{"id":25502,"date":"2021-04-13T21:21:26","date_gmt":"2021-04-13T13:21:26","guid":{"rendered":"https:\/\/swarma.org\/?p=25502"},"modified":"2021-04-13T21:21:26","modified_gmt":"2021-04-13T13:21:26","slug":"pnas%e5%89%8d%e6%b2%bf%ef%bc%9a%e6%a6%82%e7%8e%87%e5%af%86%e5%ba%a6%e4%bc%b0%e8%ae%a1%e7%9a%84%e6%b7%b1%e5%ba%a6%e7%94%9f%e6%88%90%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=25502","title":{"rendered":"PNAS\u524d\u6cbf\uff1a\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u7684\u6df1\u5ea6\u751f\u6210\u795e\u7ecf\u7f51\u7edc\u65b9\u6cd5"},"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=\"295\" data-backw=\"578\" data-galleryid=\"\" data-ratio=\"0.5112426035502958\" data-s=\"300,640\"  data-type=\"jpeg\" data-w=\"845\" style=\"width: 661px;box-sizing: border-box !important;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-eeb085008c97e16494a1a67e938ba6c3.jpeg\"  \/><\/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;\"><strong style=\"caret-color: rgb(63, 63, 63);letter-spacing: 0.544px;\">\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u662f\u7edf\u8ba1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\u6700\u91cd\u8981\u7684\u95ee\u9898\u4e4b\u4e00\u3002\u4f17\u6240\u5468\u77e5\uff0c\u7531\u4e8e\u201c\u7ef4\u6570\u707e\u96be\u201d\u95ee\u9898\uff0c\u5bf9\u9ad8\u7ef4\u6570\u636e\u8fdb\u884c\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u5341\u5206\u56f0\u96be\uff0c\u73b0\u6709\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u65b9\u6cd5\u7531\u4e8e\u5bf9\u6a21\u578b\u7ed3\u6784\u8fdb\u884c\u4e25\u683c\u7684\u7ea6\u675f\uff0c\u5927\u5927\u524a\u5f31\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u4ece\u800c\u53ef\u80fd\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6e05\u534e\u5927\u5b66\u81ea\u52a8\u5316\u7cfb\u6c5f\u745e\u6559\u6388\u56e2\u961f\u548c\u65af\u5766\u798f\u5927\u5b66\u7edf\u8ba1\u7cfbWing Hung Wong\u6559\u6388\u56e2\u961f\u5408\u4f5c\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3aRoundtrip\u7684\u539f\u521b\u65b9\u6cd5\u6765\u8fdb\u884c\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u3002\u8be5\u65b9\u6cd5\u5229\u7528\u6df1\u5ea6\u751f\u6210\u5f0f\u6a21\u578b\u7684\u5f3a\u5927\u751f\u6210\u80fd\u529b\uff0c\u4f7f\u7528\u5faa\u73af\u5f0f\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u6765\u5bf9\u4f4e\u7ef4\u9690\u7a7a\u95f4\u4e0e\u9ad8\u7ef4\u539f\u59cb\u6570\u636e\u7a7a\u95f4\u7684\u53cc\u5411\u6620\u5c04\u8fdb\u884c\u5efa\u6a21\uff0c\u968f\u540e\u901a\u8fc7\u91cd\u8981\u6027\u91c7\u6837\u548c\u62c9\u666e\u62c9\u65af\u8fd1\u4f3c\u7684\u624b\u6bb5\u5bf9\u6570\u636e\u7a7a\u95f4\u7684\u6982\u7387\u5bc6\u5ea6\u8fdb\u884c\u4f30\u8ba1\uff0c\u4ece\u800c\u652f\u6301\u6570\u636e\u751f\u6210\u548c\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u7684\u534f\u540c\u8fdb\u884c\u3002\u7814\u7a76\u6210\u679c\u4e8e2021\u5e744\u670813\u65e5\u53d1\u8868\u4e8e\u7f8e\u56fd\u79d1\u5b66\u9662\u9662\u520aPNAS\uff0c\u9898\u4e3a\u201cDensity estimation using deep generative neural networks\u201d\u3002<\/strong><\/span><\/strong><\/span><strong style=\"letter-spacing: 0.544px;\"><\/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;line-height: 1.7;font-size: 11pt;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;\">\n<p style=\"color: rgb(73, 73, 73);\"><span style=\"font-size: 13px;letter-spacing: 0.544px;\">\u6d4b\u5e8f\u4e2d\u56fd&nbsp;<strong style=\"color: rgb(0, 0, 0);\">|\u6765\u6e90<\/strong><\/span><\/p>\n<p><br  \/><\/p>\n<p style=\"color: rgb(63, 63, 63);\"><br  \/><\/p>\n<\/section>\n<section>\n<section powered-by=\"xiumi.us\">\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><img data-backh=\"331\" data-backw=\"554\" data-ratio=\"0.5990741\" data-type=\"png\" data-w=\"1080\"  style=\"box-sizing: border-box;vertical-align: middle;width: 653px;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-0906baa6160998d892e75e5c6bd6c6c4.png\"  \/><\/section>\n<\/section>\n<\/section>\n<blockquote data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"132\" data-source-title=\"\" style=\"color: rgba(0, 0, 0, 0.5);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>\n<section>\n<p style=\"margin-right: 8px;margin-left: 8px;color: rgb(63, 63, 63);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;caret-color: rgb(51, 51, 51);text-align: left;\"><span style=\"color: rgb(136, 136, 136);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;\">\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<h1 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;color: rgba(0, 0, 0, 0.5);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);\"><span style=\"color: rgb(136, 136, 136);\">Density estimation using deep generative neural networks<\/span><\/h1>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);\">\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);\">https:\/\/www.pnas.org\/content\/118\/15\/e2101344118<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">Roundtrip\u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u53d8\u6362\u57fa\u672c\u5206\u5e03\u6765\u5c06\u76ee\u6807\u5206\u5e03\u8fd1\u4f3c\u4e3a\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u4f4e\u7ef4\u6d41\u884c\u4e0a\u7684\u9ad8\u65af\u5377\u79ef\uff0c\u5176\u4e2d\u8be5\u53d8\u6362\u7531\u4e24\u4e2aGAN\u6a21\u578b\u8868\u793a<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u56fe2\uff09<\/span><span style=\"font-size: 15px;\">\u3002\u901a\u8fc7\u6570\u636e\u8bad\u7ec3\u5b66\u4e60\u4e86\u4e24\u4e2aGAN\u6a21\u578b\u7684\u6743\u91cd\u540e\uff0c\u968f\u540e\u901a\u8fc7\u57fa\u4e8e\u91cd\u8981\u6027\u91c7\u6837\u6216\u8005\u62c9\u666e\u62c9\u65af\u8fd1\u4f3c\u7684\u7b97\u6cd5\u5b9e\u73b0\u4e86\u5bc6\u5ea6\u4f30\u8ba1\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section>\n<section powered-by=\"xiumi.us\">\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><img data-backh=\"278\" data-backw=\"554\" data-ratio=\"0.5018519\" data-type=\"png\" data-w=\"1080\"  style=\"box-sizing: border-box;vertical-align: middle;width: 653px;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-5423533e2809c6f934a6e8c0f90d15e9.png\"  \/><\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe2. &nbsp;Roundtrip\u7684\u6a21\u578b\u6846\u67b6\u56fe\u3002\u6765\u6e90\uff1aPNAS<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8be5\u7814\u7a76\u9996\u5148\u5229\u7528\u4eff\u771f\u6570\u636e\u5bf9\u591a\u79cd\u65b9\u6cd5\u7684\u6027\u80fd\u8fdb\u884c\u6d4b\u8bc4\u3002\u4ece\u56fe3\u53ef\u4ee5\u770b\u51fa\uff0c\u4e0e\u5df2\u6709\u65b9\u6cd5\u76f8\u6bd4\uff0cRoundtrip\u80fd\u591f\u6709\u6548\u5730\u6355\u83b7\u6570\u636e\u4e2d\u7684\u4e0d\u540c\u6210\u5206\uff0c\u5e76\u51c6\u786e\u5730\u4f30\u8ba1\u6570\u636e\u5bc6\u5ea6\uff0c\u968f\u540e\u5c06\u4eff\u771f\u6570\u636e\u7684\u7ef4\u5ea6\u75312\u7ef4\u63d0\u5347\u523010\u7ef4\uff0cRoundtrip\u4ecd\u7136\u5728\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u4e0a\u4f18\u4e8e\u5df2\u6709\u65b9\u6cd5\u3002\u5728\u771f\u5b9e\u6570\u636e\u7684\u5b9e\u9a8c\u4e2d\uff0c\u7531\u4e8e\u6ca1\u6709\u771f\u5b9e\u7684\u6982\u7387\u5bc6\u5ea6\u503c\uff0c\u91c7\u7528\u6d4b\u8bd5\u96c6\u6570\u636e\u7684\u5e73\u5747\u5bf9\u6570\u4f3c\u7136\u51fd\u6570\u503c\u6765\u8861\u91cf\u4e0d\u540c\u65b9\u6cd5\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u7684\u51c6\u786e\u6027\uff0cRoundtrip\u4ecd\u5728\u4e0d\u540c\u7684\u771f\u5b9e\u6570\u636e\u96c6\u4e0a<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u7ef4\u5ea6\u8de8\u5ea6\u4ece6\u7ef4\u523090\u7ef4\uff09<\/span><span style=\"font-size: 15px;\">\u7684\u8868\u73b0\u4e00\u81f4\u4f18\u4e8e\u5df2\u6709\u65b9\u6cd5\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section>\n<section powered-by=\"xiumi.us\">\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><img data-backh=\"301\" data-backw=\"554\" data-ratio=\"0.5435185\" data-type=\"png\" data-w=\"1080\"  style=\"box-sizing: border-box;vertical-align: middle;width: 653px;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-1fc06fdcfe6b60f7fbd2c07d86eaef6a.png\"  \/><\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe3. \u4eff\u771f\u6570\u636e\u7684\u771f\u5b9e\u5bc6\u5ea6\u548c\u5229\u7528\u4e0d\u540c\u65b9\u6cd5\u4f30\u8ba1\u5f97\u5230\u7684\u5bc6\u5ea6\uff0c\u6bcf\u4e00\u884c\u4ee3\u8868\u4e00\u4e2a\u4eff\u771f\u6570\u636e\u3002\u6765\u6e90\uff1aPNAS<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u56fe\u50cf\u7531\u4e8e\u5176\u9ad8\u7ef4\u5ea6\u7279\u6027\uff0c\u5176\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u4e00\u76f4\u662f\u4e00\u4e2a\u96be\u9898\u3002\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u5f15\u5165\u56fe\u50cf\u6807\u7b7e\u7684\u65b9\u5f0f\u5728MNIST<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08784\u7ef4\uff09<\/span><span style=\"font-size: 15px;\">\u548cCIFAR-10\u6570\u636e\u96c6<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff083072\u7ef4\uff09<\/span><span style=\"font-size: 15px;\">\u8fdb\u884c\u4e86\u6761\u4ef6\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u4ee5\u53ca\u6761\u4ef6\u6570\u636e\u751f\u6210<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u56fe4\uff09<\/span><span style=\"font-size: 15px;\">\uff0c\u5176\u4e2d\u6bcf\u4e00\u7c7b\u7684\u56fe\u7247\u6309\u7167\u4f30\u8ba1\u7684\u6982\u7387\u5bc6\u5ea6\u4ece\u9ad8\u5230\u4f4e\u6392\u5e8f\uff0c\u53ef\u770b\u51fa\u751f\u6210\u56fe\u7247\u8d28\u91cf\u548c\u4f30\u8ba1\u7684\u6982\u7387\u5bc6\u5ea6\u5177\u6709\u4e00\u5b9a\u7684\u5173\u8054\u6027\u3002\u7814\u7a76\u56e2\u961f\u8fdb\u4e00\u6b65\u5229\u7528\u6761\u4ef6\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u4ee5\u53ca\u8d1d\u53f6\u65af\u540e\u9a8c\u7684\u65b9\u6cd5\u6784\u5efa\u4e86\u56fe\u7247\u5206\u7c7b\u6a21\u578b\uff0c\u6bd4\u5982\u5728MNIST\u6570\u636e\u96c6\u4e0aRoundtrip\u5728\u6d4b\u8bd5\u96c6\u7684\u5206\u7c7b\u51c6\u786e\u7387\u9ad8\u8fbe0.983\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section>\n<section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><img data-backh=\"461\" data-backw=\"554\" data-ratio=\"0.8324074\" data-type=\"png\" data-w=\"1080\"  style=\"box-sizing: border-box;background-color: rgb(238, 237, 235);border-width: 0px;border-style: solid;border-color: rgb(238, 237, 235);background-size: 22px;background-position: center center;background-repeat: no-repeat;vertical-align: middle;height: 543.897px !important;width: 653px !important;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-62dbfb46a41a8a36e0c71f5fe05943d8.png\"  \/><\/section>\n<\/section>\n<\/section>\n<section style=\"line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe4. &nbsp;MNIST\u548cCIFAR-10\u6570\u636e\u96c6\u4e2d\u771f\u5b9e\u7684\u56fe\u7247\u4ee5\u53caRoundtrip\u548cMAF\u751f\u6210\u7684\u56fe\u7247\uff0c\u6bcf\u4e00\u884c\u4ee3\u8868\u4e00\u79cd\u7c7b\u578b\u3002\u6765\u6e90\uff1aPNAS<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5728\u4e0b\u6e38\u7684\u5e94\u7528\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u9009\u53d6\u4e86\u79bb\u7fa4\u70b9\u68c0\u6d4b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Outlier detection\uff09<\/span><span style=\"font-size: 15px;\">\u8fd9\u4e00\u4efb\u52a1\uff0c\u5373\u8ba4\u4e3a\u6982\u7387\u5bc6\u5ea6\u8fc7\u4f4e\u7684\u70b9\u66f4\u6709\u53ef\u80fd\u4e3a\u5f02\u5e38\u503c<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Outlier\uff09<\/span><span style=\"font-size: 15px;\">\u3002\u5e76\u5c06\u4e24\u79cd\u5e38\u89c1\u7684\u79bb\u7fa4\u70b9\u68c0\u6d4b\u7b97\u6cd5OC-SVM\u4e0eI-Forest\u4f5c\u4e3a\u5bf9\u6bd4\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660eRoundtrip\u5728\u4e09\u79cd\u4e0d\u540c\u7684\u79bb\u7fa4\u70b9\u68c0\u6d4b\u6570\u636e\u96c6\u4e2d\u7684\u8868\u73b0\u5747\u4f18\u4e8e\u5df2\u6709\u65b9\u6cd5\u6216\u8005\u8fbe\u5230\u76f8\u4f3c\u51c6\u786e\u7387\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section powered-by=\"xiumi.us\">\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><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;\">\u5c0f&nbsp;\u7ed3<\/strong><\/strong><\/span><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;\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/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>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8be5\u7814\u7a76\u63d0\u51fa\u4e86\u57fa\u4e8e\u5faa\u73af\u751f\u6210\u5bf9\u6297\u6a21\u578b\u7684Roundtrip\u65b9\u6cd5\u7528\u4e8e\u901a\u7528\u6027\u7684\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u95ee\u9898\u3002\u4e0e\u4ee5\u5f80\u7814\u7a76\u7740\u91cd\u4e8e\u5bf9\u57fa\u672c\u5bc6\u5ea6\u548c\u76ee\u6807\u5bc6\u5ea6\u4e4b\u95f4\u7684\u53ef\u9006\u8f6c\u6362\u5efa\u6a21\u4e0d\u540c\uff0cRoundtrip\u5141\u8bb8\u76f4\u63a5\u4f7f\u7528\u6df1\u5ea6\u751f\u6210\u7f51\u7edc\u6765\u5bf9\u4ece\u9690\u7a7a\u95f4\u5230\u539f\u59cb\u6570\u636e\u7a7a\u95f4\u7684\u8f6c\u6362\u8fdb\u884c\u5efa\u6a21\uff0c\u8fd9\u79cd\u601d\u8def\u4f7f\u5f97\u5bf9\u6a21\u578b\u7ed3\u6784\u4e0e\u4f4e\u7ef4\u9690\u7a7a\u95f4\u7684\u9650\u5236\u66f4\u5c0f\u3001\u4f7f\u7528\u66f4\u4e3a\u7075\u6d3b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8be5\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u6a21\u578b\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\u6709\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u3002\u4f8b\u5982\uff0c\u6e05\u534e\u5927\u5b66\u81ea\u52a8\u5316\u7cfb\u6c5f\u745e\u56e2\u961f\u548c\u65af\u5766\u798f\u5927\u5b66Wing Hung Wong\u56e2\u961f\u5df2\u57fa\u4e8e\u8be5\u6a21\u578b\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5355\u7ec6\u80de\u6570\u636e\u7684\u7ec6\u80de\u7c7b\u578b\u53d1\u73b0\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5bf9\u5355\u7ec6\u80de\u67d3\u8272\u8d28\u5f00\u653e\u6027\u6570\u636e\u540c\u65f6\u8fdb\u884c\u964d\u7ef4\u3001\u805a\u7c7b\uff0c\u4ee5\u53ca\u751f\u6210\uff0c\u8fd8\u80fd\u5b9e\u73b0\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u6570\u636e\u4e0e\u67d3\u8272\u8d28\u5f00\u653e\u6027\u6570\u636e\u7684\u878d\u5408\u5206\u6790\uff0c\u4ece\u800c\u53d1\u73b0\u57fa\u4e8e\u5355\u79cd\u7ec4\u5b66\u6570\u636e\u96be\u4ee5\u8fa8\u8bc6\u7684\u7ec6\u80de\u7c7b\u578b\u3002\u8fd9\u4e00\u65b9\u6cd5\u5c06\u4e8e\u8fd1\u671f\u53d1\u8868\u4e8e&nbsp;<em>Nature Machine Intelligence\u3002<\/em><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(61, 170, 214);\">\u53c2\u8003\u6587\u732e\uff1a<\/span><\/strong><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">Liu et al.,&nbsp;Proc Natl Acad Sci USA, 118(15): e2101344118;&nbsp;<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">https:\/\/doi.org\/10.1073\/pnas.2101344118<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;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);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);font-size: 16px;line-height: 2;letter-spacing: 3px;\">\n<p><strong>\u590d\u6742\u79d1\u5b66\u6700\u65b0\u8bba\u6587<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/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<p><br style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;letter-spacing: 0.544px;\"  \/><\/p>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;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);line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u96c6\u667a\u6591\u56fe\u9876\u520a\u8bba\u6587\u901f\u9012\u680f\u76ee\u4e0a\u7ebf\u4ee5\u6765\uff0c\u6301\u7eed\u6536\u5f55\u6765\u81ea<span style=\"font-style: italic;\">Nature\u3001Science<\/span>\u7b49\u9876\u520a\u7684\u6700\u65b0\u8bba\u6587\uff0c\u8ffd\u8e2a\u590d\u6742\u7cfb\u7edf\u3001\u7f51\u7edc\u79d1\u5b66\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7b49\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\u3002\u73b0\u5728\u6b63\u5f0f\u63a8\u51fa\u8ba2\u9605\u529f\u80fd\uff0c\u6bcf\u5468\u901a\u8fc7\u5fae\u4fe1\u670d\u52a1\u53f7\u300c\u96c6\u667a\u6591\u56fe\u300d\u63a8\u9001\u8bba\u6587\u4fe1\u606f\u3002\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u5373\u53ef\u4e00\u952e\u8ba2\u9605\uff1a<\/span><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;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);text-align: center;width: 677px;\"><img class=\"rich_pages\" data-ratio=\"0.3088962108731466\" data-s=\"300,640\" data-type=\"png\" data-w=\"1214\"  style=\"box-sizing: border-box !important;visibility: visible !important;width: 677px !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-fdadfa689e4fd2c0d00404fdcd994125.png\"  \/><\/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<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;\"><br  \/><\/p>\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><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=2247493863&amp;idx=1&amp;sn=adb496cb362ebc62beafbf5fcde3da1e&amp;chksm=e897b26adfe03b7c17cdc52647d783b015b913495f77919917144764c96d4136eb2ffd4f0f11&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">Nature \u5b50\u520a\uff1a\u673a\u5668\u5b66\u4e60\u9ad8\u7ef4\u6570\u636e\u5206\u6790\u4e2d\u90a3\u4e9b\u4e00\u5b9a\u53ef\u4ee5\u907f\u5f00\u7684\u5751\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=2247498199&amp;idx=1&amp;sn=58850d543deae36b829793c8dbffae5b&amp;chksm=e897a35adfe02a4c215d51ae464e150f9ab146a3a860315e25519be75ec3cd96d5e0daf173dc&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">Nature\u901a\u8baf\uff1a240\u4e07\u540d\u6f14\u5458\u804c\u4e1a\u751f\u6daf\u6570\u636e\u63ed\u9732\u6f14\u827a\u5708\u201c\u6f5c\u89c4\u5219\u201d<\/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=2247493224&amp;idx=1&amp;sn=5831a94a16c498af5e49bf6b5be679a2&amp;chksm=e897bce5dfe035f33192cb9f9bfc1215f72d79755b20ea69f94fbd1051682775b9854bf0fd22&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u524d\u6cbf\u8bba\u6587\u89e3\u8bfb\uff1a\u56fe\u7f51\u7edc\u4e0a\u7684\u6ce8\u610f\u529b\u6d41<\/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=2247496878&amp;idx=1&amp;sn=fadfd640763bd0a78c23250a30ac3617&amp;chksm=e897ae23dfe0273568db4a7f1392fa046d644b3b0cd610ddf14bbb034d765374127b2ced8e6e&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u7ea4\u7ef4\u4e1b\u7406\u8bba\u89e3\u51b3\u795e\u7ecf\u7f51\u7edc\u7684\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u95ee\u9898<\/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=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247502752&amp;idx=1&amp;sn=4ceaf4f227a4f7065b3cd256a2022552&amp;chksm=e897912ddfe0183b570a12e6b40212e33b76a95c54abe6e10afe7069acb9f6236bd39ccf8cda&amp;scene=21#wechat_redirect\" textvalue=\"\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01\" 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\"><span style=\"text-decoration: underline;\"><strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/p>\n<\/section>\n<p><br  \/><\/p>\n<\/li>\n<\/ul>\n<p><br  \/><\/p>\n<p><strong style=\"letter-spacing: 0.544px;text-align: left;font-size: 15px;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\u8ffd\u8e2a\u590d\u6742\u79d1\u5b66\u9876\u520a\u8bba\u6587<\/span><\/strong><\/p>\n<\/section><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed \u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u662f\u7edf\u8ba1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\u6700\u91cd\u8981\u7684\u95ee\u9898\u4e4b\u4e00\u3002\u4f17\u6240\u5468\u77e5\uff0c\u7531\u4e8e\u201c\u7ef4\u6570\u707e\u96be\u201d\u95ee\u9898\uff0c\u5bf9\u9ad8\u7ef4\u6570\u636e\u8fdb\u884c\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u5341\u5206\u56f0\u96be\uff0c\u73b0\u6709\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u6982\u7387\u5bc6\u5ea6\u4f30\u8ba1\u65b9\u6cd5\u7531\u4e8e\u5bf9\u6a21\u578b\u7ed3\u6784\u8fdb\u884c\u4e25\u683c\u7684\u7ea6\u675f\uff0c\u5927\u5927\u524a\u5f31\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u4ece\u800c\u53ef\u80fd\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6e05\u534e\u5927\u5b66\u81ea\u52a8\u5316\u7cfb\u6c5f\u745e\u6559\u6388\u56e2\u961f\u548c\u65af\u5766\u798f\u5927\u5b66\u7edf&#8230;<\/p>\n","protected":false},"author":1,"featured_media":25496,"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\/25502"}],"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=25502"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/25502\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/25496"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=25502"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=25502"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=25502"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=25502"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}