{"id":46296,"date":"2023-11-04T22:51:10","date_gmt":"2023-11-04T14:51:10","guid":{"rendered":"https:\/\/swarma.org\/?p=46296"},"modified":"2023-11-04T22:51:10","modified_gmt":"2023-11-04T14:51:10","slug":"%e5%bc%a0%e5%9d%a4%ef%bc%9a%e5%9b%a0%e6%9e%9c%e8%a1%a8%e5%be%81%e5%ad%a6%e4%b9%a0%e8%bf%9b%e5%b1%95-%e5%8f%91%e7%8e%b0%e9%9a%90%e8%97%8f%e7%9a%84%e4%b8%96%e7%95%8c%ef%bd%9c2023","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=46296","title":{"rendered":"\u5f20\u5764\uff1a\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u8fdb\u5c55\u2014\u2014\u53d1\u73b0\u9690\u85cf\u7684\u4e16\u754c\uff5c2023\u6cdb\u592a\u5e73\u6d0b\u56e0\u679c\u63a8\u65ad\u5927\u4f1a\u56de\u987e"},"content":{"rendered":"<div class='wxsyncmain'>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);visibility: visible;\" data-mpa-powered-by=\"yiban.io\">\n<section style=\"outline: 0px;display: inline-block;width: 661px;vertical-align: top;background-color: rgb(246, 246, 246);visibility: visible;\">\n<section style=\"outline: 0px;visibility: visible;\">\n<p style=\"text-align: center;\"><img class=\"rich_pages wxw-img\" data-backh=\"322\" data-backw=\"578\" data-galleryid=\"\" data-ratio=\"0.55625\" data-s=\"300,640\"  data-type=\"jpeg\" data-w=\"800\" style=\"width: 100%;height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-54648057f2c08ada85de0ecb6497a7f4.jpeg\"  \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;outline: 0px;letter-spacing: 0.544px;visibility: visible;\">\n<section style=\"outline: 0px;width: 661px;visibility: visible;\">\n<section style=\"padding-right: 3px;outline: 0px;float: left;line-height: 1;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;text-align: left;visibility: visible;\">\n<section 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8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\">\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u65e8\u5728\u53d1\u73b0\u9ad8\u5c42\u6b21\u7684\u6f5c\u5728\u56e0\u679c\u53d8\u91cf\u4ee5\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u3002\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u4e09\u4e2a\u7ef4\u5ea6\u5bf9\u5b83\u4eec\u8fdb\u884c\u5206\u7c7b\uff1a\u7b2c\u4e00\u4e2a\u7ef4\u5ea6\u662f\uff0c\u6211\u4eec\u6536\u96c6\u7684\u662f\u7531\u5355\u4e00\u5206\u5e03\u751f\u6210\u7684\u72ec\u7acb\u540c\u5206\u5e03\u6570\u636e\u8fd8\u662f\u65f6\u5e8f\u6570\u636e\u6216\u591a\u5206\u5e03\u6570\u636e\uff1b\u7b2c\u4e8c\u4e2a\u7ef4\u5ea6\u662f\u662f\u5426\u6709\u53c2\u6570\u5316\u5047\u8bbe\uff1b\u7b2c\u4e09\u4e2a\u7ef4\u5ea6\u662f\u89c2\u6d4b\u6570\u636e\u80cc\u540e\u662f\u5426\u6709\u6f5c\u5728\u5171\u56e0\u3002\u5728<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247672699&amp;idx=2&amp;sn=5cd06d8d59b82eff87adbb8bc54d5dda&amp;chksm=e89979f6dfeef0e0529654e47017cda8aa5f9ba8cfac0bade8c1041455c256c9043fb5aeb744&amp;scene=21#wechat_redirect\" textvalue=\"2023\u5e74\u6cdb\u592a\u5e73\u6d0b\u56e0\u679c\u63a8\u65ad\u5927\u4f1a\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">2023\u5e74\u6cdb\u592a\u5e73\u6d0b\u56e0\u679c\u63a8\u65ad\u5927\u4f1a<\/a>\u4e0a\uff0c\u7f8e\u56fd\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u4ee5\u53ca\u963f\u8054\u914b MBZUAI \u6559\u6388\u5f20\u5764\u7ed9\u4e86\u4e3b\u9898\u4e3a\u201cAdvances in Causal Representation Learning: Discovery of the Hidden World 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\/><\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 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\/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 5px;margin-bottom: 5px;outline: 0px;visibility: visible;\">\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"outline: 0px;font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\"><strong style=\"outline: 0px;text-indent: 0em;letter-spacing: 0.578px;font-size: 15px;\"><span style=\"outline: 0px;font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\"><strong style=\"outline: 0px;text-indent: 0em;letter-spacing: 0.578px;text-align: right;font-size: 15px;visibility: visible;\"><span style=\"outline: 0px;font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;color: rgb(0, 0, 0);text-align: start;visibility: visible;\">\u7814\u7a76\u9886\u57df\uff1a<strong><span style=\"color: rgb(0, 0, 0);font-size: 13px;letter-spacing: 0.544px;text-decoration: none solid rgb(0, 0, 0);\">\u56e0\u679c\u79d1\u5b66\uff0c\u56e0\u679c\u53d1\u73b0\uff0c\u56e0\u679c\u8868\u5f81\u5b66\u4e60<\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 5px;margin-bottom: 5px;outline: 0px;visibility: visible;\">\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;text-align: right;\"><strong style=\"outline: 0px;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><\/strong><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 5px;margin-bottom: 5px;outline: 0px;visibility: visible;\">\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;outline: 0px;visibility: visible;\">\n<section style=\"outline: 0px;width: 661px;visibility: visible;\">\n<section style=\"outline: 0px;clear: both;line-height: 0;visibility: visible;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;visibility: visible;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align: top;visibility: visible;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;vertical-align: middle;display: inline-block;line-height: 0;visibility: visible;\"><img class=\"rich_pages wxw-img\" data-fileid=\"100098753\" data-ratio=\"0.07314814814814814\"  data-type=\"png\" data-w=\"1080\" style=\"outline: 0px;vertical-align: middle;visibility: visible !important;width: 677px !important;height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-6f9f672988af7db277f019eec3e6e952.png\"  \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;font-size: 13px;color: rgb(63, 63, 63);font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;\">\n<section style=\"outline: 0px;clear: both;min-height: 1em;line-height: 1.75em;\"><strong style=\"outline: 0px;\"><\/strong><\/section>\n<section style=\"outline: 0px;clear: both;min-height: 1em;line-height: 1.75em;\"><span style=\"outline: 0px;letter-spacing: 0.544px;\">\u5f20\u5764<\/span><strong style=\"outline: 0px;\"><span style=\"outline: 0px;color: rgb(0, 0, 0);\"><span style=\"outline: 0px;color: rgb(63, 63, 63);letter-spacing: 0.544px;\">&nbsp;<\/span><strong style=\"outline: 0px;color: rgb(63, 63, 63);letter-spacing: 0.544px;\">| \u8bb2\u8005<\/strong><\/span><\/strong><\/section>\n<section style=\"outline: 0px;clear: both;min-height: 1em;line-height: 1.75em;\"><span style=\"outline: 0px;letter-spacing: 0.544px;\">\u590f\u4e1a\u4f1f<\/span><strong style=\"outline: 0px;\"><span style=\"outline: 0px;color: rgb(0, 0, 0);\"><span style=\"outline: 0px;color: rgb(63, 63, 63);letter-spacing: 0.544px;\">&nbsp;<\/span><strong style=\"outline: 0px;color: rgb(63, 63, 63);letter-spacing: 0.544px;\">|&nbsp;<\/strong><\/span>\u6574\u7406<\/strong><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;font-size: 13px;color: rgb(63, 63, 63);font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<h3 style=\"outline: 0px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">1. \u79d1\u5b66\u7814\u7a76\u8303\u5f0f\u56de\u987e\u4e0e\u56e0\u679c\u53d1\u73b0\u5386\u53f2<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br style=\"outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &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;letter-spacing: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);\"  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u9996\u5148\uff0c\u8ba9\u6211\u4eec\u8bd5\u7740\u5c06\u6211\u4eec\u6b63\u5728\u7ecf\u5386\u7684\u4e0e\u53d1\u751f\u5728 16 \u548c 17 \u4e16\u7eaa\u7684\u79d1\u5b66\u9769\u547d\u8fdb\u884c\u7c7b\u6bd4\u3002\u6211\u4eec\u6709\u4ec0\u4e48\uff1f\u6211\u4eec\u6709\u4e30\u5bcc\u7684\u6570\u636e\uff0c\u6709\u76f8\u5bf9\u5b8c\u5907\u7684\u6982\u7387\u8bba\u548c\u7edf\u8ba1\u63a8\u65ad\uff0c\u8fd8\u62e5\u6709\u5f3a\u5927\u7684\u8ba1\u7b97\u80fd\u529b\u3002\u8fd9\u4e9b\u4e1c\u897f\u76f8\u6bd4\u5386\u53f2\u4e0a\u7684\u4efb\u4f55\u65f6\u671f\u90fd\u662f\u72ec\u4e00\u65e0\u4e8c\u7684\u3002\u7136\u540e\u95ee\u9898\u6765\u4e86\uff0c\u6211\u4eec\u60f3\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u4ec0\u4e48\uff1f\u8fd9\u662f\u7a0d\u540e\u53ef\u4ee5\u770b\u5230\u7684\u5173\u952e\u70b9\u3002\u4ece\u672c\u8d28\u4e0a\u8bb2\uff0c\u6211\u8ba4\u4e3a\u8981\u60f3\u771f\u6b63\u4fc3\u8fdb\u4e0b\u4e00\u6b21\u79d1\u6280\u9769\u547d\uff0c\u73b0\u5728\u8fd8\u7f3a\u5c11\u8fd9\u4e00\u70b9\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5982\u679c\u4f60\u56de\u523016\u4e16\u7eaa\uff0c\u53ef\u4ee5\u770b\u5230\u5f88\u591a\u4eba\u53d1\u73b0\u4e86\u65b0\u7684\u4e1c\u897f\uff0c\u5305\u62ec\u54e5\u767d\u5c3c\u3001\u4f3d\u5229\u7565\u3001\u725b\u987f\u3001\u57f9\u6839\u3001\u54c8\u7ef4\u7b49\u7b49\u3002\u4ece\u672c\u8d28\u4e0a\u8bb2\uff0c\u4ed6\u4eec\u5f53\u65f6\u5f00\u59cb\u5229\u7528\u671b\u8fdc\u955c\u7b49\u4eea\u5668\u6536\u96c6\u6570\u636e\u3002\u4ed6\u4eec\u5bf9\u6982\u7387\u8bba\u6709\u4e00\u4e9b\u57fa\u672c\u7684\u4e86\u89e3\uff0c\u6709\u4e00\u4e9b\u975e\u5e38\u57fa\u672c\u7684\u63a8\u65ad\u89c4\u5219\uff0c\u5c31\u50cf\u725b\u987f\u5728\u300a\u81ea\u7136\u54f2\u5b66\u7684\u6570\u5b66\u539f\u7406\u300b\u4e2d\u4ecb\u7ecd\u7684\u90a3\u6837\u3002\u4f60\u53ef\u4ee5\u770b\u5230\uff0c\u4ed6\u4eec\u8bd5\u56fe\u7528\u5b9a\u91cf\u7684\u89c2\u70b9\u800c\u4e0d\u662f\u5b9a\u6027\u7684\u89c2\u70b9\u6765\u770b\u5f85\u81ea\u7136<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u53e4\u5e0c\u814a\u901a\u5e38\u53ea\u662f\u7528\u5b9a\u6027\u7684\u89c2\u70b9\u6765\u770b\u5f85\u81ea\u7136\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u3002\u4ed6\u4eec\u5bf9\u95ee\u9898\u7ed9\u51fa\u975e\u5e38\u660e\u786e\u7684\u7b54\u6848\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u7814\u7a76\u8303\u5f0f\u4e5f\u4ece\u7814\u7a76\u201c\u4e3a\u4ec0\u4e48\u201d\u8f6c\u5411\u4e86\u201c\u600e\u4e48\u505a\u201d\u3002\u4ed6\u4eec\u8bd5\u56fe\u53d1\u73b0\u89c4\u5f8b\uff0c\u4ed6\u4eec\u8ba4\u4e3a\u7814\u7a76\u201c\u4e3a\u4ec0\u4e48\u201d\u592a\u8d2a\u5a6a\u4e5f\u592a\u96be\uff0c\u56e0\u4e3a\u6ca1\u6709\u771f\u6b63\u638c\u63e1\u8db3\u591f\u7684\u4fe1\u606f\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u73b0\u5728\u7684\u6211\u4eec\u4e0e\u4ed6\u4eec\u76f8\u6bd4\uff0c\u6211\u4eec\u62e5\u6709\u8db3\u591f\u7684\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\uff0c\u4f46\u95ee\u9898\u662f\uff0c\u6211\u4eec\u8bd5\u56fe\u4ece\u8fd9\u4e9b\u6570\u636e\u4e2d\u53d6\u5f97\u7684\u6210\u679c\u4f3c\u4e4e\u53d7\u5230\u4e86\u76ee\u6807\u7684\u9650\u5236<\/strong>\u3002<\/span><strong style=\"text-indent: 0em;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: var(--articleFontsize);letter-spacing: 0.034em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;letter-spacing: 0.578px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\">\u6211\u4eec\u80fd\u5426\u771f\u6b63\u5c06\u7814\u7a76\u8303\u5f0f\u4ece \u7814\u7a76\u201c\u5982\u4f55\u201d\u8f6c\u56de\u5230\u5b9a\u91cf\u7814\u7a76\u201c\u4e3a\u4ec0\u4e48\u201d<\/span><\/strong><strong style=\"color: rgb(63, 63, 63);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;letter-spacing: 0.034em;\">\uff1f<\/strong><span style=\"color: rgb(63, 63, 63);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;letter-spacing: 0.034em;\">\u8fd9\u5b8c\u5168\u662f\u53ef\u80fd\u7684\uff0c\u56e0\u4e3a\u53ea\u8981\u4f60\u80fd\u771f\u6b63\u5236\u5b9a\u51fa\u56e0\u679c\u539f\u5219\uff0c\u5e76\u4f7f\u56e0\u679c\u539f\u5219\u5728\u6280\u672f\u4e0a\u5177\u6709\u53ef\u64cd\u4f5c\u6027\uff0c\u5c31\u80fd\u5728\u51e0\u4e4e\u6240\u6709\u60c5\u51b5\u4e0b\u53ef\u9760\u5730\u53d1\u73b0\u56e0\u679c\u5173\u7cfb\u3002<\/span><span style=\"color: rgb(63, 63, 63);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;letter-spacing: 0.034em;\">\u5373\u4f7f\u5b58\u5728\u5f88\u591a\u6f5c\u5728\u53d8\u91cf\uff0c\u6211\u4eec\u57fa\u672c\u4e0a\u4e5f\u80fd\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1402\" data-ratio=\"0.7481481481481481\"  data-type=\"png\" data-w=\"1080\" data-width=\"1874\" style=\"width: 389px;height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-962e8bffe8f90aadd15ad80d96de63b0.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u73b0\u4ee3\u56e0\u679c\u53d1\u73b0\u7814\u7a76\u7684\u5386\u53f2\u5176\u5b9e\u4e0d\u957f\u3002\u6700\u65e9\u53ef\u4ee5\u8ffd\u6eaf\u5230 Reichenbach \u7684\u5171\u56e0\u539f\u5219\uff0c\u867d\u7136\u5176\u4e2d\u7684\u60f3\u6cd5\u8fd8\u6bd4\u8f83\u521d\u6b65\uff0c\u4f46\u8db3\u4ee5\u8ba9\u4eba\u4eec\u610f\u8bc6\u5230\uff0c\u4ece\u7edf\u8ba1\u4fe1\u606f\u4e2d\u62bd\u53d6\u56e0\u679c\u4fe1\u606f\u662f\u6709\u53ef\u80fd\u7684\u3002\u968f\u540e\u4e00\u4e9b\u7ecf\u5178\u7684\u8fdb\u5c55\u5305\u62ec\uff1aPeter Spirtes\uff0cClark Glymour\u548c Richard Scheines \u7684\u8457\u4f5c <span style=\"font-size: 15px;font-size: 15px;\"><em>Causation, Prediction and Search<\/em><\/span>\uff0c\u5176\u4e2d\u56ca\u62ec\u4e86\u5927\u91cf\u7684\u56e0\u679c\u53d1\u73b0\u7ecf\u5178\u7b97\u6cd5\uff0c\u4ee5\u53ca Judea Pearl \u7684 <span style=\"font-size: 15px;\"><em>Causality: Models, Reasoning and Inference<\/em><\/span>\uff0c\u975e\u5e38\u6e05\u6670\u5730\u4ecb\u7ecd\u4e86\u5927\u91cf\u6982\u5ff5\u3002\u4f46\u5f53\u65f6\uff0c\u901a\u5e38\u56e0\u679c\u53d1\u73b0\u7b97\u6cd5\u90fd\u9700\u8981\u975e\u5e38\u5f3a\u7684\u6761\u4ef6\uff0c\u5f97\u5230\u7684\u7ed3\u679c\u5f88\u591a\u65f6\u5019\u4e5f\u4e0d\u591f\u4fe1\u606f\u4e30\u5bcc\u3002\u8fd9\u4e5f\u544a\u8bc9\u6211\u4eec\uff0c\u56e0\u679c\u53d1\u73b0\u4ecd\u7136\u8fd8\u6709\u5f88\u591a\u5de5\u4f5c\u9700\u8981\u53bb\u63a8\u8fdb\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1400\" data-ratio=\"0.75\"  data-type=\"png\" data-w=\"1080\" data-width=\"1866\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-5bf7e7ca5d4383a85a5a7e3ad9c75495.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<h3 style=\"outline: 0px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">2. \u4ece\u89c2\u6d4b\u6570\u636e\u6062\u590d\u56e0\u679c\u7684<\/strong><\/span><\/strong><\/strong><\/p>\n<p style=\"outline: 0px;\"><strong style=\"letter-spacing: 0.544px;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;outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\u57fa\u672c\u539f\u5219\u4e0e\u4e09\u4e2a\u7ef4\u5ea6<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e3a\u4ec0\u4e48\u6211\u4eec\u80fd\u4ece\u6570\u636e\u4e2d\u53d1\u73b0\u56e0\u679c\u5173\u7cfb\uff1f\u4ece\u672c\u8d28\u4e0a\u8bf4\uff0c\u6211\u4eec\u5fc5\u987b\u770b\u5230\u56e0\u679c\u5173\u7cfb\u5728\u6570\u636e\u4e2d\u7559\u4e0b\u7684\u8db3\u8ff9\uff0c\u5e76\u5c1d\u8bd5\u901a\u8fc7\u8fd9\u4e9b\u8db3\u8ff9\u56de\u6eaf\u3002\u6211\u4eec\u9700\u8981\u5efa\u7acb\u67d0\u79cd\u53ef\u8bc6\u522b\u6027\u6765\u8bc1\u660e\uff0c\u5982\u679c\u6211\u6709\u8db3\u591f\u591a\u7684\u6570\u636e\uff0c\u90a3\u4e48\u5c31\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u8db3\u8ff9\u6062\u590d\u51fa\u771f\u76f8\u3002\u57fa\u672c\u4e0a\uff0c\u6240\u6709\u7684\u56e0\u679c\u53d1\u73b0\u65b9\u6cd5\u90fd\u4f9d\u8d56\u4e8e\u67d0\u79cd\u56e0\u679c\u6a21\u5757\u5316\u7684\u4e0d\u540c\u5b9e\u4f8b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u7ecf\u6d4e\u5b66\u4e2d\u901a\u5e38\u79f0\u4e4b\u4e3a\u5916\u751f\u6027\uff0c\u54f2\u5b66\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u4e2d\u901a\u5e38\u79f0\u4e3a\u6a21\u5757\u5316\uff0c\u5305\u62ec Bernhard \u56e2\u961f\u63d0\u51fa\u7684\u72ec\u7acb\u56e0\u679c\u673a\u5236\u539f\u5219\uff0c\u5185\u6838\u4e0a\u5b83\u4eec\u6307\u7684\u662f\u51e0\u4e4e\u76f8\u540c\u7684\u4e1c\u897f\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5373\u4f7f\u4e00\u4e2a\u7cfb\u7edf\u590d\u6742\u5230\u6240\u6709\u53d8\u91cf\u95f4\u90fd\u76f8\u4e92\u4f9d\u8d56\uff0c\u5982\u679c\u7528\u56e0\u679c\u7684\u89c6\u89d2\u6765\u770b\u5f85\u7cfb\u7edf\uff0c\u5c31\u4f1a\u53d1\u73b0\u6784\u6210\u7cfb\u7edf\u7684\u5b50\u7cfb\u7edf\u4e4b\u95f4\u6ca1\u6709\u8026\u5408\u5173\u7cfb\u3002\u6bcf\u4e2a\u5b50\u7cfb\u7edf\u505a\u7684\u90fd\u53ea\u662f\u901a\u8fc7\u7236\u8282\u70b9\u4ea7\u751f\u4e00\u4e2a\u53d8\u91cf\u3002\u7136\u800c\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u4e0d\u6539\u53d8\u4efb\u4f55\u5176\u4ed6\u5b50\u7cfb\u7edf\u7684\u60c5\u51b5\u4e0b\u6539\u53d8\u4e00\u4e2a\u5b50\u7cfb\u7edf\u7684\u56e0\u679c\u673a\u5236\u3002\u591a\u4e2a\u5b50\u7cfb\u7edf\u53d1\u751f\u6539\u53d8\u65f6\u5f7c\u6b64\u72ec\u7acb\u6539\u53d8\u3002\u4f5c\u4e3a\u8fd9\u4e2a\u6761\u4ef6\u7684\u5b9e\u4f8b\u5316\uff0c\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u770b\u5230\u53d8\u91cf\u4e4b\u95f4\u7684\u6761\u4ef6\u72ec\u7acb\u5173\u7cfb\uff0c\u5728\u7ebf\u6027\u975e\u9ad8\u65af\u6a21\u578b\u4e2d\u80fd\u770b\u5230\u72ec\u7acb\u566a\u58f0\u6761\u4ef6\u3002\u5982\u679c\u4f60\u5141\u8bb8\u5206\u5e03\u53d8\u5316\uff0c\u8fd8\u53ef\u4ee5\u770b\u5230\u6700\u5c0f\u53d8\u5316\u539f\u5219\u548c\u72ec\u7acb\u53d8\u5316\u539f\u5219\u3002\u6709\u4e86\u8fd9\u4e9b\u539f\u5219\u548c\u4fe1\u606f\u5c31\u80fd\u4ece\u6570\u636e\u4e2d\u6062\u590d\u56e0\u679c\u5173\u7cfb\u3002<strong>\u672c\u8d28\u4e0a\u8bb2\uff0c\u6211\u4eec\u6709\u53ef\u8bc6\u522b\u6027\u4fdd\u8bc1\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u4f60\u6709\u8db3\u591f\u7684\u6570\u636e\u4e14\u5bf9\u6570\u636e\u505a\u7684\u5047\u8bbe\u6210\u7acb\uff0c\u90a3\u4e48\u6062\u590d\u7684\u56e0\u679c\u5173\u7cfb\u80af\u5b9a\u662f\u6b63\u786e\u7684<\/strong>\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1400\" data-ratio=\"0.7509259259259259\"  data-type=\"png\" data-w=\"1080\" data-width=\"1864\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-f1cc52e03464b4bcb5c3d139a91b84ff.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 16px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e00\u822c\u6027\u5730\uff0c\u6211\u4eec\u8003\u8651\u56e0\u679c\u53d1\u73b0\u6216\u56e0\u679c\u8868\u5f81\u5b66\u4e60\uff0c\u5176\u76ee\u7684\u662f\u53d1\u73b0\u9ad8\u5c42\u6b21\u7684\u6f5c\u5728\u56e0\u679c\u53d8\u91cf\u3002\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u4e09\u4e2a\u7ef4\u5ea6\u5bf9\u5b83\u4eec\u8fdb\u884c\u5206\u7c7b\uff1a<\/span><\/p>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 16px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u7b2c\u4e00\u4e2a\u7ef4\u5ea6<\/strong>\u662f\u6709\u4ec0\u4e48\u6837\u7684\u6570\u636e\uff0c\u5373\u6211\u4eec\u6536\u96c6\u7684\u662f\u7531\u5355\u4e00\u5206\u5e03\u751f\u6210\u7684\u72ec\u7acb\u540c\u5206\u5e03\u6570\u636e\u5417\uff1f\u8fd8\u662f\u65f6\u5e8f\u6570\u636e\u6216\u591a\u5206\u5e03\u6570\u636e\uff1f<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 16px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u7b2c\u4e8c\u4e2a\u7ef4\u5ea6<\/strong>\u662f\u662f\u5426\u9700\u8981\u53c2\u6570\u5316\u5047\u8bbe\u3002\u5982\u679c\u505a\u4e86\u6570\u636e\u751f\u6210\u673a\u5236\u4e3a\u7ebf\u6027\u7684\u5047\u8bbe\uff0c\u90a3\u4e48\u663e\u7136\u5f15\u5165\u4e86\u66f4\u591a\u7684\u4fe1\u606f\u4ece\u800c\u53d7\u76ca\u3002\u4f46\u73b0\u5728\u5f88\u591a\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u4e00\u822c\u5e0c\u671b\u653e\u5f03\u53c2\u6570\u5316\u5047\u8bbe\uff0c\u4f46\u6211\u4eec\u4ecd\u7136\u53ef\u4ee5\u505a\u4e00\u4e9b\u4e8b\u60c5\u3002<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u7b2c\u4e09\u4e2a\u7ef4\u5ea6<\/strong>\u662f\u89c2\u6d4b\u6570\u636e\u80cc\u540e\u662f\u5426\u6709\u672a\u89c2\u6d4b\u5230\u7684\u6df7\u6742\u56e0\u5b50\u3002\u5728\u4f20\u7edf\u56e0\u679c\u53d1\u73b0\u4e2d\uff0c\u901a\u5e38\u4e0d\u4f1a\u8003\u8651\u9690\u85cf\u7684\u6df7\u6742\u56e0\u5b50\uff0c\u4f46\u73b0\u5728\u6211\u4eec\u5fc5\u987b\u8fd9\u6837\u505a\uff0c\u56e0\u4e3a\u6211\u4eec\u89c2\u5bdf\u5230\u7684\u53ea\u662f\u4e16\u754c\u7684\u4e00\u5c0f\u90e8\u5206\u3002<\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6709\u610f\u601d\u7684\u662f\uff0c\u56e0\u679c\u53d8\u91cf\u901a\u5e38\u662f\u9690\u85cf\u7684\uff0c\u8fd9\u662f\u6211\u7684\u89c2\u70b9\u3002\u4f20\u7edf\u7684\u56e0\u679c\u5173\u7cfb\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u662f\u5faa\u73af\u8bba\u8bc1\u7684\u3002\u4f60\u8ba4\u4e3a\u67d0\u4e9b\u53d8\u91cf\u4e4b\u95f4\u5b58\u5728\u56e0\u679c\u5173\u7cfb\u3002\u4f60\u6536\u96c6\u8fd9\u4e9b\u53d8\u91cf\u7684\u6570\u636e\uff0c\u8bd5\u7740\u53bb\u9a8c\u8bc1\u5173\u7cfb\u4ee5\u53ca\u5b9a\u91cf\u5206\u6790\u3002\u4f46\u5728\u5b9e\u8df5\u4e2d\uff0c\u5c24\u5176\u662f AI for science \u4e2d\uff0c\u6211\u53ea\u80fd\u4e3a\u90a3\u4e9b\u6211\u80fd\u7406\u89e3\u7684\u53d8\u91cf\u6536\u96c6\u6570\u636e\u3002\u7136\u540e\u6839\u636e\u8fd9\u4e9b\u6570\u636e\uff0c\u8bd5\u56fe\u63a8\u65ad\u51fa\u53d1\u751f\u4e86\u4ec0\u4e48\u3002\u4e0d\u7ba1\u771f\u6b63\u6709\u610f\u4e49\u7684\u6f5c\u5728\u53d8\u91cf\u662f\u88ab\u89c2\u5bdf\u8fd8\u662f\u88ab\u9690\u85cf\u8d77\u6765\uff0c\u6211\u4eec\u5e94\u8be5\u540c\u6837\u5bf9\u5f85\uff0c\u8fd8\u539f\u5168\u8c8c\uff0c\u89e3\u91ca\u6240\u770b\u5230\u7684\u4e00\u5207\uff0c\u7136\u540e\u8fdb\u4e00\u6b65\u4f7f\u7528\u53d1\u73b0\u7684\u56e0\u679c\u53d8\u91cf\u548c\u5173\u7cfb\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u53d1\u73b0\u5728\u8003\u53e4\u5b66\u6570\u636e\u4e0a\u7684\u5e94\u7528\u6848\u4f8b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"424\" data-backw=\"562\" data-height=\"1410\" data-ratio=\"0.7537037037037037\"  data-type=\"png\" data-w=\"1080\" data-width=\"1870\" style=\"width: 100%;height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-98f40a37f041967fe17d6b0f83135af4.png\"  \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u901a\u8fc7\u57fa\u4e8e\u7ea6\u675f\u7684\u56e0\u679c\u53d1\u73b0\u7b97\u6cd5 PC \u7b97\u6cd5\u7ed3\u5408\u57fa\u4e8e\u6838\u7684\u6761\u4ef6\u72ec\u7acb\u6027\u6d4b\u8bd5\u5de5\u5177 KCIT\uff0c\u5f97\u5230\u7684\u56e0\u679c\u7ed3\u6784\u56fe\u3002<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1398\" data-ratio=\"0.75\"  data-type=\"png\" data-w=\"1080\" data-width=\"1864\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-0677c9fd93a6aa418ce9730ee34b7165.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5982\u679c\u6211\u4eec\u66f4\u8fdb\u4e00\u6b65\u5730\u5bf9\u56e0\u679c\u673a\u5236\u7684\u5f62\u5f0f\u505a\u4e00\u4e9b\u53c2\u6570\u5316\u7ea6\u675f\u65f6\uff0c\u6211\u4eec\u80fd\u5728\u5f88\u591a\u573a\u666f\u4e0b\u5f97\u5230\u53ef\u8bc6\u522b\u6027\u7684\u4fdd\u8bc1\uff0c\u4f8b\u5982\u7ebf\u6027\u975e\u9ad8\u65af\u52a0\u6027\u566a\u58f0\u6a21\u578b LiNGAM\uff0c\u540e\u975e\u7ebf\u6027\u56e0\u679c\u6a21\u578b PNL\uff0c\u52a0\u6027\u566a\u58f0\u6a21\u578b ANM \u7b49\u7b49\u3002\u5373\u4f7f\u53ea\u6709\u4e24\u4e2a\u53d8\u91cf<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u8fd9\u610f\u5473\u7740\u6ca1\u6709\u53ef\u4ee5\u5229\u7528\u7684\u6761\u4ef6\u72ec\u7acb\u6027\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u65f6\uff0c\u6211\u4eec\u4ecd\u7136\u80fd\u591f\u533a\u5206\u54ea\u4e2a\u53d8\u91cf\u662f\u56e0\u53d8\u91cf\uff0c\u54ea\u4e2a\u53d8\u91cf\u662f\u679c\u53d8\u91cf\u3002\u5f53\u7136\u8fd9\u540c\u6837\u4e5f\u662f\u6709\u4ee3\u4ef7\u7684\uff0c\u771f\u5b9e\u573a\u666f\u4e2d\u6211\u4eec\u53ef\u80fd\u7f3a\u5c11\u80cc\u666f\u77e5\u8bc6\u544a\u8bc9\u6211\u4eec\u56e0\u679c\u673a\u5236\u662f\u5426\u7b26\u5408\u8fd9\u4e9b\u5047\u8bbe\u3002\u53c2\u6570\u5316\u5047\u8bbe\u5982\u679c\u4e0d\u6ee1\u8db3\u65f6\u8fd9\u4e9b\u65b9\u6cd5\u6709\u53ef\u80fd\u7ed9\u51fa\u8f83\u574f\u7684\u4f30\u8ba1\u7ed3\u679c\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1396\" data-ratio=\"0.7481481481481481\"  data-type=\"png\" data-w=\"1080\" data-width=\"1866\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-9023a4890a06ba661112641b3d83a5bf.png\"  \/><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u53c2\u8003\u6587\u732e<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[1] <em>Shimizu, Hoyer, Hyv\u00e4rinen, Kerminen, &#8220;A Linear Non-Gaussian Acyclic Model for Causal Discovery,&#8221; JMLR, 2006.<\/em><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[2] <em>Zhang, Chan, &#8220;Extensions of ICA for Causality Discovery in the Hong Kong Stock Market,&#8221; ICONIP 2006.<\/em><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[3] <em>Hoyer, Janzing, Mooij, Peters, Sch\u00f6lkopf, &#8220;Nonlinear causal discovery with additive noise models,&#8221; NeurIPS 2008.<\/em><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<h3 style=\"outline: 0px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">3. \u9690\u53d8\u91cf\u56e0\u679c\u7ed3\u6784\u5b66\u4e60<\/strong><\/span><\/strong><\/strong><\/p>\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\uff08\u72ec\u7acb\u540c\u5206\u5e03\u4f46\u4e0d\u6ee1\u8db3\u56e0\u679c\u5fe0\u5b9e\u6027\u5047\u8bbe\uff09<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5fc3\u7406\u5b66\u6570\u636e\u96c6\uff1a\u6211\u4eec\u80fd\u5426\u627e\u5230\u5fc3\u7406\u5b66\u6d4b\u8bd5\u80cc\u540e\u53cd\u6620\u7684\u7cbe\u795e\u72b6\u6001\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-height=\"1398\" data-ratio=\"0.7481481481481481\"  data-type=\"png\" data-w=\"1080\" data-width=\"1868\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-d410f5bb65ffb13a84d93981eabd5f66.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u901a\u8fc7\u4e00\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u975e\u5e38\u6e05\u6670\u5730\u89e3\u91ca\u6570\u636e\u80cc\u540e\u7684\u9690\u53d8\u91cf\u7ed3\u6784\uff0c\u4f8b\u5982\uff0c\u5728\u7ebf\u6027\u9ad8\u65af\u566a\u58f0\u60c5\u51b5\u4e0b\uff0c\u6216\u4ec5\u4ec5\u662f\u5728\u7ebf\u6027\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u901a\u8fc7\u770b\u4e00\u7ec4\u53d8\u91cf\u662f\u5426\u53ef\u4ee5\u5229\u7528\u67d0\u4e2a\u74f6\u9888\u4e0e\u53e6\u4e00\u7ec4\u53d8\u91cf\u4e2dd-\u5206\u79bb\u3002\u5982\u679c\u74f6\u9888\u7684\u7ef4\u5ea6\u5f88\u4f4e\uff0c\u90a3\u4e48\u8fd9\u4e00\u89c2\u5bdf\u7ed3\u679c\u5c31\u4f1a\u4ea7\u751f\u4e00\u4e9b\u56fe\u5f62\u610f\u4e49\u3002\u901a\u8fc7\u8fd9\u6837\u4e00\u79cd\u65b9\u6cd5\uff0c\u53ef\u4ee5\u627e\u5230\u9690\u53d8\u91cf\u4ee5\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1394\" data-ratio=\"0.7490740740740741\"  data-type=\"png\" data-w=\"1080\" data-width=\"1862\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-9bb889c0e9ffe44f570de3a0eda8b7df.png\"  \/><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u53c2\u8003\u6587\u732e<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\"><em>Huang, Low, Xie, Glymour, Zhang, &#8221;Latent Hierarchical Causal Structure Discovery with Rank Constraints,&#8221; NeurIPS 2022.<\/em><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u5fc3\u7406\u5b66\u6570\u636e\u96c6\u4e0a\u6d4b\u8bd5\u5f97\u5230\u7684\u7ed3\u679c\uff0c\u5176\u4e2d\u5199\u6709Li\u7684\u8282\u70b9\u5747\u8868\u793a\u9690\u53d8\u91cf\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1400\" data-ratio=\"0.7490740740740741\"  data-type=\"png\" data-w=\"1080\" data-width=\"1870\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-e1d534bedf420910e618535f40fb7b54.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6cdb\u5316\u72ec\u7acb\u566a\u58f0\u6761\u4ef6\uff0c\u6216\u8005GIN\uff1a\u5982\u679c\u5c06\u56e0\u53d8\u91cf\u5bf9\u679c\u53d8\u91cf\u505a\u56de\u5f52\uff0c\u90a3\u4e48\u5f97\u5230\u7684\u56de\u5f52\u6b8b\u5dee\u5c06\u4e0e\u7528\u6765\u56de\u5f52\u7684\u56e0\u53d8\u91cf\u72ec\u7acb\u3002\u800c\u6cdb\u5316\u72ec\u7acb\u566a\u58f0\u6761\u4ef6\u5728\u5176\u57fa\u7840\u4e0a\u8003\u8651\u4e86\u53d8\u91cf\u7684\u7ec4\u5408\u3002\u5982\u679c\u6cdb\u5316\u72ec\u7acb\u566a\u58f0\u6761\u4ef6\u6ee1\u8db3\uff0c\u90a3\u4e48\u80fd\u591f\u7acb\u523b\u5f97\u5230\u4e00\u4e9b\u56fe\u7ed3\u6784\u4e0a\u7684\u4fe1\u606f\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1396\" data-ratio=\"0.7490740740740741\"  data-type=\"png\" data-w=\"1080\" data-width=\"1864\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-00b8da6802001e5e5c780b8ffdd746d8.png\"  \/><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u53c2\u8003\u6587\u732e<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[1] <em>Xie, Cai, Huang, Glymour, Hao, Zhang, &#8220;Generalized Independent Noise Condition for Estimating Linear Non-Gaussian Latent Variable Causal Graphs,&#8221; NeurIPS 2020.<\/em><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[2] <em>Cai, Xie, Glymour, Hao, Zhang, &#8221;Triad Constraints for Learning Causal Structure of LatentVariables,&#8221; NeurIPS 2019.<\/em><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u901a\u8fc7GIN\u6761\u4ef6\uff0c\u9996\u5148\u53ef\u4ee5\u627e\u5230\u56e0\u679c\u805a\u7c7b\uff0c\u4e86\u89e3\u9690\u53d8\u91cf\u7684\u4f4d\u7f6e\u3002\u7136\u540e\uff0c\u5c31\u53ef\u4ee5\u53d1\u73b0\u9690\u53d8\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\u6216\u56e0\u679c\u987a\u5e8f\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1396\" data-ratio=\"0.7453703703703703\"  data-type=\"png\" data-w=\"1080\" data-width=\"1872\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-b04c5429b68a4dadb522a7eea4ee02ce.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5e94\u7528\u8be5\u7b97\u6cd5\u5728\u6559\u5e08\u61c8\u6020\u6570\u636e\u96c6\u4e0a\u5f97\u5230\u7684\u7ed3\u679c\u3002\u5de6\u8fb9\u7684\u8868\u4e3a\u5f53\u524d\u7b97\u6cd5\u5728\u6570\u636e\u4e2d\u4f30\u8ba1\u7684\u7ed3\u679c\uff0c\u53f3\u8fb9\u4e3a\u4e13\u5bb6\u7ed9\u51fa\u7684\u53c2\u8003\u56fe\u3002\u7b97\u6cd5\u5b66\u4e60\u7684\u7ed3\u679c\u57fa\u672c\u4e0a\u4e0e\u4e13\u5bb6\u7ed9\u51fa\u7684\u6a21\u578b\u662f\u4e00\u81f4\u7684\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1396\" data-ratio=\"0.7462962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1870\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-3cd8504b1db4905dfb7b453d36b51e1e.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<h3 style=\"outline: 0px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">4.&nbsp;\u65f6\u5e8f\u6570\u636e\u4e0b\u7684\u56e0\u679c\u8868\u793a\u5b66\u4e60<\/strong><\/span><\/strong><\/strong><\/p>\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\uff08\u4e0d\u72ec\u7acb\u4f46\u540c\u5206\u5e03\uff09<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u524d\u9762\u90fd\u662f\u5728\u72ec\u7acb\u540c\u5206\u5e03\u7684\u6570\u636e\u4e0b\u8ba8\u8bba\u56e0\u679c\u53d1\u73b0\u7684\uff0c\u73b0\u5728\u8ba9\u6211\u4eec\u5173\u6ce8\u5230\u5728\u975e\u72ec\u7acb\u540c\u5206\u5e03\u5b66\u4e60\u56e0\u679c\u5173\u7cfb\u7684\u60c5\u51b5\u3002\u975e\u5e38\u6709\u8da3\uff0c\u53c8\u5f88\u81ea\u7136\u7684\u662f\uff0c\u901a\u5e38\u5728\u975e\u72ec\u7acb\u540c\u5206\u5e03\u5b66\u4e60\u56e0\u679c\u5173\u7cfb\u66f4\u52a0\u5bb9\u6613\u3002\u539f\u56e0\u5728\u4e8e\u56e0\u679c\u5929\u7136\u5c31\u662f\u4e0e\u53d8\u5316\u606f\u606f\u76f8\u5173\u7684\u3002\u72ec\u7acb\u540c\u5206\u5e03\u7684\u6570\u636e\u672c\u8eab\u7f3a\u5c11\u53d8\u5316\uff0c\u56e0\u800c\u51cf\u5c0f\u4e86\u56e0\u679c\u6027\u7684\u7528\u6b66\u4e4b\u5730\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1396\" data-ratio=\"0.7481481481481481\"  data-type=\"png\" data-w=\"1080\" data-width=\"1866\" style=\"width: 460px;height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-a1b19abbc561acda4cfbd60f9bb86a26.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u89c6\u9891\u6570\u636e\u53ef\u4ee5\u770b\u4f5c\u662f\u4e00\u4e9b\u6f5c\u5728\u6982\u5ff5\u7684\u9ad8\u7ef4\u53ef\u9006\u51fd\u6570\u3002\u6211\u4eec\u8bd5\u56fe\u4ece\u6bcf\u4e00\u5e27\u7684\u50cf\u7d20\u503c\u4e2d\u6062\u590d\u8fd9\u4e9b\u6982\u5ff5\u3002\u6709\u8da3\u7684\u662f\uff0c\u5728\u975e\u5e38\u4e00\u822c\u6027\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u51e0\u4e4e\u552f\u4e00\u5730\u6062\u590d\u89c6\u9891\u6570\u636e\u80cc\u540e\u7684\u6f5c\u5728\u56e0\u679c\u8fc7\u7a0b\u3002\u5373\u4f7f\u8fd9\u4e2a\u51fd\u6570\u7684\u6df7\u5408\u51fd\u6570\u53ef\u80fd\u662f\u5b8c\u5168\u975e\u53c2\u7684\uff0c\u6982\u5ff5\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u4e5f\u662f\u975e\u53c2\u7684\uff0c\u6211\u4eec\u4ecd\u7136\u53ef\u4ee5\u901a\u8fc7\u6210\u5206\u53d8\u6362\u6062\u590d\u51fa\u6765\u6bcf\u4e00\u4e2a\u6982\u5ff5\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1396\" data-ratio=\"0.7472222222222222\"  data-type=\"png\" data-w=\"1080\" data-width=\"1868\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-d6964d54515a74d49d4fb33dd06fa5c5.png\"  \/><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u53c2\u8003\u6587\u732e<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[1] <em>Yao, Chen, Zhang, &#8221;Causal Disentanglement for Time Series,&#8221; NeurIPS 2022.<\/em><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[2] <em>Yao, Sun, Ho, Sun, Zhang, &#8221;Learning Temporally Causal Latent Processes from General Temporal Data,&#8221; ICLR 2022.<\/em><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u89c6\u9891\u6570\u636e\u96c6\u4e0a\u7684\u5e94\u7528\uff0c\u4f8b\u5982\u5728\u53f3\u56fe\u7684\u4f8b\u5b50\u4e2d\uff0c\u53ef\u4ee5\u6062\u590d\u51fa 5 \u4e2a\u5c0f\u7403\u4e4b\u95f4\u7684\u6f5c\u5728\u8fc7\u7a0b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1394\" data-ratio=\"0.7472222222222222\"  data-type=\"png\" data-w=\"1080\" data-width=\"1866\" style=\"width: 430px;height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-2d0cdd66c4667f26368f8322b16e5f9a.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u6211\u4eec\u5e0c\u671b\u63d0\u4f9b\u53ef\u89c6\u5316\u6216\u5bf9\u5e95\u5c42\u72b6\u6001\u8868\u793a\u7684\u89e3\u91ca\uff0c\u8fd9\u662f\u6211\u4eec\u6240\u4f9d\u8d56\u7684\u51b3\u7b56\u4f9d\u636e\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1392\" data-ratio=\"0.7453703703703703\"  data-type=\"png\" data-w=\"1080\" data-width=\"1868\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-b3573d659cc8b7431b5b64d6900dd43d.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u8fd9\u4e2a\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u5c06\u72b6\u6001\u8868\u793a\u5206\u4e3a\u56db\u7c7b\uff0c\u6839\u636e\u5b83\u4eec\u662f\u5426\u53ef\u63a7\u4ee5\u53ca\u5728\u5f53\u524d\u4efb\u52a1\u4e2d\u662f\u5426\u5956\u52b1\u76f8\u5173\u3002\u6709\u8da3\u7684\u662f\uff0c\u4ece\u50cf\u7d20\u6807\u7b7e\u89c6\u9891\u6570\u636e\u4e2d\uff0c\u6211\u4eec\u8bc1\u660e\u4e86\u8fd9\u56db\u7c7b\u6f5c\u5728\u53d8\u91cf\u7684\u5206\u5757\u53ef\u8bc6\u522b\u6027\u3002\u56e0\u6b64\uff0c\u8fd9\u80fd\u5e2e\u52a9\u6211\u4eec\u53bb\u9664\u5197\u4f59\uff0c\u4f46\u4fdd\u7559\u7b56\u7565\u4f18\u5316\u6240\u9700\u7684\u6700\u5c11\u4f46\u5145\u5206\u7684\u4fe1\u606f\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1392\" data-ratio=\"0.7472222222222222\"  data-type=\"png\" data-w=\"1080\" data-width=\"1864\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-61cfaa43de163593920e15f5fe7c8b37.png\"  \/><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53c2\u8003\u6587\u732e\uff1a<em>Liu*, Huang*, Zhu, Tian, Gong, Yu, Zhang, &#8221;Learning world models with identifiable factorization,&#8221; Arxiv, 2023.<\/em><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h3 style=\"outline: 0px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">5.&nbsp;\u5206\u5e03\u8fc1\u79fb\u4e0b\u7684\u56e0\u679c\u8868\u793a\u5b66\u4e60<\/strong><\/span><\/strong><\/strong><\/p>\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\uff08\u72ec\u7acb\u4f46\u4e0d\u540c\u5206\u5e03\uff09<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u521a\u521a\u8ba8\u8bba\u662f\u65f6\u5e8f\u6570\u636e\u7684\u60c5\u51b5\uff0c\u63a5\u7740\u8ba9\u6211\u4eec\u6765\u5206\u6790\u5206\u5e03\u8fc1\u79fb\u7684\u573a\u666f\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1392\" data-ratio=\"0.7481481481481481\"  data-type=\"png\" data-w=\"1080\" data-width=\"1860\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-84ce916c7c2954f86c58252953fe9f26.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6a21\u5757\u5316\u539f\u5219\u544a\u8bc9\u6211\u4eec\uff0c\u56e0\u679c\u673a\u5236\u5728\u53d1\u751f\u53d8\u5316\u65f6\u662f\u72ec\u7acb\u6539\u53d8\u7684\u3002\u8fd9\u610f\u5473\u7740\u5f53\u6211\u4eec\u89c2\u6d4b\u5230\u5206\u5e03\u53d8\u5316\u7684\u65f6\u5019\uff0c\u53ef\u4ee5\u53bb\u63a8\u6d4b\u600e\u4e48\u6837\u7684\u56e0\u679c\u7ed3\u6784\u53ef\u4ee5\u5bfc\u81f4\u8fd9\u79cd\u6539\u53d8\u3002\u8fd9\u91cc\u7684\u673a\u5236\u6539\u53d8\u6307\u56e0\u679c\u5f71\u54cd\u53d8\u5f3a\uff0c\u53d8\u5f31\uff0c\u6216\u8005\u6d88\u5931\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1396\" data-ratio=\"0.7481481481481481\"  data-type=\"png\" data-w=\"1080\" data-width=\"1866\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-653c9cad111189268180196a9357d1fe.png\"  \/><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u53c2\u8003\u6587\u732e<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[1] <em>Huang, Zhang, Zhang, Ramsey, Sanchez-Romero, Glymour, Sch\u00f6lkopf, &#8220;Causal Discovery from Heterogeneous\/ Nonstationary Data,&#8221; JMLR, 2020.<\/em><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[2] <em>Zhang, Huang, et al., &#8221;Discovery and visualization of nonstationary causal models,&#8221; arxiv 2015.<\/em>[3] <em>Ghassami, et al., &#8221;Multi-Domain Causal Structure Learning in Linear Systems&#8221;, NIPS 2018.<\/em><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u901a\u8fc7\u5206\u5e03\u7684\u975e\u6682\u6001\u6027\/\u5f02\u8d28\u6027\u76f8\u6bd4\u4e8e\u72ec\u7acb\u540c\u5206\u5e03\u53ef\u4ee5\u5f97\u5230\u989d\u5916\u7684\u4fe1\u606f\u5e2e\u52a9\u56e0\u679c\u53d1\u73b0\uff0c\u4f8b\u5982\u539f\u5148\u53ea\u80fd\u6700\u591a\u8bc6\u522b\u5230 Markov \u7b49\u4ef7\u7c7b\u7684\u573a\u666f\u73b0\u5728\u80fd\u786e\u5b9a\u66f4\u591a\u7684\u56e0\u679c\u65b9\u5411\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1396\" data-ratio=\"0.7462962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1870\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-7ba035458a6b14b10a791d65f44a2b62.png\"  \/><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u53c2\u8003\u6587\u732e<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[1] <em>Huang, Zhang, Zhang, Ramsey, Sanchez-Romero, Glymour, Sch\u00f6lkopf, &#8220;Causal Discovery from Heterogeneous\/ Nonstationary Data,&#8221; JMLR, 2020.<\/em><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[2] <em>Tian, Pearl, &#8221;Causal discovery from changes,&#8221; UAI 2001.<\/em><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[3] <em>Hoover, &#8221;The logic of causal inference&#8221; Economics and Philosophy, 6:207\u2013234, 1990.<\/em><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u57fa\u4e8e\u5f02\u8d28\u6027\u7684\u56e0\u679c\u53d1\u73b0\u7b97\u6cd5\u5728\u80a1\u7968\u4ea4\u6613\u6570\u636e\u4e0a\u7684\u5e94\u7528\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1400\" data-ratio=\"0.7509259259259259\"  data-type=\"png\" data-w=\"1080\" data-width=\"1864\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-cb818cdaa26c12fc628d73cbe8fc2987.png\"  \/><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u53c2\u8003\u6587\u732e\uff1a<em>Huang, Zhang, Zhang, Romero, Glymour, Sch\u00f6lkopf, &#8221;Behind Distribution Shift: Mining Driving Forces of Changes and Causal Arrows,&#8221; ICDM 2017.<\/em><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u524d\u9762\u7684\u4f8b\u5b50\u6211\u4eec\u5728\u8ba8\u8bba\u89c2\u6d4b\u53d8\u91cf\u80cc\u540e\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u73b0\u5728\u6211\u4eec\u66f4\u8fdb\u4e00\u6b65\uff0c\u6211\u4eec\u7684\u975e\u6682\u6001\u6027\u662f\u7531\u4e00\u4e9b\u9690\u85cf\u6210\u5206\u7684\u5206\u5e03\u53d8\u5316\u5bfc\u81f4\u7684\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u6709\u4e00\u5806\u9690\u85cf\u6210\u5206\u751f\u6210\u89c2\u6d4b\u53d8\u91cf X \u3002\u73b0\u5728\uff0c\u6211\u4eec\u8bd5\u56fe\u89e3\u91ca X \u7684\u5206\u5e03\u4e3a\u4f55\u4e0d\u540c\u3002\u6211\u4eec\u5047\u5b9a\u5b58\u5728\u4e00\u7ec4\u6700\u5c0f\u7684\u9690\u85cf\u6210\u5206\u5b83\u4eec\u7684\u5206\u5e03\u53d8\u5316\u53ef\u4ee5\u89e3\u91ca\u8054\u5408\u6570\u636e\u5206\u5e03\u7684\u53d8\u5316\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5176\u4ed6\u53d8\u91cf\u7684\u5206\u5e03\u5728\u5404\u79cd\u60c5\u51b5\u4e0b\u90fd\u662f\u4e00\u6837\u7684\u3002\u53ef\u4ee5\u8bc1\u660e\uff0c\u8fd9\u79cd\u53d8\u5316\u7684\u6210\u5206\u662f\u53ef\u8bc6\u522b\u7684\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u53ef\u4ee5\u771f\u6b63\u7406\u89e3\u4e3a\u4ec0\u4e48\u5206\u5e03\u5728\u53d1\u751f\u53d8\u5316\u3002\u9886\u57df\u81ea\u9002\u5e94\u662f\u6700\u76f4\u63a5\u7684\u5e94\u7528\u3002\u901a\u8fc7\u7c7b\u4f3c\u7684\u624b\u6bb5\u6211\u4eec\u53ef\u4ee5\u627e\u5230\u89e3\u91ca\u5206\u5e03\u53d8\u5316\u7684\u6700\u7b80\u65b9\u5f0f\u3002\u4e8e\u662f\u6211\u4eec\u5c31\u80fd\u81ea\u52a8\u627e\u51fa\u5728\u65b0\u7684\u573a\u666f\u4e2d\u54ea\u4e9b\u5730\u65b9\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u4ee5\u53ca\u5982\u4f55\u5bf9\u9f50\u4e0d\u540c\u57df\u7684\u8054\u5408\u5206\u5e03\u3002\u7136\u540e\uff0c\u5f88\u663e\u7136\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u5229\u7528\u6e90\u57df\u6570\u636e\u8fdb\u884c\u9884\u6d4b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1398\" data-ratio=\"0.7490740740740741\"  data-type=\"png\" data-w=\"1080\" data-width=\"1866\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-8dae68d17d1c759482c8c026906e79d6.png\"  \/><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u53c2\u8003\u6587\u732e\uff1a<em>Kong, Xie, Yao, Zheng, Chen, Stojanov, Akinwande, Zhang, &#8221;Partial disentanglement for domain adaptation,&#8221; ICML 2022.<\/em><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u73b0\u5728\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5f88\u6d41\u884c\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528stable diffusion\u3001ChatGPT\u6765\u751f\u6210\u5927\u91cf\u6587\u672c\u6216\u56fe\u7247\u3002\u4f46\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5982\u679c\u95ee\u9898\u662f\u5b8c\u5168\u5d2d\u65b0\u7684\uff0c\u90a3\u4e48\u751f\u6210\u7684\u7ed3\u679c\u53ef\u80fd\u4f1a\u6709\u70b9\u8352\u8c2c\u3002\u4e3a\u4ec0\u4e48\u4f1a\u51fa\u73b0\u8fd9\u79cd\u60c5\u51b5\uff1f\u4e00\u822c\u6027\u5730\uff0c\u6211\u4eec\u8ba4\u4e3a\uff0c\u8fd9\u4e9b\u6a21\u578b\u672c\u8eab\u5e76\u6ca1\u6709\u771f\u6b63\u7684\u6982\u5ff5\uff0c\u4e5f\u5c31\u662f\u4eba\u7c7b\u6240\u62e5\u6709\u7684\u6982\u5ff5\u7684\u60f3\u6cd5\u3002<strong>\u4eba\u601d\u8003\u4f7f\u7528\u6982\u5ff5\uff0c\u800c\u6a21\u578b\u4f7f\u7528\u6570\u636e\u5206\u5e03<\/strong>\u3002\u5f88\u591a\u65f6\u5019\uff0c\u5b83\u4eec\u5728\u505a\u7684\u4ecd\u662f\u5de7\u5999\u7684\u63d2\u503c\u800c\u4e0d\u662f\u5916\u63a8\u3002\u56e0\u4e3a\u5982\u679c\u4f60\u60f3\u8d85\u8d8a\u8bad\u7ec3\u6570\u636e\u672c\u8eab\uff0c\u5c31\u5fc5\u987b\u771f\u6b63\u4e86\u89e3\u4e8b\u7269\u662f\u4ec0\u4e48\uff0c\u4f60\u53ef\u4ee5\u5e94\u7528\u4ec0\u4e48\u6837\u7684\u64cd\u4f5c\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u6765\u8003\u8651\u4e00\u4e2a\u5177\u4f53\u95ee\u9898\uff0c\u56fe\u50cf\u5230\u56fe\u50cf\u7684\u8fc1\u79fb\u3002\u6211\u4eec\u8fd9\u91cc\u6709\u4e24\u7ec4\u56fe\u50cf\u3002\u5176\u4e2d\u4e00\u7ec4\u62cd\u6444\u7684\u662f\u590f\u5929\uff0c\u53e6\u4e00\u7ec4\u62cd\u6444\u7684\u662f\u51ac\u5929\uff0c\u5b83\u4eec\u4e0d\u662f\u4e24\u4e24\u914d\u5bf9\u7684\u3002\u73b0\u5728\uff0c\u95ee\u9898\u662f\uff0c\u5047\u8bbe\u4efb\u610f\u7ed9\u51fa\u4e00\u5f20\u590f\u5929\u62cd\u6444\u7684\u7167\u7247\uff0c\u5982\u4f55\u81ea\u52a8\u751f\u6210\u8fd9\u5f20\u7167\u7247\u5728\u51ac\u5929\u62cd\u6444\u7684\u5bf9\u5e94\u7248\u672c\uff1f\u8fd9\u662f\u4e00\u4e2a\u5408\u7406\u4e14\u975e\u5e38\u91cd\u8981\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u5b83\u5173\u7cfb\u5230\u5982\u4f55\u624d\u80fd\u771f\u6b63\u7406\u89e3\u4e00\u4e2a\u7279\u5b9a\u7684\u6982\u5ff5\uff0c\u4ee5\u53ca\u4ee5\u4e00\u79cd\u5408\u7406\u7684\u65b9\u5f0f\u6539\u53d8\u5b83\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4ece\u6570\u5b66\u4e0a\u8bb2\uff0c\u8fd9\u53ef\u4ee5\u770b\u6210\u662f\u4ece\u8fb9\u9645\u5206\u5e03\u751f\u6210\u8054\u5408\u5206\u5e03\u3002\u6ca1\u6709\u989d\u5916\u7684\u4fe1\u606f\u8fd9\u4e2a\u95ee\u9898\u662f\u4e0d\u53ef\u89e3\u7684\uff0c\u6240\u4ee5\u6211\u4eec\u5fc5\u987b\u505a\u51fa\u8fdb\u4e00\u6b65\u7684\u5047\u8bbe\u3002\u9996\u5148\u6211\u4eec\u8ba4\u4e3a\u4e00\u5e45\u56fe\u50cf\u7531\u5185\u5bb9\u548c\u98ce\u683c\u4e24\u90e8\u5206\u751f\u6210\u3002\u56fe\u50cf\u7684\u8fc1\u79fb\u610f\u5473\u7740\u5185\u5bb9\u4fdd\u6301\u4e0d\u53d8\u4f46\u98ce\u683c\u53d1\u751f\u53d8\u5316\u3002\u95ee\u9898\u662f\u6211\u4eec\u5982\u4f55\u624d\u80fd\u771f\u6b63\u5229\u7528\u4e00\u4e9b\u539f\u7406\uff0c\u5b9e\u73b0\u8fb9\u9645\u5206\u5e03\u5230\u8054\u5408\u5206\u5e03\u7684\u53d8\u6362\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u4f9d\u9760\u6700\u5c0f\u6539\u53d8\u539f\u5219\u3002\u6211\u4eec\u5047\u8bbe\u98ce\u683c\u53d8\u5316\u6700\u5c0f\uff0c\u8fd9\u610f\u5473\u7740\u5bf9\u5e94\u4e8e\u98ce\u683c\u7684\u7ec4\u4ef6\u6570\u91cf\u662f\u4e00\u4e2a\u5c3d\u53ef\u80fd\u6700\u5c0f\u7684\u3002\u6b64\u65f6\uff0c\u6574\u4e2a\u751f\u6210\u8fc7\u7a0b\u662f\u53ef\u8bc6\u522b\u7684\u3002\u4f8b\u5982\u6211\u4eec\u53ef\u4ee5\u77e5\u9053\u5b63\u8282\u7684\u5f71\u54cd\u5bf9\u5e94\u4e8e\u56fe\u7247\u4e2d\u7684\u4ec0\u4e48\u90e8\u5206\u7b49\u7b49\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1398\" data-ratio=\"0.7509259259259259\"  data-type=\"png\" data-w=\"1080\" data-width=\"1862\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-e1f8f0a63ce43de3ee445a40425ab9e9.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 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style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1398\" data-ratio=\"0.7472222222222222\"  data-type=\"png\" data-w=\"1080\" data-width=\"1870\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-94aec2e532eed5b3d3bfeaf4c8536073.png\"  \/><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u53c2\u8003\u6587\u732e\uff1a<em>Xie, Kong, Gong, Zhang, &#8221;Multi-domain image generation and translation with identifiability guarantees,&#8221; ICLR 2023.<\/em><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h3 style=\"outline: 0px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">6.&nbsp;\u6f5c\u5728\u7684\u6311\u6218\u548c\u603b\u7ed3<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &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;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u9996\u5148\uff0c\u5f53\u6211\u4eec\u8c08\u8bba\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u65f6\uff0c\u6211\u4eec\u53ea\u662f\u8bd5\u56fe\u6062\u590d\u6f5c\u5728\u53d8\u91cf\u3001\u6f5c\u5728\u6df7\u6742\u56e0\u5b50\u4ee5\u53ca\u6df7\u6742\u56e0\u5b50\u4e4b\u95f4\u7684\u5173\u7cfb\u7b49\u7b49\u3002\u4f46\u5b9e\u9645\u4e0a\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5e76\u4e0d\u5e94\u8be5\u7528\u6f5c\u5728\u5171\u56e0\u6765\u89e3\u91ca\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u4f53\u5185\u5f88\u591a\u57fa\u56e0\u4e4b\u95f4\u90fd\u662f\u4f9d\u8d56\u6027\u7684\u3002\u5b83\u4eec\u76f8\u4e92\u4f9d\u8d56\u5e76\u4e0d\u662f\u56e0\u4e3a\u5176\u4e2d\u4e00\u4e2a\u57fa\u56e0\u662f\u53e6\u4e00\u4e2a\u57fa\u56e0\u7684\u539f\u56e0\uff0c\u800c\u662f\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u5b83\u4eec\u5fc5\u987b\u4ee5\u7279\u5b9a\u7684\u65b9\u5f0f\u5171\u540c\u4f5c\u7528\uff0c\u6211\u4eec\u624d\u80fd\u751f\u5b58\u3002\u5373\u9009\u62e9\u504f\u5dee\u5bfc\u81f4\u4e86\u57fa\u56e0\u4e4b\u95f4\u7684\u4f9d\u8d56\u6027\u3002\u6b64\u5916\uff0c\u5f53\u6211\u4eec\u8c08\u8bba\u8bed\u8a00\u548c\u6587\u672c\u65f6\uff0ctoken\u4e4b\u95f4\u4e4b\u6240\u4ee5\u662f\u4f9d\u8d56\u6027\u7684\uff0c\u4e0d\u4ec5\u4ec5\u662f\u56e0\u4e3a\u6f5c\u5728\u5171\u56e0\u7684\u5f71\u54cd\uff0c\u8fd8\u6709\u9009\u62e9\u504f\u5dee\u7684\u5f71\u54cd\u3002\u5982\u679c\u6211\u80fd\u7528\u8fd9\u4e00\u8fde\u4e32\u7684token\u8ba9\u81ea\u5df1\u660e\u767d\uff0c\u6211\u5c31\u4f1a\u7528\u5b83\u3002\u5426\u5219\uff0c\u6211\u5c31\u4e0d\u4f1a\u4f7f\u7528\u5b83\u3002\u56e0\u6b64\uff0c\u5f04\u6e05\u695a\u9009\u62e9\u8fc7\u7a0b\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u8fd9\u6837\u57fa\u4e8e\u9009\u62e9\u8fc7\u7a0b\u7684\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u4e5f\u4f1a\u53d8\u5f97\u975e\u5e38\u6e05\u6670\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u72ec\u7acb\u540c\u5206\u5e03\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u901a\u5e38\u8981\u5047\u8bbe\u53c2\u6570\u5f62\u5f0f\u3002\u5982\u679c\u7cfb\u7edf\u771f\u7684\u5f88\u590d\u6742\u5462\uff1f\u6211\u4eec\u80fd\u505a\u4ec0\u4e48\uff1f\u6240\u4ee5\u8fd9\u91cc\u6709\u4e00\u4e9b\u6280\u672f\u6216\u6311\u6218\uff0c\u4f46\u6211\u76f8\u4fe1\u51e0\u5e74\u5185\u5c31\u80fd\u89e3\u51b3\u3002\u5982\u679c\u4f60\u60f3\u89e3\u51b3\u50cf\u89c6\u9891\u7406\u89e3\u8fd9\u6837\u7684\u5b9e\u9645\u95ee\u9898\uff0c\u90a3\u4e48\u5c31\u5fc5\u987b\u4ece\u56e0\u679c\u7684\u539f\u7406\u5316\u8868\u8ff0\u51fa\u53d1\uff0c\u8fd8\u8981\u89e3\u51b3\u5f88\u591a\u5b9e\u9645\u95ee\u9898\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-croporisrc=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/wibWV1DB7tWIyVRHkmfMrSeuIHyia7Wf8EnsowwWREqUXZ1on4U9XibeDISsBK2wcqELgZictXnAYicX5ft1Gm53l3w\/640?wx_fmt=png\" data-cropx1=\"-135\" data-cropx2=\"925.1470588235294\" data-cropy1=\"7.941176470588236\" data-cropy2=\"627.3529411764707\" data-height=\"1398\" data-ratio=\"0.6713513513513514\"  data-type=\"jpeg\" data-w=\"925\" data-width=\"1872\" style=\"width: 435px;height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-9b50288c88c49dbf5b15d1ad4a454af8.jpeg\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span 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63);\">\u90a3\u4e48\uff0c\u5982\u4f55\u624d\u80fd\u771f\u6b63\u4ece\u6570\u636e\u4e2d\u6062\u590d\u56e0\u679c\u8868\u5f81\u6216\u56e0\u679c\u7ed3\u6784\u5462\uff1f\u9996\u5148\uff0c\u6211\u4eec\u5fc5\u987b\u5236\u5b9a\u56e0\u679c\u539f\u5219\uff0c\u5e76\u4e14\u8fd9\u4e9b\u539f\u5219\u9700\u8981\u662f\u6280\u672f\u4e0a\u53ef\u64cd\u4f5c\u7684\u3002\u53ef\u8bc6\u522b\u6027\u662f\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u95ee\u9898\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u5728\u975e\u72ec\u7acb\u540c\u5206\u5e03\u7684\u60c5\u51b5\u4e0b\u5373\u4f7f\u5b58\u5728\u975e\u6682\u6001\u6027\uff0c\u4e5f\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u5f97\u5230\u4e00\u4e9b\u5f3a\u5927\u7684\u53ef\u8bc6\u522b\u6027\u4fdd\u8bc1\u3002\u800c\u5728\u72ec\u7acb\u540c\u5206\u5e03\u60c5\u51b5\u4e0b\uff0c\u901a\u5e38\u5fc5\u987b\u53d7\u76ca\u4e8e\u4e00\u4e9b\u53c2\u6570\u5316\u7ea6\u675f\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1392\" data-ratio=\"0.7462962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1866\" style=\"height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-b0129d5a92e89bf18adf2d618b57b187.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;\">\n<section style=\"padding-right: 6px;padding-left: 6px;outline: 0px;display: inline-block;width: 661px;vertical-align: top;border-left: 5px solid rgb(33, 166, 210);border-bottom-left-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;white-space: normal;\"><strong style=\"outline: 0px;\">\u5b66\u8005\u7b80\u4ecb<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"800\" data-ratio=\"1\"  data-type=\"png\" data-w=\"800\" data-width=\"800\" style=\"width: 150px;height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-000cb60f1a7c794327601b259de798ea.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5f20\u5764\uff08Kun Zhang\uff09<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u535a\u58eb\u73b0\u4e3a\u7f8e\u56fd\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u4ee5\u53ca\u963f\u8054\u914bMBZUAI\u7684\u526f\u6559\u6388\uff0c\u7814\u7a76\u9886\u57df\u4e3a\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\uff0c\u5c24\u5176\u662f\u56e0\u679c\u53d1\u73b0\u3001\u57fa\u4e8e\u56e0\u679c\u5173\u7cfb\u7684\u5b66\u4e60\u4ee5\u53ca\u901a\u7528\u4eba\u5de5\u667a\u80fd\u3002\u4ed6\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u6a21\u578b\u4e0e\u7b97\u6cd5\u7528\u4e8e\u4ece\u5404\u79cd\u6570\u636e\u4e2d\u81ea\u52a8\u53d1\u73b0\u56e0\u679c\u5173\u7cfb\uff0c\u5e76\u4e0e\u5408\u4f5c\u8005\u4e00\u8d77\u5f00\u521b\u4e86\u4ece\u56e0\u679c\u601d\u7ef4\u7684\u89d2\u5ea6\u7406\u89e3\u548c\u89e3\u51b3\u5305\u62ec\u8fc1\u79fb\u5b66\u4e60\u3001\u6982\u5ff5\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u7b49\u590d\u6742\u5b66\u4e60\u95ee\u9898\u7684\u7814\u7a76\u65b9\u5411\uff0c\u5e76\u7814\u7a76\u4e86\u56e0\u679c\u5173\u7cfb\u548c\u5404\u79cd\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u7684\u54f2\u5b66\u57fa\u7840\u3002\u5f20\u5764\u535a\u58eb\u53ca\u5176\u56e2\u961f\u6700\u8fd1\u7684\u7814\u7a76\u91cd\u70b9\u4e3a\u56e0\u679c\u8868\u793a\u5b66\u4e60\u3002\u4ed6\u957f\u671f\u62c5\u4efb\u4e00\u7cfb\u5217\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u4f1a\u8bae\u7684\u9886\u57df\u4e3b\u5e2d\u3001\u8d44\u6df1\u9886\u57df\u4e3b\u5e2d\u6216\u7a0b\u5e8f\u59d4\u5458\u4f1a\u4e3b\u5e2d\uff0c\u5305\u62ecUAI\u3001NeurIPS\u3001ICML\u3001CLeaR\u3001IJCAI\u548cAISTATS\u7b49\u4f1a\u8bae\uff0c\u540c\u65f6\u662fACM Computing Surveys\u548cPattern Recognition\u7b49\u6742\u5fd7\u7684\u526f\u4e3b\u7f16\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/www.andrew.cmu.edu\/user\/kunz1\/index.html<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/span><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 0px;outline: 0px;letter-spacing: 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style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &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;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br style=\"outline: 0px;\"  \/><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &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;background-color: rgb(255, 255, 255);line-height: 2em;\"><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;\">\u7531\u667a\u6e90\u793e\u533a\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e3e<span style=\"outline: 0px;letter-spacing: 0.544px;text-size-adjust: inherit;\">\u529e\u7684<\/span><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247580041&amp;idx=1&amp;sn=ac9c1f715efa58ca79fc416c6e41190c&amp;chksm=e896e304dfe16a12a7cb349d945f3fc400533c5b89f6df9a407c1654ccb248f1a65d1e89fb9e&amp;scene=21#wechat_redirect\" textvalue=\"\u56e0\u679c\u79d1\u5b66\u4e0eCausal AI\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" wah-hotarea=\"click\" hasload=\"1\" style=\"outline: 0px;cursor: pointer;letter-spacing: 0.544px;text-size-adjust: inherit;\" rel=\"noopener noreferrer\">\u56e0\u679c\u79d1\u5b66\u4e0eCausal 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0px;border-style: initial;border-color: initial;visibility: visible !important;width: 562px !important;height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/11\/wxsync-2023-11-9b6f2b7a88283086979c480528fa4608.png\"  \/><\/span><\/a><\/span><\/p>\n<p style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;font-family: -apple-system, system-ui, &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;background-color: rgb(255, 255, 255);text-align: center;\"><br style=\"outline: 0px;\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;font-family: -apple-system, 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;color: rgb(136, 136, 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&quot;system-ui&quot;, &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;letter-spacing: 0.544px;white-space: normal;color: rgb(34, 34, 34);background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &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;background-color: rgb(255, 255, 255);text-align: center;justify-content: center;\">\n<section style=\"outline: 0px;display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom: 9px solid rgb(169, 215, 227);border-bottom-right-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: -15px;outline: 0px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;color: rgb(12, 130, 169);font-size: 16px;line-height: 2;letter-spacing: 3px;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\">AI+Science \u8bfb\u4e66\u4f1a<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &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;background-color: rgb(255, 255, 255);\">\n<p style=\"outline: 0px;\"><br style=\"outline: 0px;\"  \/><\/p>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &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;background-color: rgb(255, 255, 255);line-height: 2em;\"><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;text-indent: 0em;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;\">AI+Science \u662f\u8fd1\u5e74\u5174\u8d77\u7684\u5c06\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u76f8\u7ed3\u5408\u7684\u4e00\u79cd\u8d8b\u52bf\u3002<\/span><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;text-indent: 0em;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;\">\u4e00\u65b9\u9762\u662f AI for Science\uff0c\u673a\u5668\u5b66\u4e60\u548c\u5176\u4ed6 AI \u6280\u672f\u53ef\u4ee5\u7528\u6765\u89e3\u51b3\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u95ee\u9898\uff0c\u4ece\u9884\u6d4b\u5929\u6c14\u548c\u86cb\u767d\u8d28\u7ed3\u6784\uff0c\u5230\u6a21\u62df\u661f\u7cfb\u78b0\u649e\u3001\u8bbe\u8ba1\u4f18\u5316\u6838\u805a\u53d8\u53cd\u5e94\u5806\uff0c\u751a\u81f3\u50cf\u79d1\u5b66\u5bb6\u4e00\u6837\u8fdb\u884c\u79d1\u5b66\u53d1\u73b0\uff0c\u88ab\u79f0\u4e3a\u79d1\u5b66\u53d1\u73b0\u7684\u201c\u7b2c\u4e94\u8303\u5f0f\u201d\u3002<\/span><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;text-indent: 0em;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;\">\u53e6\u4e00\u65b9\u9762\u662f Science for AI\uff0c\u79d1\u5b66\u5c24\u5176\u662f\u7269\u7406\u5b66\u4e2d\u7684\u89c4\u5f8b\u548c\u601d\u60f3\u542f\u53d1\u673a\u5668\u5b66\u4e60\u7406\u8bba\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u63d0\u4f9b\u5168\u65b0\u7684\u89c6\u89d2\u548c\u65b9\u6cd5\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &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;background-color: rgb(255, 255, 255);line-height: 2em;\"><span style=\"outline: 0px;text-indent: 0em;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;letter-spacing: 0.544px;\"><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &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;background-color: rgb(255, 255, 255);line-height: 2em;\"><span style=\"outline: 0px;text-indent: 0em;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;letter-spacing: 0.544px;\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u540e\u7814\u7a76\u5458\u5434\u6cf0\u9716\uff08Jure Leskovec \u6559\u6388\u6307\u5bfc\uff09\u3001\u54c8\u4f5b\u91cf\u5b50\u8ba1\u5212\u7814\u7a76\u5458\u6248\u9e3f\u4e1a\u3001\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7269\u7406\u7cfb\u535a\u58eb\u751f\u5218\u5b50\u9e23\uff08Max Tegmark \u6559\u6388\u6307\u5bfc\uff09\uff0c\u5171\u540c\u53d1\u8d77\u4ee5<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247659349&amp;idx=1&amp;sn=5e0bcad718d122a04e1b34a8bf94f906&amp;chksm=e89935d8dfeebcceb72a61c9c7602a6042eefad7bf106147d81c3110e04c6f61fbde5214aec9&amp;scene=21#wechat_redirect\" textvalue=\"\u201cAI+Science\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\">\u201cAI+Science<\/a>\u201d\u4e3a\u4e3b\u9898\u7684\u8bfb\u4e66\u4f1a\uff0c\u63a2\u8ba8\u8be5\u9886\u57df\u7684\u91cd\u8981\u95ee\u9898\uff0c\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\u3002<\/span><span style=\"outline: 0px;text-indent: 0em;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;letter-spacing: 0.544px;\">\u6b22\u8fce\u5bf9\u63a2\u7d22\u8fd9\u4e2a\u6fc0\u52a8\u4eba\u5fc3\u7684\u524d\u6cbf\u9886\u57df\u6709\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u4e0e\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &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;background-color: rgb(255, 255, 255);line-height: 2em;\"><span style=\"outline: 0px;text-indent: 0em;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;letter-spacing: 0.544px;\"><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &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;background-color: rgb(255, 255, 255);line-height: 2em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247659349&amp;idx=1&amp;sn=5e0bcad718d122a04e1b34a8bf94f906&amp;chksm=e89935d8dfeebcceb72a61c9c7602a6042eefad7bf106147d81c3110e04c6f61fbde5214aec9&amp;scene=21#wechat_redirect\" textvalue=\"\u4f60\u5df2\u9009\u4e2d\u4e86\u6dfb\u52a0\u94fe\u63a5\u7684\u5185\u5bb9\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"1\" rel=\"noopener noreferrer\"><span style=\"outline: 0px;text-indent: 0em;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;letter-spacing: 0.544px;\"><span class=\"js_jump_icon h5_image_link\" style=\"outline: 0px;vertical-align: bottom;user-select: none;line-height: 0;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.562962962962963\"  data-w=\"1080\" 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136);font-size: 14px;font-family: -apple-system-font, system-ui, &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;background-color: rgb(255, 255, 255);line-height: 2em;\"><span style=\"outline: 0px;font-size: 15px;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &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;letter-spacing: 0.544px;\">\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &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;background-color: rgb(255, 255, 255);line-height: 2em;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &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;letter-spacing: 0.544px;font-size: 15px;text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247659349&amp;idx=1&amp;sn=5e0bcad718d122a04e1b34a8bf94f906&amp;chksm=e89935d8dfeebcceb72a61c9c7602a6042eefad7bf106147d81c3110e04c6f61fbde5214aec9&amp;scene=21#wechat_redirect\" textvalue=\"\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u53d1\u73b0\u76f8\u4e92\u8d4b\u80fd\u7684\u65b0\u8303\u5f0f\uff1aAI+Science \u8bfb\u4e66\u4f1a\u542f\u52a8\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\">\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u53d1\u73b0\u76f8\u4e92\u8d4b\u80fd\u7684\u65b0\u8303\u5f0f\uff1aAI+Science \u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><span style=\"outline: 0px;color: rgb(63, 63, 63);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &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;letter-spacing: 0.544px;\"><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &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;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"><br  \/><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;font-family: -apple-system, system-ui, &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;color: rgb(136, 136, 136);font-size: 14px;background-color: rgb(255, 255, 255);\"><br  \/><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;background-color: rgb(255, 255, 255);font-family: -apple-system-font, system-ui, &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;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;color: rgb(0, 0, 0);font-size: 16px;text-align: center;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;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;\">\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;\">1.&nbsp;&nbsp;<\/strong><span style=\"text-decoration: underline;\"><strong style=\"outline: 0px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247659804&amp;idx=1&amp;sn=db5728e6e35be848037178566be1c1de&amp;chksm=e8992b91dfeea287189e96dede0559f7d07f4e91a7484acbab39ccb6c73394549d627bb89a3f&amp;scene=21#wechat_redirect\" textvalue=\"\u9762\u5411\u56e0\u679c\u89c4\u5f8b\u7684\u8868\u793a\u5b66\u4e60\u65b0\u65b9\u6cd5\u2014\u2014\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u6700\u65b0\u653b\u7565\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u9762\u5411\u56e0\u679c\u89c4\u5f8b\u7684\u8868\u793a\u5b66\u4e60\u65b0\u65b9\u6cd5\u2014\u2014\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u6700\u65b0\u653b\u7565<\/a><\/strong><\/span><strong style=\"outline: 0px;\"><\/strong><strong style=\"outline: 0px;\"><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">2.&nbsp;<\/strong><span style=\"text-decoration: underline;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247536193&amp;idx=1&amp;sn=281704d63dde80781230179515b535ed&amp;chksm=e89714ccdfe09ddab2a789244b9fb94d972b6e19cc1a1baec0e77367df0678c90214175f0ee8&amp;scene=21#wechat_redirect\" textvalue=\"\u5468\u6653\u534e\uff1a\u56e0\u679c\u63a8\u65ad\u7684\u6570\u5b66\u57fa\u7840\u548c\u5728\u533b\u5b66\u4e2d\u7684\u5e94\u7528\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5468\u6653\u534e\uff1a\u56e0\u679c\u63a8\u65ad\u7684\u6570\u5b66\u57fa\u7840\u548c\u5728\u533b\u5b66\u4e2d\u7684\u5e94\u7528<\/a><\/strong><\/span><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><\/strong><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">3.&nbsp;<\/strong><strong><span style=\"text-decoration:underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247570983&amp;idx=2&amp;sn=7344bf366fee29d2926ad7f60ce1d7ab&amp;chksm=e8968caadfe105bc66165560704508245d50bd92e3251733344d1d443d72fa62617b8f96a879&amp;scene=21#wechat_redirect\" textvalue=\"\u56e0\u679c\u63a8\u65ad\uff1a\u73b0\u4ee3\u7edf\u8ba1\u7684\u601d\u60f3\u98de\u8dc3\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u56e0\u679c\u63a8\u65ad\uff1a\u73b0\u4ee3\u7edf\u8ba1\u7684\u601d\u60f3\u98de\u8dc3<\/a><\/span><\/strong>&nbsp;<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><span style=\"outline: 0px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">4.&nbsp;<\/strong><\/span><span style=\"outline: 0px;text-decoration: underline;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247667315&amp;idx=1&amp;sn=fca3a09806e753fa83d3fd6eb8ccf9d8&amp;chksm=e89914fedfee9de82ae7107592b173d2a1c35141fab0006d3eac2dcb2dd1e74aa78a86e09a93&amp;scene=21#wechat_redirect\" textvalue=\"\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\">\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">5.&nbsp;<strong style=\"outline: 0px;letter-spacing: 0.544px;\"><span style=\"outline: 0px;color: rgb(143, 149, 158);text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247617062&amp;idx=1&amp;sn=e963acb6885ea3b26d32e91c12eae076&amp;chksm=e89650abdfe1d9bddf82c71e612a15bc4393d0a61cde39d325b01b3099247145c98b492c37b8&amp;scene=21#wechat_redirect\" data-linktype=\"2\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\">\u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/a><\/span><\/strong><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;\">6.&nbsp;<\/strong><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247667297&amp;idx=2&amp;sn=988b7314df45d949e69e81257801fff2&amp;chksm=e89914ecdfee9dfac76f9245fb1fd0e5b25d567e20790fbdab671234588ad0e88e1acf205711&amp;scene=21#wechat_redirect\" textvalue=\"\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u200d\u590d\u6742\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\"><span style=\"outline: 0px;text-decoration: underline;\"><strong style=\"outline: 0px;\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;\"><br style=\"outline: 0px;\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;\"><br style=\"outline: 0px;\"  \/><\/p>\n<\/section>\n<section style=\"margin-bottom: 0px;outline: currentcolor none 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;background-color: rgb(255, 255, 255);font-family: -apple-system-font, system-ui, &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;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;font-size: 15px;text-align: left;color: rgb(255, 255, 255);font-family: PingFangSC-light;\"><span style=\"outline: 0px;background-color: rgb(12, 130, 169);\">\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/strong><\/section>\n<p style=\"display: none;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed \u56e0\u679c\u8868\u5f81\u5b66\u4e60\u65e8\u5728\u53d1\u73b0\u9ad8\u5c42\u6b21\u7684\u6f5c\u5728\u56e0\u679c\u53d8\u91cf\u4ee5\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u3002\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u4e09\u4e2a\u7ef4\u5ea6\u5bf9\u5b83\u4eec\u8fdb\u884c\u5206\u7c7b\uff1a\u7b2c\u4e00\u4e2a\u7ef4\u5ea6\u662f\uff0c\u6211\u4eec\u6536\u96c6\u7684\u662f\u7531\u5355\u4e00\u5206\u5e03\u751f\u6210\u7684\u72ec\u7acb\u540c\u5206\u5e03\u6570\u636e\u8fd8\u662f\u65f6\u5e8f\u6570\u636e\u6216\u591a\u5206\u5e03\u6570\u636e\uff1b\u7b2c\u4e8c\u4e2a\u7ef4\u5ea6\u662f\u662f\u5426\u6709\u53c2\u6570\u5316\u5047\u8bbe\uff1b\u7b2c\u4e09\u4e2a\u7ef4\u5ea6\u662f\u89c2\u6d4b\u6570\u636e\u80cc\u540e\u662f\u5426\u6709\u6f5c\u5728\u5171\u56e0\u3002\u57282023\u5e74\u6cdb\u592a\u5e73\u6d0b\u56e0\u679c\u63a8\u65ad\u5927\u4f1a\u4e0a\uff0c\u7f8e\u56fd\u5361&#8230;<\/p>\n","protected":false},"author":0,"featured_media":46267,"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\/46296"}],"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"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=46296"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/46296\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/46267"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=46296"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=46296"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=46296"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=46296"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}