{"id":25733,"date":"2021-04-26T20:30:04","date_gmt":"2021-04-26T12:30:04","guid":{"rendered":"https:\/\/swarma.org\/?p=25733"},"modified":"2021-04-26T20:30:04","modified_gmt":"2021-04-26T12:30:04","slug":"bengio%e5%9b%a2%e9%98%9f%e5%9b%a0%e6%9e%9c%e5%ad%a6%e4%b9%a0%e8%ae%ba%e6%96%87%e5%8f%8d%e6%80%9d%ef%bc%9a%e4%b8%ba%e4%bd%95%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%bb%8d%e5%9c%a8%e5%9b%a0%e6%9e%9c","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=25733","title":{"rendered":"Bengio\u56e2\u961f\u56e0\u679c\u5b66\u4e60\u8bba\u6587\u53cd\u601d\uff1a\u4e3a\u4f55\u673a\u5668\u5b66\u4e60\u4ecd\u5728\u56e0\u679c\u5173\u7cfb\u4e2d\u6323\u624e\uff1f"},"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: top;background-color: rgb(246, 246, 246);\">\n<section>\n<p style=\"text-align: center;\"><img class=\"rich_pages\" data-galleryid=\"\" data-ratio=\"0.5736714975845411\" data-s=\"300,640\" data-type=\"png\" data-w=\"828\"  style=\"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;text-align: center;white-space: normal;background-color: rgb(255, 255, 255);box-sizing: border-box !important;width: 747px !important;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-9f343da1df79d645a0a6f7330c59f604.png\"  \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;letter-spacing: 0.544px;\">\n<section style=\"width: 661px;\">\n<section style=\"padding-right: 3px;float: left;line-height: 1;\">\n<section powered-by=\"xiumi.us\" style=\"text-align: left;\">\n<section style=\"padding-left: 10px;display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;border-left: 3px solid rgb(33, 166, 210);border-bottom-left-radius: 0px;line-height: 0;\">\n<section powered-by=\"xiumi.us\" style=\"transform: translate3d(-13px, 0px, 0px);\">\n<section style=\"display: inline-block;width: 25px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px;border-color: rgb(33, 166, 210) rgb(33, 166, 210) rgb(15, 76, 129);\"><br  \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"transform: translate3d(-1px, 0px, 0px);\">\n<section style=\"text-align: justify;color: rgb(33, 166, 210);font-size: 16px;line-height: 1.5;\">\n<p><strong>\u5bfc\u8bed<\/strong><\/p>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"transform: translate3d(-13px, 0px, 0px) rotateX(180deg);\">\n<section style=\"display: inline-block;width: 24px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px;border-color: rgb(33, 166, 210) rgb(33, 166, 210) rgb(15, 76, 129);\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 4px;padding-left: 4px;clear: right;box-shadow: rgb(0, 0, 0) 0px 0px 0px;min-height: 4.5em !important;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 5px;margin-bottom: 5px;\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;\">\n<p style=\"clear: none;\"><strong style=\"letter-spacing: 0.544px;\"><\/strong><span style=\"font-size: 13px;\"><strong><span style=\"letter-spacing: 0.544px;\">\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u64c5\u957f\u4ece\u5927\u91cf\u6570\u636e\u4e2d\u627e\u51fa\u7cbe\u5de7\u7684\u6a21\u578b\uff0c\u5c24\u5176\u662f\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u3002\u5b83\u4eec\u53ef\u4ee5\u5b9e\u73b0\u5b9e\u65f6\u7684\u8f6c\u5f55\u97f3\u9891\u3001\u6bcf\u79d2\u6807\u8bb0\u6570\u5343\u5f20\u56fe\u50cf\u548c\u89c6\u9891\u5e27\uff0c\u6216\u8005\u68c0\u67e5x\u5149\u548c\u6838\u78c1\u5171\u632f\u626b\u63cf\u4e2d\u662f\u5426\u6709\u764c\u75c7\u3002\u4f46\u5374\u5f88\u96be\u50cf\u4eba\u7c7b\u4e00\u6837\uff0c\u81ea\u7136\u5730\u63a8\u65ad\u51fa\u4e0a\u9762\u68d2\u7403\u89c6\u9891\u4e2d\u5b58\u5728\u7684\u7b80\u5355\u56e0\u679c\u5173\u7cfb\u3002<\/span><\/strong><\/span><\/p>\n<p style=\"clear: none;\"><br  \/><\/p>\n<p style=\"clear: none;\"><strong style=\"letter-spacing: 0.544px;\">Max Planck\u667a\u80fd\u7cfb\u7edf\u7814\u7a76\u6240\u3001\u8499\u7279\u5229\u5c14\u5b66\u4e60\u7b97\u6cd5\u7814\u7a76\u6240<\/strong><strong style=\"letter-spacing: 0.544px;\">\uff08Mila\uff09<\/strong><strong style=\"letter-spacing: 0.544px;\">\u548c\u8c37\u6b4c\u7814\u7a76\u6240\u7684\u7814\u7a76\u8005\u4eec\u5728\u4e00\u7bc7\u540d\u4e3a\u201cTowards Causal Representation Learning\u201d\u7684\u8bba\u6587\u4e2d\u8ba4\u4e3a\uff0c\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5bf9\u56e0\u679c\u8868\u793a\u8fd8\u6709\u5f88\u591a\u6311\u6218\uff0c\u4f46\u5982\u4f55\u6784\u5efa\u80fd\u591f\u5b66\u4e60\u56e0\u679c\u8868\u793a\u7684AI\u7cfb\u7edf\uff0c\u5df2\u7ecf\u6709\u4e86\u4e00\u4e9b\u66d9\u5149\u521d\u73b0\u7684\u65b9\u5411\u3002<\/strong><\/p>\n<p style=\"clear: none;\"><strong style=\"letter-spacing: 0.544px;\"><br  \/><\/strong><\/p>\n<p style=\"clear: none;\"><strong style=\"letter-spacing: 0.544px;\"><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);\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u667a\u6e90\u793e\u533a\uff0c\u4ee5\u56e0\u679c\u79d1\u5b66\u548cCausal AI\u4e3a\u4e3b\u9898\u4e3e\u529e<strong style=\"letter-spacing: 0.544px;\"><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=\"\u7cfb\u5217\u8bfb\u4e66\u4f1a\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener noreferrer\">\u7cfb\u5217\u8bfb\u4e66\u4f1a<\/a><\/strong>\uff0c\u7cbe\u8bfb\u57fa\u7840\u6559\u6750\u3001\u7814\u8bfb\u91cd\u8981\u8bba\u6587\uff0c\u63a2\u8ba8\u5982\u4f55\u501f\u52a9\u56e0\u679c\u79d1\u5b66\u6784\u5efa\u53ef\u89e3\u91ca\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002\u8be6\u60c5\u89c1\u6587\u672b\u3002<\/strong><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;\">\n<section style=\"width: 661px;\">\n<section style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;white-space: normal;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);text-align: center;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img data-type=\"png\" data-ratio=\"0.07314814814814814\" data-w=\"1080\"  style=\"box-sizing: border-box;vertical-align: middle;visibility: visible !important;width: 677px !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-e16cd5b776e38a4f6806c73548bdc7d4.png\"  \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;letter-spacing: 0.544px;white-space: normal;color: rgb(73, 73, 73);line-height: 1.7;font-size: 11pt;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;\">\n<p><span style=\"font-size: 13px;letter-spacing: 0.544px;\">Ben Dickson<strong style=\"color: rgb(0, 0, 0);\">&nbsp;| \u4f5c\u8005<\/strong><\/span><strong style=\"font-size: 13px;letter-spacing: 0.544px;color: rgb(0, 0, 0);\"><\/strong><\/p>\n<p><span style=\"font-size: 13px;letter-spacing: 0.544px;\">\u5f20\u96e8\u4f73<strong style=\"color: rgb(0, 0, 0);\">| \u8bd1\u8005<br  \/><\/strong><\/span><\/p>\n<p><span style=\"font-size: 13px;letter-spacing: 0.544px;\">\u6570\u636e\u5b9e\u6218\u6d3e<strong style=\"color: rgb(0, 0, 0);\">&nbsp;| \u6765\u6e90<\/strong><\/span><\/p>\n<\/section>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<p style=\"text-align: justify;\"><img data-cropselx1=\"0\" data-cropselx2=\"562\" data-cropsely1=\"0\" data-cropsely2=\"443\" data-ratio=\"0.5160919540229885\"  data-type=\"png\" data-w=\"870\" style=\"color: rgb(63, 63, 63);font-size: 15px;background-color: rgb(255, 255, 255);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;text-align: center;box-sizing: border-box !important;visibility: visible !important;width: 578px !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-5ec122abd30e0f0b536c3caf06af3cd1.png\"  \/><\/p>\n<blockquote data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"115\" data-source-title=\"\" style=\"color: rgba(0, 0, 0, 0.5);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);\">\n<section>\n<section>\n<p line=\"n0NJ\" style=\"text-align: left;\"><span style=\"color: rgb(136, 136, 136);\">\u539f\u6587\u6807\u9898\uff1a<\/span><\/p>\n<h1 style=\"line-height: 1.75em;text-align: left;color: rgba(0, 0, 0, 0.5);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);\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">Why machine learning struggles with causality<\/span><\/h1>\n<p style=\"line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);\">\u539f\u6587\u5730\u5740\uff1a<\/span><br  \/><\/p>\n<p style=\"line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);\">https:\/\/bdtechtalks.com\/2021\/03\/15\/machine-learning-causality\/<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5f53\u4f60\u770b\u4e0b\u9762\u8fd9\u9762\u8fd9\u5f20\u56fe\u7247\u65f6\uff0c\u53ef\u4ee5\u5f88\u7b80\u5355\u5730\u63a8\u65ad\u51fa\u4e0d\u540c\u5143\u7d20\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u4f60\u770b\u5230\u7403\u68d2\u548c\u68d2\u7403\u8fd0\u52a8\u5458\u624b\u81c2\u7684\u540c\u6b65\u79fb\u52a8\uff0c\u53ef\u4ee5\u81ea\u7136\u5730\u60f3\u5230\u662f\u8fd0\u52a8\u5458\u7684\u624b\u81c2\u5bfc\u81f4\u4e86\u7403\u68d2\u7684\u8fd0\u52a8\uff0c\u4ee5\u53ca\u7403\u68d2\u7684\u79fb\u52a8\u624d\u5f15\u8d77\u7403\u8fd0\u52a8\u65b9\u5411\u7684\u7a81\u53d8\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5f53\u7136\u4e5f\u53ef\u4ee5\u8003\u8651\u53cd\u4e8b\u5b9e\uff0c\u6bd4\u5982\u5f53\u7403\u98de\u5f97\u66f4\u9ad8\u4e00\u70b9\uff0c\u6ca1\u6709\u88ab\u7403\u68d2\u51fb\u4e2d\u65f6\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;\"><img data-ratio=\"0.5613718411552346\" data-type=\"png\" data-w=\"554\"  style=\"box-sizing: border-box !important;width: 553.74px !important;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-569c66e7bd2fdc6272d24c9820893267.png\"  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8fd9\u4e9b\u63a8\u8bba\u6e90\u4e8e\u4eba\u7c7b\u7684\u76f4\u89c9\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6211\u4eec\u5728\u5f88\u5c0f\u7684\u65f6\u5019\u3001\u6ca1\u6709\u4eba\u660e\u786e\u6307\u5bfc\u7684\u60c5\u51b5\u4e0b\uff0c\u5c31\u901a\u8fc7\u89c2\u5bdf\u4e16\u754c\u5b66\u5230\u4e86\u8fd9\u4e9b\u76f4\u89c9\u3002\u4f46\u5bf9\u4e8e\u5728\u56f4\u68cb\u3001\u56fd\u9645\u8c61\u68cb\u7b49\u590d\u6742\u4efb\u52a1\u4e2d\u60f3\u8981\u8d85\u8d8a\u4eba\u7c7b\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u6765\u8bf4\uff0c\u5bf9\u56e0\u679c\u5173\u7cfb\u7684\u9884\u6d4b\u4ecd\u662f\u4e00\u4e2a\u6311\u6218\u3002\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u64c5\u957f\u4ece\u5927\u91cf\u6570\u636e\u4e2d\u627e\u51fa\u7cbe\u5de7\u7684\u6a21\u578b\uff0c\u5c24\u5176\u662f\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u3002\u5b83\u4eec\u53ef\u4ee5\u5b9e\u73b0\u5b9e\u65f6\u7684\u8f6c\u5f55\u97f3\u9891\u3001\u6bcf\u79d2\u6807\u8bb0\u6570\u5343\u5f20\u56fe\u50cf\u548c\u89c6\u9891\u5e27\uff0c\u6216\u8005\u68c0\u67e5x\u5149\u548c\u6838\u78c1\u5171\u632f\u626b\u63cf\u4e2d\u662f\u5426\u6709\u764c\u75c7\u3002\u4f46\u5374\u5f88\u96be\u50cf\u4eba\u7c7b\u4e00\u6837\uff0c\u81ea\u7136\u5730\u63a8\u65ad\u51fa\u4e0a\u9762\u68d2\u7403\u89c6\u9891\u4e2d\u5b58\u5728\u7684\u7b80\u5355\u56e0\u679c\u5173\u7cfb\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">Max Planck\u667a\u80fd\u7cfb\u7edf\u7814\u7a76\u6240\u3001\u8499\u7279\u5229\u5c14\u5b66\u4e60\u7b97\u6cd5\u7814\u7a76\u6240<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Mila\uff09<\/span><span style=\"font-size: 15px;\">\u548c\u8c37\u6b4c\u7814\u7a76\u6240\u7684\u7814\u7a76\u8005\u4eec\u5728\u4e00\u7bc7\u540d\u4e3a\u201cTowards Causal Representation Learning\u201d\u7684\u8bba\u6587\u4e2d\u8ba4\u4e3a\uff0c\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5bf9\u56e0\u679c\u8868\u793a\u8fd8\u6709\u5f88\u591a\u6311\u6218\uff0c\u4f46\u5982\u4f55\u6784\u5efa\u80fd\u591f\u5b66\u4e60\u56e0\u679c\u8868\u793a\u7684AI\u7cfb\u7edf\uff0c\u5df2\u7ecf\u6709\u4e86\u4e00\u4e9b\u66d9\u5149\u521d\u73b0\u7684\u65b9\u5411\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<h3 style=\"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;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;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;\">\n<section style=\"display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p><strong 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;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\"><\/strong><\/strong><span style=\"font-size: 17px;\"><strong 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;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">\u72ec\u7acb\u540c\u5206\u5e03\u7684\u6570\u636e<\/strong><\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-left: 8px;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;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u9996\u5148\u56de\u7b54\u8fd9\u4e2a\u5173\u952e\u7684\u95ee\u9898\u2014\u2014\u4e3a\u4ec0\u4e48\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e0d\u80fd\u5728\u81ea\u5df1\u7684\u9886\u57df\u5916\u6216\u8bad\u7ec3\u6570\u636e\u5916\u8d77\u4f5c\u7528?<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8bba\u6587\u603b\u7ed3\u9053\uff1a\u201c\u52a8\u7269\u7ecf\u5e38\u4f7f\u7528\u7684\u4fe1\u606f\uff0c\u5728\u673a\u5668\u5b66\u4e60\u7684\u8fc7\u7a0b\u4e2d\u5374\u5e38\u5e38\u88ab\u5ffd\u7565\uff0c\u6bd4\u5982\u5bf9\u4e16\u754c\u7684\u5e72\u9884\u3001\u5730\u57df\u8f6c\u79fb\u6216\u8005\u65f6\u95f4\u7ed3\u6784\u3002\u56e0\u4e3a\u673a\u5668\u5b66\u4e60\u8ba4\u4e3a\u8fd9\u4e9b\u56e0\u7d20\u662f\u65e0\u7528\u7684\uff0c\u5e76\u8bd5\u56fe\u5c06\u5b83\u4eec\u4e22\u6389\u3002\u636e\u6b64\uff0c\u76ee\u524d\u5927\u591a\u6570\u673a\u5668\u5b66\u4e60\u90fd\u6bd4\u8f83\u6210\u529f\uff0c\u5f52\u7ed3\u4e8e\u5bf9\u9002\u5f53\u6536\u96c6\u7684\u72ec\u7acb\u540c\u5206\u5e03<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08independent and identically distributed\uff0ci.i.d.\uff09<\/span><span style=\"font-size: 15px;\">\u6570\u636e\u8fdb\u884c\u5927\u91cf\u7684\u6a21\u5f0f\u8bc6\u522b\u3002\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8fd9\u4e2a\u673a\u5668\u5b66\u4e60\u4e2d\u7ecf\u5e38\u4f7f\u7528\u672f\u8bedi.i.d.\uff0c\u5b83\u5047\u8bbe\u5728\u95ee\u9898\u7a7a\u95f4\u4e2d\u7684\u968f\u673a\u89c2\u6d4b\u4e4b\u95f4\u4e0d\u76f8\u4e92\u4f9d\u8d56\uff0c\u5e76\u4e14\u53d1\u751f\u7684\u6982\u7387\u662f\u6052\u5b9a\u7684\u3002\u6700\u7b80\u5355\u7684\u4f8b\u5b50\u5c31\u662f\u629b\u786c\u5e01\u6216\u63b7\u9ab0\u5b50\uff0c\u6bcf\u4e00\u6b21\u629b\u6216\u6295\u63b7\u7684\u7ed3\u679c\u90fd\u72ec\u7acb\u4e8e\u4e4b\u524d\u7684\u7ed3\u679c\uff0c\u5e76\u4e14\u6bcf\u4e00\u79cd\u7ed3\u679c\u7684\u6982\u7387\u4fdd\u6301\u4e0d\u53d8\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5f53\u5728\u66f4\u590d\u6742\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u7b49\u9886\u57df\u4e2d\u5e94\u7528\u65f6\uff0c\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u8bd5\u56fe\u901a\u8fc7\u5728\u975e\u5e38\u5927\u7684\u6837\u672c\u96c6\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u4ece\u800c\u5c06\u95ee\u9898\u8f6c\u53d8\u5230i.i.d.\u9886\u57df\u3002\u5047\u8bbe\u6709\u8db3\u591f\u591a\u7684\u6837\u672c\u53bb\u8bad\u7ec3\uff0c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5c31\u80fd\u591f\u5c06\u95ee\u9898\u7684\u4e00\u822c\u5206\u5e03\u89c4\u5f8b\u7f16\u7801\u5230\u6a21\u578b\u53c2\u6570\u4e2d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4f46\u73b0\u5b9e\u60c5\u51b5\u4e2d\uff0c\u7531\u4e8e\u65e0\u6cd5\u8003\u8651\u548c\u63a7\u5236\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u6240\u6709\u56e0\u7d20\uff0c\u5206\u5e03\u5f80\u5f80\u4f1a\u53d1\u751f\u53d8\u5316\u3002\u4f8b\u5982\uff0c\u5df2\u7ecf\u8bad\u7ec3\u4e86\u6570\u767e\u4e07\u5f20\u56fe\u50cf\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u5f53\u56fe\u50cf\u4e2d\u7269\u4f53\u9047\u5230\u4e86\u65b0\u7684\u5149\u7167\u6761\u4ef6\u3001\u4ece\u7565\u5fae\u4e0d\u540c\u7684\u89d2\u5ea6\u6216\u65b0\u7684\u80cc\u666f\u4e0b\u8fdb\u884c\u6d4b\u8bd5\u65f6\uff0c\u5c31\u5f88\u53ef\u80fd\u4f1a\u5931\u8d25\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;\"><img data-ratio=\"1.0127659574468084\" data-type=\"png\" data-w=\"470\"  style=\"box-sizing: border-box !important;width: 403px;visibility: visible !important;height: 408px;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-d9669a761fca0eb16300a7d6107a33ba.png\"  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u7684\u7269\u4f53vs\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u7269\u4f53\uff08\u6765\u6e90\uff1aobjectnet.dev\uff09<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\u7684\u4e3b\u8981\u65b9\u6cd5\uff0c\u662f\u5728\u66f4\u591a\u7684\u6837\u672c\u4e0a\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u4f46\u968f\u7740\u73af\u5883\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u901a\u8fc7\u589e\u52a0\u8bad\u7ec3\u6837\u672c\u7684\u65b9\u6cd5\u4e5f\u5f88\u96be\u8986\u76d6\u6574\u4e2a\u6837\u672c\u5206\u5e03\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5c24\u5176\u662f\u5728\u673a\u5668\u4eba\u3001\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u7b49\u4eba\u5de5\u667a\u80fd\u5fc5\u987b\u4e0e\u4e16\u754c\u8fdb\u884c\u4e92\u52a8\u7684\u9886\u57df\uff0c\u9762\u5bf9\u7684\u6311\u6218\u66f4\u52a0\u4e25\u5cfb\u3002\u65e0\u6cd5\u5bf9\u56e0\u679c\u5173\u7cfb\u8fdb\u884c\u7406\u89e3\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u5c31\u5f88\u96be\u505a\u51fa\u51c6\u786e\u7684\u9884\u6d4b\u6216\u8005\u5904\u7406\u65b0\u95ee\u9898\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u5728\u7ecf\u8fc7\u6570\u767e\u4e07\u82f1\u91cc\u7684\u8bad\u7ec3\u540e\uff0c\u4ecd\u7136\u4f1a\u72af\u4e00\u4e9b\u5947\u602a\u548c\u5371\u9669\u7684\u9519\u8bef\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u201c\u8981\u8ba9\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5728i.i.d.\u9886\u57df\u4e4b\u5916\u4e5f\u8d77\u4f5c\u7528\uff0c\u4e0d\u4ec5\u9700\u8981\u5b66\u4e60\u53d8\u91cf\u4e4b\u95f4\u7684\u7edf\u8ba1\u5173\u8054\uff0c\u8fd8\u9700\u8981\u5b66\u4e60\u6f5c\u5728\u7684\u56e0\u679c\u6a21\u578b\u201d\uff0c\u8bba\u6587\u5199\u9053\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u56e0\u679c\u6a21\u578b\u5141\u8bb8\u4eba\u4eec\u5c06\u4ee5\u524d\u83b7\u5f97\u7684\u77e5\u8bc6\u5e94\u7528\u5230\u65b0\u7684\u9886\u57df\u3002\u4f8b\u5982\uff0c\u5f53\u4f60\u5b66\u4f1a\u73a9\u300a\u9b54\u517d\u4e89\u9738\u300b\u8fd9\u79cd\u5373\u65f6\u6218\u7565\u6e38\u620f\u540e\uff0c\u5c31\u53ef\u4ee5\u5feb\u901f\u5730\u5c06\u77e5\u8bc6\u5e94\u7528\u5230\u300a\u661f\u9645\u4e89\u9738\u300b\u548c\u300a\u5e1d\u56fd\u65f6\u4ee3\u300b\u7b49\u5176\u4ed6\u7c7b\u4f3c\u7684\u6e38\u620f\u4e2d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7136\u800c\uff0c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4e2d\u7684\u8fc1\u79fb\u5b66\u4e60\u53ea\u80fd\u8d77\u5230\u975e\u5e38\u7b80\u5355\u7684\u4f5c\u7528\uff0c\u6bd4\u5982\u5c06\u56fe\u50cf\u5206\u7c7b\u5668\u53c2\u6570\u5fae\u8c03\u4ee5\u68c0\u6d4b\u65b0\u7c7b\u578b\u7684\u5bf9\u8c61\u3002\u800c\u5f53\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5e94\u7528\u5728\u7535\u5b50\u6e38\u620f\u7b49\u66f4\u590d\u6742\u7684\u4efb\u52a1\u4e2d\u65f6\uff0c\u5219\u9700\u8981\u6570\u5343\u5e74\u7684\u6e38\u620f\u8bad\u7ec3\uff0c\u5e76\u4e14\u5f88\u96be\u5bf9\u5fae\u5c0f\u7684\u73af\u5883\u53d8\u5316\uff08\u66f4\u6362\u65b0\u5730\u56fe\u6216\u5bf9\u89c4\u5219\u7684\u8fdb\u884c\u5fae\u8c03\uff09\u505a\u51fa\u9002\u5f53\u7684\u8c03\u6574\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 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style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p><strong 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;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\"><\/strong><\/strong><span style=\"font-size: 17px;\"><strong 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, 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8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">AI\u7814\u7a76\u8005\u4eec\u5df2\u7ecf\u6574\u5408\u4e86\u4e00\u4e9b\u5bf9\u4e8e\u6784\u5efa\u56e0\u679c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u81f3\u5173\u91cd\u8981\u7684\u6982\u5ff5\u548c\u539f\u5219\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5176\u4e2d\u6709\u4e24\u4e2a\u6982\u5ff5\uff1a\u201c\u7ed3\u6784\u56e0\u679c\u6a21\u578b\u201d\u548c\u201c\u72ec\u7acb\u56e0\u679c\u673a\u5236\u201d\uff0c\u5b83\u4eec\u8868\u660eAI\u7cfb\u7edf\u4e0d\u5e94\u8be5\u53ea\u662f\u5bfb\u627e\u8868\u9762\u7684\u7edf\u8ba1\u76f8\u5173\u6027\uff0c\u800c\u662f\u5e94\u8be5\u80fd\u591f\u8bc6\u522b\u56e0\u679c\u53d8\u91cf\uff0c\u5e76\u53bb\u9664\u5b83\u4eec\u5bf9\u73af\u5883\u7684\u5f71\u54cd\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 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style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4e0d\u8fc7\u4e5f\u6709\u8bb8\u591a\u7814\u7a76\u4eba\u5458\u4ece\u4e00\u4e9b\u73b0\u6709\u5de5\u4f5c\u9886\u57df\u4e2d\u83b7\u5f97\u4e86\u7075\u611f\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8fd9\u7bc7\u8bba\u6587\u53c2\u8003\u4e86\u88ab\u79f0\u4e3a\u201c\u8d1d\u53f6\u65af\u7f51\u7edc\u4e4b\u7236\u201d\u7684\u56fe\u7075\u5956\u83b7\u5f97\u8005Judea 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2\u6df1\u5ea6\u5b66\u4e60\u7684\u7406\u5ff5\u662f\u6784\u9020\u4e00\u79cd\u80fd\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u66f4\u9ad8\u5c42\u8868\u793a\u7684\u795e\u7ecf\u7f51\u7edc\u6846\u67b6\u3002\u800c\u9ad8\u5c42\u8868\u793a\u5bf9\u4e8e\u56e0\u679c\u5173\u7cfb\u3001\u63a8\u7406\u548c\u8fc1\u79fb\u5b66\u4e60\u90fd\u975e\u5e38\u91cd\u8981\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u867d\u7136\u8fd8\u4e0d\u6e05\u695a\u63d0\u51fa\u7684\u54ea\u79cd\u65b9\u6cd5\u53ef\u4ee5\u89e3\u51b3\u673a\u5668\u5b66\u4e60\u7684\u56e0\u679c\u5173\u7cfb\u95ee\u9898\uff0c\u4f46\u53ea\u8981\u4e92\u76f8\u51b2\u7a81\u3001\u4e0d\u540c\u6765\u6e90\u7684\u89c2\u70b9\u6c47\u805a\u5728\u4e00\u8d77\uff0c\u5c31\u4f1a\u78b0\u649e\u51fa\u6709\u8da3\u7684\u7ed3\u679c\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6700\u540e\uff0c\u4f5c\u8005\u8ba4\u4e3a\uff1a\u201c\u6df1\u5165\u6765\u8bb2\uff0ci.i.d.\u6a21\u5f0f\u8bc6\u522b\u53ea\u662f\u4e00\u79cd\u6570\u5b66\u62bd\u8c61\uff0c\u800c\u56e0\u679c\u5173\u7cfb\u5bf9\u4e8e\u5927\u591a\u6570\u751f\u547d\u4f53\u6765\u8bf4\u90fd\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u4e00\u90e8\u5206\u3002\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u673a\u5668\u5b66\u4e60\u4e00\u76f4\u5ffd\u7565\u4e86\u5bf9\u56e0\u679c\u5173\u7cfb\u7684\u5168\u90e8\u6574<\/span><span style=\"font-size: 15px;\">\u5408\uff0c\u4f46\u6211\u4eec\u8ba4\u4e3a\uff0c\u6574\u5408\u56e0\u679c\u6982\u5ff5\u5f88\u6709\u53ef\u80fd\u8ba9\u673a\u5668\u5b66\u4e60\u53d7\u76ca\u3002\u201d<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(61, 170, 214);\">Reference\uff1a<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">https:\/\/arxiv.org\/abs\/2102.11107<br  \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">https:\/\/bdtechtalks.com\/2021\/03\/15\/machine-learning-causality\/<\/span><\/p>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;white-space: normal;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<h2 style=\"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);\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;text-align: center;justify-content: center;\">\n<section 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\" 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=\"-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, 63);\">\u8bfb\u4e66\u4f1a\u6bcf\u5468\u5c06\u8fdb\u884c\u76f4\u64ad\u8ba8\u8bba\uff0c\u8fdb\u884c\u95ee\u9898\u4ea4\u6d41\u3001\u91cd\u70b9\u6982\u5ff5\u5206\u4eab\u3001\u9605\u8bfb\u6982\u89c8\u548c\u7f16\u7a0b\u5b9e\u8df5\u5185\u5bb9\u5206\u6790\u3002\u975e\u5e38\u9002\u5408\u6709\u673a\u5668\u5b66\u4e60\u80cc\u666f\uff0c\u5e0c\u671b\u6df1\u5165\u5b66\u4e60\u56e0\u679c\u79d1\u5b66\u57fa\u7840\u77e5\u8bc6\u548c\u91cd\u8981\u6a21\u578b\u65b9\u6cd5\uff0c\u5bfb\u6c42\u89e3\u51b3\u76f8\u5173\u7814\u7a76\u95ee\u9898\u7684\u670b\u53cb\u53c2\u52a0\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);\">\u76ee\u524d\u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a\u7cfb\u5217\uff0c\u5df2\u7ecf\u6709\u63a5\u8fd1400\u591a\u4f4d\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\u5438\u5f15\u4e86\u56fd\u5185\u548c\u56fd\u9645\u4e0a\u5927\u90e8\u5206\u7684\u56e0\u679c\u79d1\u5b66\u9886\u57df\u7684\u4e13\u4e1a\u79d1\u7814\u4eba\u5458\uff0c\u5982\u679c\u4f60\u4e5f\u5bf9\u8fd9\u4e2a\u4e3b\u9898\u611f\u5174\u8da3\uff0c\u60f3\u8981\u6df1\u5ea6\u5730\u53c2\u4e0e\uff0c\u5c31\u5feb\u52a0\u5165\u6211\u4eec\u5427\uff01<\/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);\">\u8be6\u60c5\u8bf7\u70b9\u51fb\uff1a<br  \/><\/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;\"><strong><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\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener noreferrer\">\u8fde\u63a5\u7edf\u8ba1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u4e0e\u81ea\u52a8\u63a8\u7406\u7684\u65b0\u5174\u4ea4\u53c9\u9886\u57df\u2014\u2014\u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a\u518d\u8d77\u822a<\/a><\/span><\/strong><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;\"><br  \/><\/p>\n<\/section>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;letter-spacing: 0.544px;white-space: normal;font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, 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0.544px;\"><span style=\"font-size: 15px;letter-spacing: 0.544px;\">\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><br  \/><\/p>\n<ul class=\"list-paddingleft-2\">\n<li style=\"font-size: 14px;font-weight: bold;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;text-align: left;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247520660&amp;idx=1&amp;sn=22cc85b84b5e22aae45e5a60bf789276&amp;chksm=e897cb19dfe0420f42634d4057d03c81c38449ff6daebc4c875dab695fb463abe3c9d2025414&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u501f\u52a9\u56e0\u679c\u63a8\u65ad\uff0c\u66f4\u9c81\u68d2\u7684\u673a\u5668\u5b66\u4e60\u6765\u4e86\uff01<\/a><br  \/><\/p>\n<\/li>\n<li style=\"font-size: 14px;font-weight: bold;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;text-align: left;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489547&amp;idx=1&amp;sn=29350364b49869cf4587260b0f6f45b8&amp;chksm=e8944286dfe3cb907a7bb550358c906162d3b82958108e667510c43c749bfaa886447134dece&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">Nature\uff1aAI\u53ef\u80fd\u662f\u6027\u522b\u548c\u79cd\u65cf\u6b67\u89c6\u5206\u5b50\uff1f\u6539\u8fdb\u8bad\u7ec3\u6570\u636e\u4e0e\u7b97\u6cd5\u8feb\u5728\u7709\u776b\uff01<\/a><br  \/><\/p>\n<\/li>\n<li style=\"font-size: 14px;font-weight: bold;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;text-align: left;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247500933&amp;idx=1&amp;sn=80fa0a7504229666c9387e88eaf0cdaa&amp;chksm=e8979e08dfe0171e348415848ff48cb60c0c3f9ebda5b4b01a3c00bfea46a6a91da609d53fad&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u96c6\u4f53\u667a\u80fd\u5982\u4f55\u589e\u5f3a\u4eba\u5de5\u667a\u80fd\uff1f\u672a\u6765\u667a\u80fd\u793e\u4f1a\u4e00\u77a5<\/a><br  \/><\/p>\n<\/li>\n<li style=\"font-size: 14px;font-weight: bold;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;text-align: left;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247520884&amp;idx=1&amp;sn=d463490d6336c23c8ca95203066fa15e&amp;chksm=e897c8f9dfe041ef55fcd02050c6fd54e14e8549dee6d6b167df4ee0004ec4e9057f1c607854&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4e3a\u4ec0\u4e48\u795e\u7ecf\u7f51\u7edc\u96be\u4ee5\u7406\u89e3\u751f\u547d\u6e38\u620f\uff1f<\/a><br  \/><\/p>\n<\/li>\n<li style=\"font-weight: bold;font-size: 14px;\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;text-align: left;\"><a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247502752&amp;idx=1&amp;sn=4ceaf4f227a4f7065b3cd256a2022552&amp;scene=21#wechat_redirect\" textvalue=\"\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01\" tab=\"innerlink\" data-linktype=\"2\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline;\"><strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/p>\n<\/section>\n<\/li>\n<\/ul>\n<\/section>\n<p style=\"letter-spacing: 0.544px;white-space: normal;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);\"><br  \/><\/p>\n<p style=\"letter-spacing: 0.544px;white-space: normal;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);\"><br  \/><\/p>\n<p style=\"letter-spacing: 0.544px;white-space: normal;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);\"><strong style=\"letter-spacing: 0.544px;font-size: 15px;text-align: left;color: rgb(255, 255, 255);font-family: PingFangSC-light;\"><span style=\"background-color: rgb(12, 130, 169);\"><span style=\"color: rgb(255, 255, 255);font-family: PingFangSC-light;font-size: 15px;font-weight: bold;letter-spacing: 0.544px;text-align: left;background-color: rgb(12, 130, 169);\">\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\u5373\u53ef\u62a5\u540d<\/span><strong style=\"letter-spacing: 0.544px;\"><\/strong><\/span><\/strong><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed \u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u64c5\u957f\u4ece\u5927\u91cf\u6570\u636e\u4e2d\u627e\u51fa\u7cbe\u5de7\u7684\u6a21\u578b\uff0c\u5c24\u5176\u662f\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u3002\u5b83\u4eec\u53ef\u4ee5\u5b9e\u73b0\u5b9e\u65f6\u7684\u8f6c\u5f55\u97f3\u9891\u3001\u6bcf\u79d2\u6807\u8bb0\u6570\u5343\u5f20\u56fe\u50cf\u548c\u89c6\u9891\u5e27\uff0c\u6216\u8005\u68c0\u67e5x\u5149\u548c\u6838\u78c1\u5171\u632f\u626b\u63cf\u4e2d\u662f\u5426\u6709\u764c\u75c7\u3002\u4f46\u5374\u5f88\u96be\u50cf\u4eba\u7c7b\u4e00\u6837\uff0c\u81ea\u7136\u5730\u63a8\u65ad\u51fa\u4e0a\u9762\u68d2\u7403\u89c6\u9891\u4e2d\u5b58\u5728\u7684\u7b80\u5355\u56e0\u679c\u5173\u7cfb\u3002 Max Planck\u667a\u80fd\u7cfb\u7edf\u7814\u7a76\u6240\u3001\u8499\u7279\u5229\u5c14\u5b66\u4e60\u7b97\u6cd5\u7814\u7a76\u6240\uff08Mil&#8230;<\/p>\n","protected":false},"author":1,"featured_media":25725,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/25733"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=25733"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/25733\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/25725"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=25733"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=25733"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=25733"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=25733"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}