{"id":21915,"date":"2020-11-15T08:42:49","date_gmt":"2020-11-15T00:42:49","guid":{"rendered":"https:\/\/swarma.org\/?p=21915"},"modified":"2020-11-15T08:42:49","modified_gmt":"2020-11-15T00:42:49","slug":"%e4%bb%8a%e6%97%a99%e7%82%b9%e7%9b%b4%e6%92%ad%ef%bc%9a%e5%9b%a0%e6%9e%9c%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0-%e5%9b%a0%e6%9e%9c%e7%a7%91%e5%ad%a6%e4%b8%8ecausal-ai%e8%af%bb%e4%b9%a6%e4%bc%9a","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=21915","title":{"rendered":"\u4eca\u65e99\u70b9\u76f4\u64ad\uff1a\u56e0\u679c\u673a\u5668\u5b66\u4e60 | \u56e0\u679c\u79d1\u5b66\u4e0eCausal AI\u8bfb\u4e66\u4f1a"},"content":{"rendered":"<div class='wxsyncmain'>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\" data-mpa-powered-by=\"yiban.io\"><span style=\"font-size: 15px;text-align: left;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><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages\" data-ratio=\"0.6662908680947013\" data-s=\"300,640\"  data-type=\"png\" data-w=\"887\" style=\"\" src=\"\/wp-content\/uploads\/2020\/11\/wxsync-2020-11-972fe6ee6acdeb0a6a4cbdf537dc38c1.png\"  \/><\/section>\n<section style=\"white-space: normal;line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.5em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><span style=\"color: rgb(123, 127, 131);font-size: 13px;text-align: left;\"><\/span><\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 2em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<section style=\"line-height: 2em;text-align: justify;\"><span style=\"font-size: 15px;\">\u4eca\u65e99\u70b9\uff0c\u201c\u56e0\u679c\u79d1\u5b66\u4e0eCausal A<\/span><span style=\"font-size: 15px;\">I\u201d\u8bfb\u4e66\u4f1a\u5c06\u8fdb\u884c\u7b2c\u516b\u671f\u7684\u7ebf\u4e0a\u8bba\u6587\u5206\u4eab\uff0c\u4e3b\u9898\u662f\u201c\u56e0\u679c\u673a\u5668\u5b66\u4e60\u201d\uff0c\u5c06\u7531<span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u4e9a\u5229\u6851\u90a3\u5dde\u7acb\u5927\u5b66\u535a\u58eb<\/span><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u90ed\u82e5\u57ce<\/span>\u6765\u8fdb\u884c\u5206\u4eab\uff0c\u672c\u6b21\u5185\u5bb9\u5c06\u5728\u96c6\u667a\u4ff1\u4e50\u90e8B\u7ad9\u76f4\u64ad\u3002<\/span><\/section>\n<section style=\"line-height: 2em;text-align: justify;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<p style=\"font-size: 15px;white-space: normal;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(63, 63, 63);\"><img loading=\"lazy\" data-ratio=\"1.4273127753303965\"  data-type=\"png\" data-w=\"454\" height=\"auto\" width=\"454\" style=\"height: 283px;width: 198px;\" src=\"\/wp-content\/uploads\/2020\/11\/wxsync-2020-11-c7af12615942baf8bb20cddfd4296a2f.png\"  \/><\/span><\/p>\n<section style=\"margin-bottom: 10px;font-size: 15px;white-space: normal;line-height: 1.75em;\"><strong><span style=\"color: rgb(63, 63, 63);\">\u4e3b\u8bb2\u4eba\u4ecb\u7ecd\uff1a<\/span><\/strong><\/section>\n<p style=\"font-size: 15px;white-space: normal;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);\">\u90ed\u82e5\u57ce\uff0c\u4e9a\u5229\u6851\u90a3\u5dde\u7acb\u5927\u5b66\u535a\u58eb\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u56e0\u679c\u63a8\u7406\u3001\u673a\u5668\u5b66\u4e60\u3001\u6570\u636e\u6316\u6398\u3002<\/span><\/p>\n<section style=\"text-align: justify;line-height: 2em;\"><span style=\"font-size: 15px;\"><span data-shimo-docs=\"[[20,&quot;\u7b2c\u4e03\u671f\uff1a\u56e0\u679c\u63a8\u7406\u4e0e\u7a33\u5b9a\u5b66\u4e60&quot;],[20,&quot;n&quot;,&quot;24:&quot;tA4R&quot;|32:2&quot;],[20,&quot;Part 1: Causal Inference and Stable Learning&quot;,&quot;8:1&quot;],[20,&quot;n&quot;,&quot;24:&quot;jOGA&quot;&quot;],[20,&quot;\u5206\u4eab\u8005\uff1a\u6c88\u54f2\u8a00 \u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u5728\u8bfb\u535a\u58eb\u751f&quot;],[20,&quot;n&quot;,&quot;24:&quot;1LAZ&quot;&quot;],[20,{&quot;gallery&quot;:&quot;https:\/\/uploader.shimo.im\/f\/oAbdEoSLWC5WuNC6.jpg!thumbnail&quot;},&quot;29:0|30:0|3:&quot;245px&quot;|4:&quot;245px&quot;|crop:&quot;&quot;|frame:&quot;none&quot;|ori-height:&quot;337&quot;|ori-width:&quot;336&quot;&quot;],[20,&quot;n&quot;,&quot;24:&quot;W6mA&quot;&quot;],[20,&quot;\u5206\u4eab\u5927\u7eb2\uff1a&quot;],[20,&quot;n&quot;,&quot;24:&quot;RNW8&quot;&quot;],[20,&quot;1. Causal Inference and Its Implication for Learning&quot;],[20,&quot;n&quot;,&quot;24:&quot;Lymo&quot;&quot;],[20,&quot;2. Learning Stability and Robustness&quot;],[20,&quot;n&quot;,&quot;24:&quot;aszQ&quot;&quot;],[20,&quot;3. Theory and Algorithms for Stable Learning&quot;],[20,&quot;n&quot;,&quot;24:&quot;fRKY&quot;&quot;],[20,&quot;4. Applications and Benchmarks&quot;],[20,&quot;n&quot;,&quot;24:&quot;oXlK&quot;&quot;],[20,&quot;\u5728\u5e38\u89c1\u7684\u673a\u5668\u5b66\u4e60\u95ee\u9898\u4e2d\uff0c\u6211\u4eec\u4f1a\u4f7f\u7528\u4e00\u4e2a\u57fa\u4e8e\u8bad\u7ec3\u6570\u636e\u96c6\u4f30\u8ba1\u7684\u6a21\u578b\u6765\u9884\u6d4b\u672a\u6765\u7684\u7ed3\u679c\u503c\u3002\u5f53\u6d4b\u8bd5\u6570\u636e\u548c\u8bad\u7ec3\u6570\u636e\u6765\u81ea\u540c\u4e00\u5206\u5e03\u65f6\uff0c\u8bb8\u591a\u5b66\u4e60\u7b97\u6cd5\u90fd\u88ab\u8bc1\u660e\u662f\u6709\u6548\u7684\u3002\u7136\u800c\uff0c\u5728\u7ed9\u5b9a\u7684\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u4e0a\u6027\u80fd\u6700\u597d\u7684\u6a21\u578b\u901a\u5e38\u4f1a\u5438\u6536\u548c\u62df\u5408\u4e00\u4e9b\u7279\u5f81\u4e4b\u95f4\u5fae\u5999\u7684\u7edf\u8ba1\u5173\u7cfb\u2014\u2014\u865a\u5047\u5173\u8054\uff0c\u5f53\u6a21\u578b\u88ab\u5e94\u7528\u4e8e\u5206\u5e03\u4e0d\u540c\u4e8e\u8bad\u7ec3\u6570\u636e\u7684\u6d4b\u8bd5\u6570\u636e\u65f6\uff0c\u8fd9\u4e9b\u5229\u7528\u865a\u5047\u5173\u8054\u7684\u6a21\u578b\u53ef\u80fd\u66f4\u5bb9\u6613\u51fa\u73b0\u9884\u6d4b\u9519\u8bef\u3002\u5982\u4f55\u5f00\u53d1\u51fa\u5bf9\u6570\u636e\u53d8\u5316\u5177\u6709\u7a33\u5b9a\u6027\u548c\u9c81\u68d2\u6027\u7684\u5b66\u4e60\u6a21\u578b\u5bf9\u4e8e\u5b66\u672f\u7814\u7a76\u4ee5\u53ca\u90a3\u4e9b\u5bf9\u4e8e\u98ce\u9669\u6bd4\u8f83\u654f\u611f\u7684\u5b9e\u9645\u5e94\u7528\u90fd\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002&quot;],[20,&quot;n&quot;,&quot;24:&quot;zzNY&quot;&quot;],[20,&quot;\u5728\u8fd9\u6b21\u5206\u4eab\u4e2d\uff0c\u6211\u4eec\u4f1a\u628a\u56e0\u679c\u5206\u6790\u7684\u601d\u60f3\u5f15\u5165\u5230\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u8bbe\u5b9a\u5f53\u4e2d\uff0c\u63a2\u8ba8\u5982\u4f55\u5229\u7528\u597d\u8fd9\u4e00\u7ecf\u5178\u7684\u7edf\u8ba1\u5206\u6790\u5de5\u5177\u6765\u89e3\u51b3\u66f4\u4e3a\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u5b9e\u9645\u95ee\u9898\uff1b\u540c\u65f6\uff0c\u6211\u4eec\u4e5f\u4f1a\u62d3\u5bbd\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u7684\u8bc4\u4ef7\u6807\u51c6\uff0c\u5f15\u5165\u7a33\u5b9a\u5b66\u4e60\u8fd9\u4e00\u6982\u5ff5\u6765\u523b\u753b\u4e00\u4e2a\u6a21\u578b\u7684\u7efc\u5408\u6027\u80fd\uff0c\u5e76\u7ed3\u5408\u56e0\u679c\u7684\u6280\u672f\u63d0\u51fa\u4e00\u4e9b\u6709\u6548\u7684\u7b97\u6cd5\u3002&quot;],[20,&quot;n&quot;,&quot;24:&quot;XCmy&quot;&quot;],[20,&quot;n&quot;,&quot;24:&quot;PNTg&quot;&quot;],[20,&quot;Part2: Causality and Its Connection to Robust Machine Learning (\u8bba\u6587\u89e3\u8bfb)&quot;,&quot;0:&quot;%23494949&quot;|8:1&quot;],[20,&quot;n&quot;,&quot;24:&quot;06o5&quot;&quot;],[20,&quot;\u5206\u4eab\u8005\uff1a\u5218\u5bb6\u7855 \u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u5728\u8bfb\u535a\u58eb\u751f&quot;],[20,&quot;n&quot;,&quot;24:&quot;QsFS&quot;&quot;],[20,{&quot;gallery&quot;:&quot;https:\/\/uploader.shimo.im\/f\/0FqMwcVSVwuB12Jh.jpg!thumbnail&quot;},&quot;29:0|30:0|3:&quot;184px&quot;|4:&quot;257px&quot;|crop:&quot;&quot;|frame:&quot;none&quot;|ori-height:&quot;1050&quot;|ori-width:&quot;750&quot;&quot;],[20,&quot;n&quot;,&quot;24:&quot;D27A&quot;&quot;],[20,&quot;\u672c\u6b21\u5206\u4eab\u4e3b\u8981\u5305\u542b\u5bf9\u4e8e\u56e0\u679c\u7a33\u5b9a\u9884\u6d4b\u548c\u5206\u5e03\u9c81\u68d2\u4f18\u5316\u4e24\u4e2a\u65b9\u9762\u7ecf\u5178\u8bba\u6587\u7684\u5206\u4eab\u548c\u89e3\u8bfb\uff0c\u5e76\u901a\u8fc7\u4e00\u5b9a\u7684\u5f62\u5f0f\u5316\u5efa\u7acb\u8d77\u56e0\u679c\u53d1\u73b0\u548c\u9c81\u68d2\u673a\u5668\u5b66\u4e60\u4e4b\u95f4\u7684\u6865\u6881\uff0c\u63d0\u4f9b\u4e00\u4e2a\u66f4\u52a0\u7edf\u4e00\u7684\u89c6\u89d2\u6765\u770b\u5f85\u56e0\u679c\u548c\u673a\u5668\u5b66\u4e60\u3002&quot;],[20,&quot;n&quot;,&quot;24:&quot;7CgT&quot;&quot;],[20,&quot;\u4e3b\u8981\u5206\u4eab\u8bba\u6587\u5217\u8868\uff1a&quot;],[20,&quot;n&quot;,&quot;24:&quot;EOsn&quot;&quot;],[20,&quot;J.Peters et al. &quot;],[20,&quot;Causal inference by using invariant prediction: identification and confidence intervals&quot;,&quot;8:1|9:1&quot;],[20,&quot;n&quot;,&quot;24:&quot;miPF&quot;&quot;],[20,&quot;H.Namkoong et al. &quot;],[20,&quot;Stochastic Gradient Methods for Distributionally Robust Optimization with&nbsp;f-Divergences&quot;,&quot;8:1|9:1&quot;]]\"><\/p>\n<section style=\"margin-left: 0px;margin-right: 0px;line-height: 2em;\"><br  \/><\/section>\n<section style=\"margin-left: 0px;margin-right: 0px;line-height: 2em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8ba9\u6211\u4eec\u8003\u8651\u4e24\u79cd\u52a8\u7269\uff0c\u4f1a\u5b66\u4eba\u8bf4\u8bdd\u7684\u9e66\u9e49\u548c\u4e4c\u9e26\u559d\u6c34\u4e2d\u7684\u4e4c\u9e26\u3002\u6211\u4eec\u77e5\u9053\u9e66\u9e49\u53ea\u4f1a\u6a21\u4eff\u4eba\u7c7b\u7684\u8bed\u97f3\uff0c\u5374\u4e0d\u77e5\u9053\u8bed\u8a00\u7684\u610f\u4e49\u3002\u800c\u4e4c\u9e26\u53ef\u4ee5\u8ba4\u8bc6\u5230\u653e\u5165\u77f3\u5b50\u5c31\u53ef\u4ee5\u4f7f\u6c34\u9762\u4e0a\u5347\u8fd9\u4e00\u5c42\u56e0\u679c\u5173\u7cfb\u3002\u6211\u4eec\u53ef\u4ee5\u628a\u9e66\u9e49\u770b\u4f5c\u662f\u80fd\u505acurve fitting\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u800c\u628a\u4e4c\u9e26\u770b\u4f5c\u662f\u4f53\u73b0\u53d8\u91cf\u4e4b\u95f4\u56e0\u679c\u5173\u7cfb\u7684\u56e0\u679c\u6a21\u578b\u3002\u6bd4\u8d77\u95ee\u5b83\u4eec\u8c01\u66f4\u806a\u660e\uff0c\u6211\u60f3\u66f4\u6709\u610f\u4e49\u7684\u505a\u6cd5\u662f\u7ed3\u5408\u4ed6\u4fe9\u7684\u6280\u80fd\uff0c\u5e2e\u52a9\u6211\u4eec\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 2em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 0px;margin-right: 0px;line-height: 2em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u673a\u5668\u5b66\u4e60\u5728\u5f88\u591a\u4efb\u52a1\u4e2d\u5df2\u53d6\u5f97\u6210\u529f\u7684\u4eca\u5929\uff0c\u6211\u4eec\u60f3\u56de\u7b54\u7684\u95ee\u9898\u662f\uff1a\u56e0\u679c\u63a8\u65ad\u80fd\u5426\u5e2e\u52a9\u673a\u5668\u5b66\u4e60\u5728\u4e00\u4e9b\u4efb\u52a1\u4e2d\u505a\u5f97\u66f4\u597d\uff0c\u4ee5\u53ca\u56e0\u679c\u63a8\u65ad\u80fd\u5426\u53d7\u76ca\u4e8e\u65b0\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff1f\u5728\u8fd9\u6b21\u7684\u8bfb\u4e66\u4f1a\u4e2d\uff0c\u6211\u4f1a\u4ece\u8fd9\u4e24\u4e2a\u65b9\u9762\u6765\u4ecb\u7ecd\u4e00\u4e9b\u73b0\u5b58\u7684\u7ed3\u5408\u56e0\u679c\u63a8\u65ad\u548c\u673a\u5668\u5b66\u4e60\u7684\u7814\u7a76\u65b9\u5411\u3002\u5728\u4f20\u7edf\u7684\u5229\u7528\u89c2\u6d4b\u6027\u6570\u636e\u7684\u56e0\u679c\u63a8\u65ad\u4e2d\uff0c\u5f88\u591a\u6a21\u578b\u5f80\u5f80\u901a\u8fc7\u5f88\u5f3a\u7684\u3001\u53ef\u80fd\u4e0d\u80fd\u88ab\u6ee1\u8db3\u7684\u5047\u8bbe\u6765\u907f\u514d\u8003\u8651hidden confounders\u3002\u800c\u6700\u8fd1\u7684\u4e00\u4e9b\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u89c2\u6d4b\u6027\u6570\u636e\u4e2d\u9644\u5e26\u7684\u7f51\u7edc\u4fe1\u606f\u5f31\u5316\u8fd9\u4e00\u5047\u8bbe\uff0c\u63d0\u5347\u56e0\u679c\u63a8\u65ad\u6a21\u578b\u7684\u8868\u73b0\u3002<\/span><\/section>\n<section style=\"margin-left: 0px;margin-right: 0px;line-height: 2em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 0px;margin-right: 0px;line-height: 2em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u4e00\u4e9b\u95ee\u9898\u4e5f\u53ef\u4ee5\u5229\u7528\u5176\u80cc\u540e\u7684\u56e0\u679c\u6a21\u578b\u6765\u89e3\u51b3\u6216\u8005\u7f13\u89e3\u3002\u8fd9\u91cc\u7684\u7b2c\u4e00\u4e2a\u95ee\u9898\u662f\uff0c\u5982\u4f55\u4f7f\u795e\u7ecf\u7f51\u7edc\u66f4\u52a0\u9c81\u68d2\uff1f\u4ece\u56e0\u679c\u6027\u7684\u89d2\u5ea6\uff0c\u9c81\u68d2\u610f\u5473\u7740\u6211\u4eec\u8981\u907f\u514d\u5b66\u4e60\u5230spurious correlation\uff1f\u6bd4\u5982\u5728\u52a8\u7269\u56fe\u50cf\u5206\u7c7b\u4e2d\uff0c\u9a86\u9a7c\u5e38\u5e38\u51fa\u73b0\u5728\u6c99\u6f20\u4e2d\uff0c\u5982\u4f55\u80fd\u907f\u514d\u5206\u7c7b\u5668\u5229\u7528\u6c99\u6f20\u80cc\u666f\u6765\u9884\u6d4b\u9a86\u9a7c\u8fd9\u4e2a\u7c7b\uff1f\u6700\u8fd1\uff0c\u5728Invariant Risk Minimization<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\"> (IRM)<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"> \u8fd9\u4e2a\u5de5\u4f5c\u4e2d\uff0c\u4f5c\u8005\u4eec\u628a\u5177\u4f53\u95ee\u9898\u4e2d\u56e0\u679c\u5173\u7cfb\u7684\u9650\u5236\u6761\u4ef6\u8f6c\u5316\u6210\u4e86\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e2d\u7684inductive bias\uff0c\u4ece\u800c\u8fbe\u5230\u8fd9\u4e00\u76ee\u7684\u3002\u800c\u5728\u6211\u4eec\u7684\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0IRM\u662f\u4e00\u4e2a\u8fc7\u4e8e\u5bbd\u6cdb\u7684\u6761\u4ef6\u3002\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u7b80\u5355\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\u7b2c\u4e8c\u4e2a\u95ee\u9898\u662f\uff0c\u5728\u4f7f\u7528\u7528\u6237\u53cd\u9988\u4f5c\u4e3a\u6807\u7b7e\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u4e2d\uff0c\u5982\u4f55\u505a\u5230\u5229\u7528\u5386\u53f2\u6570\u636e\u5728\u7ebf\u4e0b\u5bf9\u65b0\u6a21\u578b\u8fdb\u884c\u8bc4\u6d4b\u548c\u4f18\u5316\uff0c\u4f7f\u5176\u7ebf\u4e0a\u6548\u679c\u5f97\u5230\u63d0\u5347\u3002\u5728\u6700\u8fd1\u7684\u63a8\u8350\u7cfb\u7edf\u548c\u641c\u7d22\u7684\u5de5\u4f5c\u4e2d\uff0c\u4eba\u4eec\u53d1\u73b0\u628a\u7528\u6237\u53cd\u9988\u6807\u7b7e\u7684\u56e0\u679c\u56fe\u878d\u5165\u6a21\u578b\u8bbe\u8ba1\u5c06\u4f7f\u6211\u4eec\u5728\u8fd9\u4e00\u4efb\u52a1\u4e2d\u505a\u5f97\u66f4\u597d\u3002<\/span><\/section>\n<p style=\"line-height: 1.75em;margin-left: 0px;margin-right: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/span><\/p>\n<section style=\"line-height: 1.75em;margin-left: 0px;margin-right: 0px;text-align: left;margin-bottom: 5px;\"><span style=\"color: rgb(63, 63, 63);\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u5927\u7eb2\uff1a<\/span><\/strong><\/span><\/section>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;margin-left: 0px;margin-right: 0px;\">\n<li>\n<p style=\"margin-bottom: 10px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Machine learning for causal inference<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 10px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Learning causality with networked observational data<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 10px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Causality-aware machine learning<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 10px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Out-of-distribution prediction with causal inductive bias<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 10px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Unbiased interactive machine learning<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 1.75em;margin-left: 0px;margin-right: 0px;\"><br  \/><\/p>\n<section style=\"line-height: 1.75em;margin-left: 0px;margin-right: 0px;margin-bottom: 10px;\"><span style=\"color: rgb(171, 25, 66);\"><strong><span style=\"color: rgb(171, 25, 66);font-size: 15px;\">\u53c2\u8003\u6587\u732e\uff1a<\/span><\/strong><\/span><\/section>\n<p style=\"margin-left: 0px;margin-right: 0px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[1] Arjovsky, Martin, L\u00e9on Bottou, Ishaan Gulrajani, and David Lopez-Paz. &#8220;Invariant risk minimization.&#8221; arXiv preprint arXiv:1907.02893 (2019).<\/span><\/p>\n<p style=\"margin-left: 0px;margin-right: 0px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[2] Guo, Ruocheng, Lu Cheng, Jundong Li, P. Richard Hahn, and Huan Liu. &#8220;A survey of learning causality with data: Problems and methods.&#8221; ACM Computing Surveys (CSUR) 53, no. 4 (2020): 1-37.<\/span><\/p>\n<p style=\"margin-left: 0px;margin-right: 0px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[3] Guo, Ruocheng, Jundong Li, and Huan Liu. &#8220;Learning individual causal effects from networked observational data.&#8221; In Proceedings of the 13th International Conference on Web Search and Data Mining, pp. 232-240. 2020.<\/span><\/p>\n<p style=\"margin-left: 0px;margin-right: 0px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[4] Guo, Ruocheng, Jundong Li, and Huan Liu. &#8220;Counterfactual Evaluation of Treatment Assignment Functions with Networked Observational Data.&#8221; In Proceedings of the 2020 SIAM International Conference on Data Mining, pp. 271-279. Society for Industrial and Applied Mathematics, 2020.<\/span><\/p>\n<p style=\"margin-left: 0px;margin-right: 0px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[5] Guo, Ruocheng, Xiaoting Zhao, Adam Henderson, Liangjie Hong, and Huan Liu. &#8220;Debiasing Grid-based Product Search in E-commerce.&#8221; In Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery &amp; Data Mining, pp. 2852-2860. 2020.<\/span><\/p>\n<p style=\"margin-left: 0px;margin-right: 0px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[6] Joachims, Thorsten, Adith Swaminathan, and Tobias Schnabel. &#8220;Unbiased learning-to-rank with biased feedback.&#8221; In Proceedings of the Tenth ACM International Conference on Web Search and Data Mining, pp. 781-789. 2017.<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 0px;margin-right: 0px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 0px;margin-right: 0px;text-align: left;\"><br  \/><\/p>\n<p><\/span><\/span><\/section>\n<p><\/span><\/section>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" data-mid=\"t4\" mpa-from-tpl=\"t\">\n<section data-preserve-color=\"t\" style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" data-mid=\"\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" data-mid=\"\" mpa-from-tpl=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u76f4\u64ad\u4fe1\u606f\u4e0e\u62a5\u540d\u65b9\u5f0f<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><strong style=\"letter-spacing: 0.544px;\"><span style=\"font-size: 15px;\">\u76f4\u64ad\u65f6\u95f4\uff1a\u4eca\u65e9<\/span><\/strong><span style=\"letter-spacing: 0.544px;font-size: 15px;\">\uff0811\u670815\u65e5\uff09 09:00-12:00<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;max-width: 100%;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;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;\"><strong style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><span style=\"max-width: 100%;font-size: 15px;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\u76f4\u64ad\u5730\u5740\uff1a<\/span><\/strong><span style=\"max-width: 100%;font-size: 15px;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\u96c6\u667a\u4ff1\u4e50\u90e8 B \u7ad9\u76f4\u64ad\u95f4<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;max-width: 100%;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;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 style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;max-width: 100%;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;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;line-height: 1.75em;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><strong style=\"max-width: 100%;color: rgb(136, 136, 136);font-size: 13px;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><strong style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\ud83d\udc40\u5173\u6ce8B\u7ad9\u4e3b\u64ad\u201c\u96c6\u667a\u4ff1\u4e50\u90e8\u201d<\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;max-width: 100%;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;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;line-height: 1.75em;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><strong style=\"max-width: 100%;color: rgb(136, 136, 136);font-size: 13px;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><strong style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\u4e0d\u9519\u8fc7\u6bcf\u4e00\u573a\u96c6\u667a\u91cd\u78c5\u76f4\u64ad<\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;max-width: 100%;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;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;line-height: 1.75em;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><img class=\"rich_pages\" data-ratio=\"1\" data-s=\"300,640\" data-type=\"png\" data-w=\"260\"  style=\"letter-spacing: 0.544px;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible !important;width: 175px !important;\" src=\"\/wp-content\/uploads\/2020\/11\/wxsync-2020-11-3a4ea802ba5d165ac31fa8a9d7e06347.png\"  \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;max-width: 100%;min-height: 1em;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;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;line-height: 1.75em;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><strong style=\"max-width: 100%;color: rgb(136, 136, 136);font-size: 13px;letter-spacing: 0.544px;box-sizing: border-box !important;overflow-wrap: break-word !important;\">\u76f4\u64ad\u5730\u5740\uff1a<\/strong><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;max-width: 100%;min-height: 1em;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;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;line-height: 1.75em;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><span style=\"max-width: 100%;color: rgb(136, 136, 136);font-size: 13px;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><strong style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\">https:\/\/live.bilibili.com\/8091531<\/strong><\/span><\/p>\n<section powered-by=\"xiumi.us\" style=\"white-space: normal;font-size: 15px;\">\n<p style=\"text-align: center;\"><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><\/span><\/p>\n<p style=\"text-align: center;\"><br  \/><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: 17px;\"><\/span><\/p>\n<\/section>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" data-mid=\"t4\" mpa-from-tpl=\"t\">\n<section data-preserve-color=\"t\" style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" data-mid=\"\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" data-mid=\"\" mpa-from-tpl=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u7cfb\u5217\u8bfb\u4e66\u4f1a\u62a5\u540d<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><strong style=\"letter-spacing: 0.544px;font-size: 15px;\"><\/strong><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;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;letter-spacing: 0.544px;\">\u5927\u6570\u636e\u65f6\u4ee3\u7684\u4e0b\u4e00\u573a\u53d8\u9769\u2014\u2014\u56e0\u679c\u9769\u547d\u6b63\u5728\u915d\u917f\u4e4b\u4e2d\uff0c\u901a\u8fc7\u878d\u5408\u56e0\u679c\u63a8\u7406\u548c\u673a\u5668\u5b66\u4e60\u800c\u6784\u5efa\u51fa\u6765\u7684Causal AI\u7cfb\u7edf\uff0c\u6709\u671b\u5960\u5b9a\u5f3a\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u77f3\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"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;letter-spacing: 0.544px;font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"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;letter-spacing: 0.544px;color: rgb(63, 63, 63);font-size: 15px;\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u5317\u4eac\u667a\u6e90\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\uff0c\u9080\u8bf7\u4e86\u4e00\u6279\u5bf9\u56e0\u679c\u79d1\u5b66\u4e0eCasual AI\u611f\u5174\u8da3\u7684\u7814\u7a76\u8005\uff0c\u5f00\u5c55\u4e3a\u671f2-3\u4e2a\u6708\u7684\u7cfb\u5217\u7ebf\u4e0a\u8bfb\u4e66\u4f1a\uff0c\u7814\u8bfb\u7ecf\u5178\u548c\u524d\u6cbf\u8bba\u6587\uff0c\u5e76\u5c1d\u8bd5\u96c6\u4f53\u64b0\u5199\u4e00\u90e8\u4e66\u7c4d\u3002\u5982\u679c\u4f60\u4e5f\u4ece\u4e8b\u76f8\u5173\u7684\u7814\u7a76\u3001\u5e94\u7528\u5de5\u4f5c\uff0c\u6b22\u8fce\u62a5\u540d\uff0c\u53c2\u4e0e\u8bfb\u4e66\u4f1a\u7684\u8ba8\u8bba\uff01<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;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;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);\">&nbsp;<\/span><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;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;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u65f6\u95f4\uff1a<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">9\u670820\u65e5\u8d77\uff0c\u6bcf\u5468\u65e5\u665a19:00-21:00\uff0c\u6301\u7eed\u7ea62-3\u4e2a\u6708<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;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;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6a21\u5f0f\uff1a<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7ebf\u4e0a\u95ed\u95e8\u8bfb\u4e66\u4f1a\uff1b\u6536\u8d39-\u9000\u6b3e\u7684\u4fdd\u8bc1\u91d1\u6a21\u5f0f\uff1b\u8bfb\u4e66\u4f1a\u6210\u5458\u8ba4\u9886\u89e3\u8bfb\u8bba\u6587<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;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;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8d39\u7528\uff1a<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">299\/\u4eba<\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;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;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);\">&nbsp;<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;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;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);\">\u4e86\u89e3\u8bfb\u4e66\u4f1a\u5177\u4f53\u89c4\u5219\u3001\u62a5\u540d\u8bfb\u4e66\u4f1a\u8bf7\u70b9\u51fb\u4e0b\u65b9\u6587\u7ae0\uff1a<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247518709&amp;idx=1&amp;sn=801e98285ad903a5e0abb1f4ae1a9a9d&amp;chksm=e897d378dfe05a6e4fdd97d189237020589669a6b5e750063f2b9e56bb3d951d573e6dd533b3&amp;scene=21#wechat_redirect\" textvalue=\"\u56e0\u679c\u79d1\u5b66\u4e0e Causal AI \u7cfb\u5217\u8bfb\u4e66\u4f1a | \u4f17\u5305\u51fa\u4e66\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"font-size: 15px;text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"font-size: 15px;\">\u56e0\u679c\u79d1\u5b66\u4e0e Causal AI \u7cfb\u5217\u8bfb\u4e66\u4f1a | \u4f17\u5305\u51fa\u4e66<\/span><\/a><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;\"><br  \/><\/p>\n<section style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span data-shimo-docs=\"[[20,&quot;\u76ee\u524d\u8bfb\u4e66\u4f1a\u5df2\u7ecf\u6709\u8d85\u8fc7130\u4f59\u4eba\u7684\u6d77\u5185\u5916\u9ad8\u6821\u79d1\u7814\u9662\u6240\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\u4ee5\u53ca\u4e92\u8054\u7f51\u4e00\u7ebf\u4ece\u4e1a\u4eba\u5458\u53c2\u4e0e\uff0c\u5982\u679c\u4f60\u4e5f\u5bf9\u8fd9\u4e2a\u4e3b\u9898\u611f\u5174\u8da3\uff0c\u5c31\u5feb\u52a0\u5165\u6211\u4eec\u5427\uff01&quot;]]\"><\/p>\n<p line=\"46ub\"><span style=\"font-size: 15px;\">\u76ee\u524d\u8bfb\u4e66\u4f1a\u5df2\u7ecf\u6709\u8d85\u8fc7130\u4f59\u4eba\u7684\u6d77\u5185\u5916\u9ad8\u6821\u79d1\u7814\u9662\u6240\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\u4ee5\u53ca\u4e92\u8054\u7f51\u4e00\u7ebf\u4ece\u4e1a\u4eba\u5458\u53c2\u4e0e\uff0c\u5982\u679c\u4f60\u4e5f\u5bf9\u8fd9\u4e2a\u4e3b\u9898\u611f\u5174\u8da3\uff0c\u5c31\u5feb\u52a0\u5165\u6211\u4eec\u5427\uff01<\/span><\/p>\n<p line=\"46ub\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"text-align: center;\"><img class=\"rich_pages\" data-ratio=\"0.5625\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1280\" style=\"\" src=\"\/wp-content\/uploads\/2020\/11\/wxsync-2020-11-93c6cf3e962c547697ec2a6b5f29060b.png\"  \/><\/p>\n<p line=\"46ub\"><span style=\"font-size: 14px;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;color: rgb(136, 136, 136);\">\u9488\u5bf9\u8bfb\u4e66\u4f1a\u7684\u4e3b\u9898\uff0c\u7531\u53d1\u8d77\u4eba\u9f9a\u9e64\u626c\u8bbe\u7f6e\u597d\u4e86\u5185\u5bb9\u6846\u67b6\uff0c\u6bcf\u4e2a\u4e3b\u9898\u4e0b\u6709\u4e00\u4e2a\u8d1f\u8d23\u4eba\u6765\u8d1f\u8d23\u7ef4\u62a4\u7ec4\u7ec7\u76f8\u5173\u5185\u5bb9\uff0c\u76ee\u524d\u5df2\u7ecf\u5b9a\u597d\u7684\u5982\u56fe\u6240\u793a\uff0c\u6b22\u8fce\u5bf9\u4e3b\u9898\u611f\u5174\u8da3\u7684\u8054\u7cfb\u76f8\u5173\u8d1f\u8d23\u4eba\uff0c\u4ee5\u53ca\u6765\u8ba4\u9886\u76f8\u5173\u4e3b\u9898~<\/span><\/p>\n<p line=\"46ub\"><br  \/><\/p>\n<p><\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;\"><br  \/><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\" style=\"white-space: normal;\">\n<section mpa-from-tpl=\"t\">\n<section data-mid=\"t4\" mpa-from-tpl=\"t\" style=\"margin-top: 20px;color: rgb(0, 0, 0);font-size: medium;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\">\n<section data-preserve-color=\"t\" data-mid=\"\" mpa-from-tpl=\"t\" style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section data-mid=\"\" mpa-from-tpl=\"t\" style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\">\u63a8\u8350\u9605\u8bfb<\/strong><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin: 0pt 8px;white-space: normal;font-size: 11pt;color: rgb(73, 73, 73);text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzU5ODg0MTAwMw==&amp;mid=2247487814&amp;idx=1&amp;sn=c51e42fd1e5e391c0bd51fb5b30d074f&amp;chksm=febf5282c9c8db94a6b0535b712da096e90d009a98395fc0f563bf89b0c8e903d25582cbcc6b&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\"><strong>\u56fe\u7075\u5956\u5f97\u4e3bJudea Pearl \u667a\u6e90\u5927\u4f1a\u6f14\u8bb2\uff1a\u4ece\u201c\u5927\u6570\u636e\u9769\u547d\u201d\u5230\u201c\u56e0\u679c\u9769\u547d\u201d<\/strong><\/a><br  \/><\/section>\n<section style=\"margin: 0pt 8px;white-space: normal;font-size: 11pt;color: rgb(73, 73, 73);text-align: center;line-height: 1.75em;\"><strong style=\"text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247500714&amp;idx=1&amp;sn=f1edec0d7a4ea551e1a75e5cea470060&amp;chksm=e8979927dfe0103134a871b591329319716b9aaee97822a9c09b69c716e13fe414e17d445665&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4e3a<\/a><\/strong><strong style=\"font-size: 11pt;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;text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247500714&amp;idx=1&amp;sn=f1edec0d7a4ea551e1a75e5cea470060&amp;chksm=e8979927dfe0103134a871b591329319716b9aaee97822a9c09b69c716e13fe414e17d445665&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4e86\u7814\u7a76\u56e0\u679c\u5173\u7cfb\uff0c\u539f\u6765\u79d1\u5b66\u5bb6\u5728\u8fd9\u4e48\u591a\u65b9\u5411\u4e0a\u90fd\u6709\u5c1d\u8bd5<\/a><\/strong><\/section>\n<section style=\"margin: 0pt 8px;white-space: normal;font-size: 11pt;color: rgb(73, 73, 73);text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247520420&amp;idx=1&amp;sn=ed8b2a5734671c9b462e94841bb21b98&amp;chksm=e897ca29dfe0433f69f2c9044ab0bcdad6fc65c9fa238cd20347f0c7dcc335f578c1861ecd9d&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\"><strong>\u56e0\u679c\u53d1\u73b0\uff1a\u5982\u4f55\u8ba9\u7b97\u6cd5\u6210\u4e3a\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u201c\u798f\u5c14\u6469\u65af\u201d\uff1f<\/strong><\/a><br  \/><\/section>\n<section style=\"margin: 0pt 8px;white-space: normal;font-size: 11pt;color: rgb(73, 73, 73);text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247515078&amp;idx=1&amp;sn=b3c0cea57d03618d3f1b740a02d4715b&amp;chksm=e897e14bdfe0685db345cb7e71d04d4dd3a5afbd6967a758ad8e83293d1d6c76a276f5e424c4&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\"><strong>\u56e0\u679c\u79d1\u5b66\uff1a\u8fde\u63a5\u7edf\u8ba1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u4e0e\u81ea\u52a8\u63a8\u7406\u7684\u65b0\u5174\u4ea4\u53c9\u9886\u57df<\/strong><\/a><br  \/><\/section>\n<section style=\"margin: 0pt 8px;white-space: normal;font-size: 11pt;color: rgb(73, 73, 73);text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247506966&amp;idx=1&amp;sn=4a77e194848fde84154ee906826e0fb5&amp;chksm=e897869bdfe00f8d638a21570f9d11786f8d5bdff359731ecb608bd490227e759c437278634b&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\"><strong>\u56e0\u679c\u89c2\u5ff5\u65b0\u9769\u547d\uff1f\u4e07\u5b57\u957f\u6587\uff0c\u89e3\u8bfb\u590d\u6742\u7cfb\u7edf\u80cc\u540e\u7684\u6697\u56e0\u679c<\/strong><\/a><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247502752&amp;idx=1&amp;sn=4ceaf4f227a4f7065b3cd256a2022552&amp;chksm=e897912ddfe0183b570a12e6b40212e33b76a95c54abe6e10afe7069acb9f6236bd39ccf8cda&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"text-decoration: underline;\" rel=\"noopener noreferrer\"><span style=\"font-size: 14px;\"><strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: center;line-height: 1.75em;\"><br  \/><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\" style=\"white-space: normal;\">\n<section mpa-from-tpl=\"t\">\n<section data-mpa-template-id=\"1398939\" data-mpa-color=\"null\" data-mpa-category=\"\u6536\u85cf\" mpa-from-tpl=\"t\">\n<section data-mpa-template-id=\"1345806\" data-mpa-color=\"null\" data-mpa-category=\"fav\" mpa-from-tpl=\"t\" style=\"color: rgb(0, 0, 0);font-size: medium;\">\n<p><br mpa-from-tpl=\"t\"  \/><\/p>\n<hr style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;\"  \/>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: center;\"><img data-ratio=\"0.9191011235955057\"  data-type=\"gif\" data-w=\"445\" style=\"letter-spacing: 0.5px;visibility: visible !important;width: 64px !important;\" width=\"100%\" src=\"\/wp-content\/uploads\/2020\/11\/wxsync-2020-11-f8813a24c65fe26cf82889d1466d1718.gif\"  \/><br mpa-from-tpl=\"t\"  \/><\/p>\n<p><br mpa-from-tpl=\"t\"  \/><\/p>\n<section data-mpa-template-id=\"5969\" data-mpa-color=\"#ffffff\" mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;\">\n<section data-mpa-template-id=\"83535\" data-mpa-color=\"#ffffff\" mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center;outline: none medium;\">\n<section data-mpa-template-id=\"5969\" data-mpa-color=\"#ffffff\" mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;outline: none medium;\">\n<section data-mpa-template-id=\"83535\" data-mpa-color=\"#ffffff\" mpa-from-tpl=\"t\" style=\"outline: none medium;\">\n<section data-mpa-template=\"\" mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px;outline: none medium;\">\n<section powered-by=\"xiumi.us\" mpa-from-tpl=\"t\" style=\"line-height: 25.6px;border-color: rgb(123, 12, 0);\">\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 12px;color: rgb(136, 136, 136);\">\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 12px;color: rgb(136, 136, 136);\">\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<br mpa-from-tpl=\"t\"  \/><\/span><\/strong><\/p>\n<section data-mpa-template-id=\"5969\" data-mpa-color=\"#ffffff\" mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;outline: none medium;\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;line-height: 1.75em;\"><strong mpa-from-tpl=\"t\" style=\"font-size: 14px;white-space: pre-wrap;color: rgb(0, 112, 192);line-height: 25.6px;\"><strong mpa-from-tpl=\"t\" style=\"line-height: 28px;white-space: normal;color: rgb(61, 170, 214);font-size: 20px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\"><span style=\"color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;\"><span style=\"color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;\"><br  \/><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;\"><span style=\"color: rgb(0, 0, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section mpa-from-tpl=\"t\" style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 14px;color: rgb(71, 193, 168);line-height: 20px;\">\n<p style=\"margin: 5px auto;padding: 10px;width: 180px;border-width: 2px;border-style: dashed;border-color: rgb(132, 132, 132);line-height: normal;\"><img data-copyright=\"0\" data-cropselx1=\"0\" data-cropselx2=\"156\" data-cropsely1=\"0\" data-cropsely2=\"156\" data-ratio=\"1\" data-s=\"300,640\"  data-type=\"jpeg\" data-w=\"1125\" style=\"visibility: visible !important;width: 156px !important;\" src=\"\/wp-content\/uploads\/2020\/11\/wxsync-2020-11-8d63ba433b859b930f684933c607651c.jpeg\"  \/><\/p>\n<\/section>\n<p><span style=\"font-size: 14px;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal;\"><br mpa-from-tpl=\"t\"  \/><\/p>\n<p style=\"white-space: normal;font-size: 15px;font-weight: 700;letter-spacing: 0.544px;text-align: center;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: left;line-height: 1.75em;\"><span style=\"font-size: 15px;letter-spacing: 0.544px;\">\ud83d\udc47\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u8fdb\u5165\u76f4\u64ad\u95f4<span style=\"font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\uff5e<\/span><\/span><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4eca\u65e99\u70b9\uff0c\u201c\u56e0\u679c\u79d1\u5b66\u4e0eCausal AI\u201d\u8bfb\u4e66\u4f1a\u5c06\u8fdb\u884c\u7b2c\u516b\u671f\u7684\u7ebf\u4e0a\u8bba\u6587\u5206\u4eab\uff0c\u4e3b\u9898\u662f\u201c\u56e0\u679c\u673a\u5668\u5b66\u4e60\u201d\uff0c\u5c06\u7531\u4e9a\u5229\u6851\u90a3\u5dde\u7acb\u5927\u5b66\u535a\u58eb\u90ed\u82e5\u57ce\u6765\u8fdb\u884c\u5206\u4eab\uff0c\u672c\u6b21\u5185\u5bb9\u5c06\u5728\u96c6\u667a\u4ff1\u4e50\u90e8B\u7ad9\u76f4\u64ad\u3002 \u4e3b\u8bb2\u4eba\u4ecb\u7ecd\uff1a \u90ed\u82e5\u57ce\uff0c\u4e9a\u5229\u6851\u90a3\u5dde\u7acb\u5927\u5b66\u535a\u58eb\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u56e0\u679c\u63a8\u7406\u3001\u673a\u5668\u5b66\u4e60\u3001\u6570\u636e\u6316\u6398\u3002 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