{"id":39563,"date":"2022-12-29T18:55:12","date_gmt":"2022-12-29T10:55:12","guid":{"rendered":"https:\/\/swarma.org\/?p=39563"},"modified":"2022-12-29T18:55:12","modified_gmt":"2022-12-29T10:55:12","slug":"%e4%bb%8e%e7%bb%9f%e8%ae%a1%e5%ad%a6%e5%88%b0%e5%9b%a0%e6%9e%9c%e5%ad%a6%e4%b9%a0-%e5%91%a8%e5%85%ad%e7%9b%b4%e6%92%ad%c2%b7%e5%9b%a0%e6%9e%9c%e8%a1%a8%e5%be%81%e5%ad%a6%e4%b9%a0%e8%af%bb%e4%b9%a6","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=39563","title":{"rendered":"\u4ece\u7edf\u8ba1\u5b66\u5230\u56e0\u679c\u5b66\u4e60 | \u5468\u516d\u76f4\u64ad\u00b7\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u8bfb\u4e66\u4f1a\u7b2c\u4e00\u671f"},"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 js_insertlocalimg\" data-backh=\"307\" data-backw=\"578\" data-ratio=\"0.53046875\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1280\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-450406b32906885e64fcec3086c56220.png\"  \/><\/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 style=\"padding-left: 10px;outline: 0px;display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;border-left: 3px solid rgb(33, 166, 210);border-bottom-left-radius: 0px;line-height: 0;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;transform: translate3d(-13px, 0px, 0px);visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;width: 25px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px;border-color: rgb(33, 166, 210) rgb(33, 166, 210) rgb(15, 76, 129);visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;transform: translate3d(-1px, 0px, 0px);visibility: visible;\">\n<section style=\"outline: 0px;text-align: justify;color: rgb(33, 166, 210);font-size: 16px;line-height: 1.5;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\">\u5bfc\u8bed<\/strong><\/p>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;transform: translate3d(-13px, 0px, 0px) rotateX(180deg);visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;width: 24px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px;border-color: rgb(33, 166, 210) rgb(33, 166, 210) rgb(15, 76, 129);visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 4px;padding-left: 4px;outline: 0px;clear: right;box-shadow: rgb(0, 0, 0) 0px 0px 0px;visibility: visible;min-height: 4.5em !important;\">\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;\">\n<p style=\"outline: 0px;clear: none;line-height: 2em;visibility: visible;\"><strong style=\"outline: 0px;text-indent: 0em;letter-spacing: 0.544px;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;\">\u8fd1\u65e5\uff0c\u9a6c\u514b\u65af\u00b7\u666e\u6717\u514b\u667a\u80fd\u7cfb\u7edf\u4e2d\u5fc3\u4e3b\u4efb Bernhard Sch\u00f6lkopf \u5728\u56fd\u9645\u6570\u5b66\u5bb6\u5927\u4f1a\u8fdb\u884c<\/span><\/strong><strong style=\"letter-spacing: 0.544px;outline: 0px;text-indent: 0em;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;\">\u4e86\u9898\u4e3a <em>From Statistical to Causal Learning<\/em> \u7684\u62a5\u544a\uff0c\u5efa\u7acb\u548c\u7406\u89e3\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u57fa\u672c\u7814\u7a76\u601d\u8def\uff1a\u4ece\u901a\u8fc7\u7edf\u8ba1\u5b66\u4e60\u7684\u7b26\u53f7\u65b9\u6cd5\u5230\u4f9d\u9760\u56e0\u679c\u5173\u7cfb\u6982\u5ff5\u7684\u5e72\u9884\u6a21\u578b\u300212\u670831\u65e5\uff08\u672c\u5468\u516d\uff0920:00-22:00\uff0c\u5728\u96c6\u667a\u4ff1\u4e50\u90e8\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u8bfb\u4e66\u4f1a\u7b2c\u4e00\u671f\uff0c\u5317\u4eac\u5927\u5b66\u674e\u660a\u8f69\u535a\u58eb\u5c06\u7ed3\u5408 <em>From Statistical to Causal Learning<\/em> \u548c&nbsp;<\/span><\/strong><em style=\"letter-spacing: 0.544px;\"><strong style=\"letter-spacing: 0.544px;outline: 0px;text-indent: 0em;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;\">Towards Causal Representation Learning<\/span><\/strong><\/em><strong style=\"letter-spacing: 0.544px;outline: 0px;text-indent: 0em;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;\">\uff0c\u8bb2\u89e3\u56e0\u679c\u63a8\u65ad\u548c\u673a\u5668\u5b66\u4e60\u7684\u5185\u5728\u8054\u7cfb\uff0c\u4ecb\u7ecd\u8be5\u9886\u57df\u7684\u7814\u7a76\u73b0\u72b6\u548c\u516c\u5f00\u95ee\u9898\u3002<\/span><\/strong><\/p>\n<p style=\"outline: 0px;clear: none;line-height: 2em;visibility: visible;\"><strong style=\"outline: 0px;text-indent: 0em;letter-spacing: 0.544px;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;\"><br  \/><\/span><\/strong><\/p>\n<p style=\"outline: 0px;clear: none;line-height: 2em;visibility: visible;\"><strong style=\"outline: 0px;text-indent: 0em;letter-spacing: 0.544px;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;\">\u96c6\u667a\u4ff1\u4e50\u90e8\u7ec4\u7ec7\u4ee5\u201c<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247652596&amp;idx=1&amp;sn=eccda047b41ca375470429c6a6665b0d&amp;chksm=e899ce79dfee476fa2df4a9f7036986943f33b7f9d2c2885549ac176cdbf3e29959735382c90&amp;scene=21#wechat_redirect\" textvalue=\"\u56e0\u679c\u8868\u5f81\u5b66\u4e60\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u56e0\u679c\u8868\u5f81\u5b66\u4e60<\/a>\u201d\u4e3a\u4e3b\u9898\u3001\u4e3a\u671f\u5341\u5468\u7684\u8bfb\u4e66\u4f1a\uff0c\u805a\u7126\u56e0\u679c\u79d1\u5b66\u76f8\u5173\u95ee\u9898\uff0c\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\u3002\u6b22\u8fce\u4ece\u4e8b\u56e0\u679c\u79d1\u5b66\u3001\u4eba\u5de5\u667a\u80fd\u4e0e\u590d\u6742\u7cfb\u7edf\u7b49\u76f8\u5173\u7814\u7a76\u9886\u57df\uff0c\u6216\u5bf9\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u7684\u7406\u8bba\u4e0e\u5e94\u7528\u611f\u5174\u8da3\u7684\u5404\u754c\u670b\u53cb\u62a5\u540d\u53c2\u4e0e\u3002<\/span><\/strong><\/p>\n<\/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;box-sizing: border-box;vertical-align: middle;display: initial;visibility: visible !important;width: 677px !important;\" src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-6f9f672988af7db277f019eec3e6e952.png\"  \/><\/section>\n<\/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;\"><img class=\"rich_pages wxw-img\" data-height=\"1030\" data-ratio=\"1.501457725947522\"  data-type=\"png\" data-w=\"686\" data-width=\"686\" src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-540198aca9b01aaa61adaf3e9839c02d.png\"  \/><\/section>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/h3>\n<p><br  \/><\/p>\n<h3 style=\"margin-bottom: 0em;outline: 0px;color: rgb(34, 34, 34);letter-spacing: 0.544px;white-space: normal;font-family: mp-quote, -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);visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;visibility: visible;\">\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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\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 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;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;visibility: visible;\"><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);visibility: visible;\">\u5206\u4eab\u5185\u5bb9\u7b80\u4ecb<\/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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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);line-height: 1.75em;visibility: visible;\"><span style=\"outline: 0px;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;visibility: visible;\">&nbsp;<\/span><span style=\"color: rgb(63, 63, 63);font-size: 15px;letter-spacing: 0.544px;\"><\/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);\">\u8fd1\u65e5\uff0c\u9a6c\u514b\u65af\u00b7\u666e\u6717\u514b\u667a\u80fd\u7cfb\u7edf\u4e2d\u5fc3\u4e3b\u4efb Bernhard Sch\u00f6lkopf \u5728\u56fd\u9645\u6570\u5b66\u5bb6\u5927\u4f1a\uff08International Congress of Mathematicians\uff0cICM\uff09\u8fdb\u884c\u4e8645\u5206\u949f\u9898\u4e3a\u300aFrom Statistical to Causal Learning\u300b\u7684\u62a5\u544a\uff0c\u5efa\u7acb\u548c\u7406\u89e3\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u57fa\u672c\u7814\u7a76\u601d\u8def\uff1a\u4ece\u901a\u8fc7\u7edf\u8ba1\u5b66\u4e60\u7684\u7b26\u53f7\u65b9\u6cd5\u5230\u4f9d\u9760\u56e0\u679c\u5173\u7cfb\u6982\u5ff5\u7684\u5e72\u9884\u6a21\u578b\u3002\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e9b\u96be\u9898\u4e0e\u56e0\u679c\u5173\u7cfb\u6709\u5185\u5728\u8054\u7cfb\uff0c\u5176\u8fdb\u5c55\u53ef\u80fd\u9700\u8981\u6211\u4eec\u5728\u7406\u89e3\u5982\u4f55\u4ece\u6570\u636e\u4e2d\u5efa\u6a21\u548c\u63a8\u65ad\u56e0\u679c\u5173\u7cfb\u65b9\u9762\u53d6\u5f97\u8fdb\u5c55\u3002\u5728\u672c\u6b21\u62a5\u544a\u4e2d\uff0c\u5317\u4eac\u5927\u5b66\u674e\u660a\u8f69\u535a\u58eb\u5c06\u7ed3\u5408\u300aFrom Statistical to Causal Learning\u300b\u548c\u300aTowards Causal Representation Learning\u300b\u8bb2\u89e3\u56e0\u679c\u63a8\u65ad\u548c\u673a\u5668\u5b66\u4e60\u7684\u5185\u5728\u8054\u7cfb\uff0c\u5e76\u4ecb\u7ecd\u8be5\u9886\u57df\u7684\u7814\u7a76\u73b0\u72b6\u548c\u516c\u5f00\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;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h3 style=\"margin-bottom: 0em;outline: 0px;color: rgb(34, 34, 34);letter-spacing: 0.544px;white-space: normal;font-family: mp-quote, -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);visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;visibility: visible;\">\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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\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 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;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;visibility: visible;\"><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);visibility: visible;\">\u5206\u4eab\u5185\u5bb9\u5927\u7eb2<\/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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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);line-height: 1.75em;visibility: visible;\"><span style=\"outline: 0px;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;visibility: visible;\">&nbsp;<\/span><\/section>\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: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5f15\u8a00 Preliminaries<\/span><\/p>\n<\/li>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: square;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7edf\u8ba1\u5b66\u4e60\u7406\u8bba Statistical Learning Theory<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4ece\u7edf\u8ba1\u5b66\u5230\u56e0\u679c\u6a21\u578b From Statistical to Causal Models<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u5efa\u6a21\u6846\u67b6 Causal Modeling Frameworks<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u72ec\u7acb\u56e0\u679c\u673a\u5236 Independent Causal Mechanisms<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u5efa\u6a21\u5c42\u7ea7 Levels of Causal Modeling<\/span><\/p>\n<\/li>\n<\/ul>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u53d1\u73b0 Causal Discovery<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5bf9\u673a\u5668\u5b66\u4e60\u7684\u610f\u4e49 Implications for Machine Learning<\/span><\/p>\n<\/li>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: square;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u534a\u76d1\u7763\u5b66\u4e60 Semi-Supervised Learning<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e0d\u53d8\u6027\u548c\u9c81\u68d2\u6027 Invariance and Robustness<\/span><\/p>\n<\/li>\n<\/ul>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u63a8\u65ad Causal Reasoning<\/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;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7814\u7a76\u73b0\u72b6\u548c\u516c\u5f00\u95ee\u9898 Current Research and Open Problems<\/span><\/section>\n<\/li>\n<\/ul>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/h3>\n<section style=\"margin-bottom: 0px;\"><br  \/><\/section>\n<h3 style=\"margin-bottom: 0em;outline: 0px;color: rgb(34, 34, 34);letter-spacing: 0.544px;white-space: normal;font-family: mp-quote, -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);visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;visibility: visible;\">\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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\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 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;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;visibility: visible;\"><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);visibility: visible;\">\u4e3b\u8981\u6d89\u53ca\u5230\u7684\u77e5\u8bc6\u6982\u5ff5<\/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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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);line-height: 1.75em;visibility: visible;\"><span style=\"outline: 0px;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;visibility: visible;\">&nbsp;<\/span><\/section>\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: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u63a8\u65ad Causal Inference<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u53d1\u73b0 Causal Discovery<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u8868\u5f81\u5b66\u4e60 Causal Representation Learning<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u72ec\u7acb\u56e0\u679c\u673a\u5236 Independent Causal Mechanisms<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u534a\u76d1\u7763\u5b66\u4e60 Semi-Supervised Learning<\/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;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e0d\u53d8\u6027\u548c\u9c81\u68d2\u6027 Invariance and Robustness<\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h3 style=\"margin-bottom: 0em;outline: 0px;color: rgb(34, 34, 34);letter-spacing: 0.544px;white-space: normal;font-family: mp-quote, -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);visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;visibility: visible;\">\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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\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 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;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;visibility: visible;\"><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);visibility: visible;\">\u4e3b\u8bb2\u4eba\u4ecb\u7ecd<\/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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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);line-height: 1.75em;visibility: visible;\"><span style=\"outline: 0px;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;visibility: visible;\">&nbsp;<\/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=\"400\" data-ratio=\"1\"  data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"width: 197px;height: 197px;\" src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-2770705485266197ec117512c0c38883.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);\">\u674e\u660a\u8f69<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u5317\u4eac\u5927\u5b66\u5927\u6570\u636e\u79d1\u5b66\u7814\u7a76\u4e2d\u5fc3\uff0c\u6570\u636e\u79d1\u5b66 (\u7edf\u8ba1\u5b66) \u65b9\u5411\u535a\u58eb\u7814\u7a76\u751f\u3002\u7814\u7a76\u5174\u8da3\u4e3a\u56e0\u679c\u63a8\u65ad\u4e0e\u673a\u5668\u5b66\u4e60\uff0c\u63a8\u8350\u7cfb\u7edf\u53bb\u504f\u4e0e\u516c\u5e73\u6027\uff0c\u5f3a\u5316\u5b66\u4e60\u79bb\u8f68\u7b56\u7565\u7684\u8bc4\u4f30\u548c\u5b66\u4e60\uff0c\u5206\u5e03\u5916\u6cdb\u5316\u548c\u6570\u636e\u878d\u5408\u95ee\u9898\u7b49\u3002\u83b7\u5317\u4eac\u5927\u5b66\u535a\u58eb\u7814\u7a76\u751f\u6821\u957f\u5956\u5b66\u91d1\uff0c\u5df2\u5728 ICLR\u3001KDD\u3001WWW\u3001AAAI\u3001IJCAI \u7b49\u591a\u4e2a\u9876\u5c16\u4f1a\u8bae\u53d1\u8868\u6587\u7ae0\uff0c\u73b0\u4e3aNeurIPS\u3001AAAI\u3001WWW \u7b49Program Committee members (PC)\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<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/h3>\n<h3 style=\"margin-bottom: 0em;outline: 0px;color: rgb(34, 34, 34);letter-spacing: 0.544px;white-space: normal;font-family: mp-quote, -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);visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;visibility: visible;\">\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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\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 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;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;visibility: visible;\"><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);visibility: visible;\">\u4e3b\u8981\u6d89\u53ca\u5230\u7684\u53c2\u8003\u6587\u732e<\/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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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);line-height: 1.75em;visibility: visible;\"><span style=\"outline: 0px;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;visibility: visible;\">&nbsp;<\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">[1] &nbsp;B. Sch\u00f6lkopf and J. von K\u00fcgelgen, \u2018From Statistical to Causal Learning\u2019. arXiv, Apr. 01, 2022. doi: 10.48550\/arXiv.2204.00607.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u7bc7\u6587\u7ae0\u5efa\u7acb\u548c\u7406\u89e3\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u57fa\u672c\u7814\u7a76\u601d\u8def\uff1a\u4ece\u901a\u8fc7\u7edf\u8ba1\u5b66\u4e60\u7684\u7b26\u53f7\u65b9\u6cd5\u5230\u4f9d\u9760\u56e0\u679c\u5173\u7cfb\u6982\u5ff5\u7684\u5e72\u9884\u6a21\u578b\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">[2] &nbsp;B. Sch\u00f6lkopf et al., \u2018Towards Causal Representation Learning\u2019. arXiv, Feb. 22, 2021. doi: 10.48550\/arXiv.2102.11107.<\/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);\">\u8fd9\u7bc7\u6587\u7ae0\u662f\u7b2c\u4e00\u7bc7\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u7684\u7814\u7a76\u7efc\u8ff0\uff0c\u5f88\u597d\u5730\u9610\u91ca\u4e86\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u7684\u57fa\u672c\u95ee\u9898\u3001\u57fa\u7840\u5047\u8bbe\u3001\u6280\u672f\u6846\u67b6\u3001\u548c\u672a\u6765\u53ef\u80fd\u7684\u7814\u7a76\u65b9\u5411\u3002<\/span><\/section>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/h3>\n<p><br  \/><\/p>\n<h3 style=\"margin-bottom: 0em;outline: 0px;color: rgb(34, 34, 34);letter-spacing: 0.544px;white-space: normal;font-family: mp-quote, -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);visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;visibility: visible;\">\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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\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 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;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;visibility: visible;\"><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);visibility: visible;\">\u672c\u6b21\u5206\u4eab\u4e0e\u8bfb\u4e66\u4f1a\u4e3b\u9898\u4e4b\u95f4\u7684\u5173\u7cfb<\/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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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);line-height: 1.75em;visibility: visible;\"><span style=\"outline: 0px;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;visibility: visible;\">&nbsp;<\/span><\/section>\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: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e0e\u8bfb\u4e66\u4f1a\u4e4b\u95f4\u7684\u5173\u7cfb\uff1a\u672c\u6b21\u4e3b\u8bb2\u5185\u5bb9\u4e0e\u56e0\u679c\u79d1\u5b66\u4e3b\u9898\u5bc6\u5207\u76f8\u5173\uff0c\u5c06\u7efc\u8ff0\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u7684\u57fa\u672c\u7406\u8bba\uff0c\u8bb2\u89e3\u56e0\u679c\u63a8\u65ad\u548c\u673a\u5668\u5b66\u4e60\u7684\u5185\u5728\u8054\u7cfb\uff0c\u4ecb\u7ecd\u5176\u5bf9\u673a\u5668\u5b66\u4e60\u9886\u57df\uff08\u5982\u534a\u76d1\u7763\u5b66\u4e60\u3001\u4e0d\u53d8\u6027\u548c\u9c81\u68d2\u6027\u7b49\uff09\u7684\u91cd\u8981\u610f\u4e49\uff0c\u5e76\u603b\u7ed3\u8be5\u9886\u57df\u7684\u7814\u7a76\u73b0\u72b6\u548c\u516c\u5f00\u95ee\u9898\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);\">\u4e0e\u590d\u6742\u7cfb\u7edf\u4e4b\u95f4\u7684\u5173\u7cfb\uff1a\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u662f\u8fde\u63a5\u56e0\u679c\u79d1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u4e0e\u590d\u6742\u7cfb\u7edf\u7684\u6865\u6881\uff0c\u4f5c\u4e3a\u56e0\u679c\u79d1\u5b66\u7684\u524d\u6cbf\u65b9\u6cd5\uff0c\u4e0e\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u6d8c\u73b0\u5173\u7cfb\u5bc6\u5207\uff1a\u6d8c\u73b0\u662f\u4ece\u5fae\u89c2\u5230\u5b8f\u89c2\u7684\u4ea7\u751f\u8fc7\u7a0b\uff0c \u8fd9\u4e0e\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u6070\u597d\u5bf9\u5e94\u3002\u56e0\u679c\u8868\u5f81\u8868\u5f81\u5b66\u4e60\u4e5f\u662f\u4e00\u4e2a\u4ece\u5fae\u89c2\u5230\u5b8f\u89c2\u7684\u5b66\u4e60\u8fc7\u7a0b\uff0c\u5b83\u4ece\u4e00\u4e9b\u5fae\u89c2\u7684\u4fe1\u606f (\u6bd4\u5982\u56fe\u50cf\u6216\u8005\u97f3\u9891) 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13px;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;visibility: visible;\">\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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\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 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;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;visibility: visible;\"><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);visibility: visible;\">\u76f4\u64ad\u4fe1\u606f<\/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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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);line-height: 1.75em;visibility: visible;\"><span style=\"outline: 0px;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;visibility: visible;\">&nbsp;<\/span><\/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);\">\u65f6\u95f4\uff1a<\/span><\/strong><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);\">2022\u5e7412\u670831\u65e5\uff08\u672c\u5468\u516d\uff09\u665a\u4e0a20:00-22:00<\/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;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53c2\u4e0e\u65b9\u5f0f\uff1a<\/span><\/strong><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;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"400\" data-ratio=\"1\"  data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"width: 138px;height: 138px;\" src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-9b2d3cd8d8a1ea059fe51293154da609.png\"  \/><\/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);\">\u626b\u7801\u53c2\u4e0e\u56e0\u679c\u79d1\u5b66\u7b2c\u56db\u5b63\u8bfb\u4e66\u4f1a\uff0c\u52a0\u5165\u7fa4\u804a\uff0c\u83b7\u53d6\u7cfb\u5217\u8bfb\u4e66\u4f1a\u56de\u770b\u6743\u9650\uff0c\u6210\u4e3a\u56e0\u679c\u79d1\u5b66\u793e\u533a\u7684\u79cd\u5b50\u7528\u6237\uff0c\u4e0e\u793e\u533a\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\u4e0e\u4f01\u4e1a\u5b9e\u8df5\u8005\u6c9f\u901a\u4ea4\u6d41\uff0c\u5171\u540c\u63a8\u52a8\u56e0\u679c\u79d1\u5b66\u793e\u533a\u7684\u53d1\u5c55\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<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;\"><br  \/><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/span><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\" style=\"margin-bottom: 0px;outline: 0px;color: rgb(34, 34, 34);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);visibility: visible;\">\n<section style=\"margin-top: 10px;margin-right: 8px;margin-left: 8px;outline: 0px;text-align: center;justify-content: center;line-height: 1.75em;visibility: visible;\">\n<section mpa-from-tpl=\"t\" 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;visibility: visible;\">\n<section powered-by=\"xiumi.us\" mpa-from-tpl=\"t\" style=\"margin-bottom: -15px;outline: 0px;visibility: visible;\">\n<section mpa-from-tpl=\"t\" style=\"padding-right: 10px;padding-left: 10px;outline: 0px;color: rgb(12, 130, 169);line-height: 2;letter-spacing: 3px;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><span style=\"outline: 0px;font-size: 16px;visibility: visible;\"><strong mpa-from-tpl=\"t\" style=\"outline: 0px;visibility: visible;\">\u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a\u7b2c\u56db\u5b63\u542f\u52a8<\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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);min-height: 1em;line-height: 1.75em;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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);line-height: 1.75em;visibility: visible;\"><span style=\"outline: 0px;color: rgb(136, 136, 136);font-size: 15px;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;visibility: visible;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;letter-spacing: 0.544px;text-decoration: none solid rgb(136, 136, 136);\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247652596&amp;idx=1&amp;sn=eccda047b41ca375470429c6a6665b0d&amp;chksm=e899ce79dfee476fa2df4a9f7036986943f33b7f9d2c2885549ac176cdbf3e29959735382c90&amp;scene=21#wechat_redirect\" textvalue=\"\u8fde\u63a5\u56e0\u679c\u79d1\u5b66\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u6865\u6881\uff1a\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u8bfb\u4e66\u4f1a\u542f\u52a8\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a\u7b2c\u56db\u5b63<\/a><\/span><\/span><span style=\"outline: 0px;color: rgb(136, 136, 136);font-size: 15px;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;visibility: visible;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;letter-spacing: 0.544px;text-decoration: none solid rgb(136, 136, 136);\">\u4e3b\u8981\u56f4\u7ed5\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u5f15\u8bba\u3001\u7406\u8bba\u57fa\u7840\u3001\u6280\u672f\u6846\u67b6\uff0c\u4ee5\u53ca\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\u548c\u5728\u5de5\u4e1a\u754c\u4e2d\u7684\u5177\u4f53\u7684\u5e94\u7528\u8fdb\u884c\u6df1\u5ea6\u63a2\u8ba8\uff0c\u7cfb\u7edf\u68b3\u7406\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u9886\u57df\u5e76\u4fc3\u8fdb\u76f8\u5173\u7684\u7814\u7a76\u3002\u81ea2022\u5e7412\u670831\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u516d\u665a\u4e0a20:00-22:00\u4e3e\u529e\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba1 10 \u5468\u3002\u6b22\u8fce\u5bf9\u672c\u8bdd\u9898\u611f\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u52a0\uff01\uff08\u9644\u7b2c\u56db\u5b63\u8d44\u6e90\u5217\u8868\uff09<\/span><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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;text-indent: 0em;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;visibility: visible;\"><span style=\"outline: 0px;color: rgb(136, 136, 136);font-size: 15px;letter-spacing: normal;text-decoration-style: solid;text-decoration-color: rgb(136, 136, 136);visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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;text-indent: 0em;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;line-height: 1.75em;visibility: visible;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247652596&amp;idx=1&amp;sn=eccda047b41ca375470429c6a6665b0d&amp;chksm=e899ce79dfee476fa2df4a9f7036986943f33b7f9d2c2885549ac176cdbf3e29959735382c90&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\" hasload=\"1\" style=\"outline: 0px;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;visibility: visible;\" rel=\"noopener noreferrer\"><span style=\"outline: 0px;color: rgb(136, 136, 136);font-size: 15px;letter-spacing: normal;text-decoration-style: solid;text-decoration-color: rgb(136, 136, 136);visibility: visible;\"><span class=\"js_jump_icon h5_image_link\" data-positionback=\"static\" style=\"outline: 0px;line-height: 0;vertical-align: bottom;user-select: none;inset: auto;visibility: visible;\"><img class=\"rich_pages wxw-img\" data-backh=\"240\" data-backw=\"520\" data-ratio=\"0.46153846153846156\"  data-w=\"520\" style=\"outline: 0px;border-width: 0px;border-style: initial;border-color: initial;width: 100%;display: initial;box-sizing: border-box !important;visibility: visible !important;height: auto;\" src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-bbfde385e864915daead6a64d7e9d28c.png\"  \/><\/span><\/span><\/a><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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;text-indent: 0em;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.6em;visibility: visible;\"><span style=\"outline: 0px;color: rgb(136, 136, 136);font-size: 15px;letter-spacing: normal;text-decoration-style: solid;text-decoration-color: rgb(136, 136, 136);visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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;text-indent: 0em;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.6em;visibility: visible;\"><span style=\"outline: 0px;color: rgb(136, 136, 136);font-size: 15px;letter-spacing: normal;text-decoration-style: solid;text-decoration-color: rgb(136, 136, 136);visibility: visible;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-family: -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;visibility: visible;\">\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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;text-indent: 0em;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.6em;visibility: visible;\"><span style=\"outline: 0px;font-family: -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;color: rgb(136, 136, 136);font-size: 15px;letter-spacing: normal;text-decoration: underline;visibility: visible;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247652596&amp;idx=1&amp;sn=eccda047b41ca375470429c6a6665b0d&amp;chksm=e899ce79dfee476fa2df4a9f7036986943f33b7f9d2c2885549ac176cdbf3e29959735382c90&amp;scene=21#wechat_redirect\" textvalue=\"\u8fde\u63a5\u56e0\u679c\u79d1\u5b66\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u6865\u6881\uff1a\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u8bfb\u4e66\u4f1a\u542f\u52a8\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;visibility: visible;\" rel=\"noopener noreferrer\">\u8fde\u63a5\u56e0\u679c\u79d1\u5b66\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u6865\u6881\uff1a\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><span style=\"outline: 0px;text-decoration-style: solid;text-decoration-color: rgb(136, 136, 136);color: rgb(63, 63, 63);font-family: -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;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);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;text-indent: 0em;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.6em;visibility: visible;\"><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 style=\"line-height: 1.75em;margin-left: 0px;margin-right: 0px;margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;white-space: normal;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<strong style=\"outline: 0px;letter-spacing: 0.544px;\"><\/strong><\/span><\/strong><\/span><\/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 \u8fd1\u65e5\uff0c\u9a6c\u514b\u65af\u00b7\u666e\u6717\u514b\u667a\u80fd\u7cfb\u7edf\u4e2d\u5fc3\u4e3b\u4efb Bernhard Sch\u00f6lkopf \u5728\u56fd\u9645\u6570\u5b66\u5bb6\u5927\u4f1a\u8fdb\u884c\u4e86\u9898\u4e3a From Statistical to Causal Learning \u7684\u62a5\u544a\uff0c\u5efa\u7acb\u548c\u7406\u89e3\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u57fa\u672c\u7814\u7a76\u601d\u8def\uff1a\u4ece\u901a\u8fc7\u7edf\u8ba1\u5b66\u4e60\u7684\u7b26\u53f7\u65b9\u6cd5\u5230\u4f9d\u9760\u56e0\u679c\u5173\u7cfb\u6982\u5ff5\u7684\u5e72\u9884\u6a21\u578b\u300212\u670831\u65e5\uff08\u672c\u5468&#8230;<\/p>\n","protected":false},"author":1,"featured_media":39550,"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\/39563"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39563"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/39563\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/39550"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39563"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39563"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39563"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=39563"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}