{"id":27209,"date":"2021-06-25T21:25:23","date_gmt":"2021-06-25T13:25:23","guid":{"rendered":"https:\/\/swarma.org\/?p=27209"},"modified":"2021-06-25T21:25:23","modified_gmt":"2021-06-25T13:25:23","slug":"%e5%91%a8%e6%97%a5%e7%9b%b4%e6%92%ad%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%90%8e%e9%97%a8%e8%b0%83%e6%95%b4%e7%9a%84%e5%9b%a0%e6%9e%9c%e6%8e%a8%e8%8d%90%e7%b3%bb%e7%bb%9f-%e5%9b%a0%e6%9e%9c%e7%a7%91","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=27209","title":{"rendered":"\u5468\u65e5\u76f4\u64ad\uff1a\u57fa\u4e8e\u540e\u95e8\u8c03\u6574\u7684\u56e0\u679c\u63a8\u8350\u7cfb\u7edf | \u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a"},"content":{"rendered":"<div class='wxsyncmain'>\n<section powered-by=\"xiumi.us\" style=\"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);\" data-mpa-powered-by=\"yiban.io\">\n<section style=\"display: inline-block;width: 661px;vertical-align: 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normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;\"><strong>\u63a8\u8350\u7cfb\u7edf\u5728\u7f13\u89e3\u4fe1\u606f\u7206\u70b8\u95ee\u9898\u3001\u63d0\u4f9b\u4e2a\u6027\u5316\u670d\u52a1\u7b49\u65b9\u9762\u8d77\u7740\u5173\u952e\u4f5c\u7528\u3002\u6df1\u5ea6\u6a21\u578b\u7531\u4e8e\u5176\u6781\u5f3a\u7684\u6570\u636e\u62df\u5408\u3001\u5173\u8054\u80fd\u529b\uff0c\u6781\u5927\u5730\u63a8\u52a8\u4e86\u63a8\u8350\u6280\u672f\u7684\u53d1\u5c55\u3002\u7136\u800c\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5355\u7eaf\u4f9d\u9760\u6570\u636e\u9a71\u52a8\u7684\u63a8\u8350\u6a21\u578b\u666e\u904d\u9762\u4e34\u6570\u636e\u504f\u5dee\u548c\u6a21\u578b\u504f\u5dee\uff0c\u52a0\u5267\u63a8\u8350\u7cfb\u7edf\u7684\u9a6c\u592a\u6548\u5e94\u3002\u56e0\u679c\u7406\u8bba\u662f\u7edf\u8ba1\u79d1\u5b66\u4e2d\u6d88\u9664\u504f\u5dee\u5f71\u54cd\u3001\u8f85\u52a9\u6709\u6548\u51b3\u7b56\u7684\u5173\u952e\u6280\u672f\u3002<\/strong><\/p>\n<p style=\"white-space: normal;\"><strong><br  \/><\/strong><\/p>\n<p style=\"white-space: normal;\"><strong><strong style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(246, 246, 246);\"><strong style=\"letter-spacing: 0.544px;\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u667a\u6e90\u793e\u533a\uff0c\u7ec4\u7ec7<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247539257&amp;idx=1&amp;sn=d2bec726db7303f694138c30968214ad&amp;chksm=e89700b4dfe089a21ef3ad96bbbd8e98c476a65056de63912bec5512a998e66e6e0fe7550fbc&amp;scene=21#wechat_redirect\" textvalue=\"\u56e0\u679c\u79d1\u5b66\u7cfb\u5217\u8bfb\u4e66\u4f1a\u7b2c\u4e8c\u5b63\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener 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style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;margin-bottom: 5px;\"><span style=\"font-size: 15px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\u672c\u6b21\u62a5\u544a\u5c06\u9080\u8bf7\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u7814\u7a76\u5458\u51af\u798f\u5229\u8001\u5e08\u4ecb\u7ecd\u5982\u4f55\u6709\u6548\u5730\u5c06\u56e0\u679c\u7406\u8bba\u5f15\u5165\u6570\u636e\u9a71\u52a8\u7684\u63a8\u8350\u6a21\u578b\uff0c\u4e3b\u8981\u4ecb\u7ecd\u901a\u8fc7\u5f15\u5165\u540e\u95e8\u8c03\u6574\u5904\u7406\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;margin-bottom: 5px;\"><span style=\"font-size: 15px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">1\uff09\u6d41\u884c\u5ea6\u504f\u5dee\uff1b<\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">2\uff09\u7528\u6237\u5174\u8da3\u653e\u5927\u3002<\/span><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"color: rgb(61, 170, 214);\"><strong><span style=\"color: rgb(61, 170, 214);font-size: 15px;\">\u53c2\u8003\u6587\u732e\uff1a<\/span><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"font-size: 13px;\">1. Wang, W., Feng, F., He, X., Wang, X., &amp; Chua, T. S. Deconfounded Recommendation for Alleviating Bias Amplification. In KDD, 2021.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"font-size: 13px;\">2. Wang, W., Feng, F., He, X., Zhang, H., &amp; Chua, T. S. Clicks can be Cheating: Counterfactual Recommendation for Mitigating Clickbait Issue. In SIGIR 2021.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"font-size: 13px;\">3. Zhang, Y., Feng, F., He, X., Wei, T., Song, C., Ling, G., &amp; Zhang, Y. Causal Intervention for Leveraging Popularity Bias in Recommendation. In SIGIR 2021.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"font-size: 13px;\">4. Feng, F., Zhang, J., He, X., Zhang, H., &amp; Chua, T. S. Empowering Language Understanding with Counterfactual Reasoning. In ACL, 2021.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"font-size: 13px;\">5. Wei, T., Feng, F., Chen, J., Shi, C., Wu, Z., Yi, J. and He, X. Model-Agnostic Counterfactual Reasoning for Eliminating Popularity Bias in Recommender System. In KDD, 2021.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\" style=\"letter-spacing: 0.544px;\">\n<section powered-by=\"xiumi.us\" mpa-from-tpl=\"t\" style=\"margin-top: 10px;text-align: center;justify-content: center;\">\n<section mpa-from-tpl=\"t\" style=\"display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom: 9px solid rgb(169, 215, 227);border-bottom-right-radius: 0px;\">\n<section powered-by=\"xiumi.us\" mpa-from-tpl=\"t\" style=\"margin-bottom: -15px;\">\n<section mpa-from-tpl=\"t\" style=\"padding-right: 10px;padding-left: 10px;color: rgb(12, 130, 169);line-height: 2;letter-spacing: 3px;\">\n<p><strong mpa-from-tpl=\"t\">\u4e3b\u8bb2\u4eba<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;text-align: center;line-height: 1.5em;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img data-height=\"403\" data-ratio=\"0.6595744680851063\"  data-type=\"jpeg\" data-w=\"611\" data-width=\"611\" style=\"width: 242px;height: 160px;\" src=\"\/wp-content\/uploads\/2021\/06\/wxsync-2021-06-98a8692d86efe46da26a1e7194ba3b4e.jpeg\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u51af\u798f\u5229<\/span><\/strong><span style=\"font-size: 15px;\">\uff0c\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u7814\u7a76\u5458\u3002\u7814\u7a76\u9886\u57df\uff1a\u4fe1\u606f\u68c0\u7d22\u3001\u6570\u636e\u6316\u6398\u3001\u673a\u5668\u5b66\u4e60\u3001\u56e0\u679c\u63a8\u65ad\u7b49\uff0c\u53d1\u8868\u4f1a\u8bae\u548c\u671f\u520a\u8bba\u658730\u4f59\u7bc7\uff0c\u5305\u62ecSIGIR\u3001SIGKDD\u3001WWW\u3001ACMMM\u3001TOIS\u548cTKDE\uff0c\u8c37\u6b4c\u5b66\u672f\u5f15\u75281300\u4f59\u6b21\uff0c\u7814\u7a76\u6210\u679c\u5728\u591a\u5bb6\u516c\u53f8\u7684\u5546\u4e1a\u7cfb\u7edf\u5e94\u7528\u3002\u66fe\u83b7WWW 2018\u6700\u4f73\u6f14\u793a\u8bba\u6587\u5956\u3002\u62c5\u4efbFrontiers in Big Data\u7f16\u59d4\uff0c\u4f17\u591a\u9876\u7ea7\u671f\u520a\u3001\u4f1a\u8bae\u5ba1\u7a3f\u4eba\/\u7a0b\u5e8f\u59d4\u5458\uff0c\u5305\u62ecSIGIR\u3001WWW\u3001NeurIPS\u3001AAAI\u3001ACL\u3001EMNLP\u3001ACMMM\u3001TOIS\u3001TNNLS\u3001TKDE\u3001TMM\u3002<\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">PS\uff1a\u540c\u65f6\u51af\u8001\u5e08\u5206\u4eab\u7ed3\u675f\u540e\u8fd8\u4f1a\u6709\u60ca\u559c\u2014\u2014\u6211\u4eec\u9080\u8bf7\u4e86\u534e\u4e3a\u56e0\u679c\u63a8\u7406\u6311\u6218\u8d5b\u8d5b\u9898\u8bbe\u8ba1\u8005\u4e4b\u4e00\u7684\u6234\u5b59\u6d69\u540c\u5b66\uff0c\u4ecb\u7ecd\u8d5b\u9898\u8bbe\u8ba1\u601d\u8def\u3001\u5e2e\u52a9\u7ec4\u961f\uff08\u793e\u533a\u798f\u5229\uff09\u3002\u6311\u6218\u8d5b\u76f8\u5173\u4fe1\u606f\u89c1\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247565689&amp;idx=2&amp;sn=e64dbdc19932258b0436c89b12aede6b&amp;chksm=e8969bf4dfe112e2a12cbd5c720e35a5f0e6a6e147b0fd294d61bf631dc3559b40985cbb4dad&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">PCIC 2021\u534e\u4e3a\u56e0\u679c\u63a8\u7406\u6311\u6218\u8d5b\u5f00\u653e\u7ec4\u961f\u62a5\u540d<\/a><\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/span><\/section>\n<h4 style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;line-height: 1.75em;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\">\u53c2\u4e0e\u65f6\u95f4\uff1a<\/span><\/strong><\/span><\/h4>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">6\u670827\u65e5\uff08\u5468\u65e5\uff09\u4e0a\u53489:30-11:30<\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;margin-bottom: 10px;\"><span style=\"color: rgb(61, 170, 214);\"><strong><span style=\"color: rgb(61, 170, 214);font-size: 15px;\">\u53c2\u4e0e\u65b9\u5f0f\uff1a<\/span><\/strong><\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;margin-bottom: 10px;\"><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 15px;\">\u672c\u6b21\u8bfb\u4e66\u4f1a\u4e3b\u9898\u5c06\u5728\u96c6\u667a\u4ff1\u4e50\u90e8 B \u7ad9\u514d\u8d39\u76f4\u64ad\uff0c\u626b\u7801\u53ef\u9884\u7ea6<\/span><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 15px;\"><\/span><\/p>\n<p style=\"text-align: center;\"><img class=\"rich_pages\" data-galleryid=\"\" data-ratio=\"1.0026315789473683\" data-s=\"300,640\"  data-type=\"png\" data-w=\"380\" style=\"width: 139px;height: 139px;\" src=\"\/wp-content\/uploads\/2021\/06\/wxsync-2021-06-73c22b3c792a21726fd1cace3613ba63.png\"><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<\/li>\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;margin-bottom: 10px;\"><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, 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auto;box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom: 9px solid rgb(169, 215, 227);border-bottom-right-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: -15px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;color: rgb(12, 130, 169);line-height: 2;letter-spacing: 3px;\">\n<p><strong>\u56e0\u679c\u79d1\u5b66\u7b2c\u4e8c\u5b63\u8bfb\u4e66\u4f1a\u62a5\u540d\u4e2d<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;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;\"><\/span><br  \/><\/section>\n<\/h2>\n<section style=\"margin-right: 8px;margin-left: 8px;font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u63a8\u65ad\u4e0e\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u7ed3\u5408\u5df2\u7ecf\u5438\u5f15\u4e86\u8d8a\u6765\u8d8a\u591a\u6765\u81ea\u5b66\u754c\u4e1a\u754c\u7684\u5173\u6ce8\uff0c\u4e3a\u6df1\u5165\u63a2\u8ba8\u3001\u666e\u53ca\u63a8\u5e7f\u56e0\u679c\u79d1\u5b66\u8bae\u9898\uff0c\u667a\u6e90\u793e\u533a\u643a\u624b\u96c6\u667a\u4ff1\u4e50\u90e8\u5c06\u4e3e\u529e\u7b2c\u4e8c\u5b63\u300c<\/span><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=2247539257&amp;idx=1&amp;sn=d2bec726db7303f694138c30968214ad&amp;chksm=e89700b4dfe089a21ef3ad96bbbd8e98c476a65056de63912bec5512a998e66e6e0fe7550fbc&amp;scene=21#wechat_redirect\" textvalue=\"\u56e0\u679c\u79d1\u5b66\u4e0eCausalAI\u8bfb\u4e66\u4f1a\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"color: var(--weui-LINK);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener noreferrer\">\u56e0\u679c\u79d1\u5b66\u4e0eCausalAI\u8bfb\u4e66\u4f1a<\/a><\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u300d\u3002\u672c\u671f\u8bfb\u4e66\u4f1a\u7740\u529b\u4e8e\u5b9e\u64cd\u6027\u3001\u57fa\u7840\u6027\uff0c\u5c06\u5e26\u9886\u5927\u5bb6\u7cbe\u8bfb\u56e0\u679c\u79d1\u5b66\u65b9\u5411\u4e24\u672c\u975e\u5e38\u53d7\u5e7f\u6cdb\u8ba4\u53ef\u7684\u5165\u95e8\u6559\u6750\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">1. Pearl, Judea, Madelyn Glymour, and Nicholas P. Jewell. Causal inference in statistics: A primer. John Wiley &amp; Sons, 2016.<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u672c\u4e66\u4e2d\u8bd1\u7248\u300a\u7edf\u8ba1\u56e0\u679c\u63a8\u7406\u5165\u95e8\uff08\u7ffb\u8bd1\u7248\uff09\u300b\u5df2\u7531\u9ad8\u7b49\u6559\u80b2\u51fa\u7248\u793e\u51fa\u7248\uff09<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">2. Peters, Jonas, Dominik Janzing, and Bernhard Sch\u00f6lkopf. Elements of causal inference: foundations and learning algorithms. The MIT Press, 2017.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 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