\u6307\u51fa\u73b0\u4ee3\u56e0\u679c\u6a21\u578b\u5c06\u4f1a\u5e2e\u52a9\u89e3\u51b3\u8fd9\u4e9b\u56f0\u96be\u3002\u4ecb\u7ecd\u4e86\u56e0\u679c\u63a8\u7406\u672c\u8d28\u7684\u4e09\u7ea7\u56e0\u679c\u4e4b\u68af\uff0c\u63d0\u51fa\u4e00\u4e2a\u56de\u7b54\u56e0\u679c\u95ee\u9898\u7684\u5f15\u64ce\uff0c\u603b\u7ed3\u4e86\u56e0\u679c\u63a8\u7406\u5f53\u524d\u4e03\u5927\u5de5\u5177\u3002\u7b2c\u4e8c\u7bc7\u6587\u7ae0\u4ecb\u7ecd\u4e86\u7ed3\u6784\u56e0\u679c\u6a21\u578b\uff08SCM\uff09\u7684\u7406\u8bba\u6846\u67b6\u53ca\u5176\u5e94\u7528\u3002\u7b2c\u4e09\u7bc7\u6587\u7ae0\u662f\u56e0\u679c\u63a8\u7406\u7684\u4e00\u4e2a\u5168\u9762\u7ec6\u81f4\u7684\u7efc\u8ff0\u3002<\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Bernhard Scholkopf \u53ca\u5176\u56e2\u961f\uff0c\u6709\u4e24\u7bc7\u5173\u952e\u8bba\u6587\uff1a<\/span><\/section>\n<\/li>\n<\/ol>\n<ul start=\"2\" class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Causality for machine learning, B Sch\u00f6lkopf &#8211; \u200e2019&nbsp;<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>\u8fd9\u662f\u4e00\u7bc7\u521a\u521a\u6302 arxiv \u5c31\u88ab Pearl &nbsp;\u4eb2\u81ea Twitter \u70b9\u8d5e\u7684\u8bba\u6587\uff0c\u662f\u9a6c\u666e\u667a\u80fd\u6240\u6240\u957f Bernhard Scholkopf \u6700\u5f15\u4ee5\u4e3a\u50b2\u7684\u8bba\u6587\u4e4b\u4e00\uff0c\u4ed6\u5f53\u65f6\u5c06\u88ab Pearl \u70b9\u8d5e\u8fd9\u4e8b\u60c5\u8fc5\u901f\u7684\u5199\u5728\u5176\u4e2a\u4eba\u4e3b\u9875\u81ea\u6211\u4ecb\u7ecd\u7684\u7b2c\u4e00\u6bb5\u4e2d\u3002Scholkopf \u53ca\u5176\u56e2\u961f\u5728\u56e0\u679c\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u65b9\u9762\u505a\u4e86\u6700\u591a\u7684\u5de5\u4f5c\uff0c\u6b64\u6587\u603b\u7ed3\u548c\u5347\u534e\u4e86\u63d0\u51fa\u4e86\u4fe1\u606f\u9769\u547d\u65f6\u4ee3\u4e0b\u56e0\u679c\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u7684\u4e00\u822c\u7406\u8bba\u548c\u6df1\u523b\u601d\u8003\u3002\u5982\u679c Judea Pearl &nbsp;\u5bf9\u4e8e\u56e0\u679c\u63a8\u7406\u7684\u8d21\u732e\u662f\u4ece\u96f6\u5230\u4e00\uff0c\u90a3\u4e48\u6709\u4eba\u79f0 Causality for machine learning \u628a\u56e0\u679c\u63a8\u7406\u4ece1 \u63a8\u8fdb\u52301.5\uff0c\u8fd9\u7bc7\u6587\u7ae0\u603b\u7ed3\u548c\u9610\u8ff0\u4e86\u5176\u56e2\u961f\u5728\u878d\u5408 Machine learning \u548c Causal inference \u591a\u5e74\u5de5\u4f5c\u6210\u679c\u548c\u6df1\u523b\u89c1\u89e3\u3002\u7b2c\u4e8c\u7bc7\u6587\u7ae0\u5c55\u793a\u4e86\u5176\u56e2\u961f\u89e3\u51b3\u6709\u73af\u56e0\u679c\u6a21\u578b\u8fd9\u4e00\u4e2a\u6839\u672c\u6027\u96be\u9898\u7684\u52aa\u529b\u5c1d\u8bd5\u3002<\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Foundations of Structural Causal Models with Cycles and Latent Variables, Bongers etc -2020<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>\u672c\u6587\u5728\u66f4\u4e00\u822c\u7684\u60c5\u51b5\u4e2d\u7814\u7a76 SCMs\uff0c\u5141\u8bb8\u6f5c\u53d8\u91cf\u6df7\u6742\u56e0\u7d20\u548c Cycles \u7684\u5b58\u5728\u3002\u8bc1\u660e\u5728\u5b58\u5728\u5faa\u73af\u7684\u60c5\u51b5\u4e0b\uff0c\u65e0\u73af SCMs \u7684\u8bb8\u591a\u65b9\u4fbf\u7684\u6027\u8d28\u901a\u5e38\u5e76\u4e0d\u6210\u7acb: \u5b83\u4eec\u5e76\u4e0d\u603b\u662f\u6709\u89e3; \u5b83\u4eec\u5e76\u4e0d\u603b\u662f\u5bfc\u81f4\u72ec\u7279\u7684\u89c2\u5bdf\u5206\u5e03\u3001\u5e72\u9884\u5206\u5e03\u548c\u53cd\u4e8b\u5b9e\u5206\u5e03; \u8fb9\u9645\u5316\u5e76\u4e0d\u603b\u662f\u5b58\u5728\u7b49\u95ee\u9898\u3002<\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<ol start=\"3\" class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li>\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Causal Inference and Data-Fusionin Econometrics&nbsp; , P. H\u00fcnermund, E. Bareinboim(Pearl \u5b66\u751f).Dec, 2019.&nbsp;<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u7b80\u8bc4\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u662f\u5728\u62ab\u7740\u7ecf\u8ba1\u91cf\u6d4e\u5b66\u7684\u76ae\u8bb2\u89e3\u7740 Causal AI \u5982\u4f55\u89e3\u51b3\u6df7\u6742\u504f\u5dee\uff0c\u9009\u62e9\u504f\u5dee\u548c\u8fc1\u79fb\u5b66\u4e60\u7b49\u8fd9\u4e9b\u96be\u9898\u7684\u56e0\u679c\u7406\u8bba\u6846\u67b6\u3002\u8be5\u6587\u7ae0\u662f\u73b0\u4ee3\u56e0\u679c\u7406\u8bba\u5982\u4f55\u7ed3\u5408\u67d0\u4e2a\u5177\u4f53\u9886\u57df\u7684\u6807\u6746\u6587\u7ae0\uff0c\u4e5f\u5c31\u662f Pearl \u7684\u56e0\u679c\u63a8\u7406\u5f15\u64ce\u5982\u4f55\u5f71\u54cd\u67d0\u4e00\u4e2a\u7279\u5b9a\u9886\u57df&#8211;\u8ba1\u91cf\u7ecf\u6d4e\u5b66\u7684\u8303\u4f8b\u3002<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<ol start=\"4\" class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">A Survey on Causal Inference, 2020 Liuyi YAO etc<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>Pearl\u2018s \u7ed3\u6784\u56e0\u679c\u6a21\u578b\u5e76\u4e0d\u662f\u5f53\u524d\u552f\u4e00\u6d41\u884c\u7684\u56e0\u679c\u5efa\u6a21\u6846\u67b6\uff0cPotential Outcome \u662f\u53e6\u5916\u4e00\u4e2a\u4e3b\u6d41\u56e0\u679c\u5efa\u6a21\u6846\u67b6\uff0c\u5c24\u5176\u662f\u5728\u8ba1\u91cf\u7ecf\u6d4e\u5b66\uff0c\u6d41\u884c\u75c5\u5b66\u7b49\u975e AI \u9886\u57df\u975e\u5e38\u6d41\u884c\u3002\u89c2\u6d4b\u6570\u636e\u56e0\u679c\u63a8\u65ad\u662f\u70ed\u70b9\uff0c\u5c24\u5176\u662f\u7ed3\u5408\u673a\u5668\u5b66\u4e60\uff0c\u672c\u6587\u4ecb\u7ecd\u5728\u6f5c\u7ed3\u679c\u6846\u67b6\u4e0b\u7684\u56e0\u679c\u63a8\u65ad\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u6309\u7167\u5176\u6240\u9700\u8981\u7684\u56e0\u679c\u5047\u8bbe\u5206\u7c7b\uff0c\u800c\u6bcf\u4e2a\u7c7b\u522b\u6211\u4eec\u4f1a\u5206\u522b\u4ecb\u7ecd\u5bf9\u5e94\u7684\u673a\u5668\u5b66\u4e60\u548c\u7edf\u8ba1\u65b9\u6cd5\uff0c\u4e5f\u4f1a\u4ecb\u7ecd\u5176\u5728\u5404\u9886\u57df\u7684\u5e94\u7528\uff0c\u6700\u540e\u6211\u4eec\u4f1a\u4ecb\u7ecd\u5404\u79cd\u65b9\u6cd5\u7684 Benchmark.<\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<ol start=\"5\" class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Deep Structural Causal Models for Tractable Counterfactual Inference<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><strong>\u7b80\u8bc4\uff1a<\/strong>\uff08\u5229\u7528\u56e0\u679c\u56fe\u6a21\u578b\u7814\u7a76 Judea Pearl \u7684\u56e0\u679c\u4e09\u9636\u68af\uff0c\u6587\u7ae0\u4f7f\u7528\u672a\u6765\u56e0\u679c\u63a8\u7406\u6f5c\u529b\u5de5\u5177 Pyro \u8fdb\u884c\u5efa\u6a21\uff01\uff09We formulate a general framework for building structural causal models (SCMs) with deep learning components. The proposed approach employs normalising flows and variational inference to enable tractable inference of exogenous noise variables &#8211; a crucial step for counterfactual inference that is missing from existing deep causal learning methods. Our framework is validated on a synthetic dataset built on MNIST as well as on a real-world medical dataset of brain MRI scans. Our experimental results indicate that we can successfully train deep SCMs that are capable of all three levels of Pearl&#8217;s ladder of causation: association, intervention, and counterfactuals, giving rise to a powerful new approach for answering causal questions in imaging applications and beyond. The code for all our experiments is available at https:\/\/github.com\/biomedia-mira\/deepscm.<\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 16px;color: rgb(123, 12, 0);\"><strong>\u5176\u4ed6\u53ef\u9009\u8bba\u6587\u5305\u62ec\uff1a<\/strong><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 16px;color: rgb(123, 12, 0);\"><strong><br  \/><\/strong><\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Kun Kuang \u8001\u5e08\u7684 Stable Learning \u76f8\u5173\u8bba\u6587<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Calculus For Stochastic Interventions: Causal Effect Identification and Surrogate Experiments, J. Correa, E. Bareinboim. AAAI-20.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">A Meta-Transfer Objective for Learning to Disentangle Causal Mechanisms 2019 by Yoshua Bengio etc.<\/span><\/section>\n<\/li>\n<li>\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">A Second Chance to Get Causal Inference Right: A Classification of Data Science Tasks \u56e0\u679c\u63a8\u65ad\u524d\u8a00\u7efc\u8ff0 by Migual. A recent influx of data analysts, many not formally trained in statistical theory, bring a fresh attitude that does not a priori exclude causal questions.<\/span><\/section>\n<\/li>\n<li>\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u65f6\u95f4\u5e8f\u5217\u56e0\u679c<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Granger Causality, Neural Granger Causality<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">https:\/\/arxiv.org\/abs\/1802.05842<\/span><\/section>\n<section style=\"line-height: 1.75em;\"><br  \/><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u76f8\u5173\u7684\u5165\u95e8\u53c2\u8003\u8d44\u6599\u5982\u4e0b\uff1a<\/span><\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4e00\u4e2a\u4eba\uff0c\u4e00\u7bc7\u8bba\u6587\uff0c\u4e00\u4e2a\u89c6\u9891\uff0c\u4e00\u4e2aslide, \u4e00\u4e2a\u4f1a\u8bae\uff0c\u4e00\u4e2a\u6559\u7a0b\uff0c\u4e00\u53e5\u8bdd\uff0c\u8bf4\u660e\u56e0\u679c\u63a8\u65ad\uff1a<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;text-decoration: underline;\">https:\/\/causalai.github.io\/clubjizhi\/notebooks\/02_OneCausality.html<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4ece Judea Pearl \u5230 Bernhard Scholkopf\uff0c\u518d\u5230 Youshua Bengio \u548c\u76f8\u5173\u7efc\u8ff0\u6765\u628a\u63e1\u56e0\u679c\u7406\u8bba\u524d\u6cbf\u7814\u7a76\uff1a<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"text-decoration: underline;font-size: 15px;\">https:\/\/causalai.github.io\/clubjizhi\/readme\/01-quick_survey.html<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5e8f\u5217\u6570\u636e\u56e0\u679c\u63a8\u65ad\uff1a<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7ecf\u5178\u6559\u6750 Elements of Causal Inference: Foundations and Learning Algorithms Ch10 Time Series&nbsp;\u548c\u5168\u9762\u7efc\u8ff0\u535a\u5ba2&nbsp;Inferring causality in time series data A concise review of the major approaches.<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 16px;color: rgb(123, 12, 0);\"><strong>\u96c6\u667a\u51ef\u98ce\u7814\u8bfb\u8425\uff1a<\/strong><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u201c\u96c6\u667a\u51ef\u98ce\u7814\u8bfb\u8425\u201d \u9879\u76ee\u662f\u7531\u51ef\u98ce\u7814\u8bfb\u8425\u8d44\u52a9\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u53d1\u8d77\u7684\u5b66\u672f\u4ea4\u6d41\u6d3b\u52a8\u3002\u901a\u8fc7\u7279\u5b9a\u5b66\u672f\u4e3b\u9898\uff0c\u6c47\u805a\u672f\u4e1a\u6709\u4e13\u653b\u4f46\u53c8\u89c6\u91ce\u5e7f\u9614\u7684\u9752\u5e74\u5b66\u8005\uff0c\u4e3e\u884c 5-7 \u5929\u7684\u5c01\u95ed\u5f0f\u4ea4\u6d41\u8425\u6d3b\u52a8\u3002\u901a\u8fc7\u6df1\u5ea6\u7814\u8bfb\u8ba8\u8bba\u524d\u6cbf\u79d1\u5b66\u7814\u7a76\uff0c\u5171\u540c\u754c\u5b9a\u548c\u5ba1\u89c6\u4e00\u4e9b\u65b0\u7684\u95ee\u9898\uff0c\u4f7f\u5f97\u5728\u5f53\u524d\u5b66\u672f\u4f53\u5236\u4e0b\uff0c\u5b9e\u73b0\u8de8\u6587\u5316\u3001\u8de8\u5b66\u79d1\u3001\u8de8\u9886\u57df\u7684\u5b66\u672f\u521b\u65b0\uff0c\u5f62\u6210\u771f\u6b63\u5177\u6709\u539f\u521b\u601d\u60f3\u80fd\u529b\u7684\u5b66\u672f\u5171\u540c\u4f53\u3002<\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 16px;color: rgb(123, 12, 0);\"><strong>\u96c6\u667a\u4ff1\u4e50\u90e8\uff1a<\/strong><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u96c6\u667a\u4ff1\u4e50\u90e8\uff0c\u662f\u4e00\u4e2a\u4ece\u4e8b\u5b66\u672f\u7814\u7a76\u3001\u4eab\u53d7\u79d1\u5b66\u4e50\u8da3\u7684\u63a2\u7d22\u8005\u7684\u56e2\u4f53\uff0c\u4e5f\u662f\u56fd\u5185\u6700\u65e9\u7684\u7814\u7a76\u4eba\u5de5\u667a\u80fd\u3001\u590d\u6742\u7cfb\u7edf\u7684\u79d1\u5b66\u793e\u533a\u3002\u5b83\u5021\u5bfc\u4ee5\u5e73\u7b49\u5f00\u653e\u7684\u6001\u5ea6\u3001\u79d1\u5b66\u5b9e\u8bc1\u7684\u7cbe\u795e\uff0c\u8fdb\u884c\u8de8\u5b66\u79d1\u7684\u7814\u7a76\u4e0e\u4ea4\u6d41\uff0c\u529b\u56fe\u642d\u5efa\u4e00\u4e2a\u4e2d\u56fd\u7684 \u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><\/p>\n<p line=\"F4KC\"><span style=\"font-size: 16px;color: rgb(123, 12, 0);\"><strong>\u51ef\u98ce\u57fa\u91d1\u4f1a\uff1a<\/strong><\/span><\/p>\n<p line=\"F4KC\"><br  \/><\/p>\n<p><\/span><\/section>\n<section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u51ef\u98ce\u516c\u76ca\u57fa\u91d1\u4f1a\u4e3b\u8981\u901a\u8fc7\u673a\u6784\u5408\u4f5c\u65b9\u5f0f\uff0c\u5bf9\u5728\u5b66\u672f\u7814\u7a76\u3001\u653f\u7b56\u7814\u7a76\u3001\u6559\u80b2\u548c\u516c\u76ca\u5b9e\u8df5\u65b9\u9762\u83b7\u5f97\u91cd\u8981\u6210\u679c\u3001\u5177\u5907\u5b9e\u529b\u548c\u6f5c\u529b\u7684\u5b66\u672f\u7cbe\u82f1\u548c\u516c\u76ca\u7cbe\u82f1\uff0c\u8fdb\u884c\u8d44\u52a9\u548c\u5956\u52b1\uff0c\u8fdb\u800c\u8fbe\u5230\u63d0\u5347\u516c\u5171\u798f\u5229\u3001\u589e\u52a0\u516c\u4f17\u5229\u76ca\u3001\u4f20\u64ad\u516c\u76ca\u601d\u60f3\u7684\u76ee\u7684\u3002\u63a8\u52a8\u516c\u5171\u9886\u57df\u9886\u5bfc\u8005\u7684\u6d8c\u73b0\uff0c\u8fdb\u800c\u6784\u5efa\u4e00\u4e2a\u516c\u6b63\u3001\u826f\u5584\u7684\u793e\u4f1a\u3002<\/span><\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u66f4\u8be6\u7ec6\u7684\u8bba\u6587\u6e05\u5355\uff0c\u8bf7\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u83b7\u53d6<\/span><\/strong><span style=\"font-size: 15px;\">\ud83d\udc47<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages js_insertlocalimg\" data-ratio=\"1\" data-s=\"300,640\"  data-type=\"png\" data-w=\"260\" style=\"width: 168px;height: 169px;\" src=\"\/wp-content\/uploads\/2020\/06\/wxsync-2020-06-6fa2614fcf7d37556b246c700159a0ec.png\"  \/><\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">https:\/\/pattern.swarma.org\/path?id=79&amp;from=wechat<\/span><\/strong><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section mpa-from-tpl=\"t\">\n<section data-mid=\"t4\" style=\"margin-top: 20px;color: rgb(0, 0, 0);font-size: medium;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" mpa-from-tpl=\"t\">\n<section data-preserve-color=\"t\" data-mid=\"\" style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\" mpa-from-tpl=\"t\">\n<section data-mid=\"\" style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" mpa-from-tpl=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u63a8\u8350\u9605\u8bfb<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br mpa-from-tpl=\"t\"  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247500933&amp;idx=1&amp;sn=80fa0a7504229666c9387e88eaf0cdaa&amp;chksm=e8979e08dfe0171e348415848ff48cb60c0c3f9ebda5b4b01a3c00bfea46a6a91da609d53fad&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"font-size: 14px;text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\"><strong><span style=\"font-size: 14px;\">\u96c6\u4f53\u667a\u80fd\u5982\u4f55\u589e\u5f3a\u4eba\u5de5\u667a\u80fd\uff1f\u672a\u6765\u667a\u80fd\u793e\u4f1a\u4e00\u77a5<\/span><\/strong><\/a><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247500614&amp;idx=1&amp;sn=c7bcb26d5352df8849f7335c83a67a0b&amp;chksm=e89799cbdfe010dd2cdba9e113063e2624a11d20eea02ae8ac3e3f2dc7ab71ec9a508fc6611e&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"font-size: 14px;text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\"><strong><span style=\"font-size: 14px;\">\u4eba\u5de5\u751f\u547d\u5168\u666f\u56fe\uff1a\u5982\u4f55\u521b\u9020\u51fa\u8d85\u8d8a\u4eba\u5de5\u667a\u80fd\u7684\u751f\u547d\u7cfb\u7edf<\/span><\/strong><\/a><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247500300&amp;idx=1&amp;sn=62c60adae39eb8a24b4ea8aaec54dd35&amp;chksm=e8979881dfe011970187a538c7d20a68722a0e884532d451a775237f789e6684bb36a21b65f6&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"font-size: 14px;text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\"><strong><span style=\"font-size: 14px;\">\u57fa\u4e8e\u57ab\u811a\u77f3\u539f\u7406\u7684\u795e\u7ecf\u8fdb\u5316\u7b97\u6cd5\uff1a\u4e3a\u4eba\u5de5\u667a\u80fd\u6ce8\u5165\u521b\u9020\u529b<\/span><\/strong><\/a><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247502752&amp;idx=1&amp;sn=4ceaf4f227a4f7065b3cd256a2022552&amp;chksm=e897912ddfe0183b570a12e6b40212e33b76a95c54abe6e10afe7069acb9f6236bd39ccf8cda&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"text-decoration: underline;\" rel=\"noopener noreferrer\"><span style=\"font-size: 14px;\"><strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section mpa-from-tpl=\"t\">\n<section data-mpa-template-id=\"1398939\" data-mpa-color=\"null\" data-mpa-category=\"\u6536\u85cf\" mpa-from-tpl=\"t\">\n<section data-mpa-template-id=\"1345806\" data-mpa-color=\"null\" data-mpa-category=\"fav\" style=\"color: rgb(0, 0, 0);font-size: medium;\" mpa-from-tpl=\"t\">\n<hr style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;\"  \/>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: center;\"><img data-ratio=\"0.9191011235955057\" data-type=\"gif\" data-w=\"445\" width=\"100%\"  style=\"letter-spacing: 0.5px;height: auto !important;visibility: visible !important;width: 64px !important;\" src=\"\/wp-content\/uploads\/2020\/06\/wxsync-2020-06-f8813a24c65fe26cf82889d1466d1718.gif\"  \/><br mpa-from-tpl=\"t\"  \/><\/p>\n<p style=\"clear: both;min-height: 1em;\"><br mpa-from-tpl=\"t\"  \/><\/p>\n<section data-mpa-template-id=\"5969\" data-mpa-color=\"#ffffff\" style=\"margin-right: 0.5em;margin-left: 0.5em;color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;\" mpa-from-tpl=\"t\">\n<section data-mpa-template-id=\"83535\" data-mpa-color=\"#ffffff\" style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center;outline: none medium;\" mpa-from-tpl=\"t\">\n<section data-mpa-template-id=\"5969\" data-mpa-color=\"#ffffff\" style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;outline: none medium;\" mpa-from-tpl=\"t\">\n<section data-mpa-template-id=\"83535\" data-mpa-color=\"#ffffff\" style=\"outline: none medium;\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"\" style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px;outline: none medium;\" mpa-from-tpl=\"t\">\n<section powered-by=\"xiumi.us\" style=\"line-height: 25.6px;border-color: rgb(123, 12, 0);\" mpa-from-tpl=\"t\">\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;clear: both;min-height: 1em;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 12px;color: rgb(136, 136, 136);\">\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;clear: both;min-height: 1em;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 12px;color: rgb(136, 136, 136);\">\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<br mpa-from-tpl=\"t\"  \/><\/span><\/strong><\/p>\n<section data-mpa-template-id=\"5969\" data-mpa-color=\"#ffffff\" style=\"margin-right: 0.5em;margin-left: 0.5em;outline: none medium;\" mpa-from-tpl=\"t\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;font-weight: 400;font-size: 16px;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;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;\"><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;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;\"><span style=\"color: rgb(0, 0, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\"><br mpa-from-tpl=\"t\"  \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;\"><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;\" mpa-from-tpl=\"t\">\n<p style=\"margin: 5px auto;padding: 10px;clear: both;min-height: 1em;width: 180px;border-width: 2px;border-style: dashed;border-color: rgb(132, 132, 132);line-height: normal;\"><img data-copyright=\"0\" data-cropselx1=\"0\" data-cropselx2=\"156\" data-cropsely1=\"0\" data-cropsely2=\"156\" data-ratio=\"1\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"1125\"  style=\"height: auto !important;visibility: visible !important;width: 156px !important;\" src=\"\/wp-content\/uploads\/2020\/06\/wxsync-2020-06-8d63ba433b859b930f684933c607651c.jpeg\"  \/><\/p>\n<\/section>\n<p style=\"clear: both;min-height: 1em;\"><span style=\"font-size: 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255);\">\u4e86\u89e3\u66f4\u591a\u76f8\u5173\u6587\u732e<\/span><\/section>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u96c6\u667a\u4ff1\u4e50\u90e8\u8bfb\u4e66\u4f1a\u662f\u9762\u5411\u5e7f\u5927\u79d1\u7814\u5de5\u4f5c\u8005\u7684\u7cfb\u5217\u8bba\u6587\u7814\u8bfb\u6d3b\u52a8\uff0c\u5176\u76ee\u7684\u662f\u5171\u540c\u6df1\u5165\u5b66\u4e60\u63a2\u8ba8\u67d0\u4e2a\u79d1\u5b66\u8bae\u9898\uff0c\u4e86\u89e3\u524d\u6cbf\u8fdb\u5c55\uff0c\u6fc0\u53d1\u79d1\u7814\u7075\u611f\uff0c\u4fc3\u8fdb\u79d1\u7814\u5408\u4f5c\uff0c\u964d\u4f4e\u79d1\u7814\u95e8\u69db\u3002 \u8bfb\u4e66\u4f1a\u6d3b\u52a8\u59cb\u4e8e 2008 \u5e74\uff0c\u81f3\u4eca\u5df2\u7ecf\u6709 40 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