{"id":48352,"date":"2024-02-16T21:34:15","date_gmt":"2024-02-16T13:34:15","guid":{"rendered":"https:\/\/swarma.org\/?p=48352"},"modified":"2024-02-16T21:34:15","modified_gmt":"2024-02-16T13:34:15","slug":"prl%e9%80%9f%e9%80%92%ef%bc%9a%e6%b7%b1%e5%ba%a6%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e7%9a%84%e6%9c%89%e9%99%90%e6%97%b6%e9%97%b4lyapunov%e6%8c%87%e6%95%b0","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=48352","title":{"rendered":"PRL\u901f\u9012\uff1a\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u6709\u9650\u65f6\u95f4Lyapunov\u6307\u6570"},"content":{"rendered":"<div class='wxsyncmain'>\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;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);visibility: visible;margin-bottom: 0px;\" data-mpa-powered-by=\"yiban.io\">\n<section style=\"outline: 0px;display: inline-block;width: 661px;vertical-align: top;background-color: rgb(246, 246, 246);visibility: visible;\">\n<section style=\"outline: 0px;visibility: visible;\">\n<p style=\"text-align: center;\"><img class=\"rich_pages wxw-img\" data-backh=\"253\" data-backw=\"578\" data-galleryid=\"\" data-imgfileid=\"100198842\" data-ratio=\"0.4385593220338983\" data-s=\"300,640\"  data-type=\"png\" data-w=\"944\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-2f9e6178ef24dc2ed9a13648a9d2f60c.png\"  \/><\/p>\n<p style=\"text-align: center;\"><span style=\"font-size: 13px;\"><strong style=\"letter-spacing: 0.544px;outline: 0px;visibility: visible;\"><strong style=\"letter-spacing: 0.544px;outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;caret-color: var(--weui-BRAND);\"><span style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;color: rgb(0, 0, 0);text-align: start;visibility: visible;\"><br  \/><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-size: 13px;\"><strong style=\"letter-spacing: 0.544px;outline: 0px;visibility: visible;\"><strong style=\"letter-spacing: 0.544px;outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;caret-color: var(--weui-BRAND);\"><span style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;color: rgb(0, 0, 0);text-align: start;visibility: visible;\">\u5173\u952e\u8bcd\uff1a<strong><span style=\"color: rgb(0, 0, 0);font-size: 13px;letter-spacing: 0.544px;text-decoration: none solid rgb(0, 0, 0);\">\u6df7\u6c8c\uff0c\u975e\u7ebf\u6027\uff0cLyapunov\u6307\u6570\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc<\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-size: 13px;\"><strong style=\"letter-spacing: 0.544px;outline: 0px;visibility: visible;\"><strong style=\"letter-spacing: 0.544px;outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;caret-color: var(--weui-BRAND);\"><span style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;color: rgb(0, 0, 0);text-align: start;visibility: visible;\"><br  \/><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;outline: 0px;visibility: visible;\">\n<section style=\"outline: 0px;width: 661px;visibility: visible;\">\n<section style=\"outline: 0px;clear: both;line-height: 0;visibility: visible;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;visibility: visible;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align: top;visibility: visible;\"><\/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;outline: 0px;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;visibility: visible;\">\n<section style=\"outline: 0px;vertical-align: middle;display: inline-block;line-height: 0;visibility: visible;\"><img class=\"rich_pages wxw-img\" data-fileid=\"100098753\" data-imgfileid=\"100198833\" data-ratio=\"0.07314814814814814\"  data-type=\"png\" data-w=\"1080\" style=\"outline: 0px;box-sizing: border-box;vertical-align: middle;visibility: visible !important;width: 677px !important;height: auto !important;\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-cb6bcab164110a8ed49c32f9502170d0.png\"  \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;outline: 0px;letter-spacing: 0.544px;white-space: normal;line-height: 1.7;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;visibility: visible;\">\n<p style=\"color: rgb(73, 73, 73);outline: 0px;visibility: visible;\"><br  \/><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;\"><img class=\"rich_pages wxw-img\" data-backh=\"205\" data-backw=\"562\" data-height=\"538\" data-imgfileid=\"100198840\" data-ratio=\"0.3638888888888889\"  data-type=\"png\" data-w=\"1080\" data-width=\"1478\" style=\"letter-spacing: 0.578px;white-space: normal;width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-08426cd6736885a796ac674e21d192ae.png\"  \/><\/p>\n<\/section>\n<blockquote class=\"js_blockquote_wrap\" data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"153\" data-source-title=\"\" data-text=\"\u8bba\u6587\u9898\u76ee\uff1aCerebro-cerebellar networks facilitate learning through feedback decoupling\u8bba\u6587\u6765\u6e90\uff1aNature Communications\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41467-022-35658-8\" data-editid=\"v4qoa80lsi6vzgwf0g\">\n<section class=\"js_blockquote_digest\">\n<section>\n<section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;text-align: left;line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);letter-spacing: 0.578px;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;\">\u8bba\u6587\u9898\u76ee\uff1a<span style=\"font-size: 15px;letter-spacing: 0.578px;text-align: left;\">Finite-Time Lyapunov Exponents of Deep Neural Networks<\/span><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u8bba\u6587\u671f\u520a\uff1a<em><span style=\"letter-spacing: 0.578px;text-align: left;\">Physical Review Letters<\/span><\/em><em style=\"color: rgb(136, 136, 136);font-size: 15px;letter-spacing: 0.578px;white-space: normal;\"><\/em><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u8bba\u6587\u5730\u5740\uff1a<span style=\"letter-spacing: 0.578px;text-align: left;\">https:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.132.057301<\/span><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u88ab\u8bad\u7ec3\u7528\u4e8e\u5efa\u6a21\u590d\u6742\u7684\u51fd\u6570\u5173\u7cfb\u3002\u8fd9\u79cd\u795e\u7ecf\u7f51\u7edc\u7684\u8868\u73b0\u529b\uff0c\u5373\u5c55\u5f00\u590d\u6742\u7684\u6570\u636e\u7ed3\u6784\u7684\u80fd\u529b\uff0c\u968f\u7740\u5c42\u6570\u7684\u589e\u52a0\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u6700\u8fd1\u795e\u7ecf\u7f51\u7edc\u7684\u7a81\u7834\u6027\u5e94\u7528\u4f7f\u7528\u4e86\u5177\u6709\u8bb8\u591a\u795e\u7ecf\u5143\u5c42\u7684\u6df1\u5ea6\u524d\u9988\u5e03\u5c40\u3002\u76ee\u524d\u5df2\u6709\u7814\u7a76\u5728\u65e0\u9650\u5bbd\u5c42\u7684\u6e10\u8fd1\u6781\u9650\u4e0b\u8fdb\u884c\u7684\u6570\u5b66\u5206\u6790\u63ed\u793a\u4e86\u6df1\u5c42\u7f51\u7edc\u5982\u4f55\u5b66\u4e60\u89e3\u51b3\u5206\u7c7b\u4efb\u52a1\u3002\u7136\u800c\uff0c\u6211\u4eec\u8fd8\u4e0d\u77e5\u9053\u6709\u9650\u5bbd\u5ea6\u7f51\u7edc\u4f55\u65f6\uff0c\u4ee5\u53ca\u5982\u4f55\u5229\u7528\u5176\u6307\u6570\u7ea7\u7684\u8868\u73b0\u529b\u6765\u8868\u793a\u5206\u7c7b\u4efb\u52a1\u6240\u9700\u7684\u6570\u636e\u7279\u5f81\uff0c\u8868\u793a\u5982\u4f55\u5f71\u54cd\u9884\u6d4b\u7684\u51c6\u786e\u6027\u548c\u4e0d\u786e\u5b9a\u6027\uff0c\u4ee5\u53ca\u5b83\u5982\u4f55\u4f9d\u8d56\u4e8e\u7f51\u7edc\u5e03\u5c40\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd1\u65e5\u4e00\u7bc7\u53d1\u8868\u5728 <em>Physical Review Letters <\/em>\u7684\u7814\u7a76\u8ba1\u7b97\u4e86\u5c0f\u7684\u8f93\u5165\u6270\u52a8\u5982\u4f55\u5f71\u54cd\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u8f93\u51fa\uff0c\u63a2\u7d22\u4e86\u6df1\u5ea6\u524d\u9988\u7f51\u7edc\u4e0e\u52a8\u529b\u7cfb\u7edf\u4e4b\u95f4\u7684\u7c7b\u6bd4\uff0c\u5176\u4e2d\u5c40\u90e8\u6270\u52a8\u7684\u589e\u957f\u6216\u8870\u51cf\u7531\u6709\u9650\u65f6\u95f4\u7684Lyapunov\u6307\u6570\u6240\u63cf\u8ff0\u3002\u8be5\u7814\u7a76\u8868\u660e\uff0c\u6700\u5927\u6307\u6570\u5728\u8f93\u5165\u7a7a\u95f4\u4e2d\u5f62\u6210\u51e0\u4f55\u7ed3\u6784\uff0c\u7c7b\u4f3c\u4e8e\u52a8\u529b\u7cfb\u7edf\u4e2d\u7684\u76f8\u5e72\u7ed3\u6784\u3002\u5927\u6b63\u6307\u6570\u7684\u810a\u7ebf\u5c06\u8f93\u5165\u7a7a\u95f4\u5206\u6210\u4e0d\u540c\u7684\u533a\u57df\uff0c\u7f51\u7edc\u5c06\u5176\u4e0e\u4e0d\u540c\u7c7b\u522b\u76f8\u5173\u8054\u3002\u8fd9\u4e9b\u810a\u7ebf\u53ef\u89c6\u5316\u6df1\u5ea6\u7f51\u7edc\u5728\u8f93\u5165\u7a7a\u95f4\u4e2d\u6784\u5efa\u7684\u51e0\u4f55\u5f62\u72b6\uff0c\u9610\u660e\u4e86\u5176\u5b66\u4e60\u80fd\u529b\u7684\u57fa\u672c\u673a\u5236\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7814\u7a76\u8005\u8003\u5bdf\u4e86\u5728\u4e0d\u540c\u5206\u7c7b\u95ee\u9898\u4e0a\u8bad\u7ec3\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5728\u8f93\u5165\u7a7a\u95f4\u4e2d\u7684\u6709\u9650\u65f6\u95f4Lyapunov\u6307\u6570\u7684\u51e0\u4f55\u7ed3\u6784\u3002\u5728\u6d41\u4f53\u529b\u5b66\u4e2d\uff0c\u8fd9\u4e9b\u62c9\u683c\u6717\u65e5\u76f8\u5e72\u7ed3\u6784\u51fa\u73b0\u4e3a\u5927\u6307\u6570\u7684\u810a\u7ebf\uff0c\u5e76\u4e14\u5b83\u4eec\u88ab\u6210\u529f\u5730\u7528\u6765\u7ec4\u7ec7\u590d\u6742\u65f6\u7a7a\u6d41\u52a8\u6a21\u5f0f\u7684\u76f8\u7a7a\u95f4\u3002\u5bf9\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e5f\u662f\u5982\u6b64\uff1aFTLE\u810a\u7ebf\u5c06\u8f93\u5165\u7a7a\u95f4\u5212\u5206\u4e3a\u4e0e\u4e0d\u540c\u7c7b\u522b\u76f8\u5173\u7684\u4e0d\u540c\u533a\u57df\u3002\u7814\u7a76\u8005\u7684\u5206\u6790\u663e\u793a\u4e86\u7f51\u7edc\u5982\u4f55\u5229\u7528\u5176\u6307\u6570\u8868\u8fbe\u80fd\u529b\u6765\u5f62\u6210\u8fd9\u4e9b\u810a\u7ebf\u3002\u810a\u7ebf\u7684\u9510\u5ea6\u51b3\u5b9a\u4e86\u79bb\u5f00\u810a\u7ebf\u540e\u5206\u7c7b\u9519\u8bef\u548c\u9884\u6d4b\u4e0d\u786e\u5b9a\u6027\u4e0b\u964d\u7684\u901f\u5ea6\u3002\u968f\u7740\u7f51\u7edc\u5bbd\u5ea6\u7684\u589e\u52a0\uff0c\u810a\u7ebf\u4e0e\u80cc\u666f\u4e4b\u95f4\u7684\u5bf9\u6bd4\u6d88\u5931\uff0c\u5bfc\u81f4\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u5b66\u4e60\u673a\u5236\uff0c\u5373\u968f\u673a\u5d4c\u5165\uff0c\u5176\u5728\u5206\u7c7b\u9519\u8bef\u548c\u9884\u6d4b\u4e0d\u786e\u5b9a\u6027\u65b9\u9762\u5177\u6709\u5b9a\u6027\u5dee\u5f02\u3002\u5411\u8fd9\u79cd\u61d2\u60f0\u5b66\u4e60\u6a21\u5f0f\u7684\u8fc7\u6e21\u53d1\u751f\u5728\u975e\u5e38\u5bbd\u7684\u7f51\u7edc\u4e0a\uff0c\u5176\u5bbd\u5ea6\u7ea6\u4e3aexp(L)\u3002\u8be5\u8fc7\u6e21\u53ef\u80fd\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u66f4\u5bbd\u7684\u7f51\u7edc\u5bf9\u6297\u6027\u653b\u51fb\u66f4\u52a0\u9c81\u68d2\uff1a\u810a\u7ebf\u5bf9\u4e8e\u8868\u793a\u76f8\u5173\u6570\u636e\u7ed3\u6784\u7684\u91cd\u8981\u6027\u8d8a\u4f4e\uff0c\u5b9e\u73b0\u5bf9\u6297\u6027\u653b\u51fb\u5c31\u8d8a\u56f0\u96be\u3002\u8fd9\u91cc\u4ecb\u7ecd\u7684\u51e0\u4f55\u65b9\u6cd5\u53ef\u80fd\u9002\u7528\u4e8e\u5176\u4ed6\u7f51\u7edc\u67b6\u6784\uff0c\u5982ResNet\u6216Transformer\uff0c\u5e76\u4e14\u53ef\u4ee5\u5e2e\u52a9\u53ef\u89c6\u5316\u548c\u7406\u89e3\u8fd9\u4e9b\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u7684\u673a\u5236\uff0c\u4f46\u8fd9\u4ecd\u7136\u662f\u4e00\u4e2a\u672a\u6765\u7684\u95ee\u9898\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"513\" data-imgfileid=\"100198835\" data-ratio=\"0.40555555555555556\"  data-type=\"png\" data-w=\"1080\" data-width=\"1264\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-788bc57db6630bd1ca8b66e25d9e991a.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe1 \u4f7f\u7528\u5168\u8fde\u63a5\u7684\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u5206\u7c7b\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"645\" data-imgfileid=\"100198837\" data-ratio=\"0.8237547892720306\"  data-type=\"png\" data-w=\"783\" data-width=\"783\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-505ab6eb53a5e794cd0d3a986331e09d.png\"  \/><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.5em;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">\u56fe2 \u5728\u4e0d\u540c\u5bbd\u5ea6N\u548c\u6df1\u5ea6L\u7684\u5168\u8fde\u63a5\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u8f93\u5165\u7a7a\u95f4\u4e2d\u7684\u51e0\u4f55 FTLE \u7ed3\u6784\uff0c\u8fd9\u4e9b\u7f51\u7edc\u662f\u5728\u56fe1(b)\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\u3002\u663e\u793a\u4e86<span style=\"color: rgb(136, 136, 136);font-size: 12px;\"><sub><img class=\"rich_pages wxw-img\" data-imgfileid=\"100198845\" data-ratio=\"0.4153846153846154\"  data-type=\"png\" data-w=\"130\" data-width=\"54px\" style=\"vertical-align: inherit;width: 54px;\" width=\"54\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-e2fe59b9f97b273af950e50170f88582.png\"  \/><\/sub><\/span>\u7684\u5927\u5c0f\u4ee5\u53ca\u6700\u5927\u7684\u62c9\u4f38\u65b9\u5411\uff08\u9ed1\u7ebf\uff09\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><br  \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.5em;\"><img class=\"rich_pages wxw-img\" data-height=\"525\" data-imgfileid=\"100198838\" data-ratio=\"0.3296296296296296\"  data-type=\"png\" data-w=\"1080\" data-width=\"1594\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-00f996c8b1ed946e865ed3cc4a340e36.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe3 (a) \u5177\u6709\u672a\u8bad\u7ec3\u7684\u3001\u968f\u673a\u9690\u85cf\u6743\u91cd\u548c\u7ecf\u8fc7\u8bad\u7ec3\u7684\u8f93\u51fa\u6743\u91cd\u7684\u4e24\u4e2a\u9690\u85cf\u5c42 L=2 \u7684\u5168\u8fde\u63a5\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5728 N \u7684\u51fd\u6570\u4e0b\u7684\u5206\u7c7b\u8bef\u5dee\uff08\u5b9e\u7ebf\uff09\u3002\u540c\u65f6\u663e\u793a\u4e86\u7ecf\u8fc7\u5b8c\u5168\u8bad\u7ec3\u7684\u7f51\u7edc\u7684\u5206\u7c7b\u8bef\u5dee\uff08\u865a\u7ebf\uff09\u3002\u8fd9\u4e24\u6761\u66f2\u7ebf\u90fd\u662f\u5bf9\u56fe1\u4e2d\u793a\u610f\u7684\u6570\u636e\u96c6\u83b7\u5f97\u7684\u3002(b) \u5bf9\u4e8e\u5b8c\u5168\u8bad\u7ec3\u7684\u7f51\u7edc\uff0c\u91cf\u5316\u5728\u56fe2\u4e2d\u770b\u5230\u7684\u4ea4\u53c9\u70b9\u3002\u663e\u793a\u7684\u662f\u5e73\u5747\u503c<span style=\"font-size:12px;\"><sub><img class=\"rich_pages wxw-img\" data-imgfileid=\"100198846\" data-ratio=\"0.27314814814814814\"  data-type=\"png\" data-w=\"216\" data-width=\"86px\" style=\"vertical-align: inherit;width: 86px;\" width=\"86\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-154fc4e13325161d2ea85ef3530f3d13.png\"  \/><\/sub><\/span>&nbsp;(\u5b9e\u7ebf)\u548c<span style=\"font-size:12px;\"><sub><img class=\"rich_pages wxw-img\" data-imgfileid=\"100198847\" data-ratio=\"0.2619047619047619\"  data-type=\"png\" data-w=\"210\" data-width=\"104px\" style=\"vertical-align: inherit;width: 84px;height: 22px;\" width=\"104\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-dd02874d0ece60a8a5cc874ff0caacf4.png\"  \/><\/sub><\/span>(\u865a\u7ebf)\uff0c\u8be6\u89c1\u6b63\u6587\u3002\u8be5\u6570\u636e\u662f\u901a\u8fc7\u5bf9\u72ec\u7acb\u521d\u59cb\u91cd\u91cf\u5b9e\u73b0\u8fdb\u884c\u5e73\u5747\u83b7\u5f97\u7684\u3002\u540c\u65f6\uff0c\u8fd8\u663e\u793a\u4e86<span style=\"font-size:12px;\"><sub><img class=\"rich_pages wxw-img\" data-imgfileid=\"100198848\" data-ratio=\"0.10789980732177264\"  data-type=\"png\" data-w=\"519\" data-width=\"218px\" style=\"vertical-align: inherit;width: 196px;height: 21px;\" width=\"218\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-503756a258484d9ce32ecf72b34f3782.png\"  \/><\/sub><\/span>\u7684\u62df\u5408\u66f2\u7ebf\uff08\u70b9\u7ebf\uff09\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><br  \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.5em;\"><img class=\"rich_pages wxw-img\" data-height=\"893\" data-imgfileid=\"100198839\" data-ratio=\"0.9029322548028311\"  data-type=\"png\" data-w=\"989\" data-width=\"989\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-e44456f693c913a4fbc1a0745ba5256e.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe4 MNIST\u7684\u6700\u5927FTLE\u573a\u3002\u4e00\u4e2a\u5177\u6709\u6bcf\u4e2a\u9690\u85cf\u5c42N=20\u4e2a\u795e\u7ecf\u5143\uff0cL=16\u4e2a\u9690\u85cf\u5c42\u548c\u5177\u6709\u5341\u4e2a\u8f93\u51fa\u7684softmax\u5c42\u7684\u5168\u8fde\u63a5\u524d\u9988\u7f51\u7edc\u88ab\u8bad\u7ec3\u523098.88%\u7684\u5206\u7c7b\u51c6\u786e\u7387\u3002\u5bf9\u4e8e\u6bcf\u4e2a28<sup>2<\/sup>\u7ef4\u8f93\u5165\uff0c\u8ba1\u7b97\u4e86\u6700\u5927FTLE\u5e76\u6295\u5f71\u5230\u4e24\u4e2a\u7ef4\u5ea6\u3002(a) \u975e\u7ebf\u6027\u6295\u5f71\u4e2d\u7684\u8bad\u7ec3\u6570\u636e\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u8f93\u5165\uff0c\u663e\u793a\u4e86\u6700\u5927<span style=\"color: rgb(136, 136, 136);letter-spacing: 0.578px;font-size: 12px;\"><sub><img class=\"rich_pages wxw-img\" data-croporisrc=\"https:\/\/mmbiz.qlogo.cn\/mmbiz_png\/wibWV1DB7tWLoHPHKY5JJLsrsWkWjLLLSW18YF0AjxAnrGqfHbGDxS6m1PDj0YWcib2owaSvAPvOsFgBZtUJy3GA\/0?wx_fmt=png&amp;from=appmsg\" data-cropx1=\"27.5\" data-cropx2=\"105\" data-cropy1=\"0\" data-cropy2=\"55\" data-imgfileid=\"100198852\" data-ratio=\"0.7051282051282052\"  data-type=\"jpeg\" data-w=\"78\" data-width=\"104px\" style=\"height: 22px;vertical-align: inherit;width: 31px;\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-57353652dcb825e8531b98b398dd0ec7.jpeg\"  \/><\/sub><\/span>\u7684\u989c\u8272\u7f16\u7801\u3002\u65b9\u6846\u5185\u5305\u542b93%\u7684\u88ab\u8bc6\u522b\u4e3a\u6570\u5b570\u7684\u6837\u672c\u3002\u8fd8\u5c55\u793a\u4e86\u8be5\u65b9\u6846\u76843\u500d\u653e\u5927\u56fe\u3002\u5f69\u8272\u7ebf\u8868\u793a\u4ece\u6570\u5b579\u5230\u6570\u5b574\u7684\u5bf9\u6297\u653b\u51fb\uff0c\u5176\u4e2d\u4ee5<span style=\"color: rgb(136, 136, 136);letter-spacing: 0.578px;font-size: 12px;\"><sub><img class=\"rich_pages wxw-img\" data-croporisrc=\"https:\/\/mmbiz.qlogo.cn\/mmbiz_png\/wibWV1DB7tWLoHPHKY5JJLsrsWkWjLLLSW18YF0AjxAnrGqfHbGDxS6m1PDj0YWcib2owaSvAPvOsFgBZtUJy3GA\/0?wx_fmt=png&amp;from=appmsg\" data-cropx1=\"37.5\" data-cropx2=\"165\" data-cropy1=\"0\" data-cropy2=\"55\" data-imgfileid=\"100198850\" data-ratio=\"0.4330708661417323\"  data-type=\"jpeg\" data-w=\"127\" data-width=\"104px\" style=\"height: 22px;vertical-align: inherit;width: 51px;\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-9734bf6aa71cf628faa205794c83a3c1.jpeg\"  \/><\/sub><\/span>\u989c\u8272\u7f16\u7801\u3002(b) \u6d4b\u8bd5\u96c6\u4e0a\u7684\u5206\u7c7b\u9519\u8bef\u548c\u9884\u6d4b\u7684\u4e0d\u786e\u5b9a\u6027H\u4f5c\u4e3a<span style=\"color: rgb(136, 136, 136);letter-spacing: 0.578px;font-size: 12px;\"><sub><img class=\"rich_pages wxw-img\" data-croporisrc=\"https:\/\/mmbiz.qlogo.cn\/mmbiz_png\/wibWV1DB7tWLoHPHKY5JJLsrsWkWjLLLSW18YF0AjxAnrGqfHbGDxS6m1PDj0YWcib2owaSvAPvOsFgBZtUJy3GA\/0?wx_fmt=png&amp;from=appmsg\" data-cropx1=\"37.5\" data-cropx2=\"165\" data-cropy1=\"0\" data-cropy2=\"55\" data-imgfileid=\"100198854\" data-ratio=\"0.4330708661417323\"  data-type=\"jpeg\" data-w=\"127\" data-width=\"104px\" style=\"height: 22px;vertical-align: inherit;width: 51px;\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-9734bf6aa71cf628faa205794c83a3c1.jpeg\"  \/><\/sub><\/span>\u7684\u51fd\u6570\u3002(c),(d) \u6700\u5927FTLE\u5206\u5e03\u7684\u5747\u503c\u548c\u6807\u51c6\u5dee\u4e0eN\u7684\u53d8\u5316\u5173\u7cfb\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><br  \/><\/p>\n<hr style=\"border-style: solid;border-width: 1px 0 0;border-color: rgba(0,0,0,0.1);-webkit-transform-origin: 0 0;-webkit-transform: scale(1, 0.5);transform-origin: 0 0;transform: scale(1, 0.5);\"  \/>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: right;\"><span style=\"outline: 0px;color: rgb(136, 136, 136);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &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: 13px;letter-spacing: 0.544px;text-align: right;background-color: rgb(255, 255, 255);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: right;\"><span style=\"font-size: 15px;outline: 0px;color: rgb(136, 136, 136);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;text-align: right;background-color: rgb(255, 255, 255);\">\u7f16\u8bd1\uff5c<span style=\"letter-spacing: 0.544px;text-decoration: none solid rgb(136, 136, 136);\">\u4f59\u5b5f\u541b<\/span><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &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;color: rgb(34, 34, 34);background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;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=\"outline: 0px;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;outline: 0px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;color: rgb(12, 130, 169);font-size: 16px;line-height: 2;letter-spacing: 3px;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\">AI+Science \u8bfb\u4e66\u4f1a<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;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: 2em;\"><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 15px;letter-spacing: 0.544px;text-indent: 0em;\"><\/span><br  \/><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;text-align: center;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247659349&amp;idx=1&amp;sn=5e0bcad718d122a04e1b34a8bf94f906&amp;chksm=e89935d8dfeebcceb72a61c9c7602a6042eefad7bf106147d81c3110e04c6f61fbde5214aec9&amp;scene=21#wechat_redirect\" textvalue=\"\u4f60\u5df2\u9009\u4e2d\u4e86\u6dfb\u52a0\u94fe\u63a5\u7684\u5185\u5bb9\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"1\" hasload=\"1\" rel=\"noopener noreferrer\"><span class=\"js_jump_icon h5_image_link\" style=\"outline: 0px;vertical-align: bottom;user-select: none;width: 661px;\"><img class=\"rich_pages wxw-img\" data-backh=\"321\" data-backw=\"562\" data-cropselx1=\"0\" data-cropselx2=\"562\" data-cropsely1=\"0\" data-cropsely2=\"316\" data-imgfileid=\"100198841\" data-ratio=\"0.5714285714285714\"  data-type=\"png\" data-w=\"1050\" style=\"outline: 0px;border-width: 0px;border-style: initial;border-color: initial;width: 661px !important;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2024\/02\/wxsync-2024-02-90f148c6d08ed96689f635e9868ce140.png\"  \/><\/span><\/a><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;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;letter-spacing: 0.034em;\"><\/span><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;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: 2em;\"><span style=\"outline: 0px;font-size: 15px;\"><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;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: 2em;\"><span style=\"outline: 0px;font-size: 15px;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &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;\">\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;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: 2em;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;font-size: 15px;text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247659349&amp;idx=1&amp;sn=5e0bcad718d122a04e1b34a8bf94f906&amp;chksm=e89935d8dfeebcceb72a61c9c7602a6042eefad7bf106147d81c3110e04c6f61fbde5214aec9&amp;scene=21#wechat_redirect\" textvalue=\"\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u53d1\u73b0\u76f8\u4e92\u8d4b\u80fd\u7684\u65b0\u8303\u5f0f\uff1aAI+Science \u8bfb\u4e66\u4f1a\u542f\u52a8\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\">\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u53d1\u73b0\u76f8\u4e92\u8d4b\u80fd\u7684\u65b0\u8303\u5f0f\uff1aAI+Science \u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><span style=\"outline: 0px;color: rgb(63, 63, 63);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &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;letter-spacing: 0.544px;\"><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &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);\"><br  \/><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);font-size: 14px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);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;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;\"><span style=\"display: none;line-height: 0px;\">\u200d<\/span><strong style=\"letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);outline: 0px;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=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;\">\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;\">1.&nbsp;<\/strong><span style=\"text-decoration: underline;\"><strong style=\"outline: 0px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247680256&amp;idx=4&amp;sn=c819f31589148d0150218c1ed1df3948&amp;chksm=e8995b8ddfeed29b71227f9122b74d82502cb22375ffff776d8f1f74fc042ea863b4ce6e4a3d&amp;scene=21#wechat_redirect\" textvalue=\"Nat. Commun.\u901f\u9012\uff1a\u57fa\u7840\u97f3\u4e50\u611f\u77e5\u5728\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u81ea\u53d1\u6d8c\u73b0\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">Nat. Commun.\u901f\u9012\uff1a\u57fa\u7840\u97f3\u4e50\u611f\u77e5\u5728\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u81ea\u53d1\u6d8c\u73b0<\/a><\/strong><\/span><strong style=\"outline: 0px;\"><\/strong><strong style=\"outline: 0px;\"><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">2.&nbsp;<\/strong><span style=\"text-decoration: underline;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247669344&amp;idx=4&amp;sn=5b9cc27d97b608df3065a80ed45f3acd&amp;chksm=e8990ceddfee85fb2a39fa5494c3ddba9685198b10bc2d55ec41030a27d0c66a3b0971f793af&amp;scene=21#wechat_redirect\" textvalue=\"PNAS\u901f\u9012\uff1a\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u5c0f\u5c3a\u5ea6\u6e4d\u6d41\u52a8\u529b\u5b66\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">PNAS\u901f\u9012\uff1a\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u5c0f\u5c3a\u5ea6\u6e4d\u6d41\u52a8\u529b\u5b66<\/a><\/strong><\/span><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><\/strong><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">3.<\/strong><span style=\"letter-spacing: 0.544px;text-decoration: underline;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;outline: 0px;background-color: rgb(255, 255, 255);\">&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247668138&amp;idx=1&amp;sn=a972cca3f7463f676f5440ca791696fd&amp;chksm=e8990b27dfee8231d0b9ece68bbf4379a3ee80be5bac6a1abcc7971fe13ec69c09c3f87e1f95&amp;scene=21#wechat_redirect\" textvalue=\"\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u7edf\u8ba1\u7269\u7406\uff1a\u5bfb\u627e\u6700\u4f18\u521d\u59cb\u5316\u7406\u8bba\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u7edf\u8ba1\u7269\u7406\uff1a\u5bfb\u627e\u6700\u4f18\u521d\u59cb\u5316\u7406\u8bba<\/a><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247677699&amp;idx=3&amp;sn=491815e19fafef75ab26ba651bca5910&amp;chksm=e8996d8edfeee4981351ac73a0e9ebec34fa18284095354e16aa63ac0cca7399ab9697de9229&amp;scene=21#wechat_redirect\" textvalue=\"\u4e3a\u4ec0\u4e48\u5f15\u7528\u6b21\u6570\u4e0d\u80fd\u51c6\u786e\u8861\u91cf\u8bba\u6587\u91cd\u8981\u6027\uff1f\u57fa\u4e8e\u7f51\u7edc\u7684\u5f52\u4e00\u5316\u6307\u6807\u6d4b\u91cf\u63ed\u793a\u79d1\u5b66\u53d1\u73b0\u8de8\u65f6\u95f4\u3001\u8de8\u5b66\u79d1\u7684\u5f71\u54cd\u529b\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\"><\/a><\/strong><\/strong><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"letter-spacing: 0.544px;outline: 0px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><\/strong><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><span style=\"outline: 0px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">4.&nbsp;<\/strong><\/strong><\/span><span style=\"outline: 0px;text-decoration: underline;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247667315&amp;idx=1&amp;sn=fca3a09806e753fa83d3fd6eb8ccf9d8&amp;chksm=e89914fedfee9de82ae7107592b173d2a1c35141fab0006d3eac2dcb2dd1e74aa78a86e09a93&amp;scene=21#wechat_redirect\" textvalue=\"\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\">\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">5<strong style=\"outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">.&nbsp;<\/strong><\/strong><\/strong><\/strong><span style=\"text-decoration: underline;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzI0MjY5NTM2MQ==&amp;mid=2247508039&amp;idx=1&amp;sn=b9e492efd41fab0c2fa3ff4eb092c1f4&amp;chksm=e97a8de9de0d04ffabc439f22170122154bb9c4655cbf957bb5325258661059ef436dd8ce14f&amp;scene=21#wechat_redirect\" textvalue=\"\u52a0\u5165\u96c6\u667a\u5b66\u56edVIP\uff0c\u4e00\u6b21\u6027\u83b7\u53d6\u96c6\u667a\u5e73\u53f0\u6240\u6709\u5185\u5bb9\u8d44\u6e90\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"11\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;color: var(--weui-LINK);-webkit-user-drag: none;cursor: pointer;\" rel=\"noopener noreferrer\">\u52a0\u5165\u96c6\u667a\u5b66\u56edVIP\uff0c\u4e00\u6b21\u6027\u83b7\u53d6\u96c6\u667a\u5e73\u53f0\u6240\u6709\u5185\u5bb9\u8d44\u6e90<\/a><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/span><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"><\/strong><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;\">6.&nbsp;<\/strong><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247667297&amp;idx=2&amp;sn=988b7314df45d949e69e81257801fff2&amp;chksm=e89914ecdfee9dfac76f9245fb1fd0e5b25d567e20790fbdab671234588ad0e88e1acf205711&amp;scene=21#wechat_redirect\" textvalue=\"\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u200d\u590d\u6742\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\"><span style=\"outline: 0px;text-decoration: underline;\"><strong style=\"outline: 0px;\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);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;font-size: 14px;letter-spacing: 0.544px;white-space: normal;margin-bottom: 0px;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;outline: 0px;margin-bottom: 0px;\"><br  \/><\/p>\n<p style=\"outline: currentcolor none 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;background-color: rgb(255, 255, 255);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;margin-bottom: 0px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;font-size: 15px;text-align: left;color: rgb(255, 255, 255);font-family: PingFangSC-light;\"><span style=\"outline: 0px;background-color: rgb(12, 130, 169);\">\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c<strong style=\"outline: 0px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);font-size: 15px;text-align: left;color: rgb(255, 255, 255);font-family: PingFangSC-light;visibility: visible;\"><span style=\"outline: 0px;background-color: rgb(12, 130, 169);visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\">\u62a5\u540d\u8bfb\u4e66\u4f1a<\/strong><\/span><\/strong><\/span><\/strong><\/p>\n<section style=\"outline: currentcolor none 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;background-color: rgb(255, 255, 255);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;margin-bottom: 0px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;font-size: 15px;text-align: left;color: rgb(255, 255, 255);font-family: PingFangSC-light;\"><\/strong><\/section>\n<p style=\"display: none;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5173\u952e\u8bcd\uff1a\u6df7\u6c8c\uff0c\u975e\u7ebf\u6027\uff0cLyapunov\u6307\u6570\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc \u8bba\u6587\u9898\u76ee\uff1aFinite-Time Lyapunov Exponents of Deep Neural Networks \u8bba\u6587\u671f\u520a\uff1aPhysical Review Letters \u8bba\u6587\u5730\u5740\uff1ahttps:\/\/journals.aps.org\/pr&#8230;<\/p>\n","protected":false},"author":0,"featured_media":48338,"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\/48352"}],"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"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=48352"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/48352\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/48338"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=48352"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=48352"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=48352"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=48352"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}