{"id":20890,"date":"2020-08-28T22:46:37","date_gmt":"2020-08-28T14:46:37","guid":{"rendered":"https:\/\/swarma.org\/?p=20890"},"modified":"2020-08-28T22:46:37","modified_gmt":"2020-08-28T14:46:37","slug":"%e5%91%a8%e5%85%ad%e7%9b%b4%e6%92%ad%e9%a2%84%e5%91%8a%ef%bc%9a%e5%9b%a0%e6%9e%9c%e7%a7%91%e5%ad%a6%e4%b8%8e-causal-ai-%e4%b8%93%e9%a2%98-%e9%9b%86%e6%99%ba%e5%87%af%e9%a3%8e%e7%a0%94%e8%af%bb","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=20890","title":{"rendered":"\u5468\u516d\u76f4\u64ad\u9884\u544a\uff1a\u56e0\u679c\u79d1\u5b66\u4e0e Causal AI \u4e13\u9898 | \u96c6\u667a\u51ef\u98ce\u7814\u8bfb\u8425"},"content":{"rendered":"<div class='wxsyncmain'>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\" data-mpa-powered-by=\"yiban.io\"><img class=\"rich_pages\" data-backh=\"375\" data-backw=\"563\" data-ratio=\"0.6666666666666666\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1200\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2020\/08\/wxsync-2020-08-355fc5b4821ffa89fba1641b7dbdbfee.png\"  \/><\/section>\n<h2>\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;\"><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);\">\u4e13\u9898\u76f4\u64ad\uff1a<\/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);\">\u56e0\u679c\u79d1\u5b66\u548c Causal AI<\/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;\"><strong><span style=\"font-size: 15px;\">8\u670829\u65e5\uff08\u5468\u516d\uff09\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u5c06\u5728\u4e0a\u5348\u548c\u665a\u95f4\u4e3e\u529e\u96c6\u667a\u51ef\u98ce\u7814\u8bfb\u8425\u7684\u4e13\u573a\u76f4\u64ad\uff0c\u75316\u4f4d\u7814\u7a76\u8005\u5206\u4eab\u5173\u4e8e\u56e0\u679c\u79d1\u5b66\u548c Casual AI \u7684\u524d\u6cbf\u5de5\u4f5c\u3002<br  \/><\/span><\/strong><\/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;\">Judea Pearl \u8ba4\u4e3a\u5f53\u4e0b\u6b63\u5728\u8fdb\u884c\u4e00\u573a\u6539\u53d8\u6570\u636e\u79d1\u5b66\u7684\u65b0\u9769\u547d \u2014\u2014\u201c\u56e0\u679c\u9769\u547d\u201d\u3002\u56e0\u679c\u9769\u547d\u548c\u4ee5\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u7b2c\u4e00\u6b21\u6570\u636e\u79d1\u5b66\u9769\u547d\uff0c\u4e5f\u5c31\u662f\u5927\u6570\u636e\u9769\u547d\uff08\u6d89\u53ca\u673a\u5668\u5b66\u4e60\uff0c\u6df1\u5ea6\u5b66\u4e60\u53ca\u5176\u5e94\u7528\uff0c\u4f8b\u5982Alpha-Go\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u7b49 \uff09\u7684\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u4ee5\u79d1\u5b66\u4e3a\u4e2d\u5fc3\uff0c\u6d89\u53ca\u4ece\u6570\u636e\u5230\u653f\u7b56\u3001\u53ef\u89e3\u91ca\u6027\u3001\u673a\u5236\u7684\u6cdb\u5316\uff0c\u518d\u5230\u4e00\u4e9b\u793e\u4f1a\u79d1\u5b66\u4e2d\u7684\u57fa\u7840\u6982\u5ff5\u5f52\u56e0\u548c\u516c\u5e73\u6027\uff0c \u751a\u81f3\u54f2\u5b66\u4e2d\u7684\u521b\u9020\u6027\u548c\u81ea\u7531\u610f\u5fd7 \u3002\u53ef\u4ee5\u8bf4\uff0c \u56e0\u679c\u9769\u547d\u5f7b\u5e95\u6539\u53d8\u4e86\u79d1\u5b66\u5bb6\u5904\u7406\u56e0\u679c\u95ee\u9898\u7684\u65b9\u5f0f\uff0c\u5f62\u6210\u4e86\u4e00\u95e8\u65b0\u5b66\u79d1\u2014\u2014\u56e0\u679c\u79d1\u5b66\u3002\u56e0\u679c\u63a8\u7406\u548c\u673a\u5668\u5b66\u4e60\u878d\u5408\uff0c\u6784\u5efa\u5177\u5907\u679c\u63a8\u7406\u80fd\u529b\u7684 Causal AI \u7cfb\u7edf\uff0c\u662f\u5b9e\u73b0\u5f3a\u4eba\u5de5\u667a\u80fd\u7684\u5173\u952e\u6b65\u9aa4\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<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6211\u4eec\u5e0c\u671b\u901a\u8fc7\u5927\u5bb6\u7684\u5206\u4eab\u548c\u8ba8\u8bba\uff0c\u80fd\u591f\u8ba9\u6240\u6709\u4eba\u90fd\u7531\u6d45\u5165\u6df1\u7684\u4e86\u89e3\u56e0\u679c\u63a8\u7406\u8fd9\u4e2a\u9886\u57df\u548c\u7814\u7a76\u5185\u5bb9\uff0c\u5e76\u4e14\u80fd\u5bf9\u7814\u7a76\u5de5\u4f5c\u6709\u6240\u6536\u76ca\u3002<\/span><\/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=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u4e0a\u5348\u573a3\u4f4d\uff1a<br  \/><\/span><\/strong><\/section>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u674e\u5949\u6cbb\uff08\u4e2d\u79d1\u9662\u8ba1\u7b97\u6240\uff09\uff0c\u56e0\u679c\u79d1\u5b66\u4e2d\u7684Do-\u6f14\u7b97\u76f8\u5173\u7b97\u6cd5\uff1a<\/span><\/p>\n<\/li>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;text-decoration: underline;text-indent: 2em;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">https:\/\/github.com\/L-F-Z<\/span><\/p>\n<li>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u51b5\u7428\uff08\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u5b66\u9662\uff09\uff0c\u89c2\u5bdf\u6027\u7814\u7a76\u4e2d\u7684\u56e0\u679c\u63a8\u65ad\uff1a<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;text-decoration: underline;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">https:\/\/kunkuang.github.io<\/span><\/p>\n<\/li>\n<li>\n<p style=\"white-space: normal;line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u9f9a\u9e64\u626c\uff08\u4e2d\u56fd\u79d1\u6280\u5927\u5b66\uff09, &nbsp;\u6559\u4f1a\u673a\u5668\u56e0\u679c\u63a8\u7406\u7684\u5f3a\u4eba\u5de5\u667a\u80fd\u4e4b\u8def\uff1a<\/span><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;text-decoration: underline;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">https:\/\/sites.google.com\/view\/minituring<\/span><\/p>\n<\/li>\n<\/ul>\n<section style=\"line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;\"><strong><span style=\"font-size: 15px;\">\u665a\u95f4\u573a3\u4f4d\uff1a<\/span><\/strong><\/section>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p><span style=\"font-size: 15px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\u90ed\u82e5\u57ce\uff08Arizona State University\uff09\uff0c\u56e0\u679c\u63a8\u65ad\u548c\u673a\u5668\u5b66\u4e60\u7684\u878d\u5408\uff1a<\/span><\/p>\n<\/li>\n<p><span style=\"text-decoration: underline;\">h<span style=\"text-decoration: underline;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 15px;\">ttps:\/\/www.public.asu.edu\/~rguo12<\/span><\/span><\/p>\n<li style=\"font-size: 15px;\">\n<section>\u9ec4\u78a7\u8587\uff08\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\uff09\uff0c\u57fa\u4e8e\u89c2\u6d4b\u6570\u636e\u7684\u56e0\u679c\u53d1\u73b0\u53ca\u56e0\u679c\u5173\u7cfb\u542f\u53d1\u5f0f\u673a\u5668\u5b66\u4e60\uff1a<\/section>\n<section><span style=\"text-decoration: underline;\">https:\/\/biweihuang.com<\/span><br  \/><\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u90ed\u542f\u6dcf\uff08\u5357\u65b9\u79d1\u6280\u5927\u5b66\uff09\uff0c\u91cf\u5b50\u56e0\u679c<\/span><\/section>\n<\/li>\n<\/ul>\n<p style=\"line-height: 1.75em;text-align: center;margin-left: 8px;margin-right: 8px;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u76f4\u64ad\u65f6\u95f4\uff1a<\/span><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">8\u670829\u65e5\u4e0a\u53488:30-12:00<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">8\u670829\u65e5\u665a\u95f420:30-24:00<br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;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;\">\u8be6\u7ec6\u5b89\u6392\uff1a<br  \/><\/span><\/strong><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages\" data-ratio=\"0.32972972972972975\" data-s=\"300,640\"  data-type=\"png\" data-w=\"740\" style=\"\" src=\"\/wp-content\/uploads\/2020\/08\/wxsync-2020-08-219dee33e5efdceb355e47f2e3630f70.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\"><br  \/><\/span><\/strong><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u76f4\u64ad\u5730\u5740\uff1a<\/span><\/strong><\/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: 177px;height: 176px;\" src=\"\/wp-content\/uploads\/2020\/08\/wxsync-2020-08-4cae514f0c010525bf3d4e590968a8ed.png\"  \/><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><strong style=\"text-align: center;white-space: normal;color: rgb(136, 136, 136);font-size: 14.6667px;\"><span style=\"font-size: 13px;\">\u626b\u63cf\u4e8c\u7ef4\u7801\uff0c\u70b9\u51fb\u201c\u6211\u8981\u542c\u201d\u9884\u7ea6\u3002<span style=\"letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\u6211\u4eec\u540e\u7eed<\/span>\u4f1a\u901a\u8fc7\u5927<strong style=\"letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\u5bb6\u53c2\u52a0\u76f4\u64ad<\/strong><span style=\"letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\uff08\u5305\u542b\u76f4\u64ad\u5730\u5740\uff09<\/span><\/span><\/strong><\/section>\n<h2>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<\/h2>\n<h2>\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);\">\u62a5\u544a\u5185\u5bb9\u7b80\u4ecb\u548c\u5b89\u6392<\/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<h3>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 16px;color: rgb(123, 12, 0);\"><strong><br  \/><\/strong><\/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>\u5206\u4eab<\/strong><\/span><strong style=\"color: rgb(123, 12, 0);\">\u4e00\uff1a\u56e0\u679c\u79d1\u5b66\u4e2d\u7684Do-\u6f14\u7b97\u76f8\u5173\u7b97\u6cd5<\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong style=\"color: rgb(123, 12, 0);\"><br  \/><\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u672c\u6b21\u5206\u4eab\u5c06\u4e3b\u8981\u4ecb\u7ecd Judea Pearl \u7684\u56e0\u679c\u7406\u8bba\u76f8\u5173\u57fa\u7840\u77e5\u8bc6\uff0c\u5305\u62ec\u6982\u7387\u56e0\u679c\u6a21\u578b\u3001\u56e0\u679c\u5173\u7cfb\u4e4b\u68af\u3001\u56e0\u679c\u63a8\u65ad\u5f15\u64ce\u3001d-\u5206\u79bb\u3001Do-\u6f14\u7b97\u7b49\u6982\u5ff5\uff0c\u5e76\u7efc\u8ff0\u5f53\u524d\u5df2\u6709\u7684Do-\u6f14\u7b97\u76f8\u5173\u7684\u56e0\u679c\u63a8\u7b97\u7b97\u6cd5\u548c\u6846\u67b6\u3002\u6700\u540e\uff0c\u5c06\u7ed3\u5408\u5b9e\u9645\u7684\u7b97\u6cd5\u5b9e\u73b0\u7ecf\u9a8c\uff0c\u89e3\u6790Do-\u6f14\u7b97\u7684\u5e94\u7528\u524d\u666f\u3002<\/span><br  \/><\/section>\n<\/h3>\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;\">\u672c\u6b21\u62a5\u544a\u7684\u5185\u5bb9\u5927\u7eb2\u5982\u4e0b\uff1a<\/span><\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><\/p>\n<p line=\"Xfib\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">1. Key concepts in Pearl&#8217;s theory of causality<\/p>\n<p line=\"N2Ze\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">&nbsp;a. Probabilistic Causal Model<\/p>\n<p line=\"mEHn\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">&nbsp;b. three-level hierarchy of causal reasoning<\/p>\n<p line=\"ZEjq\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">&nbsp;c. Inference engine<\/p>\n<p line=\"GYQn\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">&nbsp;d. Mediator\/Confounder\/Collider<\/p>\n<p line=\"FENc\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">&nbsp;e. d-sepration<\/p>\n<p line=\"xhCW\" style=\"text-indent: 29.3333px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">&nbsp;f. Do-calculus<\/p>\n<p line=\"QUj9\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">2. Current progress in Do-calculus<\/p>\n<p line=\"RA4U\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">&nbsp;a. ID and IDC algorithm<\/p>\n<p line=\"10ar\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">&nbsp;b. Identify algorithm<\/p>\n<p line=\"Gm2h\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">&nbsp;c. ID* and IDC* algorithm<\/p>\n<p line=\"UhR1\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">&nbsp;d. IDz, usID, and sID algorithm<\/p>\n<p line=\"CJIy\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">3. How to implement Do-calculus<\/p>\n<p><\/span><strong><span style=\"font-size: 15px;\"><\/p>\n<p line=\"CJIy\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\"><br  \/><\/p>\n<p><\/span><\/strong><\/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;text-align: center;\"><img loading=\"lazy\" data-ratio=\"1\"  data-type=\"jpeg\" data-w=\"1920\" height=\"204px\" width=\"204px\" src=\"\/wp-content\/uploads\/2020\/08\/wxsync-2020-08-bcaab3f2deaa0738a6ab93db12699e63.jpeg\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u5206\u4eab\u8005\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u674e\u5949\u6cbb\uff0c\u4e2d\u79d1\u9662\u8ba1\u7b97\u6240\u76f4\u535a\u751f\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u56e0\u679c\u63a8\u7406\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\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;\"><strong style=\"color: rgb(123, 12, 0);font-size: 16px;\">\u5206\u4eab\u4e8c\uff1a\u89c2\u5bdf\u6027\u7814\u7a76\u4e2d\u7684\u56e0\u679c\u63a8\u65ad<\/strong><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong style=\"color: rgb(123, 12, 0);font-size: 16px;\"><br  \/><\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u56e0\u679c\u95ee\u9898\u5b58\u5728\u4e8e\u8bb8\u591a\u9886\u57df\uff0c\u5982\u533b\u7597\u5065\u5eb7\u3001\u7ecf\u6d4e\u3001\u653f\u6cbb\u79d1\u5b66\u3001\u6570\u5b57\u8425\u9500\u7b49\u3002\u4e00\u79cd\u65b0\u7684\u836f\u7269\u662f\u5426\u6bd4\u65e7\u7684\u836f\u7269\u5bf9\u67d0\u79cd\u75be\u75c5\u6709\u66f4\u597d\u7684\u7597\u6548\uff1f\u4e00\u4e2a\u65b0\u7684\u8425\u9500\u7b56\u7565\u662f\u5426\u80fd\u63d0\u9ad8\u67d0\u79cd\u4ea7\u54c1\u7684\u9500\u91cf\uff1f\u6240\u6709\u8fd9\u4e9b\u95ee\u9898\u90fd\u53ef\u4ee5\u901a\u8fc7\u56e0\u679c\u63a8\u7406\u6280\u672f\u6765\u89e3\u51b3\u3002<\/span><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: 15px;\">\u56e0\u679c\u63a8\u7406\u7684\u6807\u51c6\u65b9\u6cd5\u662f\u968f\u673a\u5b9e\u9a8c\uff0c\u4f8b\u5982\u6211\u4eec\u719f\u77e5\u7684 A\/B \u6d4b\u8bd5\u3002\u7136\u800c\uff0c\u5b8c\u5168\u968f\u673a\u5316\u7684\u5b9e\u9a8c\uff0c\u6210\u672c\u901a\u5e38\u5f88\u9ad8\uff0c\u751a\u81f3\u4e0d\u53ef\u884c\u3002\u56e0\u6b64\uff0c\u5728\u89c2\u5bdf\u6027\u7814\u7a76\u4e2d\u53d1\u5c55\u81ea\u52a8\u7edf\u8ba1\u65b9\u6cd5\u6765\u63a8\u65ad\u56e0\u679c\u6548\u5e94\u662f\u975e\u5e38\u56f0\u96be\u7684\u3002\u5728\u8fd9\u4e2a\u5206\u4eab\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e9b\u5728\u73b0\u5b9e\u7684\u5927\u6570\u636e\u573a\u666f\u4e2d\u9762\u4e34\u56e0\u679c\u6548\u5e94\u4f30\u8ba1\u7684\u4e00\u4e9b\u6311\u6218\uff0c\u5305\u62ec\uff081\uff09\u9ad8\u7ef4\u548c\u566a\u58f0\u53d8\u91cf\uff0c\uff082\uff09\u53d8\u91cf\u4e4b\u95f4\u76f8\u4e92\u4f5c\u7528\u7684\u672a\u77e5\u6a21\u578b\u7ed3\u6784\uff0c\u548c\uff083\uff09\u8fde\u7eed\/\u590d\u6742\u5904\u7406\u53d8\u91cf\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4ee5\u4e0b\u7684\u7b97\u6cd5\uff1a<\/span><\/section>\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;\">Data-Driven Variable Decomposition (D2VD) algorithm<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Decomposed Representation Counterfactual Regression (DeR-CFR) model<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Differentiated Confounder Balancing (DCB) algorithm<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">Generative Adversarial De-confounding (GAD) algorithm.<\/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<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u76f8\u6bd4\u4e8e\u5f53\u524d\u5df2\u6709\u7684\u65b9\u6cd5\uff0c\u6211\u4eec\u63d0\u51fa\u7684\u8fd9\u4e9b\u7b97\u6cd5\u5728\u89c2\u5bdf\u6027\u7814\u7a76\u4e2d\u53ef\u4ee5\u5bf9\u56e0\u679c\u6548\u5e94\u4f5c\u51fa\u66f4\u7cbe\u786e\u548c\u7a33\u5065\u7684\u4f30\u8ba1\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<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center;\"><img class=\"rich_pages js_insertlocalimg\" data-ratio=\"1.2421875\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1280\" style=\"height: 232px;width: 187px;\" src=\"\/wp-content\/uploads\/2020\/08\/wxsync-2020-08-f70e8ded248f0183b7c710a65de1db7e.png\"  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center;\"><span style=\"font-size: 15px;text-align: justify;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: justify;\"><strong><span style=\"font-size: 15px;text-align: justify;\">\u5206\u4eab\u8005\uff1a<\/span><\/strong><span style=\"font-size: 15px;text-align: justify;\">\u51b5\u7428\uff0c\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662\u7684\u52a9\u7406\u6559\u6388\uff0c\u7814\u7a76\u65b9\u5411\u56e0\u679c\u63a8\u7406\u3001\u673a\u5668\u5b66\u4e60\u3001\u6570\u636e\u6316\u6398\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: justify;\"><span style=\"font-size: 15px;text-align: justify;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: justify;\"><span style=\"font-size: 15px;text-align: justify;\"><br  \/><\/span><\/p>\n<h3>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(123, 12, 0);font-size: 16px;\"><strong>\u5206\u4eab\u4e09\uff1a\u6559\u4f1a\u673a\u5668\u56e0\u679c\u7684StrongAI\u4e4b\u8def<\/strong><\/span><\/section>\n<\/h3>\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;\">\u6211\u4eec\u6b63\u5728\u7ecf\u5386\u7684\u4ee5\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u5927\u6570\u636e\u9769\u547d\u4e2d\uff0c\u673a\u5668\u5b66\u4e60\u548c AI \u53d6\u5f97\u5230\u4e86\u5de8\u5927\u6210\u529f\uff0c\u5e7f\u6cdb\u5e94\u7528\u5728\u5404\u4e2a\u9886\u57df\u4e2d\uff0c\u4f8b\u5982Alpha-Go\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u7b49\uff0c\u4f7f\u5f97\u4eba\u4eec\u65e5\u76ca\u671f\u5f85\u53d1\u5c55\u51fa\u5f3a\u4eba\u5de5\u667a\u80fd\uff0c\u5374\u9047\u5230\u4e86\u5305\u62ec\u7a33\u5065\u6027\uff0c\u53ef\u89e3\u91ca\u6027\u548c\u7406\u89e3\u56e0\u679c\u5173\u7cfb\u7684\u4e09\u4e2a\u6839\u672c\u6027\u56f0\u96be\u3002\u56e0\u679c\u63a8\u7406\u548c\u673a\u5668\u5b66\u4e60\u878d\u5408\u89e3\u51b3\u8fd9\u4e9b\u56f0\u96be\uff0c\u6784\u5efa\u5177\u5907\u679c\u63a8\u7406\u80fd\u529b\u7684 Causal AI \u7cfb\u7edf\uff0c\u662f\u5b9e\u73b0\u5f3a\u4eba\u5de5\u667a\u80fd\u7684\u5173\u952e\u6b65\u9aa4\u3002\u6211\u4eec\u9996\u5148\u7b80\u5355\u4ecb\u7ecd\u4eba\u5de5\u667a\u80fd\u9886\u57df\u53ca\u5176\u56e0\u679c\u8bc9\u6c42\uff0c\u7136\u540e\u68b3\u7406 Causal AI \u7684\u57fa\u672c\u6846\u67b6\u76f8\u5173\u6700\u65b0\u53d1\u5c55\uff0c\u6700\u540e\u5c55\u793a\u4e00\u4e9b\u5bf9\u4e8e Judea &nbsp;Pearl \u53ca\u5176\u5de5\u4f5c\u7684\u8bc4\u4ef7\u548c\u4e0d\u540c\u7ef4\u5ea6\u7684\u7406\u89e3\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<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6559\u4f1a\u673a\u5668\u56e0\u679c\u63a8\u7406\u7684\u5f3a\u4eba\u5de5\u667a\u80fd\u4e4b\u8def\uff0c\u5bf9\u4e8e\u8fd9\u4e48\u4e00\u4e2a\u5b8f\u5927\u548c\u6700\u6709\u8da3\u7684\u96be\u9898\uff0c\u56e0\u4e3a\u4e2a\u4eba\u6682\u65f6\u8fd8\u6ca1\u6709\u8d44\u683c\u6765\u63d0\u51fa\u4ec0\u4e48\u65b0\u89c1\u89e3\uff0c\u6240\u4ee5\u672c\u6b21\u4e3b\u9898\u5206\u4eab\u7684\u4e3b\u8981\u76ee\u7684\u662f\u5411\u5927\u5bb6\u4ecb\u7ecd Judea Pearl \u5173\u4e8e\u5f3a\u4eba\u5de5\u667a\u80fd\u7684\u6df1\u523b\u6d1e\u89c1\uff01<\/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;\">\u56e0\u6b64\u6211\u5728\u5206\u4eab\u4e2d\u4f1a\u505a\u5230\uff1a<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5c3d\u91cf\u5c55\u793a Judea Pearl \u7b49\u4eba\u7684\u539f\u6587\u8bf4\u6cd5\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4e0d\u65b9\u4fbf\u5c55\u793a\u7684\u5730\u65b9\u5c3d\u91cf\u7ed9\u51fa\u89c2\u70b9\u7684\u53c2\u8003\u6587\u732e\u548c\u51fa\u5904\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5f53\u7136\uff0c\u6211\u4e5f\u4f1a\u5206\u4eab\u4e00\u4e9b\u4e2a\u4eba\u7684\u4e3b\u89c2\u770b\u6cd5\uff0c\u8bc4\u4ef7\u548c\u7591\u95ee\uff0c\u671f\u5f85\u548c\u5927\u5bb6\u4e00\u8d77\u8ba8\u8bba\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;\">\u5206\u4eab\u8005<\/span><\/strong><span style=\"font-size: 15px;\">\uff1a\u9f9a\u9e64\u626c\uff0c\u4e2d\u79d1\u5927\u5728\u8bfb\u535a\u58eb\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u56e0\u679c\u63a8\u7406\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<h3 style=\"white-space: normal;\">\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"color: rgb(123, 12, 0);\"><strong>\u5206\u4eab\u56db\uff1a\u56e0\u679c\u63a8\u65ad\u548c\u673a\u5668\u5b66\u4e60\u7684\u878d\u5408<\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8ba9\u6211\u4eec\u8003\u8651\u4e24\u79cd\u52a8\u7269\uff0c\u4f1a\u5b66\u4eba\u8bf4\u8bdd\u7684\u9e66\u9e49\u548c\u4e4c\u9e26\u559d\u6c34\u4e2d\u7684\u4e4c\u9e26\u3002\u6211\u4eec\u77e5\u9053\u9e66\u9e49\u53ea\u4f1a\u6a21\u4eff\u4eba\u7c7b\u7684\u8bed\u97f3\uff0c\u5374\u4e0d\u77e5\u9053\u8bed\u8a00\u7684\u610f\u4e49\u3002\u800c\u4e4c\u9e26\u53ef\u4ee5\u8ba4\u8bc6\u5230\u653e\u5165\u77f3\u5b50\u5c31\u53ef\u4ee5\u4f7f\u6c34\u9762\u4e0a\u5347\u8fd9\u4e00\u5c42\u56e0\u679c\u5173\u7cfb\u3002\u6211\u4eec\u53ef\u4ee5\u628a\u9e66\u9e49\u770b\u4f5c\u662f\u80fd\u505a Curve fitting \u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u800c\u4e4c\u9e26\u770b\u4f5c\u662f\u4f53\u73b0\u53d8\u91cf\u4e4b\u95f4\u56e0\u679c\u5173\u7cfb\u7684\u56e0\u679c\u6a21\u578b\u3002\u6bd4\u8d77\u95ee\u4ed6\u4eec\u8c01\u66f4\u806a\u660e\uff0c\u6211\u60f3\u66f4\u6709\u76ca\u7684\u76ee\u6807\u662f\u7ed3\u5408\u4ed6\u4fe9\u7684\u6280\u80fd\uff0c\u5e2e\u52a9\u6211\u4eec\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5728\u673a\u5668\u5b66\u4e60\u5df2\u7ecf\u5728\u5f88\u591a\u4efb\u52a1\u4e2d\u5df2\u7ecf\u53d6\u5f97\u6210\u529f\u7684\u4eca\u5929\uff0c\u6211\u4eec\u60f3\u56de\u7b54\u7684\u95ee\u9898\u662f\uff1a\u56e0\u679c\u63a8\u65ad\u80fd\u5426\u5e2e\u52a9\u673a\u5668\u5b66\u4e60\u5728\u4e00\u4e9b\u4efb\u52a1\u4e2d\u505a\u5f97\u66f4\u597d, \u4ee5\u53ca\u56e0\u679c\u63a8\u65ad\u80fd\u5426\u53d7\u76ca\u4e8e\u65b0\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff1f<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5728\u8fd9\u6b21\u7684\u7814\u8ba8\u4f1a\u4e2d\uff0c\u6211\u4f1a\u4ece\u8fd9\u4e24\u4e2a\u65b9\u9762\u6765\u4ecb\u7ecd\u4e00\u4e9b\u73b0\u5b58\u7684\u7ed3\u5408\u56e0\u679c\u63a8\u65ad\u548c\u673a\u5668\u5b66\u4e60\u7684\u7814\u7a76\u65b9\u5411\u3002\u5728\u4f20\u7edf\u7684\u5229\u7528\u89c2\u6d4b\u6027\u6570\u636e\u7684\u56e0\u679c\u63a8\u65ad\u4e2d\uff0c\u5f88\u591a\u6a21\u578b\u5f80\u5f80\u901a\u8fc7\u5f88\u5f3a\u7684\uff0c\u53ef\u80fd\u4e0d\u80fd\u88ab\u6ee1\u8db3\u7684\u5047\u8bbe\u6765\u907f\u514d\u8003\u8651 Hidden confounders\u3002\u800c\u6700\u8fd1\u7684\u4e00\u4e9b\u5de5\u4f5c\u4e2d\uff0c\u5f88\u591a\u7814\u7a76\u4eba\u5458\uff0c\u5305\u62ec\u6211\u4eec\u81ea\u5df1\u53d1\u73b0\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6211\u4eec\u53ef\u4ee5\u5f31\u5316\u8fd9\u4e00\u5047\u8bbe\uff0c\u5728\u56e0\u679c\u63a8\u65ad\u4e2d\u505a\u5f97\u66f4\u597d\u3002\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u4e00\u4e9b\u95ee\u9898\u4e5f\u53ef\u4ee5\u5229\u7528\u5176\u80cc\u540e\u7684\u56e0\u679c\u6a21\u578b\u6765\u89e3\u51b3\u6216\u8005\u7f13\u89e3\u3002\u8fd9\u91cc\u7684\u7b2c\u4e00\u4e2a\u95ee\u9898\u662f\uff0c\u5982\u4f55\u907f\u514d\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u5230 Spurious correlation\uff1f\u6bd4\u5982\u5728\u52a8\u7269\u56fe\u50cf\u5206\u7c7b\u4e2d\uff0c\u9a86\u9a7c\u5e38\u5e38\u51fa\u73b0\u5728\u6c99\u6f20\u4e2d\uff0c\u5982\u4f55\u80fd\u907f\u514d\u5206\u7c7b\u5668\u5229\u7528\u6c99\u6f20\u80cc\u666f\u6765\u9884\u6d4b\u9a86\u9a7c\u8fd9\u4e2a\u7c7b\uff1f\u5728\u6700\u8fd1\u7684\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u5458\u628a\u5bf9\u56e0\u679c\u5173\u7cfb\u7684\u9650\u5236\u8f6c\u5316\u6210\u4e86\u4f18\u5316\u95ee\u9898\u4e2d\u7684\u6b63\u5219\u9879\uff0c\u4ece\u800c\u8fbe\u5230\u8fd9\u4e00\u76ee\u7684\u3002\u7b2c\u4e8c\u4e2a\u95ee\u9898\u662f\uff0c\u5728\u4f7f\u7528\u7528\u6237\u53cd\u9988\u4f5c\u4e3a\u6807\u7b7e\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u4e2d\uff0c\u5982\u4f55\u505a\u5230\u5229\u7528\u5386\u53f2\u6570\u636e\u51c6\u786e\u5730\u5bf9\u65b0\u6a21\u578b\u8fdb\u884c\u7ebf\u4e0b\u7684\u8bc4\u6d4b\u548c\u4f18\u5316\u3002\u5728\u6700\u8fd1\u7684\u63a8\u8350\u7cfb\u7edf\u548c\u641c\u7d22\u7684\u5de5\u4f5c\u4e2d\uff0c\u4eba\u4eec\u53d1\u73b0\u5229\u7528\u4ea7\u751f\u7528\u6237\u53cd\u9988\u6807\u7b7e\u7684\u56e0\u679c\u56fe\u5c06\u4f7f\u6211\u4eec\u5728\u8fd9\u4e00\u4efb\u52a1\u4e2d\u505a\u5f97\u66f4\u597d\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u672c\u6b21\u62a5\u544a\u7684\u5185\u5bb9\u5927\u7eb2\u5982\u4e0b\uff1a<\/span><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\">\n<p line=\"GMLs\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">1.&nbsp;Causal effect estimation with machine learning algorithms<\/p>\n<p line=\"6NAX\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">a.&nbsp;Introduction to causal effect estimation<\/p>\n<p line=\"dsMA\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">b.&nbsp;Machine learning methods for causal effect estimation<\/p>\n<p line=\"UUuu\" style=\"margin-left: 46px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">i.&nbsp;Causal Forest<\/p>\n<p line=\"QdUW\" style=\"margin-left: 46px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">ii.&nbsp;Deep learning methods for causal effect estimation<\/p>\n<p line=\"Xw5l\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">2.&nbsp;Causal machine learning<\/p>\n<p line=\"AqJk\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">a.&nbsp;Learning causal features for out-of-distribution generalization<\/p>\n<p line=\"n2fG\" style=\"margin-left: 46px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">i.&nbsp;Introduction to out-of-distribution generalization<\/p>\n<p line=\"USlB\" style=\"margin-left: 46px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">ii.&nbsp;Invariant risk minimization<\/p>\n<p line=\"0gti\" style=\"margin-left: 26px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">b.&nbsp;Unbiased interactive machine learning<\/p>\n<p line=\"Bsjh\" style=\"margin-left: 46px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">i.&nbsp;Bias in interactive machine learning<\/p>\n<p line=\"3lYU\" style=\"margin-left: 46px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">ii.&nbsp;Unbiased learning to rank<\/p>\n<p line=\"4DBN\" style=\"margin-left: 46px;line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949;\">iii.&nbsp;Unbiased recommendation<\/p>\n<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: center;\"><img data-croporisrc=\"https:\/\/mmbiz.qlogo.cn\/mmbiz_png\/wibWV1DB7tWInAJBvYAun0lJJqBLqLf0Skwia60gjwalbsuqv1931C55hSFJHCXoA0ldcSDSzj0HFRZ9ZVXDNxAQ\/0?wx_fmt=png\" data-cropx1=\"0\" data-cropx2=\"546\" data-cropy1=\"0\" data-cropy2=\"647.5175879396985\" data-ratio=\"1.184981684981685\"  data-type=\"jpeg\" data-w=\"546\" style=\"height: 236px;width: 199px;\" src=\"\/wp-content\/uploads\/2020\/08\/wxsync-2020-08-7b27faf5665d4d5dab62f0c3f00a6fc6.jpeg\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u5206\u4eab\u8005\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u90ed\u82e5\u57ce\uff0c\u4e9a\u5229\u6851\u90a3\u5dde\u7acb\u5927\u5b66\u535a\u58eb\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u56e0\u679c\u63a8\u7406\u3001\u673a\u5668\u5b66\u4e60\u3001\u6570\u636e\u6316\u6398\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><br  \/><\/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>\u5206\u4eab\u4e94\uff1a\u57fa\u4e8e\u89c2\u6d4b\u6570\u636e\u7684\u56e0\u679c\u53d1\u73b0\u53ca\u56e0\u679c\u5173\u7cfb\u542f\u53d1\u5f0f\u673a\u5668\u5b66\u4e60<\/strong><\/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;\">\u7ecf\u9a8c\u79d1\u5b66\u548c\u5de5\u7a0b\u5b66\u4e2d\u7684\u5f88\u591a\u4efb\u52a1\u90fd\u4f9d\u8d56\u4e8e\u6f5c\u5728\u7684\u56e0\u679c\u4fe1\u606f\u3002\u8fd9\u5c31\u63d0\u51fa\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u6211\u4eec\u5982\u4f55\u627e\u5230\u56e0\u679c\u5173\u7cfb\uff1f\u4f20\u7edf\u65b9\u6cd5\u8bc9\u8bf8\u4e8e\u968f\u673a\u5b9e\u9a8c\u3002\u4f46\u662f\uff0c\u8fd9\u901a\u5e38\u5f88\u8017\u65f6\u95f4\u548c\u8d44\u6e90\uff0c\u6709\u65f6\u751a\u81f3\u6d89\u53ca\u9053\u5fb7\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u57fa\u56e0\u6572\u5165\u662f\u7528\u4e8e\u521b\u5efa\u75be\u75c5\u6a21\u578b\u7684\u5e7f\u6cdb\u4f7f\u7528\u7684\u6280\u672f\u3002\u901a\u5e38\uff0c\u5bfc\u81f4\u75be\u75c5\u7684\u4e0d\u662f\u5355\u4e2a\u57fa\u56e0\uff0c\u800c\u662f\u7531\u6570\u5341\u4e2a\u751a\u81f3\u66f4\u591a\u57fa\u56e0\u7ec4\u6210\u7684\u7f51\u7edc\u3002\u8981\u627e\u5230\u5bfc\u81f4\u75be\u75c5\u7684\u57fa\u56e0\u7f51\u7edc\uff0c\u53ef\u80fd\u9700\u8981\u8fdb\u884c\u975e\u5e38\u591a\u7684\u5b9e\u9a8c\u624d\u80fd\u5b9e\u73b0\uff0c\u56e0\u4e3a\u5bfb\u627e\u66ff\u4ee3\u65b9\u6cd5\u81f3\u5173\u91cd\u8981\u3002\u5e78\u8fd0\u7684\u662f\uff0c\u5173\u4e8e\u5982\u4f55\u4ece\u89c2\u6d4b\u6570\u636e\u4e2d\u53d1\u73b0\u56e0\u679c\u5173\u7cfb\uff0c\u6700\u8fd1\u5728\u673a\u5668\u5b66\u4e60\u548c\u7edf\u8ba1\u65b9\u9762\u5df2\u7ecf\u53d6\u5f97\u4e86\u5f88\u5927\u7684\u8fdb\u6b65\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;\">\u7b2c\u4e8c\u4e2a\u95ee\u9898\u662f\uff1a\u56e0\u679c\u7406\u89e3\u5982\u4f55\u5bf9\u4eba\u5de5\u667a\u80fd\u4ea7\u751f\u5f71\u54cd\uff1f\u7b80\u8981\u6765\u8bf4\uff0c\u56e0\u679c\u7406\u89e3\u4f7f\u6211\u4eec\u80fd\u591f\u4ee5\u4e00\u79cd\u53ef\u89e3\u91ca\u548c\u6709\u6761\u7406\u7684\u65b9\u5f0f\u5c06\u77e5\u8bc6\u8f6c\u79fb\u5230\u964c\u751f\u7684\u65b0\u60c5\u51b5\u4e2d\u3002\u8fdb\u4e00\u6b65\u6765\u8bf4\uff0c\u5f53\u5b58\u5728\u5206\u5e03\u53d8\u5316\u6216\u9690\u85cf\u53d8\u91cf\u5bfc\u81f4\u865a\u5047\u5173\u8054\u65f6\uff0c\u6211\u4eec\u5c1d\u8bd5\u56de\u7b54\u56e0\u679c\u4fe1\u606f\u5982\u4f55\u4fc3\u8fdb\u673a\u5668\u5b66\u4e60\u7684\u95ee\u9898\uff0c\u5305\u62ec\u5728\u5206\u7c7b\uff0c\u805a\u7c7b\uff0c\u65f6\u95f4\u5e8f\u5217\u7684\u9884\u6d4b\u548c\u5f3a\u5316\u5b66\u4e60\u7684\u4efb\u52a1\u4e2d\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;\">\u5728\u8fd9\u6b21\u5206\u4eab\u4f1a\u4e2d\u6211\u5c06\u7740\u91cd\u4e8e\u8fd9\u4e24\u4e2a\u95ee\u9898\u6765\u548c\u5927\u5bb6\u63a2\u8ba8\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;text-align: center;\"><img class=\"rich_pages\" data-ratio=\"1.0821256038647342\" data-s=\"300,640\"  data-type=\"png\" data-w=\"207\" style=\"\" src=\"\/wp-content\/uploads\/2020\/08\/wxsync-2020-08-c84be41f99400c588c33cb2b540cd12e.png\"  \/><\/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;\">\u5206\u4eab\u8005<\/span><\/strong><span style=\"font-size: 15px;\">\uff1a<\/span><span style=\"font-size: 15px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\u9ec4\u78a7\u8587\uff0c\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u535a\u58eb\u3002\u4e3b\u8981\u7814\u7a76\u9886\u57df\u4e3a\u56e0\u679c\u53d1\u73b0\uff0c\u56e0\u679c\u5173\u7cfb\u542f\u53d1\u5f0f\u673a\u5668\u5b66\u4e60\uff0c\u548c\u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;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: 16px;color: rgb(123, 12, 0);\"><strong>\u5206\u4eab\u516d\uff1a\u91cf\u5b50\u56e0\u679c<\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4f5c\u4e3a20\u4e16\u7eaa\u4e0a\u53f6\u7269\u7406\u5b66\u7684\u4e24\u5927\u9769\u547d\uff0c\u76f8\u5bf9\u8bba\u7269\u7406\u5b66\u4e0e\u91cf\u5b50\u529b\u5b66\u5e26\u6765\u4eba\u7c7b\u5bf9\u4e16\u754c\u7684\u5168\u65b0\u8ba4\u77e5\uff0c\u5176\u4e2d\u4e5f\u5305\u62ec\u5bf9\u56e0\u679c\u5173\u7cfb\u7684\u91cd\u65b0\u601d\u8003\u3002\u57fa\u4e8e\u8fd9\u4e24\u5927\u9769\u547d\u7684\u91cf\u5b50\u4fe1\u606f\u8bba\u5e26\u6765\u4e86\u5168\u65b0\u7684\u56e0\u679c\u5173\u7cfb\u2014\u2014\u672a\u5b9a\u56e0\u679c\u5e8f\uff08Indefinite Causal Order\uff09\uff0c\u5e76\u4e0e2017\u5e74\u9996\u6b21\u5f97\u5230\u8bc1\u5b9e\u3002\u672c\u6b21\u5206\u4eab\u8bb2\u4ecb\u7ecd\u7269\u7406\u5b66\u4e2d\u56e0\u679c\u7684\u57fa\u672c\u89c2\u5ff5\uff0c\u672a\u5b9a\u56e0\u679c\u5e8f\u5bf9\u7ecf\u5178\u56e0\u679c\u5173\u7cfb\u7684\u8fdd\u80cc\u4ee5\u53ca\u5e94\u7528\u3002\u6700\u540e\u6211\u4eec\u4ecb\u7ecd\u8bfa\u8d1d\u5c13\u7269\u7406\u5b66\u5956\u5f97\u4e3b Wilczek \u5f15\u5165\u7684\u7ea0\u7f20\u6001\u5386\u53f2\u8fd9\u4e00\u6982\u5ff5\uff0c\u5e76\u5206\u6790\u4e86\u5176\u4e0e\u91cf\u5b50\u56e0\u679c\u7406\u8bba\u7684\u5f02\u540c\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u672c\u6b21\u62a5\u544a\u7684\u5927\u7eb2\u5982\u4e0b\uff1a<\/span><\/strong><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 14px;\">1.Causality in Special Relativity<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 14px;\">2.Classical Causal Model and Quantum Causal Model<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 14px;\">3.Process Matrix and Indefinite Causal Order<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 14px;\">4.Causality Violation in a Non-local Quantum Game<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 14px;\">5.Quantum Switch<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 14px;\">6.Entangled History<\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;\"><img loading=\"lazy\" class=\"rich_pages\" data-ratio=\"1.3946188340807175\" data-s=\"300,640\"  data-type=\"png\" data-w=\"223\" height=\"256\" width=\"223\" style=\"height: 212px;width: 187px;\" src=\"\/wp-content\/uploads\/2020\/08\/wxsync-2020-08-b2a0543c966fee2ef0f0995dfad2b77f.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u5206\u4eab\u8005\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u90ed\u542f\u6dcf\uff0c\u5357\u65b9\u79d1\u6280\u5927\u5b66\u79d1\u7814\u52a9\u7406\uff0c\u4ece\u4e8b\u65b9\u5411\u4e3a\u91cf\u5b50\u8ba1\u7b97\u7684\u7269\u7406\u5b9e\u73b0\u3001\u57fa\u4e8e\u8d85\u5bfc\u91cf\u5b50\u7535\u8def\u7684\u91cf\u5b50\u6a21\u62df\u53ca\u91cf\u5b50\u7ea0\u9519\u3002<\/span><\/section>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u4ee5\u4e0a\u53c2\u8003\u6587\u732e\u4ee5\u53ca\u7814\u8bfb\u8425\u7684\u4e3b\u9898\u7684\u76f8\u5173\u53c2\u8003\u6587\u732e\uff0c\u53ef\u4ee5\u626b\u7801\u83b7\u53d6\uff1a<\/span><\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/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: 180px;height: 180px;\" src=\"\/wp-content\/uploads\/2020\/08\/wxsync-2020-08-c6c1cf4e969812494782d83c3f77a2e7.png\"  \/><\/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<h2>\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);\">\u56e0\u679c\u79d1\u5b66\u4e0e&nbsp;Casual AI \u8bfb\u4e66\u4f1a<\/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;\"><span style=\"font-size: 15px;\">\u524d\u51e0\u5929\uff0c\u6211\u4eec\u4e5f\u63a8\u51fa\u4e86<\/span><span style=\"font-size: 15px;text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247518709&amp;idx=1&amp;sn=801e98285ad903a5e0abb1f4ae1a9a9d&amp;chksm=e897d378dfe05a6e4fdd97d189237020589669a6b5e750063f2b9e56bb3d951d573e6dd533b3&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u56e0\u679c\u79d1\u5b66\u4e0e Causal AI \u7cfb\u5217\u8bfb\u4e66\u4f1a<\/a><\/span><span style=\"font-size: 15px;\">\uff0c\u4e5f\u6536\u5230\u4e00\u4e9b\u4e13\u4e1a\u9886\u57df\u8001\u5e08\u7684\u53cd\u9988\uff0c\u65b0\u589e\u8865\u4e86\u4e00\u90e8\u5206\u91cd\u8981\u6587\u732e\uff1a<\/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<h3>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(123, 12, 0);font-size: 16px;\"><strong>\u56e0\u679c\u53d1\u73b0<\/strong><\/span><\/section>\n<\/h3>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/section>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p><span style=\"font-size: 15px;\">Huang, Biwei, et al. &#8220;Causal discovery from heterogeneous\/nonstationary data.&#8221;&nbsp;Journal of Machine Learning Research&nbsp;21.89 (2020): 1-53.<\/span><\/p>\n<p><strong><span style=\"font-size: 15px;\">\u7b80\u4ecb\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u552f\u4e00\u5173\u4e8e\u57fa\u4e8e\u72ec\u7acb\u53d8\u66f4\u539f\u7406\u4ece\u975e\u5e73\u7a33\u6216\u591a\u57df\u6570\u636e\u4e2d\u53d1\u73b0\u56e0\u679c\u5173\u7cfb\u7684\u8bba\u6587\uff0c\u4e0d\u53d8\u6027\u662f\u72ec\u7acb\u53d8\u66f4\u539f\u7406\u7684\u4e00\u4e2a\u975e\u5e38\u4e25\u683c\u7684\u7279\u6b8a\u60c5\u51b5\u3002<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 15px;\">Zhang, Kun, and Aapo Hyvarinen. &#8220;On the identifiability of the post-nonlinear causal model.&#8221;&nbsp;arXiv preprint arXiv:1205.2599&nbsp;(2012).<\/span><\/p>\n<p><strong><span style=\"font-size: 15px;\">\u7b80\u4ecb\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u51fd\u6570\u56e0\u679c\u6a21\u578b\u8bc6\u522b\u95ee\u9898\u7684 start-of-the-art.<\/span><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 15px;\">Cai, Ruichu, et al. &#8220;Triad Constraints for Learning Causal Structure of Latent Variables.&#8221;&nbsp;Advances in Neural Information Processing Systems. 2019.<\/span><\/p>\n<p><strong><span style=\"font-size: 15px;\">\u7b80\u4ecb\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u5411\u5b66\u4e60\u5e26\u9690\u53d8\u91cf\u56e0\u679c\u56fe\u7ed3\u6784\u8fc8\u51fa\u4e86\u4e00\u5927\u6b65\u3002<\/span><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 15px;\">Zhang, Kun, et al. &#8220;Learning causality and causality-related learning: some recent progress.&#8221;&nbsp;National science review&nbsp;5.1 (2018): 26-29.<\/span><\/p>\n<p><strong><span style=\"font-size: 15px;\">\u7b80\u4ecb\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u8fd9\u662f\u4e00\u7bc7\u5173\u4e8e\u975e\u5e38\u7cbe\u7b80\u548c\u9ad8\u5c4b\u5efa\u74f4\u7684\u56e0\u679c\u53d1\u73b0\u7efc\u8ff0\u8bba\u6587\uff0c\u8be5\u8bba\u6587\u4e2d\u603b\u7ed3\u4e86\u8bb8\u591a\u672a\u89e3\u51b3\u7684\u95ee\u9898\u3002\u201cCausal discovery and inference: concepts and recent methodological advances\u201d \u662f\u4e00\u7bc7\u5b83\u7684\u8bc4\u8bba\u6587\u7ae0\u3002<\/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;\"><br  \/><\/section>\n<h3>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(123, 12, 0);font-size: 16px;\"><strong>\u9886\u57df\u9002\u5e94\/\u8fc1\u79fb\u5b66\u4e60 + \u56e0\u679c\u63a8\u7406<\/strong><\/span><\/section>\n<\/h3>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p><span style=\"font-size: 15px;\">Zhang, Kun, et al. &#8220;Domain adaptation under target and conditional shift.&#8221;&nbsp;International Conference on Machine Learning. 2013.<\/span><\/p>\n<p><strong><span style=\"font-size: 15px;\">\u7b80\u4ecb\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u5173\u4e8e\u56e0\u679c\u5173\u7cfb\u548c\u9886\u57df\u9002\u5e94\u4e4b\u95f4\u7684\u8054\u7cfb\u7684\u7b2c\u4e00\u6279\u8bba\u6587\u4e4b\u4e00<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size: 15px;\">Zhang, Kun, et al. &#8220;Domain Adaptation As a Problem of Inference on Graphical Models.&#8221;&nbsp;arXiv preprint arXiv:2002.03278&nbsp;(2020).<\/span><\/p>\n<p><strong><span style=\"font-size: 15px;\">\u7b80\u4ecb\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u901a\u8fc7\u5b66\u4e60\u5206\u5e03\u53d8\u5316\u6027\u7684\u56fe\u8868\u793a\u5e76\u5c06\u9886\u57df\u9002\u5e94\u89c6\u4e3a\u63a8\u7406\u95ee\u9898\uff0c\u8fdb\u884c\u57df\u9002\u5e94\u6216\u8fc1\u79fb\u5b66\u4e60\u7684\u7aef\u5230\u7aef\u6846\u67b6\uff1b\u5b83\u8868\u660e\u4e0d\u53d8\u6027\u53ea\u662f\u4e00\u4e2a\u7279\u4f8b\uff0c\u5373\u4f7f\u6ca1\u6709\u4e0d\u53d8\u6027\uff0c\u8fc1\u79fb\u5b66\u4e60\u4e5f\u53ef\u4ee5\u975e\u5e38\u6210\u529f\u3002<\/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: 15px;\">\u4e3a\u671f2\u4e2a\u6708\u7684\u56e0\u679c\u79d1\u5b66\u4e0e Casual AI \u8bfb\u4e66\u4f1a\u6b63\u5728\u62a5\u540d\u9636\u6bb5\uff0c\u5df2\u7ecf\u6709\u4e0d\u5c11\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u7684\u7814\u7a76\u4eba\u5458\u62a5\u540d\u53c2\u4e0e\u3002\u672c\u6b21\u8bfb\u4e66\u4f1a\u91c7\u7528\u4fdd\u8bc1\u91d1\u7684\u65b9\u5f0f\u4ed8\u8d39\u53c2\u4e0e\uff0c\u53c2\u4e0e\u8005\u6709\u8db3\u591f\u7684\u8f93\u51fa\u5373\u53ef\u4eab\u53d7\u9000\u8d39\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<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8bfb\u4e66\u4f1a\u8be6\u60c5\u4e0e\u62a5\u540d\u65b9\u5f0f\u8bf7\u70b9\u51fb\u4e0b\u65b9\u94fe\u63a5\u67e5\u770b\uff1a<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247518709&amp;idx=1&amp;sn=801e98285ad903a5e0abb1f4ae1a9a9d&amp;chksm=e897d378dfe05a6e4fdd97d189237020589669a6b5e750063f2b9e56bb3d951d573e6dd533b3&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"font-size: 15px;text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"font-size: 15px;\">\u56e0\u679c\u79d1\u5b66\u4e0e Causal AI \u7cfb\u5217\u8bfb\u4e66\u4f1a | \u4f17\u5305\u51fa\u4e66<\/span><\/a><br  \/><\/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;\">\u8ba9\u6211\u4eec\u8fc8\u8fdb\u56e0\u679c\u79d1\u5b66\u7684\u5927\u95e8\uff01<\/span><\/section>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\" style=\"white-space: normal;\">\n<section mpa-from-tpl=\"t\">\n<section data-mid=\"t4\" mpa-from-tpl=\"t\" 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;\">\n<section data-preserve-color=\"t\" data-mid=\"\" mpa-from-tpl=\"t\" style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section data-mid=\"\" mpa-from-tpl=\"t\" 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);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\">\u63a8\u8350\u9605\u8bfb<\/strong><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"margin: 0pt 8px;white-space: normal;font-size: 11pt;color: rgb(73, 73, 73);text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247515078&amp;idx=1&amp;sn=b3c0cea57d03618d3f1b740a02d4715b&amp;chksm=e897e14bdfe0685db345cb7e71d04d4dd3a5afbd6967a758ad8e83293d1d6c76a276f5e424c4&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"font-size: 14px;text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"font-size: 14px;\"><strong>\u56e0\u679c\u79d1\u5b66\uff1a\u8fde\u63a5\u7edf\u8ba1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u4e0e\u81ea\u52a8\u63a8\u7406\u7684\u65b0\u5174\u4ea4\u53c9\u9886\u57df<\/strong><\/span><\/a><br  \/><\/p>\n<p style=\"margin: 0pt 8px;white-space: normal;font-size: 11pt;color: rgb(73, 73, 73);text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247500714&amp;idx=1&amp;sn=f1edec0d7a4ea551e1a75e5cea470060&amp;chksm=e8979927dfe0103134a871b591329319716b9aaee97822a9c09b69c716e13fe414e17d445665&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>\u4e3a\u4e86\u7814\u7a76\u56e0\u679c\u5173\u7cfb\uff0c\u539f\u6765\u79d1\u5b66\u5bb6\u5728\u8fd9\u4e48\u591a\u65b9\u5411\u4e0a\u90fd\u6709\u5c1d\u8bd5<\/strong><\/span><\/a><\/p>\n<p style=\"margin: 0pt 8px;white-space: normal;font-size: 11pt;color: rgb(73, 73, 73);text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489512&amp;idx=1&amp;sn=f4f5d9b07026dfcd61a71ac773f39e99&amp;chksm=e8944d65dfe3c473311341a49bf0905365e0903e0a56f13f010303b84e7a9580ccd8cf7a9256&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>\u7f51\u7edc\u3001\u51e0\u4f55\u4e0e\u673a\u5668\u5b66\u4e60 | \u96c6\u667a-\u51ef\u98ce\u7814\u8bfb\u84252018<\/strong><\/span><\/a><br  \/><\/p>\n<p 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><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;line-height: 1.75em;\"><br  \/><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\" style=\"white-space: normal;color: rgb(0, 0, 0);font-size: medium;\">\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\" 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;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;visibility: visible !important;width: 64px !important;\" src=\"\/wp-content\/uploads\/2020\/08\/wxsync-2020-08-f8813a24c65fe26cf82889d1466d1718.gif\"  \/><br mpa-from-tpl=\"t\"  \/><\/p>\n<p><br mpa-from-tpl=\"t\"  \/><\/p>\n<section data-mpa-template-id=\"5969\" data-mpa-color=\"#ffffff\" mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;\">\n<section data-mpa-template-id=\"83535\" data-mpa-color=\"#ffffff\" mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center;outline: none medium;\">\n<section data-mpa-template-id=\"5969\" data-mpa-color=\"#ffffff\" mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;outline: none medium;\">\n<section data-mpa-template-id=\"83535\" data-mpa-color=\"#ffffff\" mpa-from-tpl=\"t\" style=\"outline: none medium;\">\n<section data-mpa-template=\"\" mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px;outline: none medium;\">\n<section powered-by=\"xiumi.us\" mpa-from-tpl=\"t\" style=\"line-height: 25.6px;border-color: rgb(123, 12, 0);\">\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 12px;color: rgb(136, 136, 136);\">\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/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);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\" mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;outline: none medium;\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;line-height: 1.75em;\"><strong mpa-from-tpl=\"t\" style=\"font-size: 14px;white-space: pre-wrap;color: rgb(0, 112, 192);line-height: 25.6px;\"><strong mpa-from-tpl=\"t\" style=\"line-height: 28px;white-space: normal;color: rgb(61, 170, 214);font-size: 20px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\"><span style=\"color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;\"><span style=\"color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;\"><br  \/><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;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 mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 14px;color: rgb(71, 193, 168);line-height: 20px;\">\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;\"><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=\"visibility: visible !important;width: 156px !important;\" src=\"\/wp-content\/uploads\/2020\/08\/wxsync-2020-08-8d63ba433b859b930f684933c607651c.jpeg\"  \/><\/p>\n<\/section>\n<p><span style=\"font-size: 14px;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;color: rgb(0, 0, 0);font-size: medium;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;color: rgb(0, 0, 0);font-size: medium;line-height: 1.75em;\"><span style=\"font-size: 15px;letter-spacing: 0.544px;text-align: left;\">\ud83d\udc47\u70b9\u51fb\u201c<span style=\"letter-spacing: 0.544px;\">\u9605\u8bfb\u539f\u6587<\/span>\u201d\uff0c\u62a5\u540d\u51ef\u98ce\u7814\u8bfb\u8425\u4e13\u9898\u76f4\u64ad<\/span><\/section>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4e13\u9898\u76f4\u64ad\uff1a \u56e0\u679c\u79d1\u5b66\u548c Causal AI 8\u670829\u65e5\uff08\u5468\u516d\uff09\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u5c06\u5728\u4e0a\u5348\u548c\u665a\u95f4\u4e3e\u529e\u96c6\u667a\u51ef\u98ce\u7814\u8bfb\u8425\u7684\u4e13\u573a\u76f4\u64ad\uff0c\u75316\u4f4d\u7814\u7a76\u8005\u5206\u4eab\u5173\u4e8e\u56e0\u679c\u79d1\u5b66\u548c Casual AI \u7684\u524d\u6cbf\u5de5\u4f5c\u3002 Judea Pearl \u8ba4\u4e3a\u5f53\u4e0b\u6b63\u5728\u8fdb\u884c\u4e00\u573a\u6539\u53d8\u6570\u636e\u79d1\u5b66\u7684\u65b0\u9769\u547d \u2014\u2014\u201c\u56e0\u679c\u9769\u547d\u201d\u3002\u56e0\u679c\u9769\u547d\u548c\u4ee5\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u7b2c\u4e00\u6b21\u6570&#8230;<\/p>\n","protected":false},"author":1,"featured_media":20880,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/20890"}],"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=20890"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/20890\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/20880"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20890"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=20890"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=20890"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=20890"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}