{"id":25394,"date":"2021-04-09T23:05:15","date_gmt":"2021-04-09T15:05:15","guid":{"rendered":"https:\/\/swarma.org\/?p=25394"},"modified":"2021-04-09T23:05:15","modified_gmt":"2021-04-09T15:05:15","slug":"%e8%b4%9d%e5%8f%b6%e6%96%af%e7%bd%91%e7%bb%9c%e4%b9%8b%e7%88%b6judea-pearl%e6%8e%a8%e8%8d%90%ef%bc%9a%e8%bf%88%e5%90%91%e5%8f%af%e8%a7%a3%e9%87%8a%e7%9a%84%e7%9f%a5%e8%af%86%e9%a9%b1%e5%8a%a8%e7%b3%bb","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=25394","title":{"rendered":"\u8d1d\u53f6\u65af\u7f51\u7edc\u4e4b\u7236Judea Pearl\u63a8\u8350\uff1a\u8fc8\u5411\u53ef\u89e3\u91ca\u7684\u77e5\u8bc6\u9a71\u52a8\u7cfb\u7edf"},"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;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 style=\"font-size: 15px;\">\n<p style=\"text-align:center;width:100%;\"><img data-ratio=\"0.667\" data-type=\"jpeg\" data-w=\"1000\"  style=\"font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;text-align: left;white-space: normal;box-sizing: border-box !important;visibility: visible !important;width: 677px !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-157551ab97778369767f0f818b59c7ce.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=\"font-size: 15px;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;line-height: 2;letter-spacing: 0.544px;\">\n<p style=\"clear: none;line-height: 1.75em;\"><span style=\"letter-spacing: 0.544px;font-size: 13px;\"><strong>\u4eba\u5de5\u667a\u80fd\u5df2\u7ecf\u4ece\u57fa\u4e8e\u7b26\u53f7\u548c\u903b\u8f91\u7684\u4e13\u5bb6\u7cfb\u7edf\u9010\u6e10\u8f6c\u53d1\u5c55\u91c7\u7528\u7edf\u8ba1\u548c\u903b\u8f91\u63a8\u7406\u6280\u672f\u7684\u6df7\u5408\u7cfb\u7edf\uff0c\u8fd9\u4e5f\u8ba9 AI 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13px;letter-spacing: 0.544px;\"><br  \/><\/strong><\/span><\/p>\n<p style=\"clear: none;line-height: 1.75em;\"><strong style=\"font-size: 13px;letter-spacing: 0.544px;\">\u65e5\u524d\uff0c\u7f8e\u56fd IBM \u7814\u7a76\u9662\u548c\u4f26\u65af\u52d2\u7406\u5de5\u5b66\u9662\u7684\u7814\u7a76\u4eba\u5458\u5171\u540c\u5bf9\u53ef\u89e3\u91ca AI \u9886\u57df\u7684\u8fdb\u5c55\u3001\u6210\u679c\u548c\u7814\u7a76\u65b9\u5411\u8fdb\u884c\u4e86\u8be6\u7ec6\u5730\u5206\u6790\u4e0e\u8c03\u67e5\uff0c\u603b\u7ed3\u4e86\u4e0d\u540c\u7684\u89e3\u91ca\u7c7b\u578b\uff0c\u540c\u65f6\u63d0\u51fa\u4e86\u4e00\u4e9b\u53ef\u80fd\u6709\u52a9\u4e8e\u6539\u5584 AI \u53ef\u89e3\u91ca\u6027\u7684\u7814\u7a76\u65b9\u5411\u3002<\/strong><\/p>\n<p style=\"font-size: 13px;margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"font-size: 15px;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;text-align:center;width:100%;\"><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;color: rgb(63, 63, 63);\">Ren<\/span><span style=\"font-size: 13px;letter-spacing: 0.544px;\"><strong style=\"color: rgb(0, 0, 0);\">&nbsp;| \u4f5c\u8005<\/strong><\/span><\/p>\n<p><span style=\"font-size: 13px;letter-spacing: 0.544px;\"><span style=\"color: rgb(63, 63, 63);\">\u6570\u636e\u5b9e\u6218\u6d3e&nbsp;<\/span><strong style=\"color: rgb(0, 0, 0);\">| \u6765\u6e90<\/strong><\/span><\/p>\n<\/section>\n<p style=\"font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;\"><br  \/><\/p>\n<section style=\"font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;margin-left: 8px;margin-right: 8px;\"><br  \/><\/section>\n<section style=\"font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;margin-left: 8px;margin-right: 8px;\"><img loading=\"lazy\" class=\"rich_pages\" data-ratio=\"0.4946808510638298\" data-s=\"300,640\"  data-type=\"png\" data-w=\"940\" height=\"362\" style=\"box-sizing: border-box !important;visibility: visible !important;width: 677px !important;\" width=\"940\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-30b97cfb892eb4fe98ca6f3887529b57.png\"  \/><\/section>\n<h1 style=\"font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\">\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);\">\n<section>\n<section>\n<section style=\"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);margin-left: 8px;margin-right: 8px;\"><span style=\"color: rgb(136, 136, 136);text-align: left;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><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;letter-spacing: 0.544px;text-align: left;caret-color: rgb(51, 51, 51);\">Directions for Explainable Knowledge-Enabled Systems\u3002<\/span><\/section>\n<section style=\"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);margin-left: 8px;margin-right: 8px;\"><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;text-align: left;\">\u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;\"><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;caret-color: rgb(51, 51, 51);text-align: left;\"><\/span><span style=\"color: rgb(136, 136, 136);letter-spacing: 0.544px;caret-color: rgb(51, 51, 51);font-size: 14px;text-align: left;\">https:\/\/arxiv.org\/abs\/2003.07523<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/h1>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7814\u7a76\u6210\u679c\u4ee5\u8bba\u6587\u7684\u5f62\u5f0f\u53d1\u8868\uff0c\u9898\u76ee\u662f&nbsp;<em>Directions for Explainable Knowledge-Enabled Systems\u3002<\/em><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align:center;width:100%;\"><img data-ratio=\"0.3942307692307692\" data-type=\"png\" data-w=\"624\"  style=\"background-color: rgb(238, 237, 235);border-width: 1px;border-style: solid;border-color: rgb(255, 255, 255);background-size: 22px;background-position: center center;background-repeat: no-repeat;box-sizing: border-box !important;width: 482px;visibility: visible !important;height: 190px;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-2e96404228c9a826edcfd60918c8e800.png\"  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u8fd9\u7bc7\u8bba\u6587\u4e5f\u53d7\u5230\u4e86\u8d1d\u53f6\u65af\u7f51\u7edc\u4e4b\u7236 Judea Pearl \u7684\u63a8\u8350\u3002\u201c\u5f88\u9ad8\u5174\u7ec8\u4e8e\u770b\u5230\u4ee5\u2018\u53ef\u89e3\u91ca\u6027\u2019\u4e3a\u4e3b\u9898\u7684\u8bba\u6587\u8ba8\u8bba\u4e86\u4e3a\u4ec0\u4e48\u65e0\u6cd5\u901a\u8fc7\u2018\u6570\u636e\u4e3a\u4e2d\u5fc3\u2019\u6765\u5b9e\u73b0\u53ef\u89e3\u91ca\u6027\uff0c\u800c\u63d0\u51fa\u9700\u8981\u5bf9\u6240\u8981\u89e3\u91ca\u7684\u5185\u5bb9\u6709\u4e16\u754c\u6027\u7684\u8ba4\u8bc6\u201d\uff0c\u4ed6\u5728\u63a8\u7279\u4e0a\u5982\u6b64\u8bf4\u9053\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align:center;width:100%;\"><img data-ratio=\"0.8981481481481481\" data-type=\"png\" data-w=\"540\"  style=\"background-color: rgb(238, 237, 235);border-width: 1px;border-style: solid;border-color: rgb(255, 255, 255);background-size: 22px;background-position: center center;background-repeat: no-repeat;box-sizing: border-box !important;width: 447px;visibility: visible !important;height: 401px;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-d7cfb5e6cb2fa8142ee68e32254198a7.png\"  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align:center;width:100%;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align:center;width:100%;\"><br  \/><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;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;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><span style=\"font-size: 17px;color: rgb(61, 170, 214);\">\u91cd\u65b0\u5b9a\u4e49\u53ef\u89e3\u91ca\u6027<\/span><\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5728\u8ba8\u8bba\u6539\u5584\u53ef\u89e3\u91ca\u6027\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u9996\u5148\u660e\u786e\u4ec0\u4e48\u662f\u89e3\u91ca\u6027\uff0c\u4ee5\u53ca\u5b83\u5f15\u7533\u51fa\u6765\u7684 \u201c\u53ef\u89e3\u91ca\u7684\u77e5\u8bc6\u9a71\u52a8\u7cfb\u7edf<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Explainable Knowledge-enabled systems\uff09<\/span><span style=\"font-size: 15px;\">\u201d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5728\u672c\u6587\u4e2d\uff0c\u89e3\u91ca\u6027\u6307\u7684\u662f \u201c\u5bf9\u4e8e\u7cfb\u7edf\u53ca\u5176\u8fd0\u4f5c\u65b9\u5f0f\u800c\u8a00\uff0c\u90a3\u4e9b\u5b83\u6240\u4f7f\u7528\u7684\uff0c\u7528\u4e8e\u5f97\u51fa\u4e00\u822c\u7ed3\u8bba\u548c\u7279\u5b9a\u51b3\u7b56\u7684\u9690\u6027\u548c\u663e\u6027\u77e5\u8bc6\uff0c\u901a\u5e38\u5bf9\u7ec8\u7aef\u7528\u6237\u7684\u7406\u89e3\u65b9\u5f0f\u3001\u4e0a\u4e0b\u6587\u5927\u80cc\u666f\u548c\u5f53\u524d\u9700\u6c42\u5f88\u654f\u611f\u3002\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7531\u6b64\u5f15\u7533\u51fa\u4e86\u53ef\u89e3\u91ca\u7684\u77e5\u8bc6\u9a71\u52a8\u7cfb\u7edf\u3002\u8fd9\u79cd AI \u7cfb\u7edf\u7684\u7279\u5f81\u662f \u201c\u5305\u62ec\u5e94\u7528\u9886\u57df\u7684\u77e5\u8bc6\u8868\u5f81\u201d\uff0c\u201c\u62e5\u6709\u8054\u7cfb\u7528\u6237\u4e0a\u4e0b\u6587\u80cc\u666f\u7684\u673a\u5236\u201d\uff0c\u201c\u53ef\u4ee5\u89e3\u91ca<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">interpretable\uff09<\/span><span style=\"font-size: 15px;\">\u201d\uff0c\u5e76\u4e14 \u201c\u80fd\u591f\u7528\u7528\u6237\u53ef\u4ee5\u7406\u89e3\u7684\u3001\u8054\u7cfb\u4e0a\u4e0b\u6587\u80cc\u666f\u7684\u3001\u53ef\u4ee5\u6eaf\u6e90\u7684\u65b9\u5f0f\u89e3\u91ca AI \u7cfb\u7edf\u7684\u529f\u80fd\u548c\u6240\u7528\u77e5\u8bc6\u201d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7814\u7a76\u4eba\u5458\u5728\u5206\u6790 AI \u89e3\u91ca\u6027\u7684\u8fc7\u7a0b\u4e2d\u53d1\u73b0\uff0c\u89e3\u91ca\u6027\u666e\u904d\u7531 AI \u7684\u80fd\u529b\u9a71\u52a8\uff0c\u800c\u975e\u7528\u6237\u9700\u6c42\u3002\u8fd9\u610f\u5473\u7740\u9488\u5bf9 AI \u7cfb\u7edf\u7684\u89e3\u91ca \u2014\u2014 \u8fc7\u7a0b\u4e5f\u597d\uff0c\u7ed3\u679c\u4e5f\u7f62 \u2014\u2014 \u90fd\u662f\u4ece AI \u7cfb\u7edf\u6240\u6267\u884c\u7684\u4efb\u52a1\u53ca\u5176\u6240\u7528\u7684\u65b9\u6cd5\u51fa\u53d1\uff0c\u800c\u4e0d\u662f\u7528\u6237\u4f7f\u7528\u7684\u89d2\u5ea6\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4f46\u5bf9\u4e8e\u7528\u6237\u6765\u8bf4\uff0c\u867d\u7136\u4ed6\u4eec\u624d\u662f AI \u9a71\u52a8\u4ea7\u54c1\u7684\u4f7f\u7528\u8005\uff0c\u4f46\u5374\u96be\u4ee5\u7406\u89e3\u4ea7\u54c1\u80cc\u540e AI \u6280\u672f\u7684\u8fd0\u884c\u673a\u5236\uff0c\u5bfc\u81f4\u4ed6\u4eec\u4e0d\u613f\u9075\u5b88 AI \u7cfb\u7edf\u7ed9\u51fa\u7684\u51b3\u7b56\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align:center;width:100%;\"><img data-ratio=\"0.5016025641025641\" data-type=\"png\" data-w=\"624\"  style=\"background-color: rgb(238, 237, 235);border-width: 1px;border-style: solid;border-color: rgb(255, 255, 255);background-size: 22px;background-position: center center;background-repeat: no-repeat;box-sizing: border-box !important;height: 272px;visibility: visible !important;width: 542px;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-9151fa254e806a015e224984bde61b39.png\"  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">\u201c\u53ef\u89e3\u91ca\u6027\u201d \u4e0e \u201c\u53ef\u89e3\u91ca\u7684\u77e5\u8bc6\u9a71\u52a8\u7cfb\u7edf\u201d \u7684\u5b9a\u4e49<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u56e0\u6b64\uff0cAI \u793e\u533a\u5e94\u8be5\u4ece\u65b0\u7684\u89d2\u5ea6\u5ba1\u89c6\u89e3\u91ca\u7c7b\u578b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08types of explanation\uff09<\/span><span style=\"font-size: 15px;\">\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6b64\u524d\u6709\u5b66\u8005\u63d0\u51fa\uff0cAI \u793e\u533a\u53ef\u4ee5\u5c1d\u8bd5\u4ece\u793e\u4f1a\u79d1\u5b66\u548c\u5fc3\u7406\u5b66\u9886\u57df\u501f\u9274\u548c\u5b66\u4e60\u89e3\u91ca\u65b9\u6cd5\u3002\u56e0\u4e3a\u8fd9\u4e24\u4e2a\u9886\u57df\u7684\u5b66\u8005\u53ef\u4ee5\u5f88\u597d\u5730\u4ece\u79d1\u666e\u548c\u79d1\u5b66\u7684\u89d2\u5ea6\u89e3\u91ca\u62bd\u8c61\u7684\u4fe1\u606f\u548c\u6982\u5ff5\uff0c\u5176\u4e2d\u4e00\u4e2a\u65b9\u6cd5\u5c31\u662f\u63d0\u9ad8\u9488\u5bf9\u6027\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u201c\u4e0d\u540c\u7684\u4eba\u6709\u4e0d\u540c\u7684\u9009\u62e9\u504f\u597d\u548c\u793e\u4ea4\u504f\u597d\uff0c\u56e0\u6b64\u7ed9\u51fa\u7684\u89e3\u91ca\u5fc5\u987b\u517c\u5177\u5bf9\u6bd4\u6027\u548c\u4ea4\u6d41\u6027\uff0c\u201d \u8bba\u6587\u6307\u51fa\uff0c\u201c\u53ef\u89e3\u91ca\u7684 AI \u610f\u5473\u7740\u63d0\u4f9b\u90a3\u4e9b\u4e0e\u7528\u6237\u9700\u6c42\u76f4\u63a5\u6302\u94a9\u7684\u89e3\u91ca\u3002\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u53e6\u4e00\u9879\u5df2\u6709\u7814\u7a76\u6307\u51fa\uff0cAI \u793e\u533a\u4e5f\u53ef\u4ee5\u5229\u7528\u76f8\u5173\u9886\u57df\u7684\u89e3\u91ca\u79d1\u5b66\u6587\u732e\uff0c\u8b6c\u5982\u7ea6\u675f\u7a0b\u5e8f\u8bbe\u8ba1\u3001\u6cd5\u533b\u5b66\u3001\u57fa\u4e8e\u6848\u4f8b\u7684\u63a8\u7406\u3001\u56e0\u679c\u53d1\u73b0\u7b49\u7b49\u3002\u8fd9\u4e9b\u9886\u57df\u7684\u5b66\u8005\u4f7f\u7528\u7684\u89e3\u91ca\u65b9\u6cd5\u6216\u8bb8\u53ef\u4ee5\u542f\u53d1 AI \u9886\u57df\u5bf9\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u89e3\u91ca\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;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;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=\"color: rgb(61, 170, 214);font-size: 17px;\"><strong>9&nbsp;\u79cd\u89e3\u91ca\u7c7b\u578b<\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5728\u6574\u7406\u4e86\u73b0\u6709\u7814\u7a76\u6210\u679c\u7684\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u4eba\u5458\u5f52\u7eb3\u4e86\u4e5d\u79cd\u89e3\u91ca\u7c7b\u578b\uff0c\u5e76\u4ee5\u533b\u7597\u4fdd\u5065\u63d0\u4f9b\u8005\u7684\u89d2\u5ea6\u4f5c\u4e3a\u8303\u4f8b\uff1a<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">1. \u57fa\u4e8e\u6848\u4f8b\uff08case-based\uff09\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u6b64\u7c7b\u89e3\u91ca\u5305\u62ec\u57fa\u4e8e\u4e8b\u5b9e\u5148\u4f8b\u7684\u7ed3\u679c\uff0c\u505a\u51fa\u7684\u51b3\u5b9a\u53ef\u4ee5\u5411\u7528\u6237\u63d0\u4f9b\u6709\u4ee4\u4eba\u4fe1\u670d\u7684\u652f\u6301\u3002\u8981\u4f7f\u7528\u6b64\u7c7b\u89e3\u91ca\uff0cAI \u7cfb\u7edf\u9700\u8981\u7c7b\u4f3c\u7684\u5148\u4f8b\u3002\u53ef\u7528\u6765\u5e94\u5bf9\u95ee\u9898\uff1a\u201c\u8fd9\u9879<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u533b\u7597\u4fdd\u5065\u5efa\u8bae\uff09<\/span><span style=\"font-size: 15px;\">\u9002\u7528\u4e8e\u54ea\u4e9b\u60c5\u51b5\uff1f\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">2. \u8bed\u5883\uff08contextual\uff09\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u6b64\u7c7b\u89e3\u91ca\u6307\u7684\u662f\u5173\u4e8e\u5b9e\u4f53\u7684\u4fe1\u606f\uff0c\u800c\u975e\u5177\u4f53\u7684\u8f93\u5165\u6216\u8f93\u51fa\uff0c\u6bd4\u5982\u4f1a\u5f71\u54cd\u8ba1\u7b97\u7684\u6709\u5173\u7528\u6237\u3001\u60c5\u51b5\u548c\u5927\u73af\u5883\u7684\u91cd\u8981\u4fe1\u606f\u3002\u53ef\u7528\u6765\u5e94\u5bf9\u95ee\u9898\uff1a\u201c\u76ee\u524d\u60c5\u51b5\u4e0b\u7684\u54ea\u4e9b\u4fe1\u606f\u4f7f\u4f60<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08AI \u7cfb\u7edf\uff09<\/span><span style=\"font-size: 15px;\">\u7ed9\u51fa\u4e86\u8fd9\u4e9b\u5efa\u8bae\uff1f\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">3. \u5bf9\u6bd4\u6027\uff08contrastive\uff09\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u6307\u7684\u662f AI \u7cfb\u7edf\u7ed9\u51fa\u7684\u7ed3\u679c\u4e0e\u4e8b\u5b9e\u6216\u8fc7\u53bb\u51fa\u73b0\u7684\u6848\u4f8b\u76f8\u6096\u3002\u663e\u800c\u6613\u89c1\u7684\u662f\uff0c\u6b64\u65f6\u7528\u6237\u683c\u5916\u9700\u8981 AI \u7cfb\u7edf\u7ed9\u51fa\u6709\u8bf4\u670d\u529b\u7684\u89e3\u91ca\u3002\u53ef\u7528\u6765\u5e94\u5bf9\u95ee\u9898\uff1a\u201c\u4e3a\u4ec0\u4e48\u4f60<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08AI \u7cfb\u7edf\uff09<\/span><span style=\"font-size: 15px;\">\u5f00\u4e86\u65b0\u836f\uff0c\u800c\u4e0d\u662f\u6211<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u533b\u751f\uff09<\/span><span style=\"font-size: 15px;\">\u7ecf\u5e38\u5f00\u7684\u90a3\u79cd\uff1f\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">4. \u53cd\u4e8b\u5b9e\uff08counterfactual\uff09\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u6307\u7684\u662f\u5411 AI \u7cfb\u7edf\u63d0\u4f9b\u4e0e\u73b0\u6709\u60c5\u51b5\u4e0d\u540c\u7684\u4fe1\u606f\u5e76\u67e5\u770b\u5176\u8f93\u51fa\u7ed3\u679c\u3002\u53ef\u7528\u6765\u5e94\u5bf9\uff1a\u201c\u5047\u8bbe\u75c5\u4eba\u5c5e\u4e8e\u5fc3\u8840\u7ba1\u75be\u75c5\u9ad8\u98ce\u9669\u4eba\u7fa4\uff0c\u4f60\uff08AI \u7cfb\u7edf\uff09\u8fd8\u4f1a\u63a8\u8350\u540c\u6837\u7684\u6cbb\u7597\u65b9\u6848\u5417\uff1f\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">5. \u5e38\u8bc6\uff08everyday\uff09\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u6307\u7684\u662f\u57fa\u4e8e\u7528\u6237\u7684\u5e38\u8bc6\u548c\u77e5\u8bc6\u7ed9\u51fa\u7684\u89e3\u91ca\u3002\u53ef\u7528\u6765\u5e94\u5bf9\u95ee\u9898\uff1a\u201c\u8981\u5904\u7406\u9ad8\u98ce\u9669\u75c5\u4eba\uff0c\u63a8\u8350\u4f7f\u7528\u54ea\u79cd\u624b\u5957\uff1f\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">6. \u79d1\u5b66\uff08scientific\uff09\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u6307\u7684\u662f\u7ecf\u8fc7\u4e25\u683c\u79d1\u5b66\u65b9\u6cd5\u3001\u89c2\u5bdf\u548c\u6d4b\u91cf\u7684\u7cfb\u7edf\u6027\u89e3\u91ca\u3002\u53ef\u7528\u6765\u5e94\u5bf9\u95ee\u9898\uff1a\u201c\u8fd9\u4e2a\u63a8\u8350\u65b9\u6848\u4f9d\u7167\u7684\u751f\u7269\u5b66\u57fa\u7840\u662f\u4ec0\u4e48\uff1f\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">7. \u57fa\u4e8e\u6a21\u62df\uff08simulation-based\uff09\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u6307\u7684\u662f\u57fa\u4e8e\u60f3\u8c61\u6216\u5b9e\u65bd\u8fc7\u7684\u7cfb\u7edf\u6216\u8fc7\u7a0b\u6a21\u62df\uff0c\u5e76\u89e3\u91ca\u7531\u6b64\u89c2\u6d4b\u7684\u8fc7\u7a0b\u4e0e\u5f97\u51fa\u7684\u7ed3\u679c\u3002\u53ef\u7528\u6765\u5e94\u5bf9\u95ee\u9898\uff1a\u201c\u5982\u679c\u91c7\u7528\u8fd9\u5957\u63a8\u8350\u65b9\u6848\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">8. \u7edf\u8ba1\u5b66\u7684\uff08statistical\uff09\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u6307\u7684\u662f\u7edf\u8ba1\u5b9e\u9a8c\u4e2d\u6216\u7279\u5b9a\u72b6\u6001\u4e0b\u67d0\u4e9b\u4e8b\u4ef6\u53d1\u751f\u7684\u9891\u7387\uff0c\u5e76\u5bf9\u6570\u636e\u7ed3\u679c\u52a0\u4ee5\u5206\u6790\u548c\u89e3\u91ca\u3002\u53ef\u7528\u6765\u5e94\u5bf9\u95ee\u9898\uff1a\u201c\u5728\u6240\u6709\u63a5\u53d7\u8fd9\u5957\u63a8\u8350\u65b9\u6848\u7684\u7c7b\u4f3c\u7684\u75c5\u4eba\u4e2d\uff0c\u5eb7\u590d\u7684\u6bd4\u4f8b\u662f\u591a\u5c11\uff1f\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">9. \u53ef\u6eaf\u6e90\u7684\uff08trace-based\uff09\uff1a<\/span><\/strong><span style=\"font-size: 15px;\">\u6307\u7684\u662f AI \u7cfb\u7edf\u505a\u51fa\u51b3\u5b9a\u540e\uff0c\u5176\u51b3\u7b56\u8fc7\u7a0b\u548c\u6b65\u9aa4\u53ef\u4ee5\u8ffd\u6eaf\u5e76\u89e3\u91ca\u3002\u53ef\u7528\u6765\u5e94\u5bf9\u95ee\u9898\uff1a\u201cAI \u7cfb\u7edf\u901a\u8fc7\u54ea\u4e9b\u6b65\u9aa4\u5f97\u51fa\u4e86\u8fd9\u5957\u63a8\u8350\u65b9\u6848\uff1f\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;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;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><span style=\"font-size: 17px;color: rgb(61, 170, 214);\">4 \u4e2a\u63d0\u5347\u53ef\u89e3\u91ca\u6027\u7684\u65b9\u5411<\/span><\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u603b\u7ed3\u4e86\u89e3\u91ca\u7c7b\u578b\u540e\uff0c\u7814\u7a76\u4eba\u5458\u8868\u793a\u8fd9\u4e9b\u89e3\u91ca\u9700\u8981\u4ee5\u7528\u6237\u4e3a\u4e2d\u5fc3\u6765\u751f\u6210\uff0c\u5e94\u8be5\u8d77\u5230 \u201c\u4fc3\u8fdb\u7528\u6237\u3001\u5f00\u53d1\u4eba\u5458\u3001\u7b97\u6cd5\u7cfb\u7edf\u548c\u5176\u4ed6\u5229\u76ca\u76f8\u5173\u8005\u4e4b\u95f4\u7684\u5bf9\u8bdd\u201d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u56e0\u6b64\uff0c\u4ed6\u4eec\u6574\u7406\u4e86\u56db\u4e2a\u73b0\u6709\u7684\u3001\u6709\u6f5c\u529b\u7684\u7814\u7a76\u65b9\u5411\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(61, 170, 214);\">1\u3001\u56e0\u679c\u65b9\u6cd5<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u81f3\u5c11\u4ece 1990 \u5e74\u4ee3\u5f00\u59cb\uff0c\u79d1\u5b66\u5bb6\u5c31\u5df2\u7ecf\u5c06\u56e0\u679c\u5173\u7cfb\u4f5c\u4e3a\u89e3\u91ca\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u8ffd\u6c42\u56e0\u679c\u5173\u7cfb\u548c\u56e0\u679c\u63a8\u7406\u7684\u7814\u7a76\uff0c\u800c\u4e14\u662f\u72ec\u7acb\u4e8e\u673a\u5668\u5b66\u4e60\u548c\u8bed\u4e49\u7f51\u7814\u7a76\u52aa\u529b\u4e4b\u5916\u7684\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8fd1\u5e74\u6765\uff0cAI \u7814\u7a76\u4eba\u5458\u5df2\u7ecf\u610f\u8bc6\u5230\u5e76\u5f00\u59cb\u63d0\u51fa\u56e0\u679c\u5173\u7cfb\u5bf9\u4e8e\u5411\u7ec8\u7aef\u7528\u6237\u63d0\u4f9b\u89e3\u91ca\u7684\u91cd\u8981\u6027\uff1a\u56e0\u679c\u63a8\u7406\u53ef\u4ee5\u7528\u6765\u89e3\u91ca \u201c\u5728\u7cfb\u7edf\u5b9e\u9645\u8fd0\u884c\u4e2d\uff0c\u4f55\u65f6\u4f1a\u51fa\u73b0\u7531\u4e8e\u5e72\u6270\u800c\u5bfc\u81f4\u8f93\u51fa\u503c\u51fa\u73b0\u53ef\u9884\u6d4b\u53d8\u5316\u201d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u56fe\u7075\u5956\u83b7\u5f97\u8005 Judea Pearl \u66fe\u63d0\u51fa\uff0c\u56e0\u679c\u5173\u7cfb\u53ef\u4ee5\u7528\u4e00\u7cfb\u5217\u8d1d\u53f6\u65af\u65b9\u7a0b\u6765\u8868\u793a\uff0c\u540c\u65f6\u4ed6\u8fd8\u5f52\u7eb3\u4e86\u4e09\u79cd\u4e0d\u540c\u5173\u7cfb\uff0c\u5206\u522b\u662f\u5173\u8054\u6027<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08association\uff09<\/span><span style=\"font-size: 15px;\">\uff0c\u5e72\u6d89\u6027<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08intervention\uff09<\/span><span style=\"font-size: 15px;\">\u548c\u53cd\u4e8b\u5b9e\u6027<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08counterfactuals\uff09<\/span><span style=\"font-size: 15px;\">\uff0c\u5bf9\u5e94\u7684\u884c\u4e3a\u5206\u522b\u662f\u89c2\u5bdf\uff0c\u91c7\u53d6\u5e72\u6d89\u884c\u52a8\u548c\u56de\u987e \/ \u60f3\u8c61\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4e09\u79cd\u5173\u7cfb\u5bf9\u5e94\u4e0d\u540c\u7684\u89e3\u91ca\u6027\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6bd4\u5982\u5173\u8054\u6027\u53ef\u4ee5\u7528\u4e8e\u89e3\u91ca\u75c7\u72b6\u4e0e\u75be\u75c5\u4e4b\u95f4\u7684\u5173\u8054\uff0c\u5e72\u6d89\u6027\u53ef\u4ee5\u89e3\u91ca \u201c\u5982\u679c\u6211\u505a\u4e86 XXX\uff0c\u4f1a\u4e0d\u4f1a XXX\uff1f\u201d \u7c7b\u578b\u7684\u95ee\u9898\uff0c\u800c\u53cd\u4e8b\u5b9e\u6027\u53ef\u4ee5\u89e3\u91ca\u57fa\u4e8e\u60f3\u8c61\u7684\u5047\u8bbe\u7c7b\u95ee\u9898<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u901a\u5e38\u662f\u5bf9\u5df2\u7ecf\u53d1\u751f\u8fc7\u7684\u4e8b\u60c5\u7528\u65b0\u7684\u89c6\u89d2\u6216\u884c\u52a8\u91cd\u65b0\u56de\u987e\uff09<\/span><span style=\"font-size: 15px;color: rgb(0, 0, 0);\">\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align:center;width:100%;\"><img data-ratio=\"0.48878205128205127\" data-type=\"png\" data-w=\"624\"  style=\"box-sizing: border-box !important;visibility: visible !important;width: 624.01px !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-43cc0d7fc3c796b3a73f8c25fe8bbf6a.png\"  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">Judea Pearl \u5c06\u56e0\u679c\u5173\u7cfb\u5206\u4e3a\u4e09\u5c42<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">Pearl \u8fd8\u66fe\u63d0\u51fa\uff0c\u73b0\u6709\u673a\u5668\u5b66\u4e60\u6280\u672f\u5df2\u7ecf\u80fd\u591f\u89e3\u51b3\u5173\u8054\u6027\u95ee\u9898\uff0c\u4f46\u60f3\u8981\u89e3\u91ca\u5e72\u6d89\u7c7b\u95ee\u9898\uff0cAI \u7cfb\u7edf\u5fc5\u987b\u5bf9\u7406\u89e3\u548c\u7f16\u7801\u4eba\u7c7b\u4e16\u754c\u7684\u77e5\u8bc6\uff0c\u5982\u679c\u66f4\u8fdb\u4e00\u6b65\u89e3\u91ca\u53cd\u4e8b\u5b9e\u6027\u95ee\u9898\uff0cAI \u5c31\u5fc5\u987b\u7406\u89e3\u56e0\u679c\u5173\u7cfb\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7814\u7a76\u4eba\u5458\u8868\u793a\uff0c\u8fd9\u79cd\u5faa\u5e8f\u6e10\u8fdb\u7684\u8fc7\u7a0b\u662f AI \u7cfb\u7edf\u89e3\u91ca\u77e5\u8bc6\u7684\u5fc5\u7ecf\u4e4b\u8def\uff0c\u52a0\u5165 \u201c\u56e0\u679c\u8868\u793a\u201d \u53ef\u4ee5\u8ba9 AI \u7cfb\u7edf\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u89e3\u91ca\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4ed6\u4eec\u8fd8\u603b\u7ed3\u4e86 Pearl \u6559\u6388\u63d0\u51fa\u7684\u4e03\u79cd\u9700\u8981\u4f7f\u7528\u56e0\u679c\u65b9\u6cd5\u7684\u5de5\u5177\uff0c\u5176\u4e2d\u7684\u53cd\u4e8b\u5b9e\u95ee\u9898\u7b97\u6cd5\u5316\u3001\u56e0\u679c\u53d1\u73b0\u3001\u76f4\u63a5\u548c\u95f4\u63a5\u5f71\u54cd\u8bc4\u4f30\u53ef\u4ee5\u7528\u5728 AI \u7cfb\u7edf\u5bf9\u7ec8\u7aef\u7528\u6237\u7684\u89e3\u91ca\u4e2d\uff0c\u7528\u6765\u5411\u7528\u6237\u8bc1\u660e\u5176\u7ed3\u8bba\u80cc\u540e\u7684\u56e0\u679c\u5173\u7cfb\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align:center;width:100%;\"><img class=\"rich_pages\" data-ratio=\"0.32662721893491126\" data-s=\"300,640\" data-type=\"png\" data-w=\"845\"  style=\"box-sizing: border-box !important;visibility: visible !important;width: 677px !important;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-76acc3291b208d0db660b4133b178037.png\"  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(61, 170, 214);\"><strong><span style=\"color: rgb(61, 170, 214);font-size: 15px;\">2\u3001\u795e\u7ecf\u7b26\u53f7 AI \u65b9\u6cd5<\/span><\/strong><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u795e\u7ecf\u7b26\u53f7\u96c6\u6210<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Neuro-Symbolic integration\uff09<\/span><span style=\"font-size: 15px;\">\u662f\u4e00\u4e2a\u6df7\u5408\u9886\u57df\uff0c\u5b83\u5c06\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u7684\u5f52\u7eb3\u548c\u7edf\u8ba1\u5b66\u4e60\u80fd\u529b\u4e0e\u77e5\u8bc6\u8868\u793a\u9886\u57df\u7684\u7b26\u53f7\u548c\u6982\u5ff5\u8868\u793a\u80fd\u529b\u76f8\u7ed3\u5408\u3002\u795e\u7ecf\u7b26\u53f7\u96c6\u6210\u5e76\u4e0d\u662f\u4e00\u4e2a\u65b0\u9886\u57df\uff0c\u4f46\u662f\u7531\u4e8e\u5b83\u4e0e\u53ef\u89e3\u91ca AI \u7d27\u5bc6\u5173\u8054\uff0c\u7814\u7a76\u4eba\u5458\u5bf9\u5b83\u5f88\u611f\u5174\u8da3\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8be5\u9886\u57df\u8bd5\u56fe\u96c6\u795e\u7ecf\u673a\u5668\u5b66\u4e60\u548c\u7b26\u53f7 AI \u65b9\u6cd5\u4e24\u5bb6\u4e4b\u5927\u6210\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4e00\u65b9\u9762\uff0c\u795e\u7ecf\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u6709\u5f88\u597d\u7684\u9c81\u68d2\u6027\uff0c\u80fd\u591f\u62b5\u6297\u566a\u97f3\uff0c\u5e76\u4e14\u5177\u6709\u627e\u51fa\u4eba\u7c7b\u96be\u4ee5\u53d1\u73b0\u7684\u89c4\u5f8b\u7684\u80fd\u529b\uff0c\u4f46\u7f3a\u70b9\u662f\u4e0d\u591f\u667a\u80fd\u548c\u7f3a\u4e4f\u900f\u660e\u6027\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u7b26\u53f7 AI \u65b9\u6cd5\u62e5\u6709\u77e5\u8bc6\u7684\u8bed\u4e49\u8868\u5f81\uff0c\u53ef\u4ee5\u63a8\u5bfc\u51fa\u66f4\u6df1\u5c42\u6b21\u7684\u5173\u7cfb\uff0c\u63d0\u4f9b\u66f4\u53ef\u4fe1\u4e14\u53ef\u8ffd\u6eaf\u7684\u7ed3\u679c\uff0c\u4f46\u7f3a\u70b9\u662f\u5bf9\u6570\u636e\u9519\u8bef\u548c\u566a\u97f3\u7684\u62b5\u6297\u529b\u8f83\u5dee\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7531\u6b64\u6765\u770b\uff0c\u4e24\u8005\u7684\u4f18\u7f3a\u70b9\u521a\u597d\u53ef\u4ee5\u4e92\u8865\u3002\u5728\u4e00\u4e2a\u5178\u578b\u7684\u795e\u7ecf\u7b26\u53f7 AI \u7cfb\u7edf\u4e2d\uff0c\u795e\u7ecf\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u8f85\u52a9\u7b26\u53f7\u7cfb\u7edf\u751f\u6210\u77e5\u8bc6\uff0c\u800c\u7b26\u53f7\u7cfb\u7edf\u63d0\u4f9b\u77e5\u8bc6\u7f16\u7801\u4ee5\u89e3\u91ca\u795e\u7ecf\u65b9\u6cd5\u7684\u529f\u80fd\u548c\u7ed3\u679c\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"text-align:center;\"><img data-ratio=\"0.40544871794871795\" data-type=\"png\" data-w=\"624\"  style=\"background-color: rgb(238, 237, 235);border-width: 1px;border-style: solid;border-color: rgb(255, 255, 255);background-size: 22px;background-position: center center;background-repeat: no-repeat;box-sizing: border-box !important;width: 482px;visibility: visible !important;height: 195px;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-f26b26449794c739bb167b748d921422.png\"  \/><\/p>\n<p style=\"text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u4e00\u4e2a\u5178\u578b\u7684\u795e\u7ecf\u7b26\u53f7\u96c6\u6210\u7cfb\u7edf<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\uff0c\u867d\u7136\u795e\u7ecf\u7b26\u53f7\u96c6\u6210\u53ef\u80fd\u4e0d\u4f1a\u76f4\u63a5\u5e2e\u52a9\u63d0\u5347 AI \u53ef\u89e3\u91ca\u6027\uff0c\u4f46\u5bf9\u4e8e\u6253\u9020\u4e00\u4e2a\u6df7\u5408\u578b \u201c\u53ef\u89e3\u91ca\u7684\u77e5\u8bc6\u9a71\u52a8\u7cfb\u7edf\u201d \u8fd8\u662f\u5f88\u91cd\u8981\u7684\uff0c\u80fd\u591f\u5e2e\u5b83\u53d8\u5f97\u66f4\u900f\u660e\u3001\u53ef\u7406\u89e3\u3001\u53ef\u9a8c\u8bc1\u548c\u53ef\u4fe1\u8d56\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(61, 170, 214);\">3\u3001\u53ef\u89e3\u91ca\u7a7a\u95f4\u7684\u8bed\u4e49\u8868\u793a<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">2000 \u5e74\u4ee3\u540e\u671f\uff0c\u8bed\u4e49\u7f51\u6280\u672f\u51fa\u73b0\uff0c\u89e3\u91ca\u5206\u7c7b\u6cd5\u3001\u77e5\u8bc6\u56fe\u8c31\u548c\u672c\u4f53\u8bba\u7b49\u6210\u679c\u51fa\u73b0\uff0c\u4f46\u9c9c\u6709\u503c\u5f97\u6ce8\u610f\u7684\u5de5\u4f5c\u6765\u8868\u793a\u89e3\u91ca\u4e0e\u8bed\u4e49\u5728 AI \u4e16\u754c\u4e2d\u7684\u4f9d\u5b58\u5173\u7cfb\uff0c\u5c3d\u7ba1\u4eba\u4eec\u5bf9\u53ef\u89e3\u91ca\u6027\u7684\u5174\u8da3\u5728\u9010\u6e10\u63d0\u5347\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\uff0c\u5efa\u7acb\u5bf9\u89e3\u91ca\u7684\u8bed\u4e49\u7406\u89e3\u5c06\u6709\u52a9\u4e8e\u6211\u4eec\u8bc6\u522b\u4ec0\u4e48\u7ec4\u4ef6\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u89e3\u91ca\uff0c\u5e76\u4f7f\u5f00\u53d1\u80fd\u591f\u719f\u7ec3\u751f\u6210\u5b83\u4eec\u7684\u6df7\u5408 AI \u6a21\u578b\u6210\u4e3a\u53ef\u80fd\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4e00\u4e9b\u5b66\u8005\u5728\u8c03\u67e5\u4e86\u89e3\u91ca\u6027\u5728\u8bed\u8a00\u5b66\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\uff0c\u795e\u7ecf\u79d1\u5b66\u548c\u793e\u4f1a\u5b66\u7b49\u5404\u4e2a\u9886\u57df\u7684\u4f5c\u7528\u540e\uff0c\u5f00\u53d1\u4e86\u4e00\u79cd\u89e3\u91ca\u7684\u8bbe\u8ba1\u6a21\u5f0f\uff0c\u5176\u4e2d\u5305\u542b\u7684\u7ec4\u4ef6\u6709 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15px;\">\u77e5\u8bc6\u56fe\u8c31\u6846\u67b6\u4e5f\u53ef\u4ee5\u5957\u7528\u5728\u89e3\u91ca\u6027\u4e0a\u3002\u4e00\u4e9b\u7814\u7a76\u4eba\u5458\u5229\u7528\u5f52\u7eb3\u903b\u8f91\u7f16\u7a0b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08ILP\uff09<\/span><span style=\"font-size: 15px;\">\u548c\u542f\u53d1\u5f0f\u65b9\u6cd5\u6765\u8bc6\u522b\u80cc\u666f\u77e5\u8bc6\u7fa4\uff0c\u7528\u4e8e\u89e3\u91ca AI \u6a21\u578b\u5f97\u51fa\u7684\u7ed3\u679c\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u968f\u540e\uff0c\u7814\u7a76\u4eba\u5458\u4ece\u8bed\u4e49\u7684\u89d2\u5ea6\u603b\u7ed3\u4e86\u4e00\u7cfb\u5217\u89e3\u91ca\u7684\u76ee\u7684\uff0c\u5305\u62ec<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u63d0\u5347\uff09<\/span><span style=\"font-size: 15px;\">\u900f\u660e\u5ea6\u3001\u6709\u6548\u5ea6\u3001\u4fe1\u4efb\u3001\u8bf4\u670d\u529b\u3001\u6ee1\u610f\u5ea6\u3001\u6559\u80b2\u3001\u5f00\u653e\u5ea6\u3001\u6548\u7387\u548c\u7ea0\u9519\u7b49\u7b49\u3002\u8fd9\u4e9b\u7c7b\u578b\u6982\u62ec\u4e86 AI \u7cfb\u7edf\u505a\u51fa\u89e3\u91ca\u65f6\u9700\u8981\u8fbe\u5230\u7684\u76ee\u7684\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u201c\u7528\u8bed\u4e49\u8868\u5f81\u7684\u5f62\u5f0f\u89e3\u8bfb\u89e3\u91ca\u6027\uff0c\u4e0d\u4ec5\u80fd\u5e2e\u52a9\u51c6\u786e\u7406\u89e3\u548c\u7ec4\u7ec7\u53ef\u89e3\u91ca AI \u7a7a\u95f4\uff0c\u8fd8\u53ef\u4ee5\u6539\u5584\u6784\u5efa AI \u6a21\u578b\u7684\u7075\u6d3b\u6027\uff0c\u66f4\u597d\u5730\u670d\u52a1\u7528\u6237\u5bf9\u53ef\u89e3\u91ca\u6027\u7684\u9700\u6c42\uff0c\u201d \u7814\u7a76\u4eba\u5458\u8868\u793a\uff0c\u201c\u5b83\u4eec\u867d\u7136\u4e0d\u76f4\u63a5\u751f\u6210\u89e3\u91ca\uff0c\u4f46\u5bf9\u6784\u5efa\u53ef\u89e3\u91ca\u7684\u77e5\u8bc6\u9a71\u52a8\u7cfb\u7edf\u5f88\u6709\u4ef7\u503c\u3002\u201d<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(61, 170, 214);\">4\u3001\u7528\u4e8e\u652f\u6301\u77e5\u8bc6\u9a71\u52a8 AI \u7684\u5206\u5e03\u5f0f\u8d26\u672c\u6280\u672f<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6700\u8fd1\u51e0\u5341\u5e74\u4e2d\uff0cAI \u7814\u7a76\u7684\u4e00\u4e2a\u4e3b\u8981\u4f18\u5148\u4e8b\u9879\u662f\u8ffd\u6c42\u6700\u4f73\u6027\u80fd\uff0c\u800c\u8fd9\u901a\u5e38\u662f\u4ee5\u727a\u7272\u53ef\u89e3\u91ca\u6027\u4e3a\u4ee3\u4ef7\u7684\u3002\u7136\u800c\uff0c\u76ee\u524d\u793e\u4f1a\u4e3b\u6d41\u4ecd\u4e0d\u613f\u63a5\u53d7 AI \u505a\u51fa\u7684\u5173\u952e\u51b3\u7b56\uff0c\u8fd9\u5bf9\u6280\u672f\u7684\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u4fe1\u8d56\u6027\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5206\u5e03\u5f0f\u8d26\u672c\u6280\u672f<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08DLT\uff09<\/span><span style=\"font-size: 15px;\">\u6709\u671b\u6210\u4e3a\u89e3\u51b3 AI \u6a21\u578b\u4e2d\u4fe1\u4efb\u95ee\u9898\u7684\u65b9\u6848\u4e4b\u4e00\uff0c\u5e76\u901a\u8fc7\u63d0\u4f9b\u6570\u636e\u548c\u53ef\u52a0\u5bc6\u9a8c\u8bc1\u7684 AI \u6a21\u578b\u6eaf\u6e90\u6765\u89e3\u51b3\u7f3a\u4e4f\u53ef\u89e3\u91ca\u6027\u7684\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">DLT \u63d0\u4f9b\u4e86\u4ee5\u4e0b\u56db\u4e2a\u5173\u952e\u529f\u80fd\uff0c\u5b83\u4eec\u662f\u53ef\u89e3\u91ca AI \u6240\u9700\u8981\u7684\uff1a<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">1. \u6570\u636e\u548c AI \u7b97\u6cd5\u7684\u900f\u660e\u5ea6\u53ca\u53ef\u89c6\u5ea6<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">2. \u8f93\u5165\u6570\u636e\u548c\u53c2\u6570\u7684\u4e0d\u53ef\u4fee\u6539\u6027<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">3. \u8f93\u51fa\u503c\u7684\u6eaf\u6e90\u548c\u4e0d\u53ef\u5426\u8ba4\u6027<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">4. \u667a\u80fd\u5408\u7ea6\u7684\u81ea\u52a8\u6267\u884c\u903b\u8f91<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5728\u6570\u636e\u63d0\u4f9b\u8005\u62c5\u5fc3\u6570\u636e\u6ee5\u7528\u7684\u60c5\u51b5\u4e0b\uff0cDLT \u4f1a\u4ee5\u52a0\u5bc6\u65b9\u5f0f\u4fdd\u62a4\u6570\u636e\u8bb0\u5f55\u7684\u6765\u6e90\uff0c\u4ece\u800c\u8ba9\u4f7f\u7528\u8005\u65e0\u6cd5\u5426\u8ba4\u6570\u636e\u88ab\u6ee5\u7528\u7684\u4e8b\u5b9e\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u667a\u80fd\u5408\u7ea6\u7684\u81ea\u52a8\u6267\u884c\u53ef\u4ee5\u786e\u4fdd AI \u4ee3\u7406\u5728\u7b26\u5408\u6761\u4ef6\u7684\u60c5\u51b5\u4e0b\u81ea\u52a8\u8fd0\u884c\uff0c\u5176\u53ef\u89e3\u91ca\u6027\u81ea\u7136\u800c\u7136\u5730\u5305\u542b\u5728\u667a\u80fd\u5408\u7ea6\u7684\u8fd0\u884c\u903b\u8f91\u4e2d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5982\u679c AI \u7cfb\u7edf\u5f97\u51fa\u4e86\u9884\u671f\u4e4b\u5916\u6216\u4e0d\u6b63\u5e38\u7684\u7ed3\u679c\uff0cDLT \u6280\u672f\u7684\u4e0d\u53ef\u7be1\u6539\u6027\u4e5f\u53ef\u4ee5\u5e2e\u52a9\u4eba\u4eec\u6709\u6548\u8ffd\u6eaf\u6240\u6709\u6b65\u9aa4\uff0c\u641e\u6e05\u695a\u662f\u4eba\u8fd8\u662f\u673a\u5668\u72af\u4e86\u9519\u8bef\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4e00\u4e9b\u5b66\u8005\u5df2\u7ecf\u5f00\u59cb\u5c1d\u8bd5\u7ed3\u5408 AI \u7cfb\u7edf\u548c DLT \u6280\u672f\uff0c\u6db5\u76d6\u5e94\u7528\u9886\u57df\u5305\u62ec\u533b\u7597\u4fdd\u5065\u3001\u519b\u4e8b\u3001\u65e0\u4eba\u9a7e\u9a76\u3001\u7269\u8054\u7f51\u7b49\u7b49\u3002\u7814\u7a76\u7ed3\u679c\u663e\u793a\uff0cDLT \u786e\u5b9e\u53ef\u4ee5\u8ba9\u7528\u6237\u66f4\u597d\u5730\u4e86\u89e3 AI \u7cfb\u7edf\u7684\u6267\u884c\u8fc7\u7a0b\u548c\u51b3\u7b56\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7ecf\u8fc7\u5bf9\u73b0\u6709\u53ef\u89e3\u91ca AI \u9886\u57df\u7814\u7a76\u6210\u679c\u7684\u5206\u6790\u3001\u603b\u7ed3\u548c\u5f52\u7eb3\uff0c\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\uff0c\u4e0a\u8ff0\u56db\u79cd\u7814\u7a76\u65b9\u5411\u5177\u6709\u5f88\u597d\u7684\u6307\u5bfc\u610f\u4e49\uff0c\u503c\u5f97\u8fdb\u4e00\u6b65\u63a2\u7d22\u5176\u63d0\u5347 AI \u53ef\u89e3\u91ca\u6027\u7684\u6f5c\u529b\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u968f\u7740\u4eba\u4eec\u5bf9\u53ef\u89e3\u91ca AI \u7684\u65e5\u76ca\u5173\u6ce8\uff0c\u6574\u4e2a AI \u9886\u57df\u6b63\u5904\u4e8e\u65b0\u65f6\u4ee3\u7684\u98ce\u53e3\u6d6a\u5c16\u3002\u672a\u6765\uff0c\u53ef\u89e3\u91ca\u6027\u5728 AI \u80fd\u5426\u83b7\u5f97\u4eba\u7c7b\u793e\u4f1a\u666e\u904d\u4fe1\u8d56\u7684\u5173\u952e\u95ee\u9898\u4e2d\u8d77\u7740\u4e3e\u8db3\u8f7b\u91cd\u7684\u4f5c\u7528 \u2014\u2014 \u4eba\u4eec\u9700\u8981\u66f4\u591a\u7684\u4ee5\u7528\u6237\u4e3a\u4e2d\u5fc3\u7684\u53ef\u89e3\u91ca\u6027\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u603b\u800c\u8a00\u4e4b\uff0c\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u5e94\u7528\u4e0d\u65ad\u589e\u52a0\uff0c\u4eba\u4eec\u4e0d\u4ec5\u9700\u8981\u7406\u89e3\u5176\u51b3\u7b56\u80cc\u540e\u7684\u539f\u7406\uff0c\u66f4\u9700\u8981\u7ed3\u5408\u5927\u80cc\u666f\u6765\u4f7f\u7528\u7ed3\u679c\uff0c\u53d1\u6325 AI \u7cfb\u7edf\u7684\u6700\u5927\u4ef7\u503c\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u8fd9\u8981\u6c42 AI \u7814\u7a76\u8005\u7075\u6d3b\u7ec4\u5408\u4f7f\u7528\u89e3\u91ca\u7c7b\u578b\u548c\u76ee\u7684\uff0c\u5728\u4e0d\u540c\u7684\u77e5\u8bc6\u5b64\u5c9b\u548c\u8d44\u6e90\u4e4b\u95f4\u5efa\u7acb\u8fde\u63a5\u3002\u8fd9\u4e5f\u5c06\u6709\u52a9\u4e8e\u8fdb\u4e00\u6b65\u63a8\u8fdb\u4eba\u673a\u4ea4\u4e92\u548c AI \u7cfb\u7edf\u7684\u53d1\u5c55\uff0c\u5f00\u53d1\u65b0\u7684\u53ef\u89e3\u91ca AI \u6280\u672f\uff0c\u5efa\u7acb\u4ee5\u7528\u6237\u4e3a\u4e2d\u5fc3\u7684\u89e3\u91ca\u673a\u5236\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(61, 170, 214);\"><strong><span style=\"font-size: 15px;\">Refrence\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px;\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">https:\/\/arxiv.org\/pdf\/2003.07523.pdf<\/span><\/p>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\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;\"><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=2247491104&amp;idx=1&amp;sn=12ce454f84a3a4a89f959a04789911b5&amp;chksm=e89444addfe3cdbb0b518dd9a7db4594bec0af444d1520174e38c81a81578641edd0dd394a3a&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">Nature\u8bc4\u8bba\uff1a\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u52a9\u529b\u79d1\u5b66\u6587\u732e\u641c\u7d22<\/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=2247495957&amp;idx=1&amp;sn=24da64035691500936e9cb6505f60bf1&amp;chksm=e897ab98dfe0228e5b26f7fe3e6dd9a5eadb36c66ab217f58c089325ec4d7a27b977fad88d3d&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">Nature\u673a\u5668\u667a\u80fd\uff1a\u5982\u4f55\u57fa\u4e8e\u7b97\u6cd5\u4fe1\u606f\u7834\u89e3\u56e0\u679c\u63a8\u65ad\u96be\u9898<\/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=2247528881&amp;idx=1&amp;sn=4e61ce295b466c7f345235e5a89e140f&amp;chksm=e8972b3cdfe0a22aa5d95890d04b4ad4361c19b1733b5b7adbc1cb666c0c4460387124a21e4f&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u6df7\u6c8c\u5de1\u6e38\uff1a\u8ba9\u673a\u5668\u4eba AI \u5b66\u4f1a\u81ea\u4e3b\u884c\u52a8<\/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=2247519174&amp;idx=1&amp;sn=907c9c07e5c37665dc67da341a78fef7&amp;chksm=e897d14bdfe0585dc4fd9686d4745c7354fd96cbb925948165b26e63bfc6ce3a5b11b96f6a67&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">Science\u6700\u65b0\u7efc\u8ff0\uff1a\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u5341\u5e74\uff0c\u53cd\u601d\u4e0e\u5c55\u671b<\/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 \u4eba\u5de5\u667a\u80fd\u5df2\u7ecf\u4ece\u57fa\u4e8e\u7b26\u53f7\u548c\u903b\u8f91\u7684\u4e13\u5bb6\u7cfb\u7edf\u9010\u6e10\u8f6c\u53d1\u5c55\u91c7\u7528\u7edf\u8ba1\u548c\u903b\u8f91\u63a8\u7406\u6280\u672f\u7684\u6df7\u5408\u7cfb\u7edf\uff0c\u8fd9\u4e5f\u8ba9 AI \u6a21\u578b\u548c\u673a\u5668\u5b66\u4e60\u6280\u672f\u53d8\u5f97\u6108\u53d1\u590d\u6742\u4e14\u4e0d\u900f\u660e\u3002\u4f34\u968f\u8fd9\u79cd\u8f6c\u53d8\u7684\u8fd8\u6709 AI \u6280\u672f\u5728\u8de8\u884c\u4e1a\u548c\u6d88\u8d39\u8005\u5e94\u7528\u9886\u57df\u7684\u666e\u53ca\u3002\u5728\u533b\u7597\u3001\u4ea4\u901a\u7b49\u91cd\u8981\u573a\u666f\u4e2d\uff0c\u641e\u6e05\u695a AI \u6280\u672f\u80cc\u540e\u7684\u8fd0\u884c\u903b\u8f91\u662f\u81f3\u5173\u91cd\u8981\u7684\uff0c\u751a\u81f3\u662f\u751f\u6b7b\u6538\u5173\u7684\u3002\u56e0\u6b64\u8fd1&#8230;<\/p>\n","protected":false},"author":1,"featured_media":25385,"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\/25394"}],"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=25394"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/25394\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/25385"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=25394"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=25394"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=25394"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=25394"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}