{"id":25384,"date":"2021-04-08T21:42:54","date_gmt":"2021-04-08T13:42:54","guid":{"rendered":"https:\/\/swarma.org\/?p=25384"},"modified":"2021-04-08T21:42:54","modified_gmt":"2021-04-08T13:42:54","slug":"%e5%9b%a0%e6%9e%9c%e5%ad%a6%e4%b9%a0%e6%96%b0%e8%bf%9b%e5%b1%95%ef%bc%9a%e6%b7%b1%e5%ba%a6%e7%a8%b3%e5%ae%9a%e5%ad%a6%e4%b9%a0","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=25384","title":{"rendered":"\u56e0\u679c\u5b66\u4e60\u65b0\u8fdb\u5c55\uff1a\u6df1\u5ea6\u7a33\u5b9a\u5b66\u4e60"},"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-backh=\"386\" data-backw=\"578\" data-ratio=\"0.6680584551148225\" data-s=\"300,640\"  data-type=\"png\" data-w=\"958\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-9f252d5d16813b767b4df72234bc745e.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><strong><span style=\"letter-spacing: 0.544px;\">\u5927\u90e8\u5206\u5f53\u524d\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u90fd\u5047\u8bbe\u5e76\u4f9d\u8d56\u8bad\u7ec3\u6570\u636e\u548c\u6d4b\u8bd5\u6570\u636e\u6ee1\u8db3\u72ec\u7acb\u540c\u5206\u5e03\u7684\u6027\u8d28\uff0c\u4f46\u662f\u5728\u73b0\u5b9e\u5e94\u7528\u4e2d\u6d4b\u8bd5\u6570\u636e\u7684\u5206\u5e03\u5f80\u5f80\u4e0d\u53ef\u9884\u89c1\uff0c\u4e14\u6613\u4e0e\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u4ea7\u751f\u504f\u79fb\uff0c\u5bfc\u81f4\u8fd9\u4e9b\u7b97\u6cd5\u7684\u51c6\u786e\u7387\u663e\u8457\u4e0b\u964d\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6e05\u534e\u5927\u5b66\u5d14\u9e4f\u56e2\u961f\u5c06\u7a33\u5b9a\u5b66\u4e60\u7406\u8bba\u4e0e\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u76f8\u7ed3\u5408\uff0c\u63d0\u51fa\u6df1\u5ea6\u7a33\u5b9a\u5b66\u4e60\u6a21\u578b\u2014\u2014StableNet\u3002\u5728\u73b0\u6709\u5b58\u5728\u5206\u5e03\u8fc1\u79fb\u7684\u6570\u636e\u96c6\uff08\u5982NICO\u3001PACS\u3001VLCS\u548cMNIST-M\uff09\u4e0a\u5747\u53d6\u5f97SOTA\u7ed3\u679c\u3002\u8be5\u6a21\u578b\u5bf9\u4e0d\u540c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5177\u6709\u5e7f\u6cdb\u9002\u7528\u6027\uff0c\u4ee5ResNet18\u4f5c\u4e3a\u9aa8\u5e72\u7f51\u7edc\u7684StableNet\u6bd4ResNet18\u6027\u80fd\u63d0\u53478%\u4ee5\u4e0a\u3002\u8bba\u6587\u201cDeep Stable Learning for Out-Of-Distribution Generalization\u201d\u5df2\u88abCVPR2021\u63a5\u6536\u3002<\/span><\/strong><\/p>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;\"><strong>\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u667a\u6e90\u793e\u533a\uff0c<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=\"\u4ee5\u56e0\u679c\u79d1\u5b66\u548cCausal AI\u4e3a\u4e3b\u9898\u4e3e\u529e\u7cfb\u5217\u8bfb\u4e66\u4f1a\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4ee5\u56e0\u679c\u79d1\u5b66\u548cCausal AI\u4e3a\u4e3b\u9898\u4e3e\u529e\u7cfb\u5217\u8bfb\u4e66\u4f1a<\/a>\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\u540e\u7eed\u4f1a\u9080\u8bf7\u5d14\u9e4f\u56e2\u961f\u5728\u8bfb\u4e66\u4f1a\u4e2d\u6df1\u5ea6\u89e3\u8bfb\u8fd9\u9879\u7814\u7a76\uff0c\u6b22\u8fce\u5927\u5bb6\u53c2\u4e0e\u3002<\/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=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px;text-align: right;background-color: rgb(255, 255, 255);\">\u5f20\u5174\u7487<\/span><span style=\"font-size: 13px;letter-spacing: 0.544px;\"><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><br  \/><\/p>\n<p style=\"color: rgb(63, 63, 63);\"><span style=\"font-size: 13px;\"><span style=\"letter-spacing: 0.544px;\">\u9093\u4e00\u96ea<\/span><span style=\"letter-spacing: 0.544px;color: rgb(0, 0, 0);\"><strong>&nbsp;|&nbsp;\u7f16\u8f91<\/strong><\/span><\/span><\/p>\n<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: center;\">\n<p><br  \/><\/p>\n<\/section>\n<p><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: center;\">\n<p><br  \/><\/p>\n<\/section>\n<p><\/span><\/section>\n<h3 style=\"white-space: normal;\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);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;\">1. \u6570\u636e\u5206\u5e03\u8fc1\u79fb\u4e0e\u7a33\u5b9a\u5b66\u4e60<\/strong><\/strong><\/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;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u76ee\u524d\u6df1\u5ea6\u5b66\u4e60\u5728\u5f88\u591a\u7814\u7a76\u9886\u57df\u7279\u522b\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u5982\u56fe\u50cf\u8bc6\u522b\u3001\u7269\u4f53\u68c0\u6d4b\u7b49\u6280\u672f\u9886\u57df\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53d6\u5f97\u4e86\u524d\u6240\u672a\u6709\u7684\u8fdb\u5c55\uff0c\u800c\u6df1\u5ea6\u6a21\u578b\u6027\u80fd\u4f9d\u8d56\u4e8e\u6a21\u578b\u5bf9\u8bad\u7ec3\u6570\u636e\u7684\u62df\u5408\u3002\u5f53\u8bad\u7ec3\u6570\u636e<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u5e94\u7528\u524d\u53ef\u83b7\u53d6\u7684\u6570\u636e\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e0e\u6d4b\u8bd5\u6570\u636e<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u5b9e\u9645\u5e94\u7528\u4e2d\u9047\u5230\u7684\u5b9e\u4f8b\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5206\u5e03\u4e0d\u540c\u65f6\uff0c\u4f20\u7edf\u6df1\u5ea6\u6a21\u578b\u5bf9\u8bad\u7ec3\u6570\u636e\u7684\u5145\u5206\u62df\u5408\u4f1a\u9020\u6210\u5176\u5728\u6d4b\u8bd5\u6570\u636e\u4e0a\u7684\u9884\u6d4b\u5931\u8d25\uff0c\u8fdb\u800c\u5bfc\u81f4\u6a21\u578b\u5e94\u7528\u4e8e\u4e0d\u540c\u73af\u5883\u65f6\u7684\u53ef\u4fe1\u5ea6\u964d\u4f4e\u3002\u4e3a\u4e86\u89e3\u51b3\u6a21\u578b\u5728\u5206\u5e03\u8fc1\u79fb\u4e0b\u7684\u6cdb\u5316\u95ee\u9898\uff0c\u5d14\u9e4f\u8001\u5e08\u56e2\u961f\u63d0\u51fa\u6df1\u5ea6\u7a33\u5b9a\u5b66\u4e60\uff0c\u63d0\u9ad8\u6a21\u578b\u5728\u4efb\u610f\u672a\u77e5\u5e94\u7528\u73af\u5883\u4e2d\u7684\u51c6\u786e\u7387\u548c\u7a33\u5b9a\u6027\u3002<\/span><\/section>\n<p><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><img data-backh=\"197\" data-backw=\"562\" data-ratio=\"0.3508891928864569\"  data-type=\"png\" data-w=\"1462\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-7866694368f5cd8d76807e5bb6006256.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe1. \u72ec\u7acb\u540c\u5206\u5e03\u5b66\u4e60\u3001\u8fc1\u79fb\u5b66\u4e60\u548c\u7a33\u5b9a\u5b66\u4e60<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e0a\u56fe\u7ed9\u51fa\u4e86\u5e38\u89c1\u7684\u72ec\u7acb\u540c\u5206\u5e03\u6a21\u578b\u3001\u8fc1\u79fb\u5b66\u4e60\u6a21\u578b\u548c\u7a33\u5b9a\u5b66\u4e60\u6a21\u578b\u7684\u5f02\u540c\u3002\u72ec\u7acb\u540c\u5206\u5e03\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u6d4b\u8bd5\u90fd\u5728\u76f8\u540c\u5206\u5e03\u7684\u6570\u636e\u4e0b\u5b8c\u6210\uff0c\u6d4b\u8bd5\u76ee\u6807\u662f\u63d0\u5347\u6a21\u578b\u5728\u6d4b\u8bd5\u96c6\u4e0a\u7684\u51c6\u786e\u5ea6\uff0c\u5bf9\u6d4b\u8bd5\u96c6\u73af\u5883\u6709\u8f83\u9ad8\u7684\u8981\u6c42\uff1b\u8fc1\u79fb\u5b66\u4e60\u540c\u6837\u671f\u671b\u63d0\u5347\u6a21\u578b\u5728\u6d4b\u8bd5\u96c6\u4e0a\u7684\u51c6\u786e\u5ea6\uff0c\u4f46\u662f\u5141\u8bb8\u6d4b\u8bd5\u96c6\u7684\u6837\u672c\u5206\u5e03\u4e0e\u8bad\u7ec3\u96c6\u4e0d\u540c\u3002\u72ec\u7acb\u540c\u5206\u5e03\u5b66\u4e60\u548c\u8fc1\u79fb\u5b66\u4e60\u90fd\u8981\u6c42\u6d4b\u8bd5\u96c6\u6837\u672c\u5206\u5e03\u5df2\u77e5\u3002\u800c\u7a33\u5b9a\u5b66\u4e60\u5219\u5e0c\u671b\u5728\u4fdd\u8bc1\u6a21\u578b\u5e73\u5747\u51c6\u786e\u5ea6\u7684\u524d\u63d0\u4e0b\uff0c\u964d\u4f4e\u6a21\u578b\u6027\u80fd\u5728\u5404\u79cd\u4e0d\u540c\u6837\u672c\u5206\u5e03\u4e0b\u7684\u51c6\u786e\u7387\u65b9\u5dee\u3002\u7406\u8bba\u4e0a\u7a33\u5b9a\u5b66\u4e60\u53ef\u4ee5\u5728\u4e0d\u540c\u5206\u5e03\u7684\u6d4b\u8bd5\u96c6\u4e0b\u90fd\u6709\u8f83\u597d\u7684\u6027\u80fd\u8868\u73b0\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: center;\">\n<p><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;text-align: justify;background-color: rgb(255, 255, 255);letter-spacing: 0.544px;\"><br  \/><\/span><\/p>\n<p><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;text-align: justify;background-color: rgb(255, 255, 255);letter-spacing: 0.544px;\">&nbsp;<\/span><\/p>\n<\/section>\n<p><\/span><\/section>\n<h3 style=\"white-space: normal;\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);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;\">2. \u57fa\u4e8e\u672c\u8d28\u7279\u5f81\u7684\u7a33\u5b9a\u5b66\u4e60<\/strong><\/strong><\/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;line-height: 1.75em;\"><br 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);\"  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u73b0\u6709\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bd5\u56fe\u5229\u7528\u6240\u6709\u53ef\u89c2\u6d4b\u5230\u7684\u7279\u5f81\u4e0e\u6570\u636e\u6807\u7b7e\u7684\u76f8\u5173\u6027\u8fdb\u884c\u5b66\u4e60\u548c\u9884\u6d4b\uff0c\u800c\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u4e0e\u6807\u7b7e\u76f8\u5173\u7684\u7279\u5f81\u5e76\u4e0d\u4e00\u5b9a\u662f\u5176\u5bf9\u5e94\u7c7b\u522b\u7684\u672c\u8d28\u7279\u5f81\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5de6\u56fe\u4e3a\u8bad\u7ec3\u96c6\u4e2d\u5305\u542b\u72d7\u7684\u56fe\u7247\u96c6\uff0c\u5176\u4e2d\u5927\u591a\u6570\u56fe\u7247\u7684\u80cc\u666f\u662f\u8349\u5730\uff0c\u6df1\u5ea6\u6a21\u578b\u4f1a\u5b66\u4e60\u5230\u8349\u5730\u7684\u7279\u5f81\u4e0e\u6807\u7b7e\u201c\u72d7\u201d\u4e4b\u95f4\u7684\u865a\u5047\u5173\u8054\uff0c\u5e76\u4ee5\u6b64\u5173\u8054\u4e3a\u57fa\u7840\u505a\u51fa\u9884\u6d4b\u3002\u6240\u4ee5\u5728\u6d4b\u8bd5\u96c6\u4e2d\uff0c\u6a21\u578b\u5bf9\u540c\u6837\u4e3a\u8349\u5730\u80cc\u666f\u7684\u56fe\u7247\u6709\u826f\u597d\u7684\u5224\u65ad\u529b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u53f3\u56fe\u4e0a\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff1b\u5bf9\u975e\u8349\u5730\u80cc\u666f\u7684\u56fe\u7247\u5224\u65ad\u51c6\u786e\u5ea6\u4e0b\u964d<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u53f3\u56fe\u4e2d\u3001\u4e0b\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u3002<\/span><\/section>\n<section><br  \/><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages js_insertlocalimg\" data-backh=\"355\" data-backw=\"578\" data-ratio=\"0.614406779661017\" data-s=\"300,640\"  data-type=\"png\" data-w=\"708\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-e8156799871105aecd9c816ff3850c75.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe2. \u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u4e2d\u7684\u8bad\u7ec3\u96c6\uff08\u5de6\u56fe\uff09\uff0c\u6d4b\u8bd5\u96c6\uff08\u53f3\u56fe\uff09<\/span><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6df1\u5ea6\u7a33\u5b9a\u5b66\u4e60\u7684\u57fa\u672c\u601d\u8def\u662f\u63d0\u53d6\u4e0d\u540c\u7c7b\u522b\u7684\u672c\u8d28\u7279\u5f81\uff0c\u53bb\u9664\u65e0\u5173\u7279\u5f81\u4e0e\u865a\u5047\u5173\u8054\uff0c\u5e76\u4ec5\u57fa\u4e8e\u672c\u8d28\u7279\u5f81<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u4e0e\u6807\u7b7e\u5b58\u5728\u56e0\u679c\u5173\u8054\u7684\u7279\u5f81\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4f5c\u51fa\u9884\u6d4b\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5f53\u8bad\u7ec3\u6570\u636e\u7684\u73af\u5883\u8f83\u4e3a\u590d\u6742\u4e14\u4e0e\u6837\u672c\u6807\u7b7e\u5b58\u5728\u5f3a\u5173\u8054\u65f6\uff0cResNet\u7b49\u4f20\u7edf\u5377\u79ef\u7f51\u7edc\u65e0\u6cd5\u5c06\u672c\u8d28\u7279\u5f81\u4e0e\u73af\u5883\u7279\u5f81\u533a\u5206\u5f00\u6765\uff0c\u6240\u4ee5\u540c\u65f6\u5229\u7528\u6240\u6709\u7279\u5f81\u8fdb\u884c\u9884\u6d4b\uff0c\u800cStbleNet\u5219\u53ef\u5c06\u672c\u8d28\u7279\u5f81\u4e0e\u73af\u5883\u7279\u5f81\u533a\u5206\u5f00\u6765\uff0c\u5e76\u4ec5\u5173\u6ce8\u672c\u8d28\u7279\u5f81\u800c\u5ffd\u7565\u73af\u5883\u7279\u5f81\uff0c\u4ece\u800c\u65e0\u8bba\u73af\u5883<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u57df\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5982\u4f55\u53d8\u5316\uff0cStableNet\u5747\u80fd\u505a\u51fa\u7a33\u5b9a\u7684\u9884\u6d4b\u3002<\/span><\/section>\n<section><br  \/><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages js_insertlocalimg\" data-ratio=\"0.6860759493670886\" data-s=\"300,640\"  data-type=\"png\" data-w=\"790\" style=\"\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-36d4b2889daf9bb413be04b97693a5fb.png\"  \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe3. \u4f20\u7edf\u6df1\u5ea6\u6a21\u578b\u4e0e\u6df1\u5ea6\u7a33\u5b9a\u5b66\u4e60\u6a21\u578b\u7684saliency map\uff0c\u5176\u4e2d\u4eae\u5ea6\u8d8a\u9ad8\u7684\u70b9\u5bf9\u9884\u6d4b\u7ed3\u679c\u7684\u8d21\u732e\u8d8a\u5927\uff0c\u53ef\u4ee5\u770b\u5230\u4e24\u8005\u7279\u5f81\u7684\u663e\u8457\u4e0d\u540c\uff0cStableNet\u66f4\u5173\u6ce8\u4e0e\u7269\u4f53\u672c\u8eab\u800c\u4f20\u7edf\u6df1\u5ea6\u6a21\u578b\u4e5f\u4f1a\u5173\u6ce8\u73af\u5883\u7279\u5f81<\/span><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u76ee\u524d\u5df2\u6709\u7684\u7a33\u5b9a\u5b66\u4e60\u65b9\u6cd5\u591a\u9488\u5bf9\u7ebf\u6027\u6a21\u578b\uff0c\u901a\u8fc7\u5e72\u6270\u53d8\u91cf\u5e73\u8861<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Confounder Balancing\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7684\u65b9\u6cd5\u6765\u4f7f\u5f97\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u80fd\u591f\u63a8\u6d4b\u56e0\u679c\u5173\u7cfb[3][4]\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5982\u679c\u8981\u63a8\u65ad\u53d8\u91cfA\u5bf9\u53d8\u91cfB\u7684\u56e0\u679c\u5173\u7cfb<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u5b58\u5728\u5e72\u6270\u53d8\u91cfC\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u4ee5\u53d8\u91cfA\u662f\u79bb\u6563\u7684\u4e8c\u5143\u53d8\u91cf<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u53d6\u503c\u4e3a0\u62161\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e3a\u4f8b\uff0c\u6839\u636eA\u7684\u503c\u5c06\u603b\u4f53\u6837\u672c\u5206\u4e3a\u4e24\u7ec4<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08A=0\u6216A=1\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u5e76\u7ed9\u6bcf\u4e2a\u6837\u672c\u8d4b\u4e88\u4e0d\u540c\u7684\u6743\u91cd\uff0c\u4f7f\u5f97\u5728A=0\u548cA=1\u65f6\u5e72\u6270\u53d8\u91cfC\u7684\u5206\u5e03\u76f8\u540c<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u5373D(C|A=0) = D(C|A=1)\uff0c\u5176\u4e2dD\u4ee3\u8868\u53d8\u91cf\u5206\u5e03\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u6b64\u65f6\u5224\u65adD(B|A=0) \u548cD(B|A=1)\u662f\u5426\u76f8\u540c\u53ef\u4ee5\u5f97\u51faA\u662f\u5426\u4e0eB\u6709\u56e0\u679c\u5173\u7cfb\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u800c\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u76f8\u5173\u7684\u573a\u666f\u4e2d\uff0c\u7531\u4e8e\u7ecf\u5377\u79ef\u7f51\u7edc\u540e\u7684\u5404\u7ef4\u7279\u5f81\u4e3a\u8fde\u7eed\u503c\u4e14\u5b58\u5728\u590d\u6742\u7684\u975e\u7ebf\u6027\u4f9d\u8d56\u5173\u7cfb\uff0c\u65e0\u6cd5\u901a\u8fc7\u76f4\u63a5\u5e94\u7528\u4e0a\u8ff0\u5e72\u6270\u53d8\u91cf\u5e73\u8861\u65b9\u6cd5\u6765\u6d88\u9664\u7279\u5f81\u95f4\u7684\u76f8\u5173\u6027\uff1b\u53e6\u5916\u7531\u4e8e\u7528\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u901a\u5e38\u5c3a\u5bf8\u8f83\u5927\uff0c\u6df1\u5ea6\u7279\u5f81\u7684\u7ef4\u5ea6\u4e5f\u8f83\u5927\uff0c\u6240\u4ee5\u65e0\u6cd5\u76f4\u63a5\u8ba1\u7b97\u51fa\u5168\u5c40\u7684\u6837\u672c\u6743\u91cd\u3002\u672c\u6587\u8981\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u5c31\u662f\u5982\u4f55\u5728\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc\u4e2d\u627e\u5230\u4e00\u7ec4\u6837\u672c\u6743\u91cd\uff0c\u4f7f\u5f97\u6240\u6709\u53d8\u91cf\u4e4b\u95f4\u90fd\u53ef\u4ee5\u505a\u5230\u4e92\u76f8\u72ec\u7acb\uff0c\u5373\u4efb\u610f\u9009\u53d6\u4e00\u4e2a\u53d8\u91cf\u4e3a\u76ee\u6807\u53d8\u91cf\uff0c\u76ee\u6807\u53d8\u91cf\u7684\u5206\u5e03\u4e0d\u968f\u5176\u5b83\u53d8\u91cf\u7684\u503c\u7684\u6539\u53d8\u800c\u6539\u53d8\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: center;\">\n<p><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;text-align: justify;background-color: rgb(255, 255, 255);letter-spacing: 0.544px;\">&nbsp;<\/span><\/p>\n<\/section>\n<p><\/span><\/section>\n<h3 style=\"white-space: normal;\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);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;\">3. \u57fa\u4e8e\u968f\u673a\u5085\u7acb\u53f6\u7279\u5f81\u7684\u6df1\u5ea6\u7279\u5f81\u53bb\u76f8\u5173<\/strong><\/strong><\/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;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53bb\u9664\u7279\u5f81\u95f4\u76f8\u5173\u6027\u7684\u57fa\u672c\u601d\u8def\u662f\u5e72\u6270\u53d8\u91cf\u5e73\u8861\uff0c\u5176\u57fa\u672c\u539f\u7406\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><img data-backh=\"128\" data-backw=\"562\" data-ratio=\"0.2273105745212323\"  data-type=\"png\" data-w=\"2402\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-4ffddaa88683ae326aa8ca886ad071ad.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe4. \u6837\u672c\u53d8\u91cf\u4e4b\u95f4\u72ec\u7acb\u6027\u51fd\u6570\uff08\u56fe\u5de6\uff09\uff1b\u795e\u7ecf\u7f51\u7edc\u4f18\u5316\u516c\u5f0f\uff08\u56fe\u53f3\uff09<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u800c\u6df1\u5ea6\u7f51\u7edc\u7684\u5404\u7ef4\u7279\u5f81\u95f4\u5b58\u5728\u590d\u6742\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u4ec5\u53bb\u9664\u53d8\u91cf\u95f4\u7684\u7ebf\u5f62\u76f8\u5173\u6027\u5e76\u4e0d\u8db3\u4ee5\u5b8c\u5168\u6d88\u9664\u65e0\u5173\u7279\u5f81\u4e0e\u6807\u7b7e\u4e4b\u95f4\u7684\u865a\u5047\u5173\u8054\uff0c\u6240\u4ee5\u4e00\u4e2a\u76f4\u63a5\u7684\u60f3\u6cd5\u5c31\u662f\u901a\u8fc7kernel<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u6838\u65b9\u6cd5\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5c06\u6620\u5c04\u5230\u9ad8\u7ef4\u7a7a\u95f4\uff0c\u4f46\u662f\u7ecf\u8fc7kernel\u6620\u5c04\u540e\u539f\u59cb\u7279\u5f81\u7684\u7279\u5f81\u56fe\u7ef4\u5ea6\u88ab\u6269\u5927\u5230\u65e0\u7a77\u7ef4\uff0c\u4f7f\u5f97\u5404\u7ef4\u53d8\u91cf\u95f4\u7684\u76f8\u5173\u6027\u65e0\u6cd5\u8ba1\u7b97\u3002\u9274\u4e8e\u968f\u673a\u5085\u7acb\u53f6\u7279\u5f81<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Random Fourier Feature, RFF\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u8fd1\u4f3c\u6838\u51fd\u6570\u4ee5\u53ca\u8861\u91cf\u7279\u5f81\u72ec\u7acb\u6027\u65b9\u9762\u7684\u4f18\u826f\u6027\u8d28[1] [2]\uff0c\u672c\u6587\u91c7\u7528RFF\u5c06\u539f\u59cb\u7279\u5f81\u6620\u5c04\u5230\u9ad8\u7ef4\u7a7a\u95f4\u4e2d<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u53ef\u4ee5\u7406\u89e3\u4e3a\u5728\u6837\u672c\u7ef4\u5ea6\u8fdb\u884c\u6269\u5145\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u6d88\u9664\u65b0\u7279\u5f81\u95f4\u7684\u7ebf\u5f62\u76f8\u5173\u6027\u5373\u53ef\u4fdd\u8bc1\u539f\u59cb\u7279\u5f81\u4e25\u683c\u72ec\u7acb\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages js_insertlocalimg\" data-ratio=\"0.2046875\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1280\" style=\"\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-cf06a4b43d928873c6a91c71a2b7cec1.png\"  \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe5. \u7528\u4e8e\u72ec\u7acb\u6027\u68c0\u6d4b\u7684\u968f\u673a\u5085\u7acb\u53f6\u7279\u5f81\uff08\u56fe\u5de6\uff09\uff1bStableNet\u7f51\u7edc\u4e0e\u6837\u672c\u6743\u91cd\u66f4\u65b0\uff08\u56fe\u53f3\uff09<\/span><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: center;\">\n<p><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;text-align: justify;background-color: rgb(255, 255, 255);letter-spacing: 0.544px;\"><br  \/><\/span><\/p>\n<p><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;text-align: justify;background-color: rgb(255, 255, 255);letter-spacing: 0.544px;\">&nbsp;<\/span><\/p>\n<\/section>\n<p><\/span><\/section>\n<h3 style=\"white-space: normal;\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);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;\">4. \u5168\u5c40\u4f18\u5316\u6837\u672c\u6743\u91cd<\/strong><\/strong><\/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;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e0a\u8ff0\u516c\u5f0f\u8981\u6c42\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e3a\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c\u90fd\u5b66\u4e60\u4e00\u4e2a\u7279\u5b9a\u7684\u6743\u91cd\uff0c\u4f46\u5728\u5b9e\u8df5\u4e2d\uff0c\u5c24\u5176\u5bf9\u4e8e\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\uff0c\u8981\u60f3\u5229\u7528\u5168\u90e8\u6837\u672c\u5168\u5c40\u5730\u5b66\u4e60\u6837\u672c\u6743\u91cd\u9700\u8981\u5de8\u5927\u7684\u8ba1\u7b97\u548c\u5b58\u50a8\u5f00\u9500\u3002\u6b64\u5916\uff0c\u4f7f\u7528SGD\u5bf9\u7f51\u7edc\u8fdb\u884c\u4f18\u5316\u65f6\uff0c\u6bcf\u8f6e\u8fed\u4ee3\u4e2d\u4ec5\u6709\u90e8\u5206\u6837\u672c\u5bf9\u6a21\u578b\u53ef\u89c1\uff0c\u56e0\u6b64\u65e0\u6cd5\u83b7\u53d6\u5168\u90e8\u6837\u672c\u7684\u7279\u5f81\u5411\u91cf\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u5b58\u50a8\u3001\u91cd\u52a0\u8f7d\u6837\u672c\u7279\u5f81\u4e0e\u6837\u672c\u6743\u91cd\u7684\u65b9\u6cd5\uff0c\u5728\u6bcf\u4e2a\u8bad\u7ec3\u8fed\u4ee3\u7684\u7ed3\u675f\u878d\u5408\u5e76\u4fdd\u5b58\u5f53\u524d\u7684\u6837\u672c\u7279\u5f81\u4e0e\u6743\u91cd\uff0c\u5728\u4e0b\u4e00\u4e2a\u8bad\u7ec3\u8fed\u4ee3\u5f00\u59cb\u65f6\u91cd\u52a0\u8f7d\uff0c\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\u7684\u5168\u5c40\u5148\u9a8c\u77e5\u8bc6\u4f18\u5316\u65b0\u4e00\u8f6e\u7684\u6837\u672c\u6743\u91cd\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages js_insertlocalimg\" data-backh=\"63\" data-backw=\"578\" data-ratio=\"0.10891089108910891\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1010\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-e4a17916373e88f78761a558830a4735.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe6. \u5168\u5c40\u5148\u9a8c\u77e5\u8bc6\uff08\u56fe\u5de6\uff09\uff1b\u5148\u9a8c\u77e5\u8bc6\u66f4\u65b0\uff08\u56fe\u53f3\uff09<\/span><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">StableNet\u7684\u7ed3\u6784\u56fe\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8f93\u5165\u56fe\u7247\u7ecf\u8fc7\u5377\u79ef\u7f51\u7edc\u540e\u63d0\u53d6\u5f97\u89c6\u89c9\u7279\u5f81\uff0c\u540e\u7ecf\u8fc7\u4e24\u4e2a\u5206\u652f\u3002\u5176\u4e2d\u4e0a\u65b9\u5206\u652f\u4e3a\u6837\u672c\u6743\u91cd\u5b66\u4e60\u5b50\u7f51\u7edc\uff0c\u4e0b\u65b9\u5206\u652f\u4e3a\u5e38\u89c4\u5206\u7c7b\u7f51\u7edc\u3002\u6700\u7ec8\u8bad\u7ec3\u635f\u5931\u4e3a\u5206\u7c7b\u7f51\u7edc\u9884\u6d4b\u635f\u5931\u4e0e\u6837\u672c\u6743\u91cd\u7684\u52a0\u6743\u6c42\u548c\u3002\u5176\u4e2dLSWD\u4e3a\u53bb\u76f8\u5173\u6837\u672c\u6743\u91cd\u5b66\u4e60\u6a21\u5757<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Learning Sample Weights for Decorrelation\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u5229\u7528RFF\u5b66\u4e60\u4f7f\u7279\u5f81\u5404\u7ef4\u72ec\u7acb\u7684\u6837\u672c\u6743\u91cd\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><img data-ratio=\"0.36850271528316525\"  data-type=\"png\" data-w=\"1289\" data-backw=\"562\" data-backh=\"207\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-172b1ee70a9844b4cc23211cb11ff81e.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe7. StbelNet\u7ed3\u6784\u56fe<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4ee5\u8bc6\u522b\u72d7\u7684\u5e94\u7528\u4e3a\u4f8b\uff0c\u5982\u679c\u8bad\u7ec3\u6837\u672c\u4e2d\u5927\u90e8\u5206\u7684\u72d7\u5728\u8349\u5730\u4e0a\uff0c\u5c11\u90e8\u5206\u7684\u72d7\u5728\u6c99\u6ee9\u4e0a\uff0c\u56fe\u7247\u76f8\u5e94\u7684\u89c6\u89c9\u7279\u5f81\u7ecf\u6837\u672c\u91cd\u52a0\u6743\u540e\u5404\u7ef4\u72ec\u7acb\uff0c\u5373\u72d7\u5bf9\u5e94\u7684\u7279\u5f81\u4e0e\u8349\u5730\u3001\u6c99\u6ee9\u5bf9\u5e94\u7684\u7279\u5f81\u5728\u7edf\u8ba1\u4e0a\u4e0d\u76f8\u5173\uff0c\u6240\u4ee5\u5206\u7c7b\u5668\u5728\u9884\u6d4b\u72d7\u662f\u5426\u5b58\u5728\u65f6\u66f4\u5bb9\u6613\u5173\u6ce8\u4e0e\u72d7\u76f8\u5173\u7684\u7279\u5f81<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u82e5\u5173\u6ce8\u8349\u5730\u3001\u6c99\u6ee9\u7b49\u7279\u5f81\u4f1a\u9020\u6210\u9884\u6d4b\u635f\u5931\u6fc0\u589e\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u6240\u4ee5\u6d4b\u8bd5\u65f6\u65e0\u8bba\u72d7\u5728\u8349\u5730\u4e0a\u6216\u6c99\u6ee9\u4e0a\u4e0e\u5426\uff0cStableNet\u5747\u80fd\u4f9d\u636e\u672c\u8d28\u7279\u5f81\u7ed9\u51fa\u8f83\u51c6\u786e\u7684\u9884\u6d4b\uff0c\u5b9e\u73b0\u6a21\u578b\u5728OOD\u6570\u636e\u4e0a\u7684\u6cdb\u5316\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><img data-ratio=\"0.5417867435158501\"  data-type=\"png\" data-w=\"1041\" data-backw=\"562\" data-backh=\"304\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-d817528c80bcfdbb3d76455a56e11aa8.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe8. StbelNet\u8bad\u7ec3\u6d41\u7a0b<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: center;\">\n<p><br  \/><\/p>\n<p><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;text-align: justify;background-color: rgb(255, 255, 255);letter-spacing: 0.544px;\">&nbsp;<\/span><\/p>\n<\/section>\n<p><\/span><\/section>\n<h3 style=\"white-space: normal;\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);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;\">5. \u542b\u4e49\u66f4\u5e7f\u6cdb\u7684\u57df\u6cdb\u5316\u4efb\u52a1<\/strong><\/strong><\/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;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u5e38\u89c4\u7684\u57df\u6cdb\u5316<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08DG\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4efb\u52a1\u4e2d\uff0c\u8bad\u7ec3\u96c6\u7684\u4e0d\u540c\u6e90\u57df\u5bb9\u91cf\u76f8\u8fd1\u4e14\u5f02\u8d28\u6027\u6e05\u6670\uff0c\u7136\u800c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u7edd\u5927\u90e8\u5206\u6570\u636e\u96c6\u90fd\u662f\u82e5\u5e72\u6f5c\u5728\u6e90\u57df\u7684\u7ec4\u5408\uff0c\u5f53\u6e90\u57df\u5f02\u8d28\u6027\u4e0d\u6e05\u6670\u6216\u672a\u88ab\u663e\u5f0f\u6807\u6ce8\u65f6\uff0c\u6211\u4eec\u5f88\u96be\u5047\u5b9a\u6765\u81ea\u4e8e\u5404\u6e90\u57df\u7684\u6570\u636e\u6570\u91cf\u5927\u81f4\u76f8\u540c\u3002\u4e3a\u4e86\u66f4\u52a0\u5168\u9762\u5730\u9a8c\u8bc1StableNet\u7684\u6cdb\u5316\u6027\u80fd\uff0c\u672c\u6587\u63d0\u51fa\u4e09\u79cd\u65b0\u7684\u57df\u6cdb\u5316\u4efb\u52a1\u6765\u4eff\u771f\u66f4\u52a0\u666e\u9002\u4e14\u6311\u6218\u6027\u66f4\u5f3a\u7684\u5206\u5e03\u8fc1\u79fb\u6cdb\u5316\u573a\u666f\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\">1\uff09\u4e0d\u5747\u8861\u7684\u57df\u6cdb\u5316<\/span><\/strong><\/span><\/p>\n<section style=\"line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5bf9\u4e8e\u6e90\u57df\u4e0d\u660e\u786e\u7684\u57df\u6cdb\u5316\u95ee\u9898\uff0c\u5047\u5b9a\u6e90\u57df\u5bb9\u91cf\u76f8\u8fd1\u8fc7\u4e8e\u7406\u60f3\u5316\uff0c\u4e00\u4e2a\u66f4\u666e\u9002\u7684\u5047\u8bbe\u4e3a\u6765\u81ea\u4e0d\u540c\u6e90\u57df\u7684\u6570\u636e\u91cf\u53ef\u80fd\u4e0d\u540c\u4e14\u53ef\u80fd\u5dee\u5f02\u5de8\u5927\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u5bf9\u4e8e\u672a\u77e5\u76ee\u6807\u57df\u7684\u6cdb\u5316\u80fd\u529b\u66f4\u6ee1\u8db3\u5b9e\u9645\u5e94\u7528\u7684\u9700\u6c42\u3002\u4f8b\u5982\u5728\u8bc6\u522b\u72d7\u7684\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u5f88\u96be\u5047\u5b9a\u80cc\u666f\u4e3a\u8349\u5730\u3001\u6c99\u6ee9\u6216\u6c34\u91cc\u7684\u56fe\u7247\u6570\u91cf\u76f8\u540c\uff0c\u5b9e\u9645\u60c5\u51b5\u4e0b\u72d7\u8f83\u591a\u5730\u51fa\u73b0\u5728\u8349\u5730\u4e0a\u800c\u8f83\u5c11\u51fa\u73b0\u5728\u6c34\u91cc\u3002\u8fd9\u5c31\u8981\u6c42\u6a21\u578b\u7684\u9884\u6d4b\u4e0d\u80fd\u88ab\u7ecf\u5e38\u4e0e\u72d7\u4e00\u8d77\u51fa\u73b0\u7684\u80cc\u666f\u8349\u5730\u8bef\u5bfc\uff0c\u6240\u4ee5\u672c\u4efb\u52a1\u7684\u666e\u9002\u6027\u548c\u96be\u5ea6\u663e\u8457\u9ad8\u4e8e\u5747\u8861\u7684\u57df\u6cdb\u5316\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4f7f\u7528ResNet18\u4f5c\u4e3a\u7279\u5f81\u63d0\u53d6\u7f51\u7edc\u7684\u5b9e\u9a8c\u7ed3\u679c\u5982\u4e0b\u8868\uff0c\u5728PACS\u548cVLCS\u6570\u636e\u96c6\u4e0aStableNet\u53d6\u5f97\u4e86\u6700\u4f18\u6027\u80fd\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><img data-ratio=\"0.2711471610660487\"  data-type=\"png\" data-w=\"1726\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-eec9efa554b5b86bb718ed8c04178e53.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u88681. \u4e0d\u5747\u8861\u7684\u57df\u6cdb\u5316\u5b9e\u9a8c\u7ed3\u679c<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><strong><span style=\"font-size: 15px;color: rgb(33, 166, 210);\">2\uff09\u90e8\u5206\u7c7b\u522b\u7f3a\u5931\u7684\u57df\u6cdb\u5316<\/span><\/strong><\/p>\n<section style=\"line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u8003\u8651\u4e00\u79cd\u6311\u6218\u6027\u66f4\u5927\u4e14\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\u7ecf\u5e38\u5b58\u5728\u7684\u60c5\u51b5\uff0c\u67d0\u4e9b\u6e90\u57df\u4e2d\u6709\u90e8\u5206\u7c7b\u522b\u7684\u6570\u636e\u7f3a\u5931\uff0c\u800c\u5728\u6d4b\u8bd5\u96c6\u4e2d\u6a21\u578b\u9700\u8981\u8bc6\u522b\u6240\u6709\u7c7b\u522b\u3002\u4f8b\u5982\uff0c\u9e1f\u7ecf\u5e38\u51fa\u73b0\u5728\u6811\u4e0a\u800c\u51e0\u4e4e\u4e0d\u4f1a\u51fa\u73b0\u5728\u6c34\u91cc\uff0c\u9c7c\u7ecf\u5e38\u51fa\u73b0\u9c7c\u7f38\u91cc\u800c\u51e0\u4e4e\u4e0d\u4f1a\u51fa\u73b0\u5728\u6811\u4e0a\uff0c\u6240\u4ee5\u5e76\u4e0d\u662f\u6240\u6709\u6e90\u57df\u90fd\u4e00\u5b9a\u5305\u542b\u5168\u90e8\u7c7b\u522b\u3002\u8fd9\u79cd\u573a\u666f\u8981\u6c42\u66f4\u9ad8\u7684\u6a21\u578b\u6cdb\u5316\u80fd\u529b\uff0c\u7531\u4e8e\u6bcf\u4e2a\u6e90\u57df\u4e2d\u4ec5\u6709\u90e8\u5206\u7c7b\u522b\uff0c\u6240\u4ee5\u57df\u76f8\u5173\u7684\u7279\u5f81\u4e0e\u6807\u7b7e\u95f4\u7684\u865a\u5047\u5173\u8054\u66f4\u5f3a\u4e14\u66f4\u6613\u8bef\u5bfc\u5206\u7c7b\u5668\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e0b\u8868\u4e3a\u5b9e\u9a8c\u7ed3\u679c\uff0c\u7531\u4e8e\u5bf9\u57df\u5f02\u8d28\u6027\u53ca\u7c7b\u522b\u5b8c\u6574\u6027\u7684\u8981\u6c42\uff0c\u5f88\u591a\u73b0\u6709\u57df\u6cdb\u5316\u65b9\u6cd5\u65e0\u6cd5\u663e\u8457\u4f18\u4e8eResNet\uff0c\u800cStableNet\u5728PCAS\uff0cVLCS\u53caNICO\u4e0a\u5747\u53d6\u5f97\u4e86\u6700\u4f18\u7ed3\u679c\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><img data-ratio=\"0.21840873634945399\"  data-type=\"png\" data-w=\"1282\" data-backw=\"562\" data-backh=\"123\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-afaafb6701f4e8d7748baca2e49e4c64.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u88682. \u90e8\u5206\u7c7b\u522b\u7f3a\u5931\u7684\u57df\u6cdb\u5316\u5b9e\u9a8c\u7ed3\u679c<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><strong><span style=\"font-size: 15px;color: rgb(33, 166, 210);\">3\uff09\u5b58\u5728\u5bf9\u6297\u7684\u57df\u6cdb\u5316<\/span><\/strong><\/p>\n<section style=\"line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e00\u79cd\u96be\u5ea6\u66f4\u5927\u7684\u573a\u666f\u662f\u4efb\u4e00\u7ed9\u5b9a\u7c7b\u522b\u7684\u4e3b\u5bfc\u6e90\u57df\u4e0e\u4e3b\u5bfc\u76ee\u6807\u57df\u4e0d\u540c\u3002\u4f8b\u5982\uff0c\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u72d7\u5927\u591a\u5728\u8349\u5730\u4e0a\u800c\u732b\u5927\u591a\u5728\u5ba4\u5185\uff0c\u800c\u6d4b\u8bd5\u6570\u636e\u4e2d\u7684\u72d7\u5927\u591a\u5728\u5ba4\u5185\u800c\u732b\u5927\u591a\u5728\u8349\u5730\u4e0a\uff0c\u8fd9\u5c31\u5bfc\u81f4\u5982\u679c\u6a21\u578b\u4e0d\u80fd\u533a\u5206\u672c\u8d28\u7279\u5f81\u4e0e\u57df\u76f8\u5173\u7279\u5f81\uff0c\u5c31\u4f1a\u88ab\u57df\u4fe1\u606f\u6240\u8bef\u5bfc\u800c\u505a\u51fa\u9519\u8bef\u9884\u6d4b\u3002\u4e0b\u8868\u4e3a\u5728MNIST-M\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\uff0cStableNet\u4ecd\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u65b9\u6cd5\uff0c\u4e14\u53ef\u89c1\u968f\u4e3b\u5bfc\u57df\u6bd4\u4f8b\u5347\u9ad8\uff0cResNet\u7684\u8868\u73b0\u663e\u8457\u4e0b\u964d\uff0cStableNet\u7684\u4f18\u52bf\u4e5f\u8d8a\u53d1\u660e\u663e\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><img data-ratio=\"0.27148080438756855\"  data-type=\"png\" data-w=\"1094\" data-backw=\"562\" data-backh=\"152\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-12f1fb243dfe1f2387ddd70695eff6c5.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u88683. \u5b58\u5728\u5bf9\u6297\u7684\u57df\u6cdb\u5316\u5b9e\u9a8c\u7ed3\u679c<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><strong><span style=\"color: rgb(33, 166, 210);font-size: 15px;\">4\uff09NICO\u6570\u636e\u96c6\u7b80\u4ecb<\/span><\/strong><\/p>\n<section style=\"line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">NICO\u662f\u6e05\u534e\u5927\u5b66\u63d0\u51fa\u7684\u4e00\u5957\u7528\u4e8e\u56fe\u50cf\u5206\u7c7b\u6570\u636e\u96c6\uff0c\u9002\u5408\u9a8c\u8bc1\u6a21\u578b\u5728\u5f02\u5206\u5e03\u73af\u5883\u4e0b\u7684\u6027\u80fd\uff0c\u56fe\u4e2d\u7684\u6570\u636e\u5305\u542b\u4e86\u6807\u6ce8\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u5177\u4f53\u53c2\u8003\u8bba\u6587[5]\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><img data-ratio=\"0.35648148148148145\"  data-type=\"png\" data-w=\"1080\" data-backw=\"562\" data-backh=\"200\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-c258a1256b5c51392cc3895bed824d33.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe9. NICO\u6570\u636e\u96c6\u793a\u4f8b<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: center;\">\n<p><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;text-align: justify;background-color: rgb(255, 255, 255);letter-spacing: 0.544px;\"><br  \/><\/span><\/p>\n<p><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;text-align: justify;background-color: rgb(255, 255, 255);letter-spacing: 0.544px;\">&nbsp;<\/span><\/p>\n<\/section>\n<p><\/span><\/section>\n<h3 style=\"white-space: normal;\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);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;\">6.&nbsp;\u603b \u7ed3<\/strong><\/strong><\/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;line-height: 1.75em;\"><br 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);\"  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6837\u672c\u91cd\u52a0\u6743\u7684\u6df1\u5ea6\u7f51\u7edc\u6846\u67b6StableNet\uff0c\u5c06\u7a33\u5b9a\u5b66\u4e60\u62d3\u5c55\u5230\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\uff0c\u5e76\u5728\u4e00\u7cfb\u5217\u66f4\u5e7f\u6cdb\u7684\u57df\u6cdb\u5316\u5b9e\u9a8c\u4e2d\u53d6\u5f97\u4e86\u5f53\u524d\u6700\u4f18\u6548\u679c\u3002StableNet\u5229\u7528RFF\u53ca\u5e72\u6270\u53d8\u91cf\u5e73\u8861\u5e2e\u52a9\u7f51\u7edc\u52a8\u6001\u5730\u5b66\u4e60\u4e0e\u7c7b\u522b\u76f8\u5173\u8054\u7684\u672c\u8d28\u7279\u5f81\uff0c\u6d88\u9664\u73af\u5883\u7279\u5f81\u4e0e\u6837\u672c\u6807\u7b7e\u95f4\u7684\u865a\u5047\u5173\u8054\uff0c\u5df2\u5b9e\u73b0\u5728\u4e0d\u540c\u672a\u77e5\u76ee\u6807\u73af\u5883\u4e2d\u7684\u7a33\u5b9a\u9884\u6d4b\u3002<\/span><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\">\u53c2\u8003\u6587\u732e<\/span><\/strong><\/span><\/section>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: normal;margin-bottom: 10px;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">1. Ali Rahimi and Benjamin Recht. Random features for largescale kernel machines. In Advances in neural information processing systems, pages 1177\u20131184, 2008.<\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: normal;margin-bottom: 10px;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">2. Eric V Strobl, Kun Zhang, and Shyam Visweswaran. Approximate kernel-based conditional independence tests for fast non-parametric causal discovery. Journal of Causal Inference, 7(1), 2019.<\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: normal;margin-bottom: 10px;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">3. Zheyan Shen, Peng Cui, Tong Zhang, and Kun Kuang. Stable learning via sample reweighting. In AAAI, pages 5692\u20135699, 2020.<\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: normal;margin-bottom: 10px;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">4. Kun Kuang, Ruoxuan Xiong, Peng Cui, Susan Athey, and Bo Li. Stable prediction with model misspecification and agnostic distribution shift. In AAAI, pages 4485\u20134492, 2020.<\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: normal;margin-bottom: 10px;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">5. Yue He, Zheyan Shen, and Peng Cui. Towards non-iid image classification: A dataset and baselines. Pattern Recognition, page 107383, 2020.<\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: normal;margin-bottom: 10px;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\"><\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 15px;\">&nbsp;<\/span><br  \/><\/section>\n<h2 style=\"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;letter-spacing: 0.544px;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;white-space: normal;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;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">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;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">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;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\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;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\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;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8be6\u60c5\u8bf7\u70b9\u51fb\uff1a<br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;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<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<section 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;\"><br  \/><\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;\"><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<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;\"><strong style=\"letter-spacing: 0.544px;color: rgb(0, 0, 0);font-size: 16px;text-align: center;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;\"><span style=\"font-size: 15px;letter-spacing: 0.544px;\">\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/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=2247536144&amp;idx=1&amp;sn=2fbaca7c33bf83e6ce0391084a3143f6&amp;chksm=e897149ddfe09d8b81652f54be39d9c5162929a3d71b29297e1418c838784efc6a2263e557a9&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5d14\u9e4f\uff1a\u7a33\u5b9a\u5b66\u4e60\u2014\u2014\u6316\u6398\u56e0\u679c\u63a8\u7406\u548c\u673a\u5668\u5b66\u4e60\u7684\u5171\u540c\u57fa\u7840<\/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=2247550797&amp;idx=1&amp;sn=9ab7e7630a19cc79204993b380878bfa&amp;chksm=e8975dc0dfe0d4d67d2dfd897160b78b4c5787fee21dffc3a2d97f55d0e186913fea0b55950c&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"letter-spacing: 0.544px;text-decoration: underline;font-size: 14px;\" rel=\"noopener noreferrer\"><span style=\"font-size: 14px;\">\u957f\u6587\u7efc\u8ff0\uff1a\u795e\u7ecf\u7cfb\u7edf\u4e2d\u7684\u5fc3\u667a\u56e0\u679c\u6a21\u578b<\/span><\/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=2247541392&amp;idx=1&amp;sn=b7a3f6f28645c82cfc0dfacfa975efd1&amp;chksm=e897781ddfe0f10b9220c1886f3e67411378acd63af9d84d127d639f4a9fe2df23adc4f4023b&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u6700\u65b0\u7efc\u8ff0\uff1a\u8fde\u63a5\u56e0\u679c\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u7684\u6865\u6881<\/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\" 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);\">\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u5373\u53ef\u62a5\u540d<\/span><\/strong><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed \u5927\u90e8\u5206\u5f53\u524d\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u90fd\u5047\u8bbe\u5e76\u4f9d\u8d56\u8bad\u7ec3\u6570\u636e\u548c\u6d4b\u8bd5\u6570\u636e\u6ee1\u8db3\u72ec\u7acb\u540c\u5206\u5e03\u7684\u6027\u8d28\uff0c\u4f46\u662f\u5728\u73b0\u5b9e\u5e94\u7528\u4e2d\u6d4b\u8bd5\u6570\u636e\u7684\u5206\u5e03\u5f80\u5f80\u4e0d\u53ef\u9884\u89c1\uff0c\u4e14\u6613\u4e0e\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u4ea7\u751f\u504f\u79fb\uff0c\u5bfc\u81f4\u8fd9\u4e9b\u7b97\u6cd5\u7684\u51c6\u786e\u7387\u663e\u8457\u4e0b\u964d\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6e05\u534e\u5927\u5b66\u5d14\u9e4f\u56e2\u961f\u5c06\u7a33\u5b9a\u5b66\u4e60\u7406\u8bba\u4e0e\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u76f8\u7ed3\u5408\uff0c\u63d0\u51fa\u6df1\u5ea6\u7a33\u5b9a\u5b66\u4e60\u6a21\u578b\u2014\u2014StableNet\u3002\u5728&#8230;<\/p>\n","protected":false},"author":1,"featured_media":25370,"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\/25384"}],"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=25384"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/25384\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/25370"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=25384"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=25384"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=25384"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=25384"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}