{"id":39263,"date":"2022-12-18T15:36:07","date_gmt":"2022-12-18T07:36:07","guid":{"rendered":"https:\/\/swarma.org\/?p=39263"},"modified":"2022-12-18T15:36:07","modified_gmt":"2022-12-18T07:36:07","slug":"%e8%bf%9e%e6%8e%a5%e5%9b%a0%e6%9e%9c%e7%a7%91%e5%ad%a6%e4%b8%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e6%a1%a5%e6%a2%81%ef%bc%9a%e5%9b%a0%e6%9e%9c%e8%a1%a8%e5%be%81%e5%ad%a6%e4%b9%a0%e8%af%bb","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=39263","title":{"rendered":"\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"},"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 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8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/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);\"><br  \/><\/span><\/p>\n<h3 style=\"margin-bottom: 0em;outline: 0px;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;\">\u8bfb\u4e66\u4f1a\u80cc\u666f<\/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;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><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;\">&nbsp;<\/span><\/section>\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);\">\u8fd1\u5341\u5e74\u6df1\u5ea6\u5b66\u4e60\u8fc5\u731b\u53d1\u5c55\uff0c\u4f46\u662f\u4ecd\u6709\u8bb8\u591a\u95ee\u9898\u4e9f\u5f85\u89e3\u51b3\uff0c\u4f8b\u5982\u5c06\u77e5\u8bc6\u8fc1\u79fb\u5230\u65b0\u95ee\u9898\u4e0a\u7684\u80fd\u529b\u3002\u8bb8\u591a\u5173\u952e\u95ee\u9898\u90fd\u53ef\u4ee5\u5f52\u7ed3\u4e3aOOD(out-of-distribution)\u95ee\u9898\u3002\u56e0\u4e3a\u7edf\u8ba1\u5b66\u4e60\u6a21\u578b\u9700\u8981\u72ec\u7acb\u540c\u5206\u5e03(i.i.d.)\u5047\u8bbe\uff0c\u82e5\u6d4b\u8bd5\u6570\u636e\u4e0e\u8bad\u7ec3\u6570\u636e\u6765\u81ea\u4e0d\u540c\u7684\u5206\u5e03\uff0c\u7edf\u8ba1\u5b66\u4e60\u6a21\u578b\u5f80\u5f80\u4f1a\u51fa\u9519\u3002\u7136\u800c\u5728\u5f88\u591a\u60c5\u51b5\u4e0b\uff0ci.i.d.\u7684\u5047\u8bbe\u662f\u4e0d\u6210\u7acb\u7684\u3002<\/span><\/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);\"><br  \/><\/span><\/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);\">\u8868\u5f81\u5b66\u4e60(Representation Learning)\u662f\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u91cd\u8981\u95ee\u9898\uff0c\u826f\u597d\u7684\u8868\u5f81\u662f\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u6210\u529f\u7684\u91cd\u8981\u6761\u4ef6\uff1b\u6b63\u56e0\u5982\u6b64\uff0c\u8fd1\u5341\u5e74\u6765\u6df1\u5ea6\u5b66\u4e60\u501f\u52a9\u795e\u7ecf\u7f51\u7edc\u5f3a\u5927\u7684\u8868\u8fbe\u80fd\u529b\u3001\u6d77\u91cf\u7684\u6570\u636e\u4ee5\u53ca\u5f3a\u5927\u7684\u7b97\u529b\uff0c\u81ea\u52a8\u5730\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u8868\u5f81\uff0c\u53d6\u4ee3\u4e86\u4f20\u7edf\u7684\u4eba\u5de5\u5236\u4f5c\u7684\u7279\u5f81\uff0c\u53d6\u5f97\u4e86\u77a9\u76ee\u7684\u6210\u5c31\u3002<\/span><\/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);\"><br  \/><\/span><\/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);\">\u56e0\u679c\u63a8\u65ad\u6240\u7814\u7a76\u7684\u6b63\u662f\u8fd9\u6837\u7684\u60c5\u5f62\uff1a\u5982\u4f55\u5b66\u4e60\u4e00\u4e2a\u53ef\u4ee5\u5728\u4e0d\u540c\u5206\u5e03\u4e0b\u5de5\u4f5c\u3001\u8574\u542b\u56e0\u679c\u673a\u5236\u7684\u56e0\u679c\u6a21\u578b (Causal Model)\uff0c\u5e76\u4f7f\u7528\u56e0\u679c\u6a21\u578b\u8fdb\u884c\u5e72\u9884\u6216\u53cd\u4e8b\u5b9e\u63a8\u65ad\u3002\u7136\u800c\u73b0\u5b9e\u6ca1\u6709\u8fd9\u4e48\u5bb9\u6613\u3002\u56e0\u679c\u6a21\u578b\u5f80\u5f80\u5904\u7406\u7684\u662f\u7ed3\u6784\u5316\u7684\u6570\u636e\uff0c\u5e76\u4e0d\u80fd\u5904\u7406\u673a\u5668\u5b66\u4e60\u4e2d\u5e38\u89c1\u7684\u9ad8\u7ef4\u7684\u4f4e\u5c42\u6b21\u7684\u539f\u59cb\u6570\u636e\uff0c\u4f8b\u5982\u56fe\u50cf\u3002<\/span><\/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);\"><br  \/><\/span><\/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);\">\u81ea\u7136\u5730\uff0c\u662f\u5426\u4f1a\u6709\u4e00\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5c06\u56fe\u50cf\u8fd9\u6837\u7684\u539f\u59cb\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u7528\u4e8e\u56e0\u679c\u6a21\u578b\u7684\u7ed3\u6784\u5316\u53d8\u91cf\uff0c\u4ece\u800c\u80fd\u5c06\u56e0\u679c\u63a8\u65ad\u548c\u6df1\u5ea6\u5b66\u4e60\u7684\u4f18\u52bf\u66f4\u597d\u7684\u7ed3\u5408\u8d77\u6765\uff1f<\/span><\/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);\"><br  \/><\/span><\/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);\">\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u5e94\u8fd0\u800c\u751f\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u65b0\u5174\u4e14\u524d\u6cbf\u7684\u7814\u7a76\u65b9\u5411\uff0c\u4e5f\u662f\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u672c\u95ee\u9898\u4e4b\u4e00\uff0c\u5b83\u5728\u89e3\u51b3\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u4e2d\u4e24\u4e2a\u957f\u671f\u672a\u89e3\u51b3\u7684\u95ee\u9898\uff1a\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u6cdb\u5316\u6027\u65b9\u9762\u8d77\u7740\u5173\u952e\u4f5c\u7528\u3002<\/span><\/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);\"><br  \/><\/span><\/p>\n<p 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);\">\u4f46\u540c\u65f6\u4e5f\u9762\u4e34\u7740\u5f88\u5927\u7684\u6311\u6218\uff0c\u5982\u4f55\u80fd\u66f4\u597d\u7684\u5c06\u56e0\u679c\u5173\u7cfb\u548c\u673a\u5668\u5b66\u4e60\u7ed3\u5408\uff0c\u5c06\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u66f4\u597d\u7684\u5e94\u7528\u4e8e\u5b9e\u9645\u7684\u590d\u6742\u7cfb\u7edf\u4e2d\uff0c\u4e3a\u5177\u4f53\u7684\u51b3\u7b56\u63d0\u4f9b\u79d1\u5b66\u4f9d\u636e\uff0c\u6784\u5efa\u4e0b\u4e00\u4ee3\u66f4\u901a\u7528\u7684AI\uff0c\u662f\u672c\u6b21\u8bfb\u4e66\u4f1a\u4e2d\u5e0c\u671b\u53bb\u63a2\u8ba8\u7684\u91cd\u8981\u95ee\u9898\u3002<\/span><\/strong><\/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);\"><br  \/><\/span><\/p>\n<p 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=\"611\" data-ratio=\"0.5972629521016618\" data-type=\"jpeg\" data-w=\"1023\" data-width=\"1023\" style=\"height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-ae2c00685718a52b0c7c4a11332452ba.jpeg\"  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe\u7247\u6765\u6e90@The DIKW Pyramid (Data, Information, Knowledge, Wisdom)<\/span><\/p>\n<section style=\"margin-bottom: 0px;\"><br  \/><\/section>\n<section style=\"margin-bottom: 0px;\"><br  \/><\/section>\n<h3 style=\"margin-bottom: 0em;outline: 0px;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;\">\u8bfb\u4e66\u4f1a\u6982\u89c8<\/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;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><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;\">&nbsp;<\/span><\/section>\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);\">\u672c\u6b21\u8bfb\u4e66\u4f1a\u56f4\u7ed5\u66f4\u597d\u7684\u68b3\u7406\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u7684\u76f8\u5173\u95ee\u9898\u51fa\u53d1\uff0c\u4ece\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u7684\u7406\u8bba\u57fa\u7840\u3001\u6280\u672f\u6846\u67b6\uff0c\u5230\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u6700\u65b0\u7684\u524d\u6cbf\u5e94\u7528\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u56e0\u679c\u751f\u6210\u6a21\u578b\u3001\u56e0\u679c\u53ef\u89e3\u91ca\u6027\u3001\u56e0\u679c\u516c\u5e73\u6027\u7b49\u95ee\u9898\uff0c\u4ee5\u53ca\u56e0\u679c\u5728\u5de5\u4e1a\u754c\u4e2d\u7684\u5177\u4f53\u7684\u843d\u5730\u4e2d\u53bb\u6df1\u5ea6\u63a2\u8ba8\uff0c\u66f4\u597d\u7684\u68b3\u7406\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u8fd9\u4e2a\u9886\u57df\u5e76\u4fc3\u8fdb\u76f8\u5173\u7684\u7814\u7a76\u3002<\/span><\/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);\"><br  \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-height=\"1390\" data-ratio=\"0.6915422885572139\" data-type=\"png\" data-w=\"2010\" data-width=\"2010\" style=\"height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-9568fe33286532772d9d2e770e079780.png\"  \/><\/p>\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;\"><br  \/><\/p>\n<h3 style=\"margin-bottom: 0em;outline: 0px;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;\">\u53d1\u8d77\u4eba\u56e2\u961f\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;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><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;\">&nbsp;<\/span><\/section>\n<p 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: 160px;height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-647e8120d0564eac57c9bdc237dcbbda.png\"  \/><\/p>\n<p 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><\/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);\"><br  \/><\/span><\/p>\n<p 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=\"730\" data-ratio=\"1.5598290598290598\" data-type=\"png\" data-w=\"468\" data-width=\"468\" style=\"width: 124px;height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-07cdf33edfed650afa2512d9cbd44ac4.png\"  \/><\/p>\n<p 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);\">\u9646\u8d85\u8d85<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u5251\u6865\u5927\u5b66\u673a\u5668\u5b66\u4e60\u7ec4\u535a\u58eb\u3002\u4ed6\u7684\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u662f\u673a\u5668\u5b66\u4e60\uff0c\u7279\u522b\u662f\u6d89\u53ca\u5230\u5982\u4f55\u7ed3\u5408\u56e0\u679c\u63a8\u7406\u3001\u8d1d\u53f6\u65af\u63a8\u7406\u3001\u5f3a\u5316\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u5404\u81ea\u7684\u4f18\u52bf\uff0c\u5e76\u5c06\u5b83\u4eec\u5e94\u7528\u5728\u73b0\u5b9e\u9886\u57df\u4e2d\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\uff0c\u5982\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u533b\u7597\u7b49\u9886\u57df\u3002<\/span><\/p>\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;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"700\" data-ratio=\"1\" data-type=\"jpeg\" data-w=\"700\" data-width=\"700\" style=\"width: 138px;height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-aef170a0c51beb87b535d7efaca66e8a.jpeg\"  \/><\/p>\n<p 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\u5949\u6cbb<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u535a\u58eb\u751f\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u5e76\u884c\u4e0e\u5206\u5e03\u5f0f\u8ba1\u7b97\uff0c\u4ee5\u53ca\u56e0\u679c\u79d1\u5b66\u5728\u4ee3\u7801\u77e5\u8bc6\u6784\u5efa\u548c\u7b97\u529b\u7cfb\u7edf\u8c03\u63a7\u4e2d\u7684\u5e94\u7528\u3002<\/span><\/p>\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;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"640\" data-ratio=\"1.3333333333333333\" data-type=\"jpeg\" data-w=\"480\" data-width=\"480\" style=\"width: 134px;height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-367527e593944e810915d0d2c2e0c204.jpeg\"  \/><\/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);\"><strong style=\"white-space: normal;\"><span style=\"color: rgb(63, 63, 63);\">\u9f9a\u9e64\u626c<\/span><\/strong>\uff0c\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u7edf\u8ba1\u5b66\u535a\u58eb\uff0c\u7814\u7a76\u65b9\u5411\u662f\u56e0\u679c\u63a8\u65ad\u3002\u76ee\u524d\u5c31\u804c\u4e8e\u5feb\u624b\uff0c\u7814\u7a76\u63a8\u8350\u7cfb\u7edf\u4e2d\u56e0\u679c\u63a8\u65ad\u7684\u5e94\u7528\u5b9e\u8df5\uff0c\u4e13\u6ce8\u5c06\u56e0\u679c\u6280\u672f\u843d\u5730\u4e2a\u6027\u5316\u6fc0\u52b1\u573a\u666f\u3002<\/span><\/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);\"><br  \/><\/span><\/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);\"><br  \/><\/span><\/p>\n<h3 style=\"margin-bottom: 0em;outline: 0px;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;\">\u62a5\u540d\u53c2\u4e0e\u8bfb\u4e66\u4f1a<\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 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SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">&nbsp;<\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"color: rgb(33, 166, 210);font-size: 15px;\">\u672c\u8bfb\u4e66\u4f1a\u9002\u5408\u53c2\u4e0e\u7684\u5bf9\u8c61<\/span><\/strong><\/span><\/h4>\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<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u57fa\u4e8e\u56e0\u679c\u79d1\u5b66\u4e0e\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u5b66\u79d1\u7814\u7a76\uff0c\u5bf9CausalAI\uff0c\u7279\u522b\u662fCausalAI\u7814\u7a76\u4e2d\u7684\u6a21\u578b\u3001\u65b9\u6cd5\u6709\u6d53\u539a\u5174\u8da3\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\uff1b<\/span><\/section>\n<\/li>\n<\/ul>\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<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u80fd\u57fa\u4e8e\u8bfb\u4e66\u4f1a\u6240\u5217\u4e3b\u9898\u548c\u6587\u732e\u8fdb\u884c\u6df1\u5165\u63a2\u8ba8\uff0c\u53ef\u63d0\u4f9b\u9002\u5408\u7684\u6587\u732e\u548c\u4e3b\u9898\u7684\u670b\u53cb\uff1b<\/span><\/section>\n<\/li>\n<\/ul>\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, 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8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"color: rgb(33, 166, 210);font-size: 15px;\">\u8fd0\u884c\u6a21\u5f0f<\/span><\/strong><\/span><\/h4>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u672c\u5b63\u8bfb\u4e66\u4f1a\u6d89\u53ca5\u4e2a\u6a21\u5757\uff0c\u6309\u6682\u5b9a\u6846\u67b6\u8d2f\u6b21\u5c55\u5f00\uff0c\u4e5f\u4f1a\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u8fdb\u884c\u8c03\u6574\uff1b<\/span><\/section>\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);\">\u6bcf\u5468\u8fdb\u884c\u7ebf\u4e0a\u4f1a\u8bae\uff0c\u7531 1-2 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\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u516d\u665a\u4e0a 20:00-22:00\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba110 \u5468\u3002\u6211\u4eec\u4e5f\u4f1a\u5bf9\u6bcf\u6b21\u5206\u4eab\u7684\u5185\u5bb9\u8fdb\u884c\u5f55\u5236\uff0c\u526a\u8f91\u540e\u53d1\u5e03\u5728\u96c6\u667a\u6591\u56fe\u7f51\u7ad9\u4e0a\uff0c\u4f9b\u8bfb\u4e66\u4f1a\u6210\u5458\u56de\u770b\uff0c\u56e0\u6b64\u62a5\u540d\u7684\u6210\u5458\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u65f6\u95f4\u81ea\u7531\u5b89\u6392\u5b66\u4e60\u65f6\u95f4\u3002<\/span><\/section>\n<\/li>\n<\/ul>\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=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u81ea\u6d3b\u52a8\u4e3e\u529e\u540e\u4efb\u4e00\u65f6\u95f4\u5747\u53ef\u52a0\u5165\uff0c\u5728\u6d3b\u52a8\u7ed3\u675f\u540e\u52a0\u5165\u5c06\u65e0\u6cd5\u4eab\u53d7\u76f4\u64ad\u6743\u76ca\uff0c\u5176\u4ed6\u6743\u76ca\u4e0d\u53d8\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<h4 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"color: rgb(33, 166, 210);font-size: 15px;\">\u53c2\u4e0e\u65b9\u5f0f<\/span><\/strong><\/span><\/h4>\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);\">\u6b64\u6b21\u8bfb\u4e66\u4f1a\u4e3a\u7ebf\u4e0a\u95ed\u95e8\u8bfb\u4e66\u4f1a\uff0c\u91c7\u7528\u7684\u4f1a\u8bae\u8f6f\u4ef6\u662f\u817e\u8baf\u4f1a\u8bae\uff08\u8bf7\u63d0\u524d\u4e0b\u8f7d\u5b89\u88c5\uff09\u3002<strong>\u5728\u626b\u7801\u5b8c\u6210\u62a5\u540d\u5e76\u6dfb\u52a0\u8d1f\u8d23\u4eba\u5fae\u4fe1\u540e\uff0c\u8d1f\u8d23\u4eba\u4f1a\u5c06\u60a8\u62c9\u5165\u4ea4\u6d41\u793e\u533a\uff08\u5fae\u4fe1\u7fa4\uff09\uff0c\u5165\u7fa4\u540e\u544a\u77e5\u5177\u4f53\u7684\u4f1a\u8bae\u53f7\u7801\u3002<\/strong><\/span><\/p>\n<h4 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"color: rgb(33, 166, 210);font-size: 15px;\">\u62a5\u540d\u65b9\u5f0f<\/span><\/strong><\/span><\/h4>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b2c\u4e00\u6b65\uff1a\u626b\u7801\u586b\u5199\u62a5\u540d\u4fe1\u606f\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;margin-bottom: 8px;\"><img class=\"rich_pages wxw-img\" data-height=\"400\" data-ratio=\"1\" data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"width: 119px;height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/12\/wxsync-2022-12-e47dcdfc94fae12eb54a8b8e406e3565.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b2c\u4e8c\u6b65\uff1a\u586b\u5199\u4fe1\u606f\u540e\uff0c\u4ed8\u8d39299\u5143\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b2c\u4e09\u6b65\uff1a\u6dfb\u52a0\u8d1f\u8d23\u4eba\u5fae\u4fe1\uff0c\u62c9\u5165\u5bf9\u5e94\u4e3b\u9898\u7684\u8bfb\u4e66\u4f1a\u793e\u533a\uff08\u5fae\u4fe1\u7fa4\uff09\u3002<\/span><\/section>\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);\">\u672c\u8bfb\u4e66\u4f1a\u53ef\u5f00\u53d1\u7968\uff0c\u8bf7\u8054\u7cfb\u76f8\u5173\u8d1f\u8d23\u4eba\u6c9f\u901a\u8be6\u60c5\u3002<\/span><\/p>\n<h4 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\">\u9488\u5bf9\u5b66\u751f\u7684\u9000\u8d39\u673a\u5236<\/span><\/strong><\/span><\/h4>\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);\">\u8bfb\u4e66\u4f1a\u901a\u8fc7\u5171\u5b66\u5171\u7814\u7684\u673a\u5236\uff0c\u56f4\u7ed5\u524d\u6cbf\u4e3b\u9898\u8fdb\u884c\u5185\u5bb9\u68b3\u7406\u548c\u6c89\u6dc0\uff0c\u6240\u4ee5\u9488\u5bf9\u4e8e\u5b66\u751f\uff0c\u53ef\u4ee5\u901a\u8fc7\u53c2\u4e0e\u5171\u521b\u4efb\u52a1\uff0c\u83b7\u53d6\u79ef\u5206\uff0c\u79ef\u5206\u8fbe\u5230\u9000\u8d39\u6807\u51c6\u4e4b\u540e\uff0c\u53ef\u4ee5\u76f4\u63a5\u9000\u8d39\u3002<\/span><\/p>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"color: rgb(33, 166, 210);font-size: 15px;\">\u52a0\u5165\u793e\u533a\u540e\u53ef\u4ee5\u83b7\u5f97\u7684\u8d44\u6e90\uff1a<\/span><\/strong><\/span><\/h3>\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<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u7ebf\u4f1a\u8bae\u5ba4\u6c89\u6d78\u5f0f\u8ba8\u8bba\uff1a\u4e0e\u4e3b\u8bb2\u4eba\u5373\u65f6\u8ba8\u8bba\u4ea4\u6d41<\/span><\/section>\n<\/li>\n<\/ul>\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<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4ea4\u4e92\u5f0f\u64ad\u653e\u5668\u9ad8\u6548\u56de\u770b\uff1a\u5feb\u901f\u5b9a\u4f4d\u4e3b\u8bb2\u4eba\u63d0\u5230\u7684\u672f\u8bed\u3001\u8bba\u6587\u3001\u5927\u7eb2\u3001\u8ba8\u8bba\u7b49\u91cd\u8981\u65f6\u95f4\u70b9<\/span><\/section>\n<\/li>\n<\/ul>\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<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u9ad8\u8d28\u91cf\u7684\u4e3b\u9898\u5fae\u4fe1\u793e\u7fa4\uff1a\u7855\u535a\u6bd4\u4f8b\u8d85\u8fc780%\u7684\u6210\u5458\u5fae\u4fe1\u793e\u533a\uff0c\u95ed\u95e8\u591c\u8c08\u548c\u4ea4\u6d41<\/span><\/section>\n<\/li>\n<\/ul>\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<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8d85\u591a\u5b66\u4e60\u8d44\u6e90\u968f\u624b\u53ef\u5f97\uff1a\u4ece\u4e0d\u540c\u5c3a\u5ea6\u8bb0\u5f55\u4e3b\u9898\u4e0b\u7684\u8def\u5f84\u3001\u8bcd\u6761\u3001\u524d\u6cbf\u89e3\u8bfb\u3001\u7b97\u6cd5\u3001\u5b66\u8005\u7b49<\/span><\/section>\n<\/li>\n<\/ul>\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<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53c2\u4e0e\u793e\u533a\u5185\u5bb9\u5171\u521b\u4efb\u52a1\uff1a\u8bfb\u4e66\u4f1a\u7b14\u8bb0\u3001\u767e\u79d1\u8bcd\u6761\u3001\u516c\u4f17\u53f7\u6587\u7ae0\u3001\u8bba\u6587\u89e3\u8bfb\u5206\u4eab\u7b49\u4e0d\u540c\u96be\u5ea6\u5171\u521b\u4efb\u52a1\uff0c\u5728\u5b66\u4e60\u4e2d\u8d21\u732e\uff0c\u5728\u4ed8\u51fa\u4e2d\u6536\u83b7<\/span><\/section>\n<\/li>\n<\/ul>\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=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5171\u4eab\u8ffd\u8e2a\u4e3b\u9898\u524d\u6cbf\u8fdb\u5c55\uff1a\u5728\u7fa4\u5185\u548c\u516c\u4f17\u53f7\u5206\u4eab\u6700\u65b0\u8fdb\u5c55\uff0c\u9886\u57df\u8bba\u6587\u901f\u9012<\/span><\/p>\n<\/li>\n<\/ul>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"color: rgb(33, 166, 210);font-size: 15px;\">\u53c2\u4e0e\u5171\u521b\u4efb\u52a1\uff0c\u5171\u5efa\u5b66\u672f\u793e\u533a\uff1a<\/span><\/strong><\/span><\/h3>\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<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bfb\u4e66\u4f1a\u7b14\u8bb0\uff1a\u5728\u4ea4\u4e92\u5f0f\u64ad\u653e\u5668\u4e0a\u8bb0\u5f55\u672f\u8bed\u548c\u53c2\u8003\u6587\u732e<\/span><\/section>\n<\/li>\n<\/ul>\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<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u96c6\u667a\u767e\u79d1\u8bcd\u6761\uff1a\u56f4\u7ed5\u8bfb\u4e66\u4f1a\u4e3b\u9898\u4e2d\u91cd\u8981\u4e14\u524d\u6cbf\u7684\u77e5\u8bc6\u6982\u5ff5\u68b3\u7406\u6210\u8bcd\u6761\u3002\u4f8b\u5982\uff1a<\/span><\/section>\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<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247611863&amp;idx=4&amp;sn=3e76dcdd60a9a3970edcffff1a59dc88&amp;chksm=e8966f5adfe1e64c7fd31411f7b4abeff57cdef630e8fa433f313728441bfb39569e4df10750&amp;scene=21#wechat_redirect\" textvalue=\"\u5927\u89c4\u6a21\u4eba\u7fa4\u6a21\u62df\uff1a\u89c2\u5bdf\u96c6\u4f53\u611a\u8822\u4e0e\u96c6\u4f53\u667a\u6167 | \u96c6\u667a\u767e\u79d1\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5927\u89c4\u6a21\u4eba\u7fa4\u6a21\u62df\uff1a\u89c2\u5bdf\u96c6\u4f53\u611a\u8822\u4e0e\u96c6\u4f53\u667a\u6167 | \u96c6\u667a\u767e\u79d1<\/a><br  \/><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247614758&amp;idx=4&amp;sn=9517e1a5383b72d2593d95131969aab6&amp;chksm=e8965babdfe1d2bd09a71513dceb851069d7acc571d6126d597a7a251884568d50898518cdc7&amp;scene=21#wechat_redirect\" textvalue=\"\u884c\u4e3a\u7ecf\u6d4e\u5b66\uff1a\u7ecf\u6d4e\u7cfb\u7edf\u7684\u884c\u4e3a\u4e3b\u4f53\u662f\u5426\u7406\u6027\uff1f | \u96c6\u667a\u767e\u79d1\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u884c\u4e3a\u7ecf\u6d4e\u5b66\uff1a\u7ecf\u6d4e\u7cfb\u7edf\u7684\u884c\u4e3a\u4e3b\u4f53\u662f\u5426\u7406\u6027\uff1f| \u96c6\u667a\u767e\u79d1<\/a><br  \/><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247613356&amp;idx=4&amp;sn=5256c39b6fc3c77fa314c0b5d701f698&amp;chksm=e8966121dfe1e837eb54d42d3e14e7b07e0bfec2ea31666fa20656b364c74c4aa85c4555314f&amp;scene=21#wechat_redirect\" textvalue=\"\u7f51\u7edc\u53ef\u63a7\u6027\uff1a\u7ed3\u6784\u53ef\u63a7\u6027\u4e0e\u6700\u5927\u5339\u914d | \u96c6\u667a\u767e\u79d1\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u7f51\u7edc\u53ef\u63a7\u6027\uff1a\u7ed3\u6784\u53ef\u63a7\u6027\u4e0e\u6700\u5927\u5339\u914d | \u96c6\u667a\u767e\u79d1<\/a><br  \/><\/section>\n<\/li>\n<\/ul>\n<\/ul>\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);\">\u8bba\u6587\u89e3\u8bfb\u5206\u4eab\uff1a\u8ba4\u9886\u5f85\u8bfb\u5217\u8868\u4e2d\u7684\u8bba\u6587\uff0c\u4ee5\u4e3b\u9898\u62a5\u544a\u7684\u5f62\u5f0f\u5728\u793e\u533a\u5206\u4eab<\/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;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bba\u6587\u6458\u8981\u7ffb\u8bd1\uff1a\u7ffb\u8bd1\u793e\u533a\u63a8\u8350\u8bba\u6587\u4e2d\u7684\u6458\u8981\u548c\u56fe\u6ce8<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u516c\u4f17\u53f7\u6587\u7ae0\uff1a\u4ee5\u7ffb\u8bd1\u6574\u7406\u6216\u8005\u539f\u521b\u751f\u4ea7\u5f62\u5f0f\u751f\u4ea7\u516c\u4f17\u53f7\u6587\u7ae0\uff0c\u4ee5\u4ecb\u7ecd\u524d\u6cbf\u8fdb\u5c55\u3002\u4f8b\u5982\uff1a<\/span><\/section>\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<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bba\u6587\u7ffb\u8bd1<\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247627615&amp;idx=1&amp;sn=be379353aea95a746f4b0eb8e99c6c49&amp;chksm=e899a9d2dfee20c4476172d9a9da2e14563a625b1839118a1693781d96e9009713400ba92758&amp;scene=21#wechat_redirect\" textvalue=\"\u591a\u8005\u5f02\u4e5f\uff1a\u7834\u7f3a\u7684\u5bf9\u79f0\u6027\u4e0e\u79d1\u5b66\u5c42\u7ea7\u7ed3\u6784\u7684\u672c\u8d28 | \u7ecf\u5178\u56de\u987e\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u591a\u8005\u5f02\u4e5f\uff1a\u7834\u7f3a\u7684\u5bf9\u79f0\u6027\u4e0e\u79d1\u5b66\u5c42\u7ea7\u7ed3\u6784\u7684\u672c\u8d28<\/a><\/span><\/section>\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247584281&amp;idx=1&amp;sn=f1bd965a7e690202324947cb4f931be7&amp;chksm=e896d094dfe1598275c295453b2a526a833b4d6baf98cd51c26bb1fe6b017744b20cd8ddfc2f&amp;scene=21#wechat_redirect\" textvalue=\"\u8bfa\u5956\u59d4\u5458\u4f1a\u4e07\u5b57\u8bc4\u8ff0\uff1a\u4e3a\u4ec0\u4e48\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u53d7\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u9752\u7750\uff1f\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u8bfa\u5956\u59d4\u5458\u4f1a\u4e07\u5b57\u8bc4\u8ff0\uff1a\u4e3a\u4ec0\u4e48\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u53d7\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u9752\u7750\uff1f<\/a><\/span><\/section>\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247631378&amp;idx=1&amp;sn=2214710d9c092b6d75587e3737c9ff3c&amp;chksm=e899989fdfee1189029b9dc89941ae4e624f9e4a413597d96da75e81d75cdb3dac9c300982f3&amp;scene=21#wechat_redirect\" textvalue=\"\u4ece\u751f\u547d\u8d77\u6e90\u5230\u6d41\u884c\u75c5\uff1a\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u591a\u5c3a\u5ea6\u6d8c\u73b0\u73b0\u8c61\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4ece\u751f\u547d\u8d77\u6e90\u5230\u6d41\u884c\u75c5\uff1a\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u591a\u5c3a\u5ea6\u6d8c\u73b0\u73b0\u8c61<\/a><\/span><\/section>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: square;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u79d1\u666e\u6587\u7ae0\u7ffb\u8bd1<\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247611133&amp;idx=1&amp;sn=af5e995e3a218f7bfe38a8cdcf8593b7&amp;chksm=e8966870dfe1e1663749e55df77edf7097a9565fdc166e7fb3b3c774e32c012a834d9130d9ab&amp;scene=21#wechat_redirect\" textvalue=\"\u6d8c\u73b0\uff1a21\u4e16\u7eaa\u79d1\u5b66\u7684\u7edf\u4e00\u4e3b\u9898\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u6d8c\u73b0\uff1a21\u4e16\u7eaa\u79d1\u5b66\u7684\u7edf\u4e00\u4e3b\u9898<\/a><\/span><\/section>\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247519456&amp;idx=1&amp;sn=c5db1636e9b70fb50b9db85e08a44128&amp;chksm=e897d66ddfe05f7b14241bd847b70b12e33d1b144ecad6911b7f5f5163bbcbf994a643b3bb41&amp;scene=21#wechat_redirect\" textvalue=\"\u4ece\u9ea6\u514b\u65af\u97e6\u5996\u5230\u91cf\u5b50\u751f\u7269\u5b66\uff0c\u751f\u547d\u7269\u8d28\u4e2d\u662f\u5426\u6f5c\u85cf\u7740\u65b0\u7269\u7406\u5b66\uff1f\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4ece\u9ea6\u514b\u65af\u97e6\u5996\u5230\u91cf\u5b50\u751f\u7269\u5b66\uff0c\u751f\u547d\u7269\u8d28\u4e2d\u662f\u5426\u6f5c\u85cf\u7740\u65b0\u7269\u7406\u5b66\uff1f<\/a><\/span><\/section>\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247604504&amp;idx=1&amp;sn=a54df1c24b5d7317c9ac594a20f5f4fa&amp;chksm=e8960395dfe18a83738b6504962513ad66abe3c60177d272176cffa07e54a95042944736ecd5&amp;scene=21#wechat_redirect\" textvalue=\"\u5927\u8111\u70ed\u529b\u5b66\uff1a\u5229\u7528\u201c\u6e4d\u6d41\u201d\u8fdc\u79bb\u5e73\u8861\u6001\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5927\u8111\u70ed\u529b\u5b66\uff1a\u5229\u7528\u201c\u6e4d\u6d41\u201d\u8fdc\u79bb\u5e73\u8861\u6001<\/a><\/span><\/section>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: square;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bb2\u5ea7\u6574\u7406<\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247511098&amp;idx=1&amp;sn=0bc2f2027a3148cc53385bea6de3305d&amp;chksm=e897f6b7dfe07fa13d22b01560988c7df77be2a384f386b7f6e3d060bf6cda6634b55e1a46ec&amp;scene=21#wechat_redirect\" textvalue=\"\u5f20\u6c5f\uff1a\u4ece\u56fe\u7f51\u7edc\u5230\u56e0\u679c\u63a8\u65ad\uff0c\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u4e94\u90e8\u66f2\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5f20\u6c5f\uff1a\u4ece\u56fe\u7f51\u7edc\u5230\u56e0\u679c\u63a8\u65ad\uff0c\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u4e94\u90e8\u66f2<\/a><\/span><\/section>\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247509774&amp;idx=1&amp;sn=d9a211a83fc650a64622fa8c86a56b1b&amp;chksm=e897fd83dfe07495c45c0c1ce9ce59acbf28be54a5d20ef80695d81342880523834f932f95de&amp;scene=21#wechat_redirect\" textvalue=\"\u7c97\u770b\u957f\u5c3e\uff0c\u7ec6\u8fa8\u5e42\u5f8b\uff1a\u8de8\u4e16\u7eaa\u7684\u65e0\u6807\u5ea6\u7f51\u7edc\u7814\u7a76\u7eb7\u4e89\u53f2\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u7c97\u770b\u957f\u5c3e\uff0c\u7ec6\u8fa8\u5e42\u5f8b\uff1a\u8de8\u4e16\u7eaa\u7684\u65e0\u6807\u5ea6\u7f51\u7edc\u7814\u7a76\u7eb7\u4e89\u53f2<\/a><\/span><\/section>\n<p style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247601490&amp;idx=1&amp;sn=8d3e68b08af6b411b72607d92212a297&amp;chksm=e89617dfdfe19ec9dfd87aa7d5dceba24a21d32f1c89bfcdc943f4e7d56c33c9ce902ca67d01&amp;scene=21#wechat_redirect\" textvalue=\"Erik Hoel\uff1a\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u600e\u6837\u8fde\u901a\u590d\u6742\u7cfb\u7edf\u7684\u5b8f\u89c2\u4e0e\u5fae\u89c2\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">Erik Hoel\uff1a\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u600e\u6837\u8fde\u901a\u590d\u6742\u7cfb\u7edf\u7684\u5b8f\u89c2\u4e0e\u5fae\u89c2<\/a><\/span><\/p>\n<\/ul>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\"><\/ul>\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);\">PS\uff1a\u5177\u4f53\u53c2\u4e0e\u65b9\u5f0f\u53ef\u4ee5\u52a0\u5165\u8bfb\u4e66\u4f1a\u540e\u67e5\u770b\u5bf9\u5e94\u7684\u5171\u521b\u4efb\u52a1\u5217\u8868\uff0c\u9886\u53d6\u4efb\u52a1\uff0c\u4e0e\u8fd0\u8425\u8d1f\u8d23\u4eba\u6c9f\u901a\u8be6\u60c5\uff0c\u4e0a\u8ff0\u89c4\u5219\u7684\u6700\u7ec8\u89e3\u91ca\u6743\u5f52\u96c6\u667a\u4ff1\u4e50\u90e8\u6240\u6709\u3002<\/span><\/p>\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;\"><br  \/><\/p>\n<h3 style=\"margin-bottom: 0em;outline: 0px;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;\">\u8bfb\u4e66\u4f1a\u9605\u8bfb\u6750\u6599<\/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;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><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;\">&nbsp;<\/span><\/section>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);font-size: 15px;\"><strong>\u4e3b\u98981\uff1a\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u5bfc\u8bba<\/strong><\/span><\/h3>\n<ol start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Bernhard Sch\u00f6lkopf, Francesco Locatello, Stefan Bauer, Nan Rosemary Ke, Nal Kalchbrenner, Anirudh Goyal, Yoshua Bengio: Towards Causal Representation Learning. CoRR abs\/2102.11107 (2021)<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2102.11107.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\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;\"><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);font-size: 15px;\"><strong>&nbsp;<\/strong><\/span><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);font-size: 15px;\"><strong>\u4e3b\u98982\uff1a\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u7406\u8bba\u57fa\u7840<\/strong><\/span><\/h3>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u72ec\u7acb\u6210\u5206\u5206\u6790<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Ilyes Khemakhem, Diederik P. Kingma, Ricardo Pio Monti, Aapo Hyv\u00e4rinen: Variational Autoencoders and Nonlinear ICA: A Unifying Framework. AISTATS 2020: 2207-2217<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/proceedings.mlr.press\/v108\/khemakhem20a\/khemakhem20a.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u7b2c\u4e00\u7bc7\u4ece\u72ec\u7acb\u6210\u5206\u5206\u6790\u7406\u8bba\u7684\u89d2\u5ea6\uff0c\u63a2\u7d22\u89e3\u51b3\u53d8\u5206\u81ea\u7f16\u7801\u5668\u4e2d\u8868\u5f81\u5b66\u4e60\u53ef\u8bc6\u522b\u6027\u95ee\u9898\u7684\u8bba\u6587\uff0c\u5176\u8bc1\u660e\u7684\u6846\u67b6\u548c\u601d\u60f3\u542f\u53d1\u4e86\u8bb8\u591a\u8fd9\u4e2a\u65b9\u5411\u7684\u7814\u7a76\u3002<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Ilyes Khemakhem, Ricardo Pio Monti, Diederik P. Kingma, Aapo Hyv\u00e4rinen:ICE-BeeM: Identifiable Conditional Energy-Based Deep Models Based on Nonlinear ICA. NeurIPS 2020<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/proceedings.neurips.cc\/paper\/2020\/file\/962e56a8a0b0420d87272a682bfd1e53-Paper.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u4e0a\u4e00\u7bc7\u6587\u7ae0\u7684\u7406\u8bba\u6269\u5c55\uff0c\u4e3b\u8981\u662f\u653e\u5bbd\u5176\u56e0\u679c\u8868\u5f81\u4e4b\u95f4\u6761\u4ef6\u72ec\u7acb\u7684\u5047\u8bbe\uff0c\u5141\u8bb8\u56e0\u679c\u8868\u5f81\u4e4b\u95f4\u5b58\u5728\u4e00\u5b9a\u7684\u7ed3\u6784\uff0c\u4f7f\u5176\u9002\u7528\u8303\u56f4\u66f4\u5e7f\u3002<\/span><\/section>\n<ol start=\"3\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Luigi Gresele, Paul K. Rubenstein, Arash Mehrjou, Francesco Locatello, Bernhard Sch\u00f6lkopf:The Incomplete Rosetta Stone problem: Identifiability results for Multi-view Nonlinear ICA. UAI 2019: 217-227<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/proceedings.mlr.press\/v115\/gresele20a\/gresele20a.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u72ec\u7acb\u6210\u5206\u5206\u6790\u7406\u8bba\u7684\u6269\u5c55\uff0c\u5c1d\u8bd5\u4ece\u591a\u89c6\u89d2\u6570\u636e\u6216\u591a\u73af\u5883\u6570\u636e\u4e2d\u6062\u590d\u9690\u542b\u7684\u6570\u636e\u8868\u5f81\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><br  \/><\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u72ec\u7acb\u56e0\u679c\u673a\u5236<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Siyuan Guo, Viktor T\u00f3th, Bernhard Sch\u00f6lkopf, Ferenc Husz\u00e1r:Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data. CoRR abs\/2203.15756 (2022)<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2203.15756.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u7b2c\u4e00\u7bc7\u5728\u7edf\u8ba1\u4e0a\u4e3a\u72ec\u7acb\u56e0\u679c\u673a\u5236\u5efa\u7acb\u5f62\u5f0f\u5316\u5b9a\u4e49\u7684\u8bba\u6587\u3002<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">J Peters, N Meinshausen, Causal inference using invariant prediction: identification and confidence intervals. J. Royal Stat. Soc. Series B, 947\u20131012 (2016).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/1501.01332v3.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u7b2c\u4e00\u7bc7\u5c06\u72ec\u7acb\u56e0\u679c\u673a\u5236\u5e94\u7528\u4e8e\u4e0d\u53d8\u6027\u6a21\u578b\u9884\u6d4b\u7684\u8bba\u6587\uff0c\u542f\u53d1\u4e86\u5305\u62ec\u4e0d\u53d8\u98ce\u9669\u6700\u5c0f\u5316(Invariant Risk Minimization)\u5728\u5185\u7684\u5927\u91cf\u7814\u7a76\u3002<\/span><\/section>\n<ol start=\"3\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">B Sch\u00f6lkopf, et al., On causal and anticausal learning in ICML. (2012).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/ftp\/arxiv\/papers\/1206\/1206.6471.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u7b2c\u4e00\u7bc7\u5206\u6790\u601d\u8003\u673a\u5668\u5b66\u4e60\u548c\u56e0\u679c\u5efa\u6a21\u5173\u7cfb\u7684\u8bba\u6587\uff0c\u4e3a\u540e\u7eed\u56e0\u679c\u673a\u5668\u5b66\u4e60\u7684\u7814\u7a76\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u8fd9\u7bc7\u8bba\u6587\u4eca\u5e74\u4e5f\u83b7\u5f97\u4e86\u673a\u5668\u5b66\u4e60\u9876\u4f1aICML\u7684\u65f6\u95f4\u68c0\u9a8c\u5956\u8363\u8a89\u63d0\u540d(Test of Time Honorable Mention)\u3002<\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><br  \/><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u7a00\u758f\u56e0\u679c\u673a\u5236\u504f\u79fb<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Yoshua Bengio, Tristan Deleu, Nasim Rahaman, Nan Rosemary Ke, S\u00e9bastien Lachapelle, Olexa Bilaniuk, Anirudh Goyal, Christopher J. Pal:A Meta-Transfer Objective for Learning to Disentangle Causal Mechanisms. ICLR 2020<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/1901.10912.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u7b2c\u4e00\u7bc7\u4ece\u7a00\u758f\u56e0\u679c\u673a\u5236\u504f\u79fb\u5047\u8bbe\u51fa\u53d1\uff0c\u901a\u8fc7\u5728\u4e0d\u540c\u5206\u5e03\u53d8\u5316\u6570\u636e\u4e0a\u7684\u5b66\u4e60\u901f\u5ea6\uff0c\u8fdb\u884c\u4e8c\u5143\u56e0\u679c\u53d1\u73b0\u7684\u8bba\u6587\u3002<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Ronan Perry, Julius von K\u00fcgelgen, Bernhard Sch\u00f6lkopf:Causal Discovery in Heterogeneous Environments Under the Sparse Mechanism Shift Hypothesis. CoRR abs\/2206.02013 (2022)<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2206.02013.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u5229\u7528\u7a00\u758f\u56e0\u679c\u673a\u5236\u504f\u79fb\u5047\u8bbe\u5728\u5f02\u8d28\u73af\u5883\u4e2d\u8fdb\u884c\u56e0\u679c\u53d1\u73b0\u7684\u8bba\u6587\u3002<\/span><\/section>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><br  \/><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"color: rgb(33, 166, 210);font-size: 15px;\">\u4e3b\u98983\uff1a\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u6280\u672f\u6846\u67b6<\/span><\/strong><\/span><\/h3>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u56e0\u679c\u53d8\u91cf\u5b66\u4e60<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Francesco Locatello, Stefan Bauer, Mario Lucic, Gunnar R\u00e4tsch, Sylvain Gelly, Bernhard Sch\u00f6lkopf, Olivier Bachem:Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations. ICML 2019: 4114-4124<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/proceedings.mlr.press\/v97\/locatello19a\/locatello19a.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u7b2c\u4e00\u7bc7\u4ece\u7406\u8bba\u548c\u5927\u89c4\u6a21\u8bd5\u9a8c\u4e0a\u8bc1\u660e\u4e86\u597d\u7684\u89e3\u8026\u8868\u5f81\u5b66\u4e60\u9700\u8981\u5f52\u7eb3\u504f\u89c1\u548c\u76d1\u7763\u4fe1\u606f\u6307\u5bfc\u3002\u8fd9\u7bc7\u8bba\u6587\u83b7\u5f97\u4e86\u673a\u5668\u5b66\u4e60\u9876\u4f1aICML 2019\u7684\u6700\u4f73\u8bba\u6587\u5956\u3002<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Raphael Suter, \u00d0or\u00f0e Miladinovic, Bernhard Sch\u00f6lkopf, Stefan Bauer:Robustly Disentangled Causal Mechanisms: Validating Deep Representations for Interventional Robustness. ICML 2019: 6056-6065<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/proceedings.mlr.press\/v97\/suter19a\/suter19a.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u7b2c\u4e00\u5e7f\u6cdb\u4f7f\u7528\u7684\u89e3\u8026\u8868\u5f81\u7684\u5b9a\u4e49\u53ca\u5176\u9a8c\u8bc1\u7684\u7a0b\u5e8f\u3002<\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><br  \/><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u56e0\u679c\u673a\u5236\u5b66\u4e60<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Giambattista Parascandolo, Niki Kilbertus, Mateo Rojas-Carulla, Bernhard Sch\u00f6lkopf:Learning Independent Causal Mechanisms. ICML 2018: 4033-4041<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/proceedings.mlr.press\/v80\/parascandolo18a\/parascandolo18a.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8e\u4e13\u5bb6\u7ade\u4e89\u7684\u65b9\u5f0f\u6765\u5b66\u4e60\u72ec\u7acb\u56e0\u679c\u673a\u5236\u7684\u7b97\u6cd5\u3002<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Mart\u00edn Arjovsky, L\u00e9on Bottou, Ishaan Gulrajani, David Lopez-Paz:Invariant Risk Minimization. CoRR abs\/1907.02893 (2019)<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/1907.02893.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u8bba\u6587\u4ece\u72ec\u7acb\u56e0\u679c\u673a\u5236\u4e0d\u53d8\u6027\u7684\u89d2\u5ea6\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u5b66\u4e60\u8303\u5f0f\uff0c\u4ece\u591a\u73af\u5883\u6570\u636e\u4e2d\u5b66\u4e60\u5177\u6709\u5206\u5e03\u4e0d\u53d8\u6027\u7684\u56e0\u679c\u8868\u5f81\u3002<\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><br  \/><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u56e0\u679c\u7ed3\u6784\u5b66\u4e60<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Yunzhu Li, Antonio Torralba, Anima Anandkumar, Dieter Fox, Animesh Garg:Causal Discovery in Physical Systems from Videos. NeurIPS 2020<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/proceedings.neurips.cc\/paper\/2020\/file\/6822951732be44edf818dc5a97d32ca6-Paper.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u4ece\u89c6\u9891\u6570\u636e\u4e2d\u8fdb\u884c\u56e0\u679c\u53d1\u73b0\u7684\u6846\u67b6\u3002<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Weiran Yao, Yuewen Sun, Alex Ho, Changyin Sun, Kun Zhang:Learning Temporally Causal Latent Processes from General Temporal Data. ICLR 2022<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2110.05428.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u4ece\u89c2\u6d4b\u7684\u65f6\u5e8f\u6570\u636e\u4e2d\u8bc6\u522b\u6f5c\u5728\u56e0\u679c\u8fc7\u7a0b\u7684\u65b9\u6cd5\uff0c\u5e76\u4e14\u8be5\u65b9\u6cd5\u5177\u6709\u53ef\u8bc6\u522b\u6027\u7406\u8bba\u4fdd\u8bc1\u3002<\/span><\/section>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><br  \/><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"color: rgb(33, 166, 210);font-size: 15px;\">\u4e3b\u98984\uff1a\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528<\/span><\/strong><\/span><\/h3>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u56e0\u679c\u63a8\u65ad<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol 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<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Johansson, Fredrik, Uri Shalit, and David Sontag. &#8220;Learning representations for counterfactual inference.&#8221; In International conference on machine learning, pp. 3020-3029. PMLR, 2016.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/proceedings.mlr.press\/v48\/johansson16.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u7b2c\u4e00\u7bc7\u57fa\u4e8e\u6df1\u5ea6\u8868\u5f81\u5b66\u4e60\u5bf9\u6cbb\u7597\u7ec4\u548c\u5bf9\u7167\u7ec4\u534f\u53d8\u91cf\u8fdb\u884c\u7b5b\u9009\u548c\u8868\u5f81\uff0c\u4ece\u800c\u9884\u6d4b\u7f3a\u5931\u7684\u6f5c\u5728\u7ed3\u679c\u7684\u6587\u7ae0\uff0c\u5e76\u4e14\u5728\u7ebf\u6027\u5047\u8bbe\u4e0b\u8bc1\u660e\u4e86\u4f30\u8ba1\u7684\u6761\u4ef6\u5e73\u5747\u56e0\u679c\u6548\u5e94\u7684\u6cdb\u5316\u8bef\u5dee\u754c\u3002<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Shalit, Uri, Fredrik D. Johansson, and David Sontag. &#8220;Estimating individual treatment effect: generalization bounds and algorithms.&#8221; In International Conference on Machine Learning, pp. 3076-3085. PMLR, 2017<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/1606.03976.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u4e0a\u4e00\u7bc7\u6587\u7ae0\u7684\u7406\u8bba\u6269\u5c55\uff0c\u5176\u4e2d\u7ed9\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u3001\u7b80\u5355\u7684\u3001\u76f4\u89c2\u7684\u6cdb\u5316\u8bef\u5dee\u754c\uff0c\u8868\u660e\u4e00\u4e2a\u8868\u5f81\u7684\u9884\u671fITE\u4f30\u8ba1\u8bef\u5dee\u7531\u8be5\u8868\u5f81\u7684\u6807\u51c6\u6cdb\u5316\u8bef\u5dee\u548c\u8be5\u8868\u5f81\u6240\u8bf1\u5bfc\u7684\u6cbb\u7597\u548c\u5bf9\u7167\u7ec4\u5206\u5e03\u4e4b\u95f4\u7684\u8ddd\u79bb\u4e4b\u548c\u6240\u7ea6\u675f\u3002<\/span><\/section>\n<ol start=\"3\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Yao, Liuyi, Sheng Li, Yaliang Li, Mengdi Huai, Jing Gao, and Aidong Zhang. &#8220;Representation learning for treatment effect estimation from observational data.&#8221; Advances in Neural Information Processing Systems 31 (2018).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/par.nsf.gov\/servlets\/purl\/10123149<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6df1\u5ea6\u8868\u5f81\u5b66\u4e60\u7684\u5c40\u90e8\u76f8\u4f3c\u6027\u4fdd\u7559\u4e2a\u4f53\u6cbb\u7597\u6548\u5e94\uff08SITE\uff09\u7684\u4f30\u8ba1\u65b9\u6cd5\uff0c\u4e3b\u8981\u601d\u60f3\u662f\u5728\u5e73\u8861\u63a7\u5236\u7ec4\u548c\u6cbb\u7597\u7ec4\u7684\u5206\u5e03\u7684\u57fa\u7840\u4e0a\uff0c\u5bf9ITE\u4f30\u8ba1\u63d0\u4f9b\u6709\u610f\u4e49\u7ea6\u675f\u7684\u5c40\u90e8\u76f8\u4f3c\u6027\u4fe1\u606f\u3002<\/span><\/section>\n<ol start=\"4\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Hassanpour, Negar, and Russell Greiner. &#8220;CounterFactual Regression with Importance Sampling Weights.&#8221; In IJCAI, pp. 5880-5887. 2019.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.ijcai.org\/proceedings\/2019\/0815.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u5c06\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u548c\u91cd\u52a0\u6743\u65b9\u6cd5\u8fdb\u884c\u4e86\u6709\u6548\u7ed3\u5408\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u5efa\u7acb\u5728\u8868\u5f81\u5b66\u4e60\u6a21\u5757\u4e4b\u4e0a\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u91cd\u8981\u6027\u62bd\u6837\u91cd\u52a0\u6743\u65b9\u6848\uff0c\u7528\u4e8e\u4f30\u8ba1ITE\u3002<\/span><\/section>\n<ol start=\"5\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Hassanpour, Negar, and Russell Greiner. &#8220;Learning disentangled representations for counterfactual regression.&#8221; In International Conference on Learning Representations. 2019.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=HkxBJT4YvB<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8003\u8651\u5230\u53ea\u6709\u4e00\u4e9b\u57fa\u4e8e\u89c2\u5bdf\u5230\u7684\u534f\u53d8\u91cfX\u7684\u56e0\u7d20\u6709\u52a9\u4e8e\u9009\u62e9\u6cbb\u7597T\uff0c\u53ea\u6709\u4e00\u4e9b\u56e0\u7d20\u6709\u52a9\u4e8e\u786e\u5b9a\u7ed3\u679cY\uff0c\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7b97\u6cd5\u6765\u5bf9\u89c2\u5bdf\u53d8\u91cf\u8fdb\u884c\u89e3\u85d5\uff1a(1)\u4ece\u4efb\u4f55\u7ed9\u5b9a\u7684\u89c2\u5bdf\u6570\u636e\u96c6D\u4e2d\u8bc6\u522b\u4e0a\u8ff0\u57fa\u672c\u56e0\u7d20\u7684\u5206\u89e3\u8868\u793a\uff1b(2)\u5229\u7528\u8fd9\u79cd\u77e5\u8bc6\u6765\u51cf\u5c11\u9009\u62e9\u504f\u5dee\u5bf9\u4f30\u8ba1D\u4e2d\u6cbb\u7597\u6548\u679c\u7684\u8d1f\u9762\u5f71\u54cd\u3002<\/span><\/section>\n<ol start=\"6\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Schwab, Patrick, Lorenz Linhardt, and Walter Karlen. &#8220;Perfect match: A simple method for learning representations for counterfactual inference with neural networks.&#8221; arXiv preprint arXiv:1810.00656 (2018).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/1810.00656.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86Perfect Match(PM)\uff0c\u5c06\u4e4b\u524d\u4e13\u6ce8\u4e8e\u4e8c\u503c\u5904\u7406\u53d8\u91cf\u7684\u65b9\u6cd5\u63a8\u5e7f\u5230\u4e86\u591a\u503c\u5904\u7406\u53d8\u91cf\uff0c\u5176\u6613\u4e8e\u5b9e\u73b0\uff0c\u4e0e\u4efb\u4f55\u7ed3\u6784\u517c\u5bb9\uff0c\u4e0d\u589e\u52a0\u8ba1\u7b97\u590d\u6742\u6027\u6216\u8d85\u53c2\u6570\uff0c\u5e76\u53ef\u6269\u5c55\u5230\u4efb\u4f55\u6570\u91cf\u7684\u6cbb\u7597\u3002<\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><br  \/><\/span><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u56e0\u679c\u751f\u6210\u6a21\u578b<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol 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<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Louizos, Christos, Uri Shalit, Joris M. Mooij, David Sontag, Richard Zemel, and Max Welling. &#8220;Causal effect inference with deep latent-variable models.&#8221; Advances in neural information processing systems 30 (2017).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/papers.nips.cc\/paper\/2017\/file\/94b5bde6de888ddf9cde6748ad2523d1-Paper.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u9996\u6b21\u57fa\u4e8e\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08VAE\uff09\uff0c\u540c\u65f6\u4f30\u8ba1\u6df7\u6742\u56e0\u7d20\u548c\u56e0\u679c\u6548\u5e94\u7684\u672a\u77e5\u6f5c\u7a7a\u95f4\uff0c\u4ece\u800c\u4f30\u8ba1ITE\u3002<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Yoon, Jinsung, James Jordon, and Mihaela Van Der Schaar. &#8220;GANITE: Estimation of individualized treatment effects using generative adversarial nets.&#8221; In International Conference on Learning Representations. 2018.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=ByKWUeWA-<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u751f\u6210\u5bf9\u6297\u7f51\uff08GANs\uff09\u6846\u67b6\u7684\u65b0\u65b9\u6cd5\u6765\u63a8\u65adITE\uff0c\u79f0\u4e3a\u7528\u4e8e\u63a8\u65ad\u4e2a\u4f53\u5316\u6cbb\u7597\u6548\u679c\u7684\u751f\u6210\u5bf9\u6297\u7f51\uff08GANITE\uff09\uff0c\u5176\u52a8\u673a\u662f\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5c1d\u8bd5\u4f7f\u7528GAN\u5b66\u4e60\u53cd\u4e8b\u5b9e\u5206\u5e03\u6765\u6355\u6349\u5176\u4e0d\u786e\u5b9a\u6027\u3002<\/span><\/section>\n<ol start=\"3\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Bica, Ioana, James Jordon, and Mihaela van der Schaar. &#8220;Estimating the effects of continuous-valued interventions using generative adversarial networks.&#8221; Advances in Neural Information Processing Systems 33 (2020): 16434-16445.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/proceedings.neurips.cc\/paper\/2020\/file\/bea5955b308361a1b07bc55042e25e54-Paper.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u4e0a\u4e00\u7bc7\u6587\u7ae0\u7684\u7b97\u6cd5\u6269\u5c55\uff0c\u5bf9\u4e8e\u8fde\u7eed\u503c\u5e72\u9884\u63aa\u65bd\uff08\u5982\u4e0e\u5242\u91cf\u53c2\u6570\u76f8\u5173\u7684\u6cbb\u7597\uff09\uff0c\u901a\u8fc7\u5bf9\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GANs\uff09\u6846\u67b6\u7684\u4fee\u6539\uff0c\u80fd\u591f\u540c\u65f6\u4f30\u8ba1\u51e0\u79cd\u4e0d\u540c\u7684\u8fde\u7eed\u5e72\u9884\u7684\u53cd\u4e8b\u5b9e\u7ed3\u679c\u3002<\/span><\/section>\n<ol start=\"4\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Zhang, Weijia, Lin Liu, and Jiuyong Li. &#8220;Treatment effect estimation with disentangled latent factors.&#8221; In Proceedings of the AAAI Conference on Artificial Intelligence, vol. 35, no. 12, pp. 10923-10930. 2021.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.aaai.org\/AAAI21Papers\/AAAI-155.ZhangW.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4ece\u89c2\u5bdf\u5230\u7684\u53d8\u91cf\u4e2d\u540c\u65f6\u63a8\u65ad\u51fa\u76f8\u5173\u56e0\u7d20\uff0c\u5c06\u8fd9\u4e9b\u56e0\u7d20\u5206\u89e3\u6210\u4e09\u4e2a\u4e0d\u76f8\u5e72\u7684\u96c6\u5408\uff0c\u5206\u522b\u5bf9\u5e94\u4e8e\u5de5\u5177\u56e0\u7d20\u3001\u6df7\u6742\u56e0\u7d20\u548c\u98ce\u9669\u56e0\u7d20\uff0c\u5e76\u4f7f\u7528\u8fd9\u4e9b\u5206\u89e3\u7684\u56e0\u7d20\u8fdb\u884c\u6cbb\u7597\u6548\u679c\u4f30\u8ba1\u3002<\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><br  \/><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u56e0\u679c\u516c\u5e73\u6027<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol 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<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Kusner, Matt J., Joshua Loftus, Chris Russell, and Ricardo Silva. &#8220;Counterfactual fairness.&#8221; Advances in neural information processing systems 30 (2017).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/proceedings.neurips.cc\/paper\/2017\/file\/a486cd07e4ac3d270571622f4f316ec5-Paper.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u9996\u6b21\u63d0\u51fa\u201c\u53cd\u4e8b\u5b9e\u516c\u5e73\u6027\u201d\u7684\u6982\u5ff5\uff0c\u5229\u7528\u56e0\u679c\u63a8\u7406\u7684\u5de5\u5177\u5f00\u53d1\u4e86\u4e00\u4e2a\u516c\u5e73\u6027\u5efa\u6a21\u7684\u6846\u67b6\uff1a\u5982\u679c\u4e00\u4e2a\u51b3\u5b9a\u5728(a)\u5b9e\u9645\u4e16\u754c\u548c(b)\u4e2a\u4eba\u5c5e\u4e8e\u4e0d\u540c\u4eba\u53e3\u7fa4\u4f53\u7684\u53cd\u4e8b\u5b9e\u4e16\u754c\u4e2d\u662f\u76f8\u540c\u7684\uff0c\u90a3\u4e48\u8fd9\u4e2a\u51b3\u5b9a\u5bf9\u4e00\u4e2a\u4eba\u5c31\u662f\u516c\u5e73\u7684\u3002<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Nabi, Razieh, and Ilya Shpitser. &#8220;Fair inference on outcomes.&#8221; In Proceedings of the AAAI Conference on Artificial Intelligence, vol. 32, no. 1. 2018.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/1705.10378.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u8ba4\u4e3a\u6b67\u89c6\u7684\u5b58\u5728\u53ef\u4ee5\u4ee5\u4e00\u79cd\u5408\u7406\u7684\u65b9\u5f0f\u88ab\u5f62\u5f0f\u5316\uff0c\u5373\u654f\u611f\u7684\u534f\u53d8\u91cf\u5bf9\u7ed3\u679c\u7684\u5f71\u54cd\u6cbf\u7740\u67d0\u4e9b\u56e0\u679c\u9014\u5f84\u5b58\u5728\uff0c\u8fd9\u4e00\u89c2\u70b9\u662f\u5bf9\uff08Pearl 2009\uff09\u7684\u6982\u62ec\uff0c\u7136\u540e\u53ef\u4ee5\u901a\u8fc7\u89e3\u51b3\u4e00\u4e2a\u53d7\u9650\u7684\u4f18\u5316\u95ee\u9898\u6765\u5b66\u4e60\u4e00\u4e2a\u516c\u5e73\u7684\u7ed3\u679c\u6a21\u578b\u3002<\/span><\/section>\n<ol start=\"3\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Chiappa, Silvia. &#8220;Path-specific counterfactual fairness.&#8221; In Proceedings of the AAAI Conference on Artificial Intelligence, vol. 33, no. 01, pp. 7801-7808. 2019.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/1802.08139.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u8fdb\u4e00\u6b65\u8003\u8651\u4e86\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u516c\u5e73\u51b3\u7b56\u7cfb\u7edf\u7684\u95ee\u9898\uff0c\u5176\u4e2d\u4e00\u4e2a\u654f\u611f\u7684\u5c5e\u6027\u53ef\u80fd\u4f1a\u5f71\u54cd\u5230\u516c\u5e73\u548c\u4e0d\u516c\u5e73\u9014\u5f84\u7684\u51b3\u7b56\uff0c\u5e76\u5f15\u5165\u4e86\u4e00\u79cd\u53cd\u4e8b\u5b9e\u7684\u65b9\u6cd5\u6765\u964d\u4f4e\u4e0d\u516c\u5e73\u9014\u5f84\u4e0a\u7684\u5f71\u54cd\u3002<\/span><\/section>\n<ol start=\"4\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Wu, Yongkai, Lu Zhang, Xintao Wu, and Hanghang Tong. &#8220;Pc-fairness: A unified framework for measuring causality-based fairness.&#8221; Advances in Neural Information Processing Systems 32 (2019).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/proceedings.neurips.cc\/paper\/2019\/file\/44a2e0804995faf8d2e3b084a1e2db1d-Paper.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u5f00\u53d1\u4e86\u4e00\u4e2a\u6d4b\u91cf\u4e0d\u540c\u7684\u57fa\u4e8e\u56e0\u679c\u5173\u7cfb\u7684\u516c\u5e73\u6027\u7684\u6846\u67b6\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u5b9a\u4e49\uff0c\u6db5\u76d6\u4e86\u4ee5\u524d\u5927\u591a\u6570\u57fa\u4e8e\u56e0\u679c\u5173\u7cfb\u7684\u516c\u5e73\u6027\u6982\u5ff5\uff0c\u5373\u7279\u5b9a\u8def\u5f84\u7684\u53cd\u4e8b\u5b9e\u516c\u5e73\u6027\uff08PC\u516c\u5e73\u6027\uff09\u3002<\/span><\/section>\n<ol start=\"5\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Kilbertus, Niki, Mateo Rojas Carulla, Giambattista Parascandolo, Moritz Hardt, Dominik Janzing, and Bernhard Sch\u00f6lkopf. &#8220;Avoiding discrimination through causal reasoning.&#8221; Advances in neural information processing systems 30 (2017).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/proceedings.neurips.cc\/paper\/2017\/file\/f5f8590cd58a54e94377e6ae2eded4d9-Paper.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u6307\u51fa\u89c2\u5bdf\u6027\u6807\u51c6\u867d\u7136\u65b9\u4fbf\u4f7f\u7528\uff0c\u4f46\u6709\u4e25\u91cd\u7684\u5185\u5728\u5c40\u9650\u6027\uff0c\u4f7f\u5b83\u4eec\u65e0\u6cd5\u6700\u7ec8\u89e3\u51b3\u516c\u5e73\u95ee\u9898\u3002\u57fa\u4e8e\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u81ea\u7136\u7684\u56e0\u679c\u975e\u6b67\u89c6\u6027\u6807\u51c6\uff0c\u5e76\u5f00\u53d1\u4e86\u6ee1\u8db3\u8fd9\u4e9b\u6807\u51c6\u7684\u7b97\u6cd5\u3002<\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><br  \/><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u56e0\u679c\u5f3a\u5316\u5b66\u4e60<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol 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<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Bareinboim, Elias, Andrew Forney, and Judea Pearl. &#8220;Bandits with unobserved confounders: A causal approach.&#8221; Advances in Neural Information Processing Systems 28 (2015).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/proceedings.neurips.cc\/paper\/2015\/file\/795c7a7a5ec6b460ec00c5841019b9e9-Paper.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u4e2a\u8d4c\u535a\u673a Agents \u5e94\u8be5\u8ffd\u6c42\u7684\u4f18\u5316\u6307\u6807\uff08\u540c\u65f6\u91c7\u7528\u5b9e\u9a8c\u5206\u5e03\u548c\u89c2\u5bdf\u5206\u5e03\uff09\uff0c\u5e76\u9610\u91ca\u4e86\u5176\u76f8\u8f83\u4e8e\u4f20\u7edf\u7b97\u6cd5\u7684\u4f18\u52bf\u3002<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Biwei Huang, Fan Feng, Chaochao Lu, Sara Magliacane, Kun Zhang. &#8220;AdaRL: What, Where, and How to Adapt in Transfer Reinforcement Learning.&#8221; International Conference on Learning Representation (2022).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2107.02729<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u4e2a\u7406\u8bba\u4fdd\u8bc1\u7684\u9002\u5e94\u6027RL\u6846\u67b6\uff0c\u79f0\u4e3aAdaRL\uff0c\u5229\u7528\u4e00\u79cd\u7b80\u660e\u7684\u56fe\u5f62\u8868\u793a\u6cd5\u6765\u63cf\u8ff0RL\u7cfb\u7edf\u4e2d\u5404\u53d8\u91cf\u7684\u7ed3\u6784\u5173\u7cfb\uff0c\u5b83\u53ef\u4ee5\u53ef\u9760\u800c\u6709\u6548\u5730\u9002\u5e94\u6765\u81ea\u76ee\u6807\u9886\u57df\u7684\u5c11\u6570\u6837\u672c\u7684\u53d8\u5316\uff0c\u5373\u4f7f\u662f\u5728\u90e8\u5206\u53ef\u89c2\u5bdf\u7684\u73af\u5883\u4e2d\u3002<\/span><\/section>\n<ol start=\"3\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">De Haan, Pim, Dinesh Jayaraman, and Sergey Levine. &#8220;Causal confusion in imitation learning.&#8221; Advances in Neural Information Processing Systems 32 (2019).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/proceedings.neurips.cc\/paper\/2019\/file\/947018640bf36a2bb609d3557a285329-Paper.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u672c\u6587\u6307\u51fa\uff0c\u7531\u4e8e\u6a21\u4eff\u5b66\u4e60\u4e2d\u5b58\u5728\u5206\u5e03\u504f\u79fb(distributional shift)\uff0c\u5ffd\u7565\u56e0\u679c\u4f1a\u5bfc\u81f4\u7834\u574f\u6027\u7684\u540e\u679c\uff0c\u7279\u522b\u662f\u4f1a\u51fa\u73b0\u4e00\u79cd\u53cd\u76f4\u89c9\u7684\u201c\u56e0\u679c\u9519\u8bef\u8bc6\u522b(causal misidentification)\u201d\u73b0\u8c61\uff1a\u6570\u636e\u8d8a\u591a\uff0c\u6548\u679c\u53cd\u800c\u8d8a\u5dee\u3002\u672c\u6587\u7814\u7a76\u4e86\u8fd9\u4e2a\u95ee\u9898\u51fa\u73b0\u7684\u539f\u56e0\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u79cd\u901a\u8fc7\u5b9a\u5411\u5e72\u9884(targeted interventions)\u2014\u2014\u57fa\u4e8e\u73af\u5883\u4e92\u52a8\u6216\u4e13\u5bb6\u8be2\u95ee\u2014\u2014\u6765\u51b3\u5b9a\u6b63\u786e\u56e0\u679c\u6a21\u578b\u7684\u65b9\u6cd5\uff0c\u4ece\u800c\u907f\u514d\u8fd9\u79cd\u95ee\u9898\u51fa\u73b0\u3002<\/span><\/section>\n<ol start=\"4\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Bottou, L\u00e9on, Jonas Peters, Joaquin Qui\u00f1onero-Candela, Denis X. Charles, D. Max Chickering, Elon Portugaly, Dipankar Ray, Patrice Simard, and Ed Snelson. &#8220;Counterfactual Reasoning and Learning Systems: The Example of Computational Advertising.&#8221; Journal of Machine Learning Research 14, no. 11 (2013).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.jmlr.org\/papers\/volume14\/bottou13a\/bottou13a.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u672c\u6587\u5de5\u4f5c\u5c55\u793a\u4e86\u5982\u4f55\u5229\u7528\u56e0\u679c\u63a8\u65ad\u6765\u7406\u89e3\u590d\u6742\u5b66\u4e60\u7cfb\u7edf\u7684\u548c\u73af\u5883\u4ea4\u4e92\u7684\u884c\u4e3a\uff0c\u4ee5\u53ca\u9884\u6d4b\u7cfb\u7edf\u53d8\u5316\u4ea7\u751f\u7684\u540e\u679c\u3002\u8fd9\u79cd\u9884\u6d4b\u5141\u8bb8\u4eba\u7c7b\u548c\u7b97\u6cd5\u6765\u9009\u62e9\u53ef\u4ee5\u63d0\u5347\u7cfb\u7edf\u6027\u80fd\u7684\u6539\u53d8\u3002<\/span><\/section>\n<ol start=\"5\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Buesing, Lars, Theophane Weber, Yori Zwols, Sebastien Racaniere, Arthur Guez, Jean-Baptiste Lespiau, and Nicolas Heess. &#8220;Woulda, coulda, shoulda: Counterfactually-guided policy search.&#8221; arXiv preprint arXiv:1811.06272 (2018).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/1811.06272.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u672c\u6587\u63d0\u51fa\u4e86\u53cd\u4e8b\u5b9e\u5f15\u5bfc\u7b56\u7565\u641c\u7d22(CF-GPS)\u7b97\u6cd5\uff0c \u4ece off-policy \u7ecf\u9a8c\u4e2d\u5b66\u4e60\u90e8\u5206\u53ef\u89c2\u6d4b\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b(POMDPs)\u4e2d\u7684\u7b56\u7565\uff0c\u5229\u7528\u7ed3\u6784\u56e0\u679c \u6a21\u578b\u5bf9off-policy \u7684\u67d0\u4e2a\u56de\u5408(episodes)\u7684\u53ef\u80fd\u7b56\u7565\u8fdb\u884c\u53cd\u4e8b\u5b9e\u8bc4\u4f30\u3002<\/span><\/section>\n<ol start=\"6\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Pitis, Silviu, Elliot Creager, and Animesh Garg. &#8220;Counterfactual data augmentation using locally factored dynamics.&#8221; Advances in Neural Information Processing Systems 33 (2020): 3976-3990.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/proceedings.neurips.cc\/paper\/2020\/file\/294e09f267683c7ddc6cc5134a7e68a8-Paper.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u672c\u6587\u901a\u8fc7\u5f15\u5165\u5c40\u90e8\u56e0\u679c\u6a21\u578b(LCMs)\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u9762\u5411\u5bf9\u8c61\u72b6\u6001\u8868\u793a\u7684\u63a8\u65ad\u7ed3\u6784\u7684\u65b9\u6cd5\uff0c\u4ee5\u53ca\u4e00\u79cd\u65b0\u7684\u53cd\u4e8b\u5b9e\u6570\u636e\u589e\u5f3a\u7b97\u6cd5(CoDA)\u3002<\/span><\/section>\n<ol start=\"7\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Dietterich, Thomas, George Trimponias, and Zhitang Chen. &#8220;Discovering and removing exogenous state variables and rewards for reinforcement learning.&#8221; In International Conference on Machine Learning, pp. 1262-1270. PMLR, 2018.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/proceedings.mlr.press\/v80\/dietterich18a\/dietterich18a.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u5c06\u5916\u751f\u72b6\u6001\u7684\u53d8\u91cf\u548c\u5956\u52b1\u5f62\u5f0f\u5316\uff0c\u5e76\u4e14\u786e\u5b9a\u4e86\u5177\u6709\u5916\u751f\u72b6\u6001\u7684MDP\uff08\u9a6c\u5c14\u79d1\u592b\u51b3\u7b56\u8fc7\u7a0b\uff09\u53ef\u4ee5\u88ab\u5206\u89e3\u4e3a\u53ea\u5305\u542b\u4e86\u4e00\u4e2a\u5916\u751f\u72b6\u6001\uff0b\u5956\u52b1\u7684\u5916\u751f\u9a6c\u5c14\u53ef\u592b\u5956\u52b1\u8fc7\u7a0b\uff0c\u548c\u4e00\u4e2a\u4ec5\u9488\u5bf9\u5185\u751f\u5956\u52b1\u5b9a\u4e49\u7684\u5185\u751f\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\u7684\u6761\u4ef6\u3002<\/span><\/section>\n<ol start=\"8\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Zhang, Amy, Clare Lyle, Shagun Sodhani, Angelos Filos, Marta Kwiatkowska, Joelle Pineau, Yarin Gal, and Doina Precup. &#8220;Invariant causal prediction for block mdps.&#8221; In International Conference on Machine Learning, pp. 11214-11224. PMLR, 2020.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/proceedings.mlr.press\/v119\/zhang20t\/zhang20t.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u5229\u7528\u56e0\u679c\u63a8\u7406\u4e2d\u7684\u5de5\u5177\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u4e0d\u53d8\u6027\u9884\u6d4b\u7684\u65b9\u6cd5\u6765\u5b66\u4e60\u6a21\u578b\u65e0\u5173\u72b6\u6001\u62bd\u8c61(MISA)\uff0c\u8fd9\u79cd\u62bd\u8c61\u5728\u591a\u73af\u5883\u8bbe\u7f6e\u4e0b\u53ef\u4ee5\u63a8\u5e7f\u5230\u65b0\u7684\u89c2\u6d4b\u6570\u636e\u4e2d\u3002<\/span><\/section>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><br  \/><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"color: rgb(33, 166, 210);font-size: 15px;\">\u4e3b\u98985\uff1a\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u5728\u5de5\u4e1a\u573a\u666f\u4e2d\u7684\u5e94\u7528<\/span><\/strong><\/span><\/h3>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u56e0\u679c\u63a8\u8350\u7cfb\u7edf<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol 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<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Wu, Peng, Haoxuan Li, Yuhao Deng, Wenjie Hu, Quanyu Dai, Zhenhua Dong, Jie Sun, Rui Zhang, and Xiao-Hua Zhou. &#8220;On the opportunity of causal learning in recommendation systems: Foundation, estimation, prediction and challenges.&#8221; In Proceedings of the International Joint Conference on Artificial Intelligence, Vienna, Austria, pp. 23-29. 2022.<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.ijcai.org\/proceedings\/2022\/0787.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u6587\u7ae0\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6b63\u5f0f\u7684\u56e0\u679c\u5206\u6790\u6846\u67b6\u6765\u7efc\u8ff0\u548c\u7edf\u4e00\u73b0\u6709\u7684\u56e0\u679c\u542f\u53d1\u7684\u63a8\u8350\u65b9\u6cd5\uff0c\u5b83\u53ef\u4ee5\u9002\u5e94\u63a8\u8350\u7cfb\u7edf\u4e2d\u4e0d\u540c\u7684\u573a\u666f\u3002\u6b64\u5916\uff0c\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u5206\u7c7b\u6cd5\uff0c\u5e76\u4ece\u8fdd\u53cd\u56e0\u679c\u5047\u8bbe\u7684\u89d2\u5ea6\u7ed9\u51fa\u4e86\u63a8\u8350\u7cfb\u7edf\u4e2d\u5404\u79cd\u504f\u5dee\u7684\u6b63\u5f0f\u56e0\u679c\u5b9a\u4e49\u3002<\/span><\/section>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Gao, Chen, Yu Zheng, Wenjie Wang, Fuli Feng, Xiangnan He, and Yong Li. &#8220;Causal Inference in Recommender Systems: A Survey and Future Directions.&#8221; arXiv preprint arXiv:2208.12397 (2022).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2208.12397.pdf<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u7bc7\u7efc\u8ff0\u6839\u636e\u56e0\u679c\u63a8\u7406\u6240\u89e3\u51b3\u7684\u95ee\u9898\u7684\u5206\u7c7b\u6cd5\uff0c\u5168\u9762\u56de\u987e\u4e86\u73b0\u6709\u7684\u57fa\u4e8e\u56e0\u679c\u63a8\u7406\u7684\u63a8\u8350\u5de5\u4f5c\u3002<\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">&nbsp;<\/span><\/strong><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u56e0\u679c\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/h4>\n<ol 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<section style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Keith, Katherine A., David Jensen, and Brendan O&#8217;Connor. &#8220;Text and causal inference: A review of using text to remove confounding from causal estimates.&#8221; arXiv preprint arXiv:2005.00649 (2020).<\/span><\/section>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2005.00649.pdf<\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u63a8\u8350\u8bed\uff1a\u8fd9\u662f\u4e00\u7bc7\u56e0\u679c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u7814\u7a76\u7efc\u8ff0\uff0c\u5f88\u597d\u5730\u9610\u91ca\u4e86\u56e0\u679c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u57fa\u672c\u95ee\u9898\u3001\u4efb\u52a1\u5206\u7c7b\u3001\u6280\u672f\u6846\u67b6\u3001\u548c\u672a\u6765\u53ef\u80fd\u7684\u7814\u7a76\u65b9\u5411\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;max-width: 100%;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;text-align: center;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><span style=\"outline: 0px;max-width: 100%;color: rgb(63, 63, 63);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;text-align: justify;box-sizing: border-box !important;overflow-wrap: break-word !important;\">&nbsp; &nbsp;<\/span><\/section>\n<h3 style=\"outline: 0px;max-width: 100%;color: rgb(34, 34, 34);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);box-sizing: border-box !important;overflow-wrap: break-word !important;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;max-width: 100%;letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;max-width: 100%;letter-spacing: 0.544px;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;text-align: center;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\n<section style=\"outline: 0px;max-width: 100%;display: inline-block;vertical-align: middle;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\n<section style=\"margin-bottom: -2px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\n<section style=\"outline: 0px;max-width: 100%;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><br  \/><\/section>\n<section style=\"outline: 0px;max-width: 100%;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><br  \/><\/section>\n<section style=\"outline: 0px;max-width: 100%;clear: both;line-height: 0;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\n<section style=\"outline: 0px;max-width: 100%;line-height: 0;width: 0px;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><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;max-width: 100%;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;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\n<p style=\"outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><strong style=\"outline: 0px;max-width: 100%;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;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><strong style=\"outline: 0px;max-width: 100%;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\u56e0\u679c\u79d1\u5b66\u793e\u533a\u7b80\u4ecb<\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\n<section style=\"outline: 0px;max-width: 100%;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><br  \/><\/section>\n<section style=\"outline: 0px;max-width: 100%;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><br  \/><\/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;max-width: 100%;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;text-align: center;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;max-width: 100%;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;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><span style=\"outline: 0px;max-width: 100%;font-size: 15px;color: rgb(63, 63, 63);box-sizing: border-box !important;overflow-wrap: break-word !important;\">\u56e0\u679c\u79d1\u5b66\u793e\u533a\u7531\u667a\u6e90\u793e\u533a\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u5171\u540c\u63a8\u52a8\uff0c\u9762\u5411\u56e0\u679c\u79d1\u5b66\u9886\u57df\u7684\u5782\u76f4\u578b\u5b66\u672f\u8ba8\u8bba\u793e\u533a\uff0c\u76ee\u7684\u662f\u4fc3\u8fdb\u56e0\u679c\u79d1\u5b66\u4e13\u4e1a\u4eba\u58eb\u548c\u5174\u8da3\u7231\u597d\u8005\u4eec\u7684\u5b66\u4e60\u3001\u4ea4\u6d41\u548c\u5408\u4f5c\uff0c\u63a8\u8fdb\u56e0\u679c\u79d1\u5b66\u5b66\u672f\u3001\u4ea7\u4e1a\u751f\u6001\u7684\u5efa\u8bbe\u548c\u843d\u5730\uff0c\u5b55\u80b2\u65b0\u4e00\u4ee3\u56e0\u679c\u79d1\u5b66\u9886\u57df\u7684\u5b66\u672f\u4e13\u5bb6\u548c\u4ea7\u4e1a\u521b\u65b0\u8005\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;max-width: 100%;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;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;max-width: 100%;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;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><span style=\"outline: 0px;max-width: 100%;font-size: 15px;color: rgb(63, 63, 63);box-sizing: border-box !important;overflow-wrap: break-word !important;\">\u96c6\u667a\u4ff1\u4e50\u90e8\u5df2\u7ecf\u7ec4\u7ec7\u4e09\u5b63\u201c\u56e0\u679c\u79d1\u5b66\u201d\u8bfb\u4e66\u4f1a\uff0c\u5f62\u6210\u4e86\u8d85\u8fc7\u5343\u4eba\u7684\u56e0\u679c\u79d1\u5b66\u793e\u533a\u3002<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247534064&amp;idx=2&amp;sn=d54815487eed87f1e4386643285fd284&amp;chksm=e8971f7ddfe0966b606eca7ac7d6b49cc35bdb0c6f458446cb68868c040e1f8b117ec2df815f&amp;scene=21#wechat_redirect\" textvalue=\"\u7b2c\u4e00\u5b63\u56e0\u679c\u79d1\u5b66\u4e0eCausal AI\u8bfb\u4e66\u4f1a\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u7b2c\u4e00\u5b63\u56e0\u679c\u79d1\u5b66\u4e0eCausal AI\u8bfb\u4e66\u4f1a<\/a>\u68b3\u7406\u4e86\u56e0\u679c\u79d1\u5b66\u7684\u6574\u4f53\u6846\u67b6\uff0c\u5f62\u6210\u56e0\u679c\u79d1\u5b66\u7684\u5168\u5c40\u7d22\u5f15\u5730\u56fe\uff1b<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247571640&amp;idx=2&amp;sn=c313b9e14f94c366b09d5da6d822fab2&amp;chksm=e8968235dfe10b2338defb690f8979f6f619612b3e73528b43b4bd2c37fb94e2b783735b9861&amp;scene=21#wechat_redirect\" textvalue=\"\u7b2c\u4e8c\u5b63\u8bfb\u4e66\u4f1a\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u7b2c\u4e8c\u5b63\u8bfb\u4e66\u4f1a<\/a>\u8fdb\u4e00\u6b65\u6df1\u5165\u7ec6\u8282\uff0c\u4ece\u57fa\u7840\u77e5\u8bc6\u53ca\u57fa\u672c\u6280\u80fd\u5efa\u7acb\u56e0\u679c\u79d1\u5b66\u7684\u8ba1\u7b97\u6846\u67b6\uff0c\u642d\u5efa\u56e0\u679c\u63a8\u7406\u4e0e\u5b9e\u9645\u7814\u7a76\u7684\u6865\u6881\uff1b\u5728\u6b64\u57fa\u7840\u4e0a\uff0c<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=\"\u7b2c\u4e09\u5b63\u8bfb\u4e66\u4f1a\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u7b2c\u4e09\u5b63\u8bfb\u4e66\u4f1a<\/a>\u81f4\u529b\u4e8e\u63a2\u7a76\u56e0\u679c\u7814\u7a76\u8303\u5f0f\uff0c\u771f\u6b63\u89e3\u51b3\u591a\u5b66\u79d1\u9886\u57df\u7684\u56e0\u679c\u95ee\u9898\u3002<span style=\"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;background-color: rgb(255, 255, 255);\">\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u8bfb\u4e66\u4f1a\u662f\u7b2c\u56db\u5b63\u3002<span style=\"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;background-color: rgb(255, 255, 255);\">\u52a0\u5165\u4efb\u610f\u4e00\u5b63\u8bfb\u4e66\u4f1a\u5373\u53ef\u52a0\u5165\u56e0\u679c\u793e\u533a\u3002<\/span><\/span><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;max-width: 100%;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;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><span style=\"outline: 0px;max-width: 100%;font-size: 15px;color: rgb(63, 63, 63);box-sizing: border-box !important;overflow-wrap: break-word !important;\"><span style=\"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;background-color: rgb(255, 255, 255);\"><span style=\"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;background-color: rgb(255, 255, 255);\"><br  \/><\/span><\/span><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;max-width: 100%;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;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><span style=\"outline: 0px;max-width: 100%;font-size: 15px;color: rgb(63, 63, 63);box-sizing: border-box !important;overflow-wrap: break-word !important;\"><span style=\"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;background-color: rgb(255, 255, 255);\"><span style=\"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;background-color: rgb(255, 255, 255);\"><br  \/><\/span><\/span><\/span><\/section>\n<h3 style=\"margin-bottom: 0em;outline: 0px;color: rgb(34, 34, 34);letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;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  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br  \/><\/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-top-color: rgb(33, 166, 210);border-right: 3px solid 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;visibility: visible;\">\u5173\u4e8e\u4e3e\u529e\u65b9\u548c\u96c6\u667a\u4ff1\u4e50\u90e8\u8bfb\u4e66\u4f1a<\/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  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br  \/><\/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, 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: 0.544px;white-space: normal;text-size-adjust: auto;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-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);font-family: system-ui, -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;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;line-height: 1.75em;\"><strong style=\"outline: 0px;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-size: 15px;\">\u4e3b\u529e\u65b9\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/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, 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: 0.544px;white-space: normal;text-size-adjust: auto;line-height: 1.75em;\"><strong style=\"outline: 0px;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-size: 15px;\">\u534f\u529e\u65b9\uff1a\u96c6\u667a\u5b66\u56ed<\/span><\/strong><\/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, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, 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normal;text-size-adjust: auto;line-height: 1.75em;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-size: 15px;\"><\/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, 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: 0.544px;white-space: normal;text-size-adjust: auto;line-height: 1.75em;\"><strong style=\"outline: 0px;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-size: 15px;\">\u96c6\u667a\u5b66\u56ed<\/span><\/strong><span style=\"outline: 0px;color: rgb(63, 63, 63);font-size: 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0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);font-family: system-ui, -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;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;line-height: 1.75em;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-size: 15px;\"><\/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, 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: 0.544px;white-space: normal;text-size-adjust: auto;line-height: 1.75em;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-size: 15px;\">\u8bfb\u4e66\u4f1a\u6d3b\u52a8\u59cb\u4e8e 2008 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8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);font-family: system-ui, -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;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;line-height: 1.75em;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-size: 15px;\"><\/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, 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: 0.544px;white-space: normal;text-size-adjust: auto;line-height: 1.75em;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-size: 15px;\">\u52a0\u5165\u96c6\u667aVIP\uff0c\u5373\u53ef\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u8bfe\u7a0b\u3001\u8bfb\u4e66\u4f1a\u3002\u8be6\u89c1\uff1a<\/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, 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: 0.544px;white-space: normal;text-size-adjust: auto;line-height: 1.75em;\"><a target=\"_blank\" 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\" textvalue=\"\u96c6\u667a\u5b66\u56ed2022\u5e74\u8d39VIP\u5f00\u542f\uff0c\u4e0e5000+\u96c6\u667a\u793e\u533a\u6210\u5458\u4e00\u8d77\u63a2\u7d22\u590d\u6742\u6027\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"font-size: 14px;text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\"><strong><span style=\"font-size: 14px;\">\u96c6\u667a\u5b66\u56ed2022\u5e74\u8d39VIP\u5f00\u542f\uff0c\u4e0e5000+\u96c6\u667a\u793e\u533a\u6210\u5458\u4e00\u8d77\u63a2\u7d22\u590d\u6742\u6027\uff01<\/span><\/strong><\/a><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;max-width: 100%;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;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><br  \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><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;\"><br  \/><\/span><\/p>\n<section style=\"line-height: 1.75em;margin-left: 0px;margin-right: 0px;margin-bottom: 0px;\"><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;\"><span style=\"color: rgb(255, 255, 255);font-family: 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