{"id":45031,"date":"2023-09-08T19:31:43","date_gmt":"2023-09-08T11:31:43","guid":{"rendered":"https:\/\/swarma.org\/?p=45031"},"modified":"2023-09-08T19:31:43","modified_gmt":"2023-09-08T11:31:43","slug":"%e6%96%af%e5%9d%a6%e7%a6%8f%e5%a4%a7%e5%ad%a6%e6%95%99%e6%8e%88-jure-leskovec%ef%bc%9a%e5%9f%ba%e7%a1%80%e6%a8%a1%e5%9e%8b%e5%9c%a8%e5%85%a8%e7%a7%91%e5%8c%bb%e5%ad%a6%e4%ba%ba%e5%b7%a5%e6%99%ba","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=45031","title":{"rendered":"\u65af\u5766\u798f\u5927\u5b66\u6559\u6388 Jure Leskovec\uff1a\u57fa\u7840\u6a21\u578b\u5728\u5168\u79d1\u533b\u5b66\u4eba\u5de5\u667a\u80fd\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\uff5c\u96c6\u667a\u4ff1\u4e50\u90e820\u5468\u5e74\u5e74\u4f1a\u56de\u987e"},"content":{"rendered":"<div class='wxsyncmain'>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;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;\" 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=\"347\" data-backw=\"578\" data-galleryid=\"\" data-ratio=\"0.6\" data-s=\"300,640\"  data-type=\"jpeg\" data-w=\"1000\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-088350bb2b154a7929a45f5a30584efb.jpeg\"  \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;outline: 0px;letter-spacing: 0.544px;visibility: visible;\">\n<section style=\"outline: 0px;width: 661px;visibility: visible;\">\n<section style=\"padding-right: 3px;outline: 0px;float: left;line-height: 1;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;text-align: 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0px;visibility: visible;\">\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\">\u57fa\u7840\u6a21\u578b\u6b63\u5728\u5b9e\u73b0\u4eba\u5de5\u667a\u80fd\u8303\u5f0f\u7684\u8f6c\u53d8\u3002\u4ece\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u65f6\u4ee3\u5173\u6ce8\u5b66\u4e60\u7b97\u6cd5\u6784\u5efa\uff0c\u5230\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\u8f6c\u5411\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u8bbe\u8ba1\uff0c\u518d\u5230\u57fa\u7840\u6a21\u578b\u65f6\u4ee3\u4e13\u6ce8\u6a21\u578b\u672c\u8eab\u7684\u529f\u80fd\u6027\u3002\u2014\u2014\u8fd9\u79cd\u8303\u5f0f\u8f6c\u53d8\u8ba9\u6a21\u578b\u5f97\u4ee5\u6446\u8131\u5355\u4e00\u4efb\u52a1\u6216\u9886\u57df\u7684\u5c40\u9650\uff0c\u6781\u5927\u5730\u63a8\u52a8 AI \u6280\u672f\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u7279\u522b\u662f\u5728\u751f\u7269\u533b\u5b66\u9886\u57df\u5f15\u53d1\u53d8\u9769\u3002\u5c06\u57fa\u7840\u6a21\u578b\u5e94\u7528\u4e8e\u533b\u5b66\u9886\u57df\u7684\u5168\u79d1\u533b\u5b66\u4eba\u5de5\u667a\u80fd\uff08GMAI\uff09\uff0c\u62e5\u6709\u8de8\u6a21\u6001\u8f93\u5165\u8f93\u51fa\u3001\u52a8\u6001\u4efb\u52a1\u89c4\u8303\u3001\u6839\u636e\u7ed3\u6784\u5316\u9886\u57df\u77e5\u8bc6\u8fdb\u884c\u63a8\u7406\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u6709\u671b\u89e3\u51b3\u5f53\u524d\u533b\u7597 AI \u7684\u79cd\u79cd\u5c40\u9650\uff0c\u4e3a\u6539\u5584\u533b\u7597\u5065\u5eb7\u548c\u589e\u8fdb\u6211\u4eec\u5bf9\u751f\u547d\u7684\u7406\u89e3\u505a\u51fa\u9769\u547d\u6027\u8d21\u732e\u3002<\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\"><br  \/><\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\">8\u670826\u65e5\uff0c\u5728\u96c6\u667a\u4ff1\u4e50\u90e8\u4e0e\u817e\u8baf\u7814\u7a76\u9662\u5171\u540c\u4e3e\u529e\u7684\u201c<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247671191&amp;idx=1&amp;sn=0b050f018a1a4424eb12f8efa34b8534&amp;chksm=e899071adfee8e0c4a50686524fde83ddc17c72b51fcf98063942b5b3cb5930209a448a6dd73&amp;scene=21#wechat_redirect\" textvalue=\"\u96c6\u667a\u4ff1\u4e50\u90e820\u5468\u5e74\u5b8c\u6574\u65e5\u7a0b\u53d1\u5e03AIS\u00b2\uff1a\u5b66\u672f\u62a5\u544a\u5f00\u653e\u62a5\u540d | AI&amp;Society\u00d7Science\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">AIS\u00b2\u7cfb\u5217\u5b66\u672f\u62a5\u544a\u548c\u7814\u8ba8\u6d3b\u52a8<\/a>\u201d\u4e2d\uff0c\u6211\u4eec\u9080\u8bf7\u5230\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u6559\u6388 Jure Leskovec \u8fdb\u884c\u4ee5\u201c\u57fa\u7840\u6a21\u578b\u5728\u5168\u79d1\u533b\u5b66\u4eba\u5de5\u667a\u80fd\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\u201d\u4e3a\u4e3b\u9898\u7684\u62a5\u544a\uff0c\u4ecb\u7ecd\u4e86\u4e00\u7cfb\u5217\u6700\u65b0\u7814\u7a76\u8fdb\u5c55\uff0c\u672c\u6587\u7531\u96c6\u667a\u793e\u533a\u6210\u5458\u6574\u7406\u81ea\u62a5\u544a\u5185\u5bb9\uff0c\u611f\u5174\u8da3\u7684\u670b\u53cb\u53ef\u4ee5\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u89c2\u770b\u89c6\u9891\u56de\u653e\u3002<\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\"><br  \/><\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;text-align: center;\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\"><img class=\"rich_pages wxw-img\" data-height=\"400\" data-ratio=\"1\"  data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"height: 120px;letter-spacing: 0.578px;white-space: normal;width: 120px;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-cfa22f704a3a05058d1ad6ee03faa252.png\"  \/><\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;text-align: center;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\">\u6591\u56fe\u5730\u5740\uff1ahttps:\/\/pattern.swarma.org\/study_group_issue\/506<\/span><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\"><\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\"><br  \/><\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u897f\u6e56\u5927\u5b66\u52a9\u7406\u6559\u6388\u5434\u6cf0\u9716\uff0c\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u540e\u7814\u7a76\u5458\u738b\u701a\u5bb8\u3001\u535a\u58eb\u7814\u7a76\u751f\u9ec4\u67ef\u946b\u3001\u9ec4\u5029\uff0c\u534e\u76db\u987f\u5927\u5b66\u535a\u58eb\u7814\u7a76\u751f\u5c60\u946b\u660e\uff0c\u5171\u540c\u53d1\u8d77\u4ee5\u201c<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247669471&amp;idx=1&amp;sn=4e34c8c0225bf146c5977a0320140929&amp;chksm=e8990c52dfee8544b79768e22456277f7440648b1b879e192a13b441266354228c6340fe7afd&amp;scene=21#wechat_redirect\" textvalue=\"\u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66<\/a>\u201d\u4e3a\u4e3b\u9898\u7684\u8bfb\u4e66\u4f1a\uff0c\u63a2\u8ba8\u8be5\u9886\u57df\u7684\u91cd\u8981\u95ee\u9898\uff0c\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\uff0c\u8bfb\u4e66\u4f1a\u4ece2023\u5e748\u670813\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u65e5\u65e9\u4e0a 9:00-11:00 \u7ebf\u4e0a\u4e3e\u884c\uff0c\u6b22\u8fce\u5bf9\u63a2\u7d22\u8fd9\u4e2a\u6fc0\u52a8\u4eba\u5fc3\u7684\u524d\u6cbf\u9886\u57df\u6709\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u4e0e\u3002<\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\"><br  \/><\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"letter-spacing: 0.578px;text-align: right;text-indent: 0em;font-size: 15px;outline: 0px;visibility: visible;\"><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"letter-spacing: 0.578px;text-align: right;text-indent: 0em;font-size: 15px;outline: 0px;visibility: visible;\"><span style=\"outline: 0px;font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);visibility: visible;\"><strong style=\"outline: 0px;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(246, 246, 246);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;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;\">\u7814\u7a76\u9886\u57df\uff1a<strong><span style=\"color: rgb(0, 0, 0);font-size: 13px;letter-spacing: 0.544px;text-decoration: none solid rgb(0, 0, 0);\">\u4eba\u5de5\u667a\u80fd\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u57fa\u7840\u6a21\u578b\uff0c\u5168\u79d1\u533b\u5b66\u4eba\u5de5\u667a\u80fd\uff0c\u591a\u6a21\u6001\uff0cAI for Science<\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/span><\/strong><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 5px;margin-bottom: 5px;outline: 0px;visibility: visible;\">\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;text-align: right;\"><strong style=\"outline: 0px;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px;visibility: visible;\"><\/strong><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 5px;margin-bottom: 5px;outline: 0px;visibility: visible;\">\n<section style=\"padding-right: 8px;padding-left: 8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\"><\/strong><\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\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-ratio=\"0.07314814814814814\"  data-type=\"png\" data-w=\"1080\" style=\"outline: 0px;vertical-align: middle;visibility: visible !important;width: 677px !important;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-6f9f672988af7db277f019eec3e6e952.png\"  \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;font-size: 13px;color: rgb(63, 63, 63);font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;\">\n<section style=\"outline: 0px;clear: both;min-height: 1em;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;letter-spacing: 0.544px;text-decoration: none;\">Jure Leskovec<\/span>&nbsp;<strong style=\"outline: 0px;\"><span style=\"outline: 0px;color: rgb(0, 0, 0);\">| \u8bb2\u8005<\/span><\/strong><\/section>\n<section style=\"outline: 0px;clear: both;min-height: 1em;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;letter-spacing: 0.544px;text-decoration: none;\">\u9676\u5982\u610f\u3001\u738b\u660a<\/span><strong style=\"outline: 0px;\"><span style=\"outline: 0px;color: rgb(0, 0, 0);\"><span style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px;text-align: right;background-color: rgb(255, 255, 255);\">&nbsp;<\/span><strong style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px;text-align: right;white-space: normal;background-color: rgb(255, 255, 255);outline: 0px;\"><span style=\"outline: 0px;\">| \u6574\u7406<\/span><\/strong><\/span><\/strong><\/section>\n<section style=\"outline: 0px;clear: both;min-height: 1em;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;letter-spacing: 0.544px;text-decoration: none;\">\u5434\u6cf0\u9716\u3001\u6881\u91d1<\/span><strong style=\"outline: 0px;\"><span style=\"outline: 0px;color: rgb(0, 0, 0);\"><strong style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px;text-align: right;white-space: normal;background-color: rgb(255, 255, 255);outline: 0px;\"><span style=\"outline: 0px;color: rgb(0, 0, 0);\"><span style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px;text-align: right;background-color: rgb(255, 255, 255);\">&nbsp;<\/span><strong style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px;text-align: right;white-space: normal;background-color: rgb(255, 255, 255);outline: 0px;\"><span style=\"outline: 0px;\">| \u5ba1\u6821<\/span><\/strong><\/span><\/strong><\/span><\/strong><\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-croporisrc=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/wibWV1DB7tWIfaxh0H1zsMd4Mp1rhw1cWWxXg33hfSmBtxiaHTRgXbKGNrGGMrraBVk98jm34Zp3EvzX3QomibsVQ\/640?wx_fmt=png\" data-cropx1=\"0\" data-cropx2=\"1037\" data-cropy1=\"120.07368421052631\" data-cropy2=\"1397.221052631579\" data-height=\"1555\" data-ratio=\"1.2304725168756028\"  data-type=\"jpeg\" data-w=\"1037\" data-width=\"1037\" style=\"width: 190px;height: 234px;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-0b753c1d195053604da31357bf5699fc.jpeg\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\"><strong>Jure Leskovec<\/strong>\uff0c\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u6559\u6388\uff0c\u56fe\u8868\u793a\u5b66\u4e60\u65b9\u6cd5 node2vec \u548c GraphSAGE \u7684\u521b\u59cb\u4eba\u4e4b\u4e00\uff0c\u5f00\u521b\u4e86\u56fe\u795e\u7ecf\u7f51\u7edc\u9886\u57df\uff0c\u5e76\u4e0e\u4ed6\u4eba\u5408\u8457\u4e86\u4f7f\u7528\u6700\u5e7f\u6cdb\u7684\u56fe\u795e\u7ecf\u7f51\u7edc\u5e93 PyG\u3002\u4ed6\u7684\u7814\u7a76\u8d21\u732e\u6db5\u76d6\u793e\u4ea4\u7f51\u7edc\u3001\u6570\u636e\u6316\u6398\u548c\u673a\u5668\u5b66\u4e60\uff0c\u4ee5\u53ca\u4ee5\u836f\u7269\u53d1\u73b0\u4e3a\u91cd\u70b9\u7684\u8ba1\u7b97\u751f\u7269\u533b\u5b66\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;\">\n<section style=\"padding-right: 6px;padding-left: 6px;outline: 0px;display: inline-block;width: 661px;vertical-align: top;border-left: 5px solid rgb(33, 166, 210);border-bottom-left-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;white-space: normal;\"><strong style=\"outline: 0px;\">\u76ee\u5f55<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<ol start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u57fa\u7840\u6a21\u578b\u5728\u751f\u7269\u79d1\u5b66\u9886\u57df\u7684\u5e94\u7528<\/strong><\/span><\/p>\n<\/li>\n<\/ol>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">SATURN\uff1a\u5c06\u4e0d\u540c\u7269\u79cd\u7684\u7ec6\u80de\u5d4c\u5165\u5230\u5171\u540c\u7a7a\u95f4<\/span><\/p>\n<\/li>\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">GEARS\uff1a\u9884\u6d4b\u591a\u57fa\u56e0\u7ec4\u5408\u5e72\u6270\u4e0b\u7684\u57fa\u56e0\u8868\u8fbe\u53d8\u5316<\/span><\/p>\n<\/li>\n<\/ul>\n<ol start=\"2\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u5728\u533b\u836f\u9886\u57df\u7684\u5e94\u7528<\/strong><\/span><\/p>\n<\/li>\n<\/ol>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">GMAI\uff1a\u5168\u79d1\u533b\u5b66\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u6a21\u578b<\/span><\/p>\n<\/li>\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">RA-CM3\uff1a\u68c0\u7d22\u589e\u5f3a\u591a\u6a21\u6001\u6a21\u578b<\/span><\/p>\n<\/li>\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Med-Flamingo\uff1a\u5177\u6709\u96f6\u6837\u672c\u5b66\u4e60\u80fd\u529b\u7684\u591a\u6a21\u6001\u533b\u5b66\u6a21\u578b<\/span><\/p>\n<\/li>\n<\/ul>\n<ol start=\"3\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u6253\u9020\u4f5c\u4e3a\u7814\u7a76\u52a9\u624b\u7684\u57fa\u7840\u6a21\u578b<\/strong><\/span><\/p>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff08\u76f8\u5173\u8bba\u6587\u7d22\u5f15\u89c1\u6587\u672b\u8bba\u6587\u5217\u8868\uff09<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u76ee\u524d\u6b63\u5904\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u9769\u547d\u4e2d\u3002\u6211\u4eec\u62e5\u6709\u5927\u91cf\u7684\u81ea\u7136\u8bed\u8a00\u6570\u636e\uff0c\u5e76\u4f7f\u7528 Transformer \u67b6\u6784\u6765\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u9884\u6d4b\u5728\u8fd9\u4e9b\u5e9e\u5927\u7684\u6570\u636e\u96c6\u4e0a\u7684\u4e0b\u4e00\u4e2a\u5355\u8bcd\u6216 token\u3002\u8fd9\u4e9b\u7ecf\u8fc7\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u5fae\u8c03\u6216\u4e0a\u4e0b\u6587\u5b66\u4e60\u8fdb\u884c\u8c03\u6574\uff0c\u6700\u7ec8\u5e94\u7528\u4e8e\u8bb8\u591a\u4e0d\u540c\u7684\u9886\u57df\uff0c\u5305\u62ec\u95ee\u7b54\u3001\u6587\u672c\u5206\u7c7b\u3001\u4fe1\u606f\u68c0\u7d22\u7b49\u7b49\u3002\u5bf9\u4e8e\u8fd9\u4e9b\u7a81\u7834\uff0c\u6211\u4eec\u90fd\u611f\u5230\u975e\u5e38\u5174\u594b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u4e9b\u8bed\u8a00\u6a21\u578b\u7684\u4ee4\u4eba\u60ca\u53f9\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u4eec\u5177\u5907\u6267\u884c\u591a\u79cd\u4e0d\u540c\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u603b\u7ed3\u7ed9\u5b9a\u7684\u6587\u672c\u6bb5\u843d\uff0c\u7406\u89e3\u8868\u60c5\u7b26\u53f7\u5e76\u751f\u6210\u6709\u8da3\u7684\u56de\u590d\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u6a21\u578b\u8fd8\u6269\u5c55\u5230\u4e86\u591a\u6a21\u6001\u9886\u57df\uff0c\u4e5f\u5c31\u662f\u8bf4\u53ef\u4ee5\u5904\u7406\u56fe\u50cf\u548c\u6587\u672c\u3002\u5b83\u4eec\u80fd\u591f\u63cf\u8ff0\u56fe\u50cf\uff0c\u5e76\u751f\u6210\u5173\u4e8e\u56fe\u50cf\u7684\u6587\u5b57\u63cf\u8ff0\u3002\u6216\u8005\uff0c\u7ed9\u5b9a\u4e00\u6bb5\u6587\u672c\uff0c\u53ef\u4ee5\u751f\u6210\u770b\u8d77\u6765\u903c\u771f\u7684\u56fe\u50cf\uff0c\u4f8b\u5982\u4e00\u53ea\u6cf0\u8fea\u718a\u5728\u7ebd\u7ea6\u8857\u5934\u73a9\u6ed1\u677f\uff0c\u6216\u8005\u91d1\u95e8\u5927\u6865\u88ab\u5f53\u6210\u706b\u8f66\u6865\uff0c\u706b\u8f66\u5728\u4e0a\u65b9\u7a7f\u884c\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u4e9b\u8bed\u8a00\u6a21\u578b\u5728\u53e6\u4e00\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u60ca\u4eba\u7684\u6210\u529f\uff0c\u90a3\u5c31\u662f\u7f16\u5199\u4ee3\u7801\u3002\u5b83\u4eec\u80fd\u591f\u7406\u89e3\u8ba1\u7b97\u673a\u4ee3\u7801\uff0c\u5e76\u5728\u6587\u672c\u63cf\u8ff0\u548c\u8ba1\u7b97\u673a\u4ee3\u7801\u4e4b\u95f4\u8fdb\u884c\u7ffb\u8bd1\uff0c\u4ee5\u6267\u884c\u8fd9\u4e2a\u6280\u672f\u6027\u63cf\u8ff0\u3002\u5176\u4e2d\u4e00\u4e2a\u6700\u5177\u4ee3\u8868\u6027\u7684\u4f8b\u5b50\u662f Github \u7f16\u8bd1\u5668\u3002\u53e6\u5916\uff0c\u8fd9\u7c7b\u6a21\u578b\u4e5f\u5728\u5176\u4ed6\u9886\u57df\u4ea7\u751f\u4e86\u5de8\u5927\u5f71\u54cd\u3002\u5c24\u5176\u503c\u5f97\u4e00\u63d0\u7684\u662f Google \u7684 AlphaFold\uff0c\u88ab\u8ba4\u4e3a\u662f\u8fd1\u51e0\u5e74\u6700\u91cd\u5927\u7684\u79d1\u5b66\u7a81\u7834\u4e4b\u4e00\u3002AlphaFold \u53ef\u4ee5\u4ec5\u4f9d\u9760\u63a5\u53d7\u86cb\u767d\u8d28\u7684\u6c28\u57fa\u9178\u5e8f\u5217\u4fe1\u606f\uff0c\u9884\u6d4b\u6216\u4f30\u8ba1\u51fa\u86cb\u767d\u8d28\u7684\u7a7a\u95f4\u7ed3\u6784\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u3001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u548c\u56fe\u795e\u7ecf\u7f51\u7edc\u7b49\u7684\u8fd9\u4e9b\u60ca\u4eba\u8fdb\u5c55\uff0c\u6211\u4eec\u8bd5\u56fe\u5c06\u6240\u6709\u8fd9\u4e9b\u7edf\u4e00\u5230\u4e00\u4e2a\u540d\u4e3a\u201c<strong>\u57fa\u7840\u6a21\u578b<\/strong>\u201d<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08foundation model\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7684\u6982\u5ff5\u4e2d\u3002\u6211\u4eec\u8ba4\u4e3a\u57fa\u7840\u6a21\u578b\u662f\u5728\u5e7f\u6cdb\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u57fa\u672c\u4e0a\u662f\u901a\u8fc7\u81ea\u76d1\u7763\u7684\u65b9\u5f0f\u8fdb\u884c\u5927\u89c4\u6a21\u8bad\u7ec3\u3002\u7136\u540e\u53ef\u4ee5\u7075\u6d3b\u9002\u5e94\u5e76\u7528\u4e8e\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u3002\u5bf9\u6211\u4eec\u6765\u8bf4\uff0c\u57fa\u7840\u6a21\u578b\u7684\u6982\u5ff5\u8981\u6bd4\u4ec5\u4ec5\u5c40\u9650\u4e8e\u8bed\u8a00\u6a21\u578b\u66f4\u52a0\u901a\u7528\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u57fa\u7840\u6a21\u578b\u6982\u5ff5\u4e4b\u6240\u4ee5\u91cd\u8981\uff0c\u6b63\u662f\u56e0\u4e3a\u5b83\u5b9e\u73b0\u4e86\u4eba\u5de5\u667a\u80fd\u8303\u5f0f\u7684\u8f6c\u53d8<\/strong>\u3002<strong>\u5728\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u65f6\u4ee3<\/strong>\uff0c\u95ee\u9898\u7684\u5173\u6ce8\u70b9\u4e3b\u8981\u5728\u4e8e\u5982\u4f55\u8fdb\u884c\u9884\u6d4b\uff0c\u800c\u6838\u5fc3\u5728\u4e8e\u5b66\u4e60\u7b97\u6cd5\u7684\u6784\u5efa\u3002<strong>\u5728\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3<\/strong>\uff0c\u91cd\u70b9\u8f6c\u5411\u4e86\u8868\u793a\u5b66\u4e60\uff0c\u5373\u5982\u4f55\u8bbe\u8ba1\u597d\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u4f7f\u5176\u80fd\u591f\u5b66\u4e60\u51fa\u826f\u597d\u7684\u7279\u5f81\u8868\u793a\u3002\u7136\u800c\uff0c<strong>\u5728\u57fa\u7840\u6a21\u578b\u65f6\u4ee3<\/strong>\uff0c\u6211\u4eec\u4e0a\u5347\u5230\u4e86\u66f4\u9ad8\u5c42\u6b21\u7684\u601d\u8003\u3002\u6211\u4eec\u5173\u6ce8\u7684\u662f\u6a21\u578b\u7684\u529f\u80fd\u6027\uff0c\u5373\u8be5\u6a21\u578b\u5177\u5907\u54ea\u4e9b\u80fd\u529b\uff0c\u6211\u4eec\u8ba8\u8bba\u7684\u662f\u6a21\u578b\u672c\u8eab\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u7b97\u6cd5\u6216\u67b6\u6784\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"122\" data-backw=\"562\" data-height=\"468\" data-ratio=\"0.21666666666666667\"  data-type=\"png\" data-w=\"1080\" data-width=\"2156\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-8d66b077e6b02cf5facdc9663d425e0b.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe1. \u4eba\u5de5\u667a\u80fd\u7684\u8303\u5f0f\u8f6c\u53d8<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u8fd9\u79cd\u8303\u5f0f\u8f6c\u53d8\u7a81\u51fa\u4e86\u6a21\u578b\u672c\u8eab\u7684\u591a\u529f\u80fd\u6027\u548c\u9002\u5e94\u6027\uff0c\u4e0d\u518d\u5c40\u9650\u4e8e\u5355\u4e00\u4efb\u52a1\u6216\u9886\u57df<\/strong>\u3002\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u4e3a\u4e86\u6709\u6548\u5730\u9002\u5e94\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\uff0c\u4e0d\u4e00\u5b9a\u9700\u8981\u4ece\u5934\u5f00\u59cb\u8bbe\u8ba1\u4e00\u4e2a\u65b0\u6a21\u578b\u6216\u7b97\u6cd5\u3002\u76f8\u53cd\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u4e00\u4e2a\u9884\u5148\u8bad\u7ec3\u597d\u7684\u57fa\u7840\u6a21\u578b\u5f00\u59cb\uff0c\u7136\u540e\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u9002\u5e94\u7279\u5b9a\u7684\u9700\u6c42\u6216\u5e94\u7528\u3002\u8fd9\u4e0d\u4ec5\u5927\u5927\u63d0\u9ad8\u4e86\u6548\u7387\uff0c\u4e5f\u63a8\u52a8\u4e86AI\u6280\u672f\u7684\u5e7f\u6cdb\u5e94\u7528\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u65af\u5766\u798f\u5927\u5b66\uff0c\u6211\u4eec\u6210\u7acb\u4e86\u4e00\u4e2a\u57fa\u7840\u6a21\u578b\u7814\u7a76\u4e2d\u5fc3\uff0c\u8fd9\u662f\u4e00\u4e2a\u72ec\u7279\u7684\u8de8\u5b66\u79d1\u56e2\u961f\uff0c\u753130\u591a\u540d\u6559\u5e08\u3001200\u540d\u5b66\u751f\u548c\u535a\u58eb\u540e\u7ec4\u6210\uff0c\u6db5\u76d6\u4e86\u4ece\u8ba1\u7b97\u673a\u5230\u533b\u7597\u3001\u6559\u80b2\u3001\u6cd5\u5f8b\u3001\u7ecf\u6d4e\u5b66\u3001\u54f2\u5b66\u4ee5\u53ca\u4eba\u6587\u548c\u79d1\u5b66\u7b49\u5404\u4e2a\u9886\u57df\u3002\u6211\u4eec\u7684\u4f7f\u547d\u662f\u4f7f\u57fa\u7840\u6a21\u578b\u66f4\u52a0\u900f\u660e\u548c\u6613\u4e8e\u83b7\u53d6\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u5df2\u7ecf\u64b0\u5199\u4e86\u4e00\u7bc7\u5173\u4e8e\u57fa\u7840\u6a21\u578b\u673a\u9047\u4e0e\u98ce\u9669\u7684\u91cd\u8981\u8bba\u6587\uff0c\u5176\u4e2d\u6c47\u96c6\u4e86\u5173\u4e8e\u673a\u4f1a\u3001\u80fd\u529b\u3001\u5e94\u7528\u3001\u6280\u672f\u4ee5\u53ca\u793e\u4f1a\u6311\u6218\u7684\u5168\u9762\u6e05\u5355\uff0c\u63a2\u8ba8\u4e86\u5728\u5404\u4e2a\u9886\u57df\u91c7\u7528\u3001\u5b9e\u65bd\u548c\u90e8\u7f72\u8fd9\u4e9b\u5927\u89c4\u6a21\u57fa\u7840\u6a21\u578b\u6240\u9762\u4e34\u7684\u95ee\u9898\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u5173\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u673a\u9047\u4e0e\u98ce\u9669<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">Bommasani R, Hudson D A, Adeli E, et al. On the opportunities and risks of foundation models[J]. arXiv preprint arXiv:2108.07258, 2021.<\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u672c\u6b21\u5206\u4eab\u4e2d\uff0c\u6211\u5c06\u63a2\u8ba8\u57fa\u7840\u6a21\u578b\u6548\u7387\u7684\u51e0\u4e2a\u4e0d\u540c\u65b9\u9762\u3002\u9996\u5148\uff0c\u6211\u4f1a\u63d0\u53ca\u4e00\u4e9b\u6280\u672f\u8fdb\u5c55\uff0c\u7136\u540e\u4ecb\u7ecd\u5b83\u4eec\u5728\u751f\u7269\u533b\u836f\u5065\u5eb7\u9886\u57df\u7684\u5e94\u7528\u3002\u6700\u540e\uff0c\u6211\u4f1a\u7b80\u8981\u8c08\u8bba\u793e\u4f1a\u8d23\u4efb\uff0c\u5e76\u63a2\u8ba8\u5982\u4f55\u5c06\u8fd9\u4e9b\u5927\u89c4\u6a21\u6a21\u578b\u771f\u6b63\u5730\u90e8\u7f72\u4ee5\u9020\u798f\u793e\u4f1a\u5e76\u5b9e\u73b0\u91cd\u8981\u7684\u793e\u4f1a\u5e94\u7528\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/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 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Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;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;outline: 0px;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 style=\"outline: 0px;\"><span style=\"outline: 0px;font-size: 17px;\"><strong 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;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">1. \u57fa\u7840\u6a21\u578b\u5728\u751f\u7269\u79d1\u5b66\u9886\u57df\u7684\u5e94\u7528<\/strong><\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\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);font-size: 16px;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u7b2c\u4e00\u90e8\u5206\u4e2d\uff0c\u6211\u60f3\u771f\u6b63\u8c08\u8bba\u57fa\u7840\u6a21\u578b\u5728\u751f\u7269\u79d1\u5b66\u9886\u57df\u7684\u5e94\u7528\uff0c\u7279\u522b\u662f\u5728\u5206\u5b50\u751f\u7269\u5b66\u548c\u836f\u7269\u7814\u53d1\u65b9\u9762\u3002\u5728\u8fd9\u4e2a\u6211\u4eec\u5171\u540c\u5b8c\u6210\u7684\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u6784\u5efa\u4e00\u4e2a\u751f\u7269\u5b66\u5730\u56fe\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5982\u679c\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u5c31\u50cf\u4eba\u7c7b\u8bed\u8a00\u548c\u77e5\u8bc6\u7684\u5730\u56fe\uff0c\u90a3\u4e48\u6211\u4eec\u5e0c\u671b\u5efa\u7acb\u4e00\u4e2a\u5173\u4e8e\u751f\u7269\u5b66\u7684\u5730\u56fe\u3002<strong>\u6211\u4eec\u5e0c\u671b\u6784\u5efa\u4e00\u4e2a\u771f\u6b63\u7406\u89e3\u5e76\u80fd\u591f\u9884\u6d4b\u4eba\u7c7b\u751f\u7269\u5b66\u7684\u6a21\u578b\u3002\u8fd9\u5bf9\u4e8e\u533b\u5b66\u3001\u836f\u7269\u7814\u53d1\u4ee5\u53ca\u7406\u89e3\u4eba\u7c7b\u751f\u7269\u57fa\u7840\u77e5\u8bc6\u975e\u5e38\u91cd\u8981<\/strong>\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u9996\u5148\uff0c\u5bf9\u4e8e\u6784\u5efa\u751f\u7269\u5b66\u57fa\u7840\u6a21\u578b\u7684\u95ee\u9898\uff0c\u6211\u4eec\u9700\u8981\u8003\u8651\u8be5\u9886\u57df\u7684\u57fa\u672c\u8981\u7d20\u4ee5\u53ca\u53ef\u7528\u7684\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002\u5c31\u50cf\u8bed\u8a00\u6a21\u578b\u4f7f\u7528\u5355\u8bcd\u5e8f\u5217\u548c\u4e92\u8054\u7f51\u6570\u636e\u6e90\u4e00\u6837\uff0c\u5728\u89c6\u89c9\u9886\u57df\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u56fe\u50cf\u7684\u50cf\u7d20\u9635\u5217\uff0c\u5e76\u4ece\u4e92\u8054\u7f51\u4e0a\u83b7\u53d6\u5927\u91cf\u6570\u636e\u3002\u800c\u5728\u86cb\u767d\u8d28\u9886\u57df\uff0c\u6211\u4eec\u6709\u6c28\u57fa\u9178\u5e8f\u5217\uff0c\u5b58\u5728\u7740\u8bb8\u591a\u53ef\u7528\u4e8e\u8bad\u7ec3\u5927\u89c4\u6a21\u86cb\u767d\u8d28\u6a21\u578b\u7684\u5e8f\u5217\u3002\u8fd9\u4e9b\u63cf\u8ff0\u4e86\u5206\u5b50\u5c42\u9762\u7684\u5185\u5bb9\uff0c\u4f46\u53ef\u80fd\u8fc7\u4e8e\u5e95\u5c42\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u6b64\uff0c\u6211\u4eec\u9700\u8981\u786e\u5b9a\u6b63\u786e\u7684\u7c92\u5ea6\u6765\u5efa\u6a21\u751f\u547d\u548c\u751f\u7269\u5b66\u3002\u6211\u4eec\u8ba4\u4e3a\u7ec6\u80de\u662f\u751f\u547d\u7684\u57fa\u672c\u5355\u4f4d\uff0c\u56e0\u6b64\u5e0c\u671b\u4ee5\u7ec6\u80de\u4f5c\u4e3a\u6784\u5efa\u751f\u7269\u5b66\u6a21\u578b\u7684\u57fa\u672c\u5355\u4f4d\u3002\u7136\u800c\uff0c\u5173\u952e\u95ee\u9898\u662f\u662f\u5426\u6709\u5927\u89c4\u6a21\u53ef\u7528\u7684\u7ec6\u80de\u6570\u636e\u6765\u6784\u5efa\u57fa\u4e8e\u7ec6\u80de\u7684\u57fa\u7840\u6a21\u578b\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u9700\u8981\u601d\u8003\u5982\u4f55\u51c6\u786e\u63cf\u8ff0\u7ec6\u80de\u884c\u4e3a\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-height=\"410\" data-ratio=\"0.32037037037037036\"  data-type=\"png\" data-w=\"1080\" data-width=\"1280\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-4e9a9defa20230c138d74b1787905f44.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe2. \u57fa\u7840\u6a21\u578b\uff08Foundation Model\uff09\u5206\u7c7b\u53ca\u57fa\u672c\u7ec4\u6210\u6210\u5206<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e0b\u9762\u7b80\u5355\u4ecb\u7ecd\u4e00\u4e0b\u751f\u7269\u5b66\u8fc7\u7a0b\uff1a\u57fa\u56e0\u578b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08DNA\u548c\u57fa\u56e0\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u901a\u8fc7\u8f6c\u5f55\u8fc7\u7a0b\u751f\u6210RNA\u5206\u5b50\uff0c\u7136\u540e\u901a\u8fc7\u7ffb\u8bd1\u8fc7\u7a0b\u5c06RNA\u8f6c\u5316\u4e3a\u86cb\u767d\u8d28\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5bf9\u4e8e\u8868\u578b\u7684\u5f62\u6210\u8d77\u7740\u91cd\u8981\u4f5c\u7528\uff0c\u5b9e\u73b0\u4e86\u7279\u5b9a\u751f\u7269\u7684\u5177\u4f53\u5b58\u5728\u3002\u800c\u6211\u4eec\u771f\u6b63\u5e0c\u671b\u7406\u89e3\u548c\u628a\u63e1\u7684\u662f\u8fd9\u4e2a\u8fc7\u7a0b\u5982\u4f55\u5b9e\u73b0\u3002\u56e0\u4e3a RNA \u4f5c\u4e3a\u57fa\u56e0\u578b\u4e0e\u8c03\u63a7\u7ec6\u80de\u529f\u80fd\u7684\u86cb\u767d\u8d28\u4e4b\u95f4\u7684\u6865\u6881\uff0c\u6240\u4ee5\u6211\u4eec\u9009\u62e9\u5728RNA\u6c34\u5e73\u5f00\u5c55\u7814\u7a76\u3002\u5177\u4f53\u6765\u8bf4\uff0cRNA\u5206\u5b50\u662f\u57fa\u56e0\u4fe1\u606f\u7684\u8f6c\u5f55\u7269\uff0c\u57fa\u56e0\u6d3b\u52a8\u53ef\u4ee5\u901a\u8fc7 RNA \u6570\u91cf\u6765\u8861\u91cf\uff1b\u7ec6\u80de\u4e2d\u57fa\u56e0\u7684\u8868\u8fbe\u53ef\u4ee5\u786e\u5b9a\u6216\u51b3\u5b9a\u7ec6\u80de\u7684\u8eab\u4efd\u548c\u529f\u80fd\u3002\u4e00\u65e6\u83b7\u53d6\u5230\u7ec6\u80de\u4e2d RNA \u7684\u542b\u91cf\uff0c\u5c31\u80fd\u591f\u6d4b\u91cf\u57fa\u56e0\u7684\u8868\u8fbe\u6c34\u5e73\uff0c\u8fdb\u800c\u77e5\u9053\u5b83\u5982\u4f55\u8c03\u8282\u751f\u7269\u529f\u80fd\u3002\u57fa\u672c\u4e0a\u8bf4\uff0c\u7ec6\u80de\u7684\u8eab\u4efd\u3001\u529f\u80fd\u548c\u72b6\u6001\u90fd\u53ef\u4ee5\u901a\u8fc7 RNA \u7684\u7edf\u8ba1\u6570\u636e\u6765\u786e\u5b9a\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"text-align: center;margin-bottom: 0px;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.20092592592592592\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1080\" style=\"\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-79f640d7b600542730fe88412e447997.png\"  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe3. \u57fa\u56e0\u8868\u8fbe\u793a\u610f\u56fe<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e0b\u9762\u56de\u987e\u4e00\u4e0bDNA\u3001RNA\u7684\u6d4b\u5e8f\u65b9\u6cd5\u3002\u4f20\u7edf\u65b9\u6cd5\u88ab\u79f0\u4e3a Bulk RNA-seq\uff0c\u7528\u4e8e\u57fa\u56e0\u7ec4\u5173\u8054\u7814\u7a76\uff0c\u7c7b\u4f3c\u4e8e\u5236\u4f5c\u679c\u6c41\u7684\u8fc7\u7a0b\u3002\u5c06\u6837\u672c\u4e2d\u6240\u6709\u7ec6\u80de\u6df7\u5408\u5728\u4e00\u8d77\uff0c\u5f97\u5230\u5305\u542b\u7ed9\u5b9a\u6837\u672c\u4e2d\u6240\u6709\u7ec6\u80de RNA \u8ba1\u6570\u7684\u7ed3\u679c\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u50cf\u5c06\u6240\u6709\u6c34\u679c\u6df7\u5408\u5728\u4e00\u8d77\u3002\u63a5\u4e0b\u6765\u662f\u5355\u7ec6\u80de RNA \u6d4b\u5e8f<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08scRNA-seq\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u8fc7\u7a0b\u4e2d\u57fa\u672c\u4e0a\u5bf9\u6bcf\u4e2a\u5355\u4e2a\u7ec6\u80de\u8fdb\u884c RNA \u6d4b\u5e8f\uff0c\u6d4b\u91cf\u548c\u6355\u6349\u6bcf\u4e2a\u7ec6\u80de\u7684\u72b6\u6001\uff0c\u53ef\u4ee5\u5c06\u5176\u89c6\u4e3a\u4e86\u89e3\u6c34\u679c\u6c99\u62c9\u4e2d\u6bcf\u79cd\u6c34\u679c<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u5982\u83e0\u841d\u3001\u8349\u8393\u3001\u5947\u5f02\u679c\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7684\u542b\u91cf\u3002\u6700\u65b0\u7684\u6280\u672f\u662f<strong>\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u5b66<\/strong><\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Spatial transcriptomics\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c<strong>\u4e0d\u4ec5\u53ef\u4ee5\u77e5\u9053\u6bcf\u4e2a\u7ec6\u80de\u7684<\/strong><strong> <\/strong><strong>RNA<\/strong><strong> <\/strong><strong>\u8ba1\u6570\uff0c\u8fd8\u53ef\u4ee5\u4e86\u89e3\u7ec6\u80de\u5728\u7a7a\u95f4\u4e2d\u7684\u4f4d\u7f6e\u548c\u76f8\u90bb\u5173\u7cfb<\/strong>\u3002\u751f\u7269\u5b66\u5bb6\u73b0\u5728\u53ef\u4ee5\u7406\u89e3\u7ec6\u80de\u5728\u7279\u5b9a\u7ec4\u7ec7\u4e2d\u7684\u6392\u5217\u65b9\u5f0f\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 16px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u60f3\u8981\u8fdb\u884c\u7ec6\u80de\u884c\u4e3a\u5206\u6790\u7684\u539f\u56e0\uff0c\u662f\u4eba\u4f53\u5185\u6240\u6709\u7ec6\u80de\u90fd\u5177\u6709\u76f8\u540c\u7684 DNA\u3002\u56e0\u6b64\u6709\u4e24\u4e2a\u95ee\u9898\u503c\u5f97\u601d\u8003\uff1a<\/span><\/p>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 16px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b2c\u4e00\u4e2a\u95ee\u9898\u662f\uff0c\u4e3a\u4ec0\u4e48\u8fd9\u4e9b\u7ec6\u80de\u62e5\u6709\u4e0d\u540c\u7684\u529f\u80fd\uff0c\u5982\u5927\u8111\u548c\u80ba\uff1f<\/span><\/p>\n<\/li>\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b2c\u4e8c\u4e2a\u95ee\u9898\u662f\uff0c\u5728\u75be\u75c5\u548c\u8870\u8001\u8fc7\u7a0b\u4e2d\uff0c\u7ec6\u80de\u53d1\u751f\u4e86\u54ea\u4e9b\u53d8\u5316\uff1f<\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5982\u679c\u6211\u4eec\u80fd\u591f\u7406\u89e3\u8fd9\u79cd\u72b6\u6001\uff0c\u6216\u8bb8\u5c31\u80fd\u591f\u5c06\u60a3\u75c5\u7684\u7ec6\u80de\u8f6c\u5316\u4e3a\u5065\u5eb7\u7684\u7ec6\u80de\u3002\u901a\u8fc7 scRNA-seq\uff0c\u6211\u4eec\u53ef\u4ee5\u7cbe\u786e\u5730\u6d4b\u91cf\u6bcf\u4e2a\u7ec6\u80de\u7684\u7279\u5f81\uff0c\u4ece\u800c\u5e2e\u52a9\u56de\u7b54\u8fd9\u4e9b\u975e\u5e38\u91cd\u8981\u7684\u95ee\u9898\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e0b\u9762\u6211\u4eec\u601d\u8003\u4e00\u4e0b\u8fd9\u4e9b\u6570\u636e\u662f\u5982\u4f55\u8868\u793a\u7684\u3002\u5b83\u4eec\u901a\u5e38\u88ab\u8868\u793a\u4e3a\u77e9\u9635\uff0c\u6bcf\u4e00\u5217\u4ee3\u8868\u4e00\u4e2a\u4e0d\u540c\u7684\u57fa\u56e0\u3002\u6211\u4eec\u5927\u7ea6\u670920000\u4e2a\u7f16\u7801\u86cb\u767d\u8d28\u7684\u57fa\u56e0\uff0c\u6240\u4ee5\u5927\u7ea6\u670920000\u4e2a\u57fa\u56e0\u4f1a\u88ab\u8f6c\u5f55\u6210 RNA\uff0c\u7136\u540e\u518d\u88ab\u7ffb\u8bd1\u6210\u86cb\u767d\u8d28\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u7ec6\u80de\uff0c\u6211\u4eec\u90fd\u6709\u8be5\u7279\u5b9a\u57fa\u56e0\u7684 RNA \u8ba1\u6570\u3002\u56e0\u6b64\uff0c\u8f93\u5165\u57fa\u672c\u4e0a\u5c31\u662f\u4e00\u4e2a\u670920000\u5217\u548c\u5c3d\u53ef\u80fd\u591a\u7684\u7ec6\u80de\u7684\u77e9\u9635\u3002\u6211\u4eec\u4e0e Chen Zuckerberg \u5408\u4f5c\uff0c\u8fd9\u662f Mark Zuckerberg \u548c\u4ed6\u7684\u59bb\u5b50\u521b\u7acb\u7684\u7ec4\u7ec7\uff0c\u65e8\u5728\u53d1\u73b0\u4eba\u7c7b\u5065\u5eb7\u7684\u673a\u5236\u3002\u4ed6\u4eec\u5df2\u7ecf\u53d1\u5e03\u4e86\u4e00\u4e2a\u6700\u5927\u7684\u4eba\u7c7b\u7ec6\u80de\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u62ec4000\u4e07\u4e2a\u4e0d\u540c\u7684\u7ec6\u80de\uff0c\u6db5\u76d6\u4e86\u591a\u4e2a\u7ec6\u80de\u7c7b\u578b\u548c\u4eba\u4f53\u7ec4\u7ec7\u3002\u6240\u4ee5\u57fa\u672c\u4e0a\uff0c\u6211\u4eec\u73b0\u5728\u6709\u4e00\u4e2a20000\u5217x4000\u4e07\u884c\u7684\u77e9\u9635\u3002\u8fd9\u662f\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u6765\u8bad\u7ec3\u6a21\u578b\u7684\u5927\u89c4\u6a21\u6570\u636e\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"189\" data-backw=\"562\" data-height=\"594\" data-ratio=\"0.337037037037037\"  data-type=\"png\" data-w=\"1080\" data-width=\"1761\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-165153e3813acf69c99ff12a1d33842d.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe4. \u57fa\u56e0\u8868\u8fbe\u5f62\u5f0f\u53ca\u5927\u89c4\u6a21RNA\u6570\u636e\u96c6\uff0c\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u7528\u77e9\u9635\u8868\u793a<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5f53\u6211\u4eec\u60f3\u8981\u6784\u5efa\u4e00\u4e2a\u5229\u7528\u8fd9\u7c7b\u6570\u636e\u7684\u751f\u7269\u5b66\u6a21\u578b\u65f6\uff0c\u5b58\u5728\u4e24\u4e2a\u91cd\u5927\u6311\u6218\u3002\u7b2c\u4e00\u4e2a\u6311\u6218\u662f\uff0c\u5f88\u591a\u65e2\u6709\u5de5\u4f5c\u53ea\u5c06\u57fa\u56e0\u5230\u7ec6\u80de\u77e9\u9635\u89c6\u4e3a\u7d22\u5f15\u77e9\u9635\uff0c\u5374\u5ffd\u7565\u4e86\u57fa\u56e0\u5e8f\u5217\u6216\u7ed9\u5b9a\u57fa\u56e0\u7f16\u7801\u86cb\u767d\u8d28\u7684\u4fe1\u606f\uff0c\u540c\u65f6\u4f20\u7edf\u7684\u57fa\u56e0\u5904\u7406\u65b9\u6cd5\u4e5f\u7f3a\u4e4f\u5bf9\u9057\u4f20\u53d8\u5f02\u548c\u67d3\u8272\u4f53\u4f4d\u7f6e\u7684\u4e86\u89e3\u3002\u7b2c\u4e8c\u4e2a\u6311\u6218\u662f\uff0c\u5982\u679c\u6211\u4eec\u5f97\u5230\u4e86\u8fd9\u4e9b\u7531\u4e16\u754c\u5404\u5730\u4e0d\u540c\u56e2\u961f\u751f\u6210\u7684\u77e9\u9635\uff0c\u89c2\u5bdf\u8fd9\u4e9bRNA\u8ba1\u6570\uff0c\u5e76\u5c1d\u8bd5\u5c06\u5176\u6295\u5f71\u5230\u4e00\u4e2a\u5171\u540c\u7a7a\u95f4\u4e2d\uff0c\u4f1a\u53d1\u73b0\u8fd9\u4e9b\u6570\u636e\u96c6\u5f7c\u6b64\u4e4b\u95f4\u5b8c\u5168\u4e0d\u540c\u3002\u56e0\u6b64\uff0c\u5373\u4f7f\u662f\u4ece\u540c\u4e00\u4e2a\u4eba\u63d0\u53d6\u7684\u6837\u672c\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u5728\u88ab\u79f0\u4e3a\u5d4c\u5165\u7a7a\u95f4\u7684\u4f4e\u7ef4\u7a7a\u95f4\u4e2d\u5e94\u8be5\u6709\u91cd\u53e0\uff0c\u4f46\u5b9e\u9645\u4e0a\u5b9e\u9a8c\u504f\u5dee\u6bd4\u751f\u7269\u4fe1\u53f7\u9020\u6210\u7684\u5f71\u54cd\u66f4\u5927\uff0c\u73b0\u6709\u65b9\u6cd5\u53ea\u80fd\u5b66\u4e60\u5230\u6570\u636e\u6765\u81ea\u4e0d\u540c\u6570\u636e\u96c6\uff0c\u5374\u4e0d\u80fd\u7cbe\u786e\u5730\u5c06\u6240\u6709\u4e0d\u540c\u4eba\u7c7b\u7684\u7ec6\u80de\u6620\u5c04\u5230\u4e00\u8d77\uff0c\u800c\u540e\u8005\u624d\u662f\u6211\u4eec\u5e0c\u671b\u5b9e\u73b0\u7684\u76ee\u6807\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u9700\u8981\u4e30\u5bcc\u6211\u4eec\u7684\u6570\u636e\uff0c\u4f7f\u5176\u4e0d\u4ec5\u4ec5\u5305\u542b\u57fa\u56e0\u8868\u8fbe\u4fe1\u606f\uff0c\u8fd8\u80fd\u66f4\u591a\u5730\u53cd\u6620\u751f\u7269\u529f\u80fd\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u79f0\u4e3a\u201c\u529f\u80fd\u8868\u8fbe\u201d\u7684\u6982\u5ff5\uff0c\u5c06\u8868\u8fbe\u5f0f\u8f6c\u5316\u4e3a\u53cd\u6620\u751f\u7269\u529f\u80fd\u800c\u975e\u7279\u5b9a\u57fa\u56e0\u7684\u65b9\u5f0f\u3002\u901a\u8fc7\u4f7f\u7528<strong>\u5927\u89c4\u6a21\u86cb\u767d\u8d28\u8bed\u8a00\u6a21\u578b<\/strong>\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u86cb\u767d\u8d28\u5e8f\u5217\u5d4c\u5165\u5230\u57fa\u56e0\u529f\u80fd\u548c\u89d2\u8272\u7684\u63cf\u8ff0\u4e2d\u3002\u8fd9\u610f\u5473\u7740\u6211\u4eec\u73b0\u5728\u80fd\u591f\u5c06\u5177\u6709\u5b8c\u5168\u4e0d\u540c\u57fa\u56e0\u548c\u86cb\u767d\u8d28\u7684\u4e0d\u540c\u7269\u79cd\u5d4c\u5165\u5230\u540c\u4e00\u7a7a\u95f4\u4e2d\uff0c\u4ece\u800c\u5f00\u59cb\u63a8\u65ad\u4e0d\u540c\u7269\u79cd\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fd9\u5e26\u6765\u4e86\u6bd4\u4ee5\u5f80\u66f4\u4e3a\u663e\u8457\u7684\u6539\u8fdb\u3002\u6211\u4eec\u7279\u522b\u4f7f\u7528\u4e86Facebook\u56e2\u961f\u5f00\u53d1\u7684\u5927\u89c4\u6a21\u86cb\u767d\u8d28\u8bed\u8a00\u6a21\u578b\uff0cESMFold\uff0c\u6765\u7f16\u7801\u6574\u4e2a\u86cb\u767d\u8d28\u5b87\u5b99\u3002\u8be5\u6a21\u578b\u7ecf\u8fc7\u8d85\u8fc72.5\u4ebf\u4e2a\u86cb\u767d\u8d28\u5e8f\u5217\u7684\u8bad\u7ec3\uff0c\u5e76\u5df2\u8bc1\u660e\u5176\u5d4c\u5165\u80fd\u591f\u540c\u65f6\u7f16\u7801\u7ed3\u6784\u3001\u5206\u5b50\u6027\u8d28\u548c\u540c\u6e90\u4fe1\u606f\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"155\" data-backw=\"562\" data-height=\"377\" data-ratio=\"0.275\"  data-type=\"png\" data-w=\"1080\" data-width=\"1372\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-06afdef7c3f508268384421b0cebc1c5.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe5. ESM\u793a\u610f\u56fe<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">Zeming Lin et al., Evolutionary-scale prediction of atomic-level protein structure with a language model. <em>Science <\/em><strong>379<\/strong>,1123-1130(2023).DOI:10.1126\/science.ade2574<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">\u76f8\u5173\u6587\u7ae0\uff1a\u300a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247661929&amp;idx=1&amp;sn=de9f5d1f70ca63fbad3e8ce68ee14a87&amp;chksm=e89923e4dfeeaaf2b8cbe1bbb230bdf997e360fe63d0c42f9523d0bb2c395c5f1dedbf232402&amp;scene=21#wechat_redirect\" textvalue=\"Science\u524d\u6cbf\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u6d8c\u73b0\u6f14\u5316\u4fe1\u606f\uff0c\u52a0\u901f\u86cb\u767d\u8d28\u7ed3\u6784\u9884\u6d4b\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">Science\u524d\u6cbf\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u6d8c\u73b0\u6f14\u5316\u4fe1\u606f\uff0c\u52a0\u901f\u86cb\u767d\u8d28\u7ed3\u6784\u9884\u6d4b<\/a>\u300b<\/span><\/section>\n<\/blockquote>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"margin-bottom: 0px;line-height: 1.75em;margin-top: 40px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>SATURN\uff1a\u5c06\u4e0d\u540c\u7269\u79cd\u7684\u7ec6\u80de\u5d4c\u5165\u5230\u5171\u540c\u7a7a\u95f4<\/strong><\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u5f00\u53d1\u4e86\u4e00\u79cd\u540d\u4e3a <strong>SATURN<\/strong> \u7684\u65b9\u6cd5\u3002\u6211\u4eec\u53ef\u4ee5\u83b7\u53d6\u6765\u81ea\u591a\u4e2a\u4e0d\u540c\u751f\u7269\u4f53<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u5982\u4eba\u7c7b\u3001\u8001\u9f20\u548c\u72d0\u7334\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7684 RNA \u5e8f\u5217\u8ba1\u6570\u4ee5\u53ca\u5b83\u4eec\u6240\u7f16\u7801\u7684\u86cb\u767d\u8d28\u5e8f\u5217\uff0c\u5e76\u4f7f\u7528\u5927\u89c4\u6a21\u86cb\u767d\u8d28\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u8fd9\u4e9b\u4e0d\u540c\u57fa\u56e0\u5728\u4e0d\u540c\u751f\u7269\u4f53\u4e2d\u7684\u76f8\u4e92\u5173\u7cfb\uff0c\u4ece\u800c\u521b\u5efa\u4e86\u6240\u8c13\u7684\u201cmacrogene\u201d\u6982\u5ff5\u3002<strong>Macrogene<\/strong><strong> <\/strong><strong>\u662f\u5c06\u73b0\u5b9e\u4e16\u754c\u4e2d\u6240\u6709\u57fa\u56e0\u8fde\u63a5\u8d77\u6765\u7684\u4e00\u79cd\u4eba\u5de5\u57fa\u56e0\u3002\u901a\u8fc7\u8fd9\u79cd\u5d4c\u5165\uff0c\u6211\u4eec\u73b0\u5728\u80fd\u591f\u5c06\u4efb\u4f55\u751f\u7269\u4f53\u7684\u4efb\u4f55\u7ec6\u80de\u5d4c\u5165\u5230\u5171\u540c\u7684\u5d4c\u5165\u7a7a\u95f4\u4e2d<\/strong>\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u80fd\u591f\u89e3\u51b3\u8bb8\u591a\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u521b\u5efa\u591a\u79cd\u7269\u79cd\u7684\u7ec6\u80de\u5206\u7c7b\u3001\u8bc6\u522b\u5dee\u5f02\u8868\u8fbe\u7684\u5fae\u57fa\u56e0\u3001\u7814\u7a76\u5e95\u5c42\u751f\u7269\u5b66\u7b49\u3002\u6211\u4eec\u53ef\u4ee5\u5728\u7269\u79cd\u4e4b\u95f4\u4f20\u9012\u7ec6\u80de\u7c7b\u578b\u6807\u7b7e\uff0c\u91cd\u65b0\u5b9a\u4f4d\u7ec6\u80de\u7c7b\u578b\uff0c\u5e76\u8bc6\u522b\u86cb\u767d\u8d28\u5dee\u5f02\u7b49\u3002\u6211\u4eec\u53d1\u73b0\u91c7\u7528\u8fd9\u4e2a\u65b9\u6cd5\u80fd\u591f\u51c6\u786e\u5730\u5c06\u6a21\u578b\u7269\u79cd\u7684\u7ec6\u80de\u7c7b\u578b\u6ce8\u91ca\u4f20\u9012\u7ed9\u65b0\u7269\u79cd\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u6591\u9a6c\u9c7c\u4f5c\u4e3a\u6a21\u578b\u751f\u7269\u4f53\u6765\u8bad\u7ec3\u6211\u4eec\u7684\u6a21\u578b\uff0c\u7136\u540e\u5bf9\u53e6\u4e00\u79cd\u52a8\u7269\u5982\u9752\u86d9\u7684\u7ec6\u80de\u8fdb\u884c\u6ce8\u91ca\uff0c\u6bd4\u4e4b\u524d\u7684\u65b9\u6cd5\u63d0\u9ad8\u4e86120%\u3002\u56e0\u6b64\uff0c\u5229\u7528\u86cb\u767d\u8d28\u5e8f\u5217\u7684\u5d4c\u5165\u8fdb\u884c\u6ce8\u91ca\u4f7f\u6211\u4eec\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u8fdb\u5c55\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">Rosen, Yanay, et al. &#8220;Towards Universal Cell Embeddings: Integrating Single-cell RNA-seq Datasets across Species with SATURN.&#8221; <em>Biorxiv: the Preprint Server for Biology<\/em> (2023).<\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-height=\"1356\" data-ratio=\"0.5916666666666667\"  data-type=\"png\" data-w=\"1080\" data-width=\"2292\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-076e6863676dc40a2751680e1b4e5719.png\"  \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;text-align: center;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe6. SATURN \u6a21\u578b\u793a\u610f\u56fe<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;text-align: center;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><br  \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;text-align: center;line-height: 1.5em;\"><img class=\"rich_pages wxw-img\" data-height=\"287\" data-ratio=\"0.32687927107061504\"  data-type=\"png\" data-w=\"878\" data-width=\"878\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-bf9289e28a7e366a9657e54985cf82e0.png\"  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;text-align: center;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe7. SATURN \u76f8\u6bd4\u5176<\/span><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u4ed6\u6a21\u578b\uff08\u5982 SAMap\u3001Harmony\u3001scVI \u6216 Scandorama\uff09<\/span><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u7684\u51c6\u786e\u5ea6<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u7ed9\u4f60\u5c55\u793a\u4e00\u4e9b\u771f\u6b63\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u5185\u5bb9\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u662f\u7b2c\u4e00\u4e2a\u80fd\u591f\u5c06\u6765\u81ea\u4e94\u4e2a\u4e0d\u540c\u751f\u7269\u4f53\u7684\u7ec6\u80de\u8fdb\u884c\u7740\u8272\u5e76\u6620\u5c04\u5230\u5171\u540c\u7a7a\u95f4\u7684\u65b9\u6cd5\u3002\u8fd9\u91cc\u6bcf\u4e2a\u70b9\u4ee3\u8868\u4e00\u4e2a\u4e0d\u540c\u7684\u7ec6\u80de\u3002\u6211\u4eec\u4ece\u6240\u6709\u8fd9\u4e9b\u751f\u7269\u4f53\u4e2d\u83b7\u53d6\u7ec6\u80de\uff0c\u5e76\u5c06\u5b83\u4eec\u6620\u5c04\u5230\u5171\u540c\u7a7a\u95f4\u4e2d\u3002\u4e0b\u56fe\u662f\u6211\u4eec\u627e\u5230\u7684\u805a\u7c7b\uff0c\u8fd9\u4e9b\u805a\u7c7b\u4e2d\u7684\u989c\u8272\u662f\u6df7\u5408\u7684\u3002\u8fd9\u610f\u5473\u7740\u57fa\u672c\u4e0a\u76f8\u4f3c\u7c7b\u578b\u7684\u7ec6\u80de\uff0c\u65e0\u8bba\u6765\u81ea\u54ea\u4e2a\u751f\u7269\u4f53\uff0c\u90fd\u6620\u5c04\u5230\u4e86\u540c\u4e00\u4e2a\u805a\u7c7b\u4e2d\u3002\u4f8b\u5982\uff0c\u8fd9\u91cc\u4e0b\u9762\u7684\u805a\u7c7b\u662f\u6240\u6709B\u7ec6\u80de\uff0c\u5b83\u5305\u62ec\u4eba\u7c7b\u7684B\u7ec6\u80de\u3001\u72d0\u7334\u7684B\u7ec6\u80de\u3001\u5c0f\u9f20\u7684B\u7ec6\u80de\u7b49\u7b49\u3002\u8fd8\u6709\u4e00\u4e2a\u5de8\u566c\u7ec6\u80de\u7684\u805a\u7c7b\u3002\u4f60\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u989c\u8272\u65b9\u9762\uff0c\u5b83\u4eec\u6765\u81ea\u4e0d\u540c\u7684\u751f\u7269\u4f53\uff0c\u4f46\u5728\u7ec6\u80de\u7c7b\u578b\u65b9\u9762\u975e\u5e38\u6e05\u6670\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"193\" data-backw=\"562\" data-height=\"888\" data-ratio=\"0.3435185185185185\"  data-type=\"png\" data-w=\"1080\" data-width=\"2588\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-07e40b661d24022da9d44bbb575837c7.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;text-align: justify;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe8. \u5c06\u6765\u81ea\u4e94\u4e2a\u4e0d\u540c\u751f\u7269\u4f53\u7684\u7ec6\u80de\u8fdb\u884c\u7740\u8272\u5e76\u6620\u5c04\u5230\u5171\u540c\u7a7a\u95f4\uff0c\u76f8\u4f3c\u7c7b\u578b\u7684\u7ec6\u80de\uff0c\u65e0\u8bba\u6765\u81ea\u54ea\u4e2a\u751f\u7269\u4f53\uff0c\u90fd\u6620\u5c04\u5230\u540c\u4e00\u4e2a\u805a\u7c7b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u662f\u6211\u4eec\u9996\u6b21\u80fd\u591f\u5c06\u6765\u81ea\u975e\u5e38\u4e0d\u540c\u7684\u751f\u7269\u4f53\u7684\u6570\u636e\u6620\u5c04\u5230\u5171\u540c\u7a7a\u95f4\u4e2d\uff0c\u56e0\u6b64\u6211\u60f3\u9996\u5148\u8ba8\u8bba\u6784\u5efa\u8be5\u7ec6\u80de\u7a7a\u95f4\u3002\u5728\u8fd9\u4e2a\u7ec6\u80de\u7a7a\u95f4\u4e2d\uff0c\u6765\u81ea\u4efb\u4f55\u751f\u7269\u4f53\u7684\u7ec6\u80de\u90fd\u53ef\u4ee5\u88ab\u6620\u5c04\uff0c\u4ee5\u4fbf\u4e86\u89e3\u8fd9\u4e9b\u7ec6\u80de\u7684\u72b6\u6001\u3001\u8eab\u4efd\u548c\u529f\u80fd\u7b49\u4fe1\u606f\u3002\u4e00\u65e6\u6211\u4eec\u7406\u89e3\u4e86\u8fd9\u4e00\u70b9\uff0c\u5c31\u53ef\u4ee5\u4e0d\u4ec5\u4ec5\u505c\u7559\u5728\u8bc6\u522b\u4e0a\uff0c\u8fd8\u53ef\u4ee5\u9884\u6d4b\u7ec6\u80de\u7684\u884c\u4e3a\uff0c\u4ece\u800c\u8bbe\u8ba1\u51fa\u6211\u4eec\u6240\u671f\u671b\u7684\u7ec6\u80de\u3002\u4f8b\u5982\uff0c\u5f53\u6211\u4eec\u9762\u4e34\u4e00\u4e2a\u75c5\u6001\u7ec6\u80de\u65f6\uff0c\u9700\u8981\u77e5\u9053\u5982\u4f55\u4f7f\u5176\u6062\u590d\u5065\u5eb7\u3002\u6211\u4eec\u53ef\u4ee5\u5c06\u8fd9\u770b\u4f5c\u662f\u4e00\u79cd\u9884\u6d4b\u4efb\u52a1\uff0c\u5373\u5982\u4f55\u9884\u6d4b\u5e72\u6270\u7ec6\u80de\u4f1a\u4ea7\u751f\u4ec0\u4e48\u7ed3\u679c\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>GEARS\uff1a\u9884\u6d4b\u591a\u57fa\u56e0\u7ec4\u5408\u5e72\u6270\u4e0b\u7684\u57fa\u56e0\u8868\u8fbe\u53d8\u5316<\/strong><\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u518d\u6bd4\u5982\uff0c\u5982\u679c\u7ed9\u5b9a\u4e00\u4e2a\u5904\u4e8e\u7279\u5b9a\u57fa\u56e0\u8868\u8fbe\u72b6\u6001\u7684\u7ec6\u80de\uff0c\u6211\u4eec\u53ef\u4ee5\u601d\u8003\u6291\u5236\u6216\u653e\u5927\u4f1a\u6709\u600e\u6837\u7684\u5f71\u54cd\u3002\u5982\u679c\u5e72\u6270\u57fa\u56e02\u548c\u57fa\u56e04\u4f1a\u53d1\u751f\u4ec0\u4e48\uff0c\u7ec6\u80de\u72b6\u6001\u4f1a\u5982\u4f55\u6539\u53d8\uff1f\u6bd4\u5982\uff0c\u5982\u679c\u6211\u670d\u7528\u4e00\u79cd\u6291\u5236\u57fa\u56e02\u548c\u57fa\u56e04\u7f16\u7801\u7684\u86cb\u767d\u8d28\u529f\u80fd\u7684\u836f\u7269\uff0c\u90a3\u4e48\u7ec6\u80de\u7684\u72b6\u6001\u4f1a\u53d1\u751f\u4ec0\u4e48\u53d8\u5316\uff1f\u8fd9\u4e9b\u57fa\u56e0\u5728\u8be5\u7ec4\u5408\u4e2d\u7684\u8868\u8fbe\u6c34\u5e73\u4f1a\u6709\u4f55\u53d8\u5316\uff1f<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-height=\"924\" data-ratio=\"0.34444444444444444\"  data-type=\"png\" data-w=\"1080\" data-width=\"2682\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-501acac636c0bb6d8dcece51cc768952.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe9. \u57fa\u56e0\u7ec4\u5408\u5e72\u6270\u4e0b\u7684\u57fa\u56e0\u8868\u8fbe\u53d8\u5316\u793a\u610f\u56fe<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u60f3\u8981\u56de\u7b54\u7684\u95ee\u9898\u662f\uff0c\u5f53\u5e72\u6270\u591a\u4e2a\u57fa\u56e0\u7684\u7ec4\u5408\u65f6\uff0c\u57fa\u56e0\u8868\u8fbe\u4f1a\u5982\u4f55\u54cd\u5e94\uff0c\u7ed3\u679c\u4f1a\u662f\u600e\u6837\u7684\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a<strong>GEARS<\/strong>\u7684\u65b9\u6cd5\uff0c\u6700\u8fd1\u5728\u300a\u81ea\u7136\u00b7\u751f\u7269\u6280\u672f\u300b\u6742\u5fd7\u4e0a\u53d1\u8868\u3002\u8be5\u65b9\u6cd5\u5229\u7528\u5148\u524d\u7684\u77e5\u8bc6\u7ea6\u675f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u7ed3\u5408\u4e86\u57fa\u56e0\u5173\u7cfb\u7684\u77e5\u8bc6\u56fe\u8c31\u548c\u901a\u8fc7\u57fa\u56e0\u672c\u4f53\u8bba\u7406\u89e3\u7684\u5e72\u6270\u5173\u7cfb\u56fe\u8c31\u6240\u63d0\u4f9b\u7684\u77e5\u8bc6\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">Roohani, Y., Huang, K. &amp; Leskovec, J. Predicting transcriptional outcomes of novel multigene perturbations with GEARS. <em>Nat Biotechnol<\/em> (2023). https:\/\/doi.org\/10.1038\/s41587-023-01905-6<\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"346\" data-backw=\"562\" data-height=\"1566\" data-ratio=\"0.6157407407407407\"  data-type=\"png\" data-w=\"1080\" data-width=\"2544\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-059d965f33b132c183554d7dc55fe68a.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe10. GEARS \u67b6\u6784\u793a\u610f\u56fe<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\uff0c\u6211\u4eec\u5c06\u7ec6\u80de\u7684\u72b6\u6001\u4f5c\u4e3a\u8f93\u5165\uff0c\u5373\u672a\u7ecf\u5e72\u6270\u7684\u7ec6\u80de\u72b6\u6001\uff0c\u5e76\u63d0\u4f9b\u5e0c\u671b\u8fdb\u884c\u5e72\u6270\u7684\u57fa\u56e0\u4fe1\u606f\u3002\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u548c\u8f6c\u6362\uff0c\u9884\u6d4b\u5e72\u6270\u540e\u7684\u57fa\u56e0\u8868\u8fbe\u60c5\u51b5\u3002\u4ee4\u4eba\u632f\u594b\u7684\u662f\uff0c\u5c3d\u7ba1\u8fd9\u4e2a\u8fc7\u7a0b\u5b9e\u9645\u4e0a\u975e\u5e38\u590d\u6742\uff0c\u6211\u4eec\u53ef\u4ee5\u505a\u51fa\u975e\u5e38\u51c6\u786e\u7684\u9884\u6d4b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6bd4\u5982\uff0c\u5982\u679c\u6211\u5e72\u6270\u4e00\u4e2a\u7ec6\u80de\u7684\u4e24\u4e2a\u57fa\u56e0\uff0c\u7136\u540e\u60f3\u77e5\u9053\u5bf9\u8be5\u7ec6\u80de\u7684\u5e72\u6270\u5c06\u5982\u4f55\u5f71\u54cd\u5176\u4ed6\u57fa\u56e0\u3002\u4e0b\u9762\u662f\u56fe\u4f8b\u7684\u8bf4\u660e\u3002\u7070\u8272\u6761\u5f62\u8868\u793a\u4e24\u4e2a\u57fa\u56e0\u5e72\u6270\u540e\u7684\u57fa\u56e0\u8868\u8fbe\u60c5\u51b5\uff0c\u4f8b\u5982\uff0c\u6709\u4e9b\u57fa\u56e0\u7684\u8868\u8fbe\u663e\u8457\u589e\u52a0\uff0c\u800c\u5176\u4ed6\u57fa\u56e0\u7684\u8868\u8fbe\u4e0b\u964d\u4e86\u3002\u7ea2\u8272\u662f\u6211\u4eec\u7684\u9884\u6d4b\u7ed3\u679c\uff0c\u53ef\u4ee5\u770b\u5230\u9884\u6d4b\u4e0e\u771f\u5b9e\u60c5\u51b5\u975e\u5e38\u5339\u914d\u3002\u9ec4\u8272\u662f\u6765\u81ea\u7ebf\u6027\u6a21\u578b\u7684\u9884\u6d4b\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u6211\u4eec\u9884\u6d4b\u7b2c\u4e00\u4e2a\u57fa\u56e0\u7684\u7ed3\u679c\uff0c\u518d\u9884\u6d4b\u7b2c\u4e8c\u4e2a\u57fa\u56e0\u7684\u7ed3\u679c\uff0c\u7136\u540e\u5c06\u4e24\u8005\u76f8\u52a0\u5e76\u89c2\u5bdf\u7ed3\u679c\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u9ec4\u8272\u5728\u8bb8\u591a\u4e0d\u540c\u60c5\u51b5\u4e0b\u8981\u4e48\u4e25\u91cd\u9ad8\u4f30\uff0c\u8981\u4e48\u4e25\u91cd\u4f4e\u4f30\uff0c\u8fd9\u610f\u5473\u7740\u8fd9\u4e2a\u57fa\u672c\u8fc7\u7a0b\u662f\u9ad8\u5ea6\u975e\u7ebf\u6027\u7684\u3002\u6211\u4eec\u53d1\u73b0<strong>GEARS\u65b9\u6cd5\u5728\u68c0\u6d4b\u6b63\u786e\u7684\u975e\u7ebf\u6027\u9057\u4f20\u76f8\u4e92\u4f5c\u7528\u65b9\u9762\u7684\u51c6\u786e\u6027\u6bd4\u5176\u4ed6\u65b9\u6cd5\u63d0\u9ad8\u4e8650%<\/strong>\uff0c\u5728\u9884\u6d4b\u6700\u5f3a\u7684\u76f8\u4e92\u4f5c\u7528\u65b9\u9762\u66f4\u51c6\u786e\u4e24\u500d\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"176\" data-backw=\"562\" data-croporisrc=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/wibWV1DB7tWIfaxh0H1zsMd4Mp1rhw1cWnFnGBGwGibk5NRNQWVV3KViakuBEic5B2axIQK967mofsiaHEr5cZf5aPQ\/640?wx_fmt=png\" data-cropx1=\"0\" data-cropx2=\"1080\" data-cropy1=\"680.2846975088968\" data-cropy2=\"1018.5053380782919\" data-height=\"1207\" data-ratio=\"0.3138888888888889\"  data-type=\"jpeg\" data-w=\"1080\" data-width=\"1280\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-3a16dc2ddc44009918d7a54d7f0e9eeb.jpeg\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe11. GEARS \u53ef\u51c6\u786e\u9884\u6d4b\u975e\u52a0\u6210\u7ec4\u5408\u6548\u5e94\u548c\u57fa\u56e0\u76f8\u4e92\u4f5c\u7528\u4e9a\u578b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u79cd\u80fd\u529b\u975e\u5e38\u6709\u7528\uff0c\u56e0\u4e3a\u5b83\u5e2e\u52a9\u6211\u4eec\u8fdb\u884c\u9776\u70b9\u53d1\u73b0\u3002\u6211\u4eec\u53ef\u4ee5\u8be2\u95ee\uff1a\u6211\u6709\u4e00\u4e2a\u5065\u5eb7\u7684\u7ec6\u80de\uff0c\u5e94\u8be5\u9009\u62e9\u54ea\u4e9b\u57fa\u56e0\u4f5c\u4e3a\u9776\u70b9\uff0c\u624d\u80fd\u4f7f\u5176\u53d8\u6210\u4e00\u4e2a\u4e0d\u5065\u5eb7\u7684\u7ec6\u80de\uff1f\u6216\u8005\uff0c\u5982\u679c\u6211\u6709\u4e00\u4e2a\u75c5\u6001\u7684\u7ec6\u80de\uff0c\u5e94\u8be5\u9009\u62e9\u54ea\u4e9b\u57fa\u56e0\u4f5c\u4e3a\u9776\u70b9\uff0c\u624d\u80fd\u4f7f\u5176\u6062\u590d\u5065\u5eb7\uff1f\u8fd9\u6837\uff0c\u6211\u4eec\u5c31\u80fd<strong>\u786e\u5b9a\u6cbb\u7597\u75be\u75c5\u8868\u578b\u7684\u53ef\u9006\u8f6c\u9776\u70b9<\/strong>\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u5728\u8ba1\u7b97\u4e0a<strong>\u786e\u5b9a\u65b0\u7684\u9057\u4f20\u76f8\u4e92\u4f5c\u7528<\/strong>\uff0c\u4ee5\u9884\u6d4b\u9057\u4f20\u76f8\u4e92\u4f5c\u7528\u3002\u5bf9\u4e8e<strong>\u7ec6\u80de\u5de5\u7a0b<\/strong>\u6765\u8bf4\uff0c\u6211\u4eec\u53ef\u4ee5\u63a2\u8ba8\u5982\u4f55\u5c06\u4e00\u4e2a\u5904\u4e8e\u67d0\u79cd\u72b6\u6001\u7684\u7ec6\u80de<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u6bd4\u5982\u8001\u5316\u7684\u514d\u75ab\u7ec6\u80de\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8f6c\u53d8\u6210\u5e74\u8f7b\u7684\u7ec6\u80de\u3002\u901a\u8fc7\u8ba1\u7b97\u4e0a\u786e\u5b9a\u76ee\u6807\uff0c\u6211\u4eec\u80fd\u591f\u63d0\u9ad8\u7ec6\u80de\u91cd\u7f16\u7a0b\u7684\u7cbe\u786e\u6027\u548c\u6709\u6548\u6027\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"406\" data-ratio=\"0.49754901960784315\"  data-type=\"png\" data-w=\"816\" data-width=\"816\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-e71363d74d5bacfb028656d0dc896058.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe12. \u7cbe\u51c6\u9884\u6d4b\u7684\u7528\u9014<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u603b\u7ed3\u4e00\u4e0b\u8fd9\u90e8\u5206\u5de5\u4f5c\uff1a\u751f\u7269\u5b66\u4e0d\u662f\u4e00\u79cd\u8bed\u8a00\uff0c\u66f4\u4e0d\u662f\u81ea\u7136\u8bed\u8a00\uff0c\u56e0\u6b64\u5728\u5c06\u81ea\u7136\u8bed\u8a00\u6216\u89c6\u89c9\u5de5\u5177\u5e94\u7528\u5230\u751f\u7269\u5b66\u65f6\u9700\u8981\u8c28\u614e\u3002\u901a\u8fc7\u6784\u5efa\u57fa\u4e8e\u751f\u7269\u6570\u636e\u548c\u751f\u7269\u5355\u4f4d<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u6216\u6807\u8bb0\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7684\u57fa\u7840\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u6784\u5efa\u96f6\u6837\u672c<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08zero-shot\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 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\/><\/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);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\"><br style=\"outline: 0px;\"  \/><\/span><\/section>\n<h3 style=\"outline: 0px;letter-spacing: 0.544px;white-space: normal;font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;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;outline: 0px;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 style=\"outline: 0px;\"><span style=\"outline: 0px;font-size: 17px;\"><strong 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;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">2.&nbsp;\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u5728\u533b\u836f\u9886\u57df\u7684\u5e94\u7528<\/strong><\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\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);font-size: 16px;line-height: 1.75em;\"><br  \/><\/p>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>GMAI\uff1a\u5168\u79d1\u533b\u5b66\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u6a21\u578b<\/strong><\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u7b2c\u4e8c\u90e8\u5206\uff0c\u6211\u60f3\u8c08\u8bba\u4e00\u4e0b\u6700\u8fd1\u6211\u4eec\u5728\u300a\u81ea\u7136\u300b\u6742\u5fd7\u4e0a\u53d1\u8868\u7684\u4e00\u7bc7\u8bba\u6587\uff0c\u201c\u5173\u4e8e\u5168\u79d1\u533b\u5b66\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u7840\u6a21\u578b\u201d\uff0c\u4e3b\u8981\u662f\u601d\u8003\u5982\u4f55\u6784\u5efa\u533b\u5b66\u7684\u57fa\u7840\u6a21\u578b\u3002\u8fd9\u4e2a\u9886\u57df\u7684\u4e3b\u8981\u95ee\u9898\u5728\u4e8e\uff0c\u9996\u5148\u533b\u5b66\u6570\u636e\u5177\u6709\u7a00\u7f3a\u6027\u548c\u5f02\u8d28\u6027\u7684\u7279\u5f81\uff0c\u6709\u6587\u672c\u3001\u7535\u5b50\u5065\u5eb7\u8bb0\u5f55\u3001\u6d4b\u91cf\u6570\u636e\u3001\u5fc3\u7535\u56fe\u3001\u56fe\u50cf\u7b49\u7b49\u3002\u540c\u65f6\uff0c\u533b\u5b66\u9884\u6d4b\u4efb\u52a1\u4e5f\u975e\u5e38\u590d\u6742\uff0c\u9700\u8981\u5927\u91cf\u7684\u9886\u57df\u77e5\u8bc6\u3002\u800c\u4e0e\u6b64\u540c\u65f6\uff0c\u76ee\u524d\u7684\u533b\u5b66AI\u7cfb\u7edf\u51e0\u4e4e\u6ca1\u6709\u5229\u7528\u524d\u6cbf\u7684\u533b\u5b66\u77e5\u8bc6\uff0c\u56e0\u4e3a\u5927\u90e8\u5206\u533b\u5b66\u77e5\u8bc6\u5b9e\u9645\u4e0a\u662f\u5199\u5728\u4e66\u7c4d\u4e2d\u7684\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u7684\u89c2\u70b9\u662f\uff0c<strong>\u5177\u6709\u7ed3\u6784\u5316\u533b\u5b66\u77e5\u8bc6\u7684\u533b\u5b66\u57fa\u7840\u6a21\u578b\u80fd\u591f\u89e3\u9501\u6cdb\u5316\u80fd\u529b\uff0c\u5e76\u4e14\u5728\u591a\u4e2a\u533b\u5b66\u9884\u6d4b\u4efb\u52a1\u4e2d\u627e\u5230\u5e94\u7528<\/strong>\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">Michael Moor, Oishi Banerjee, Zahra Shakeri Hossein Abad, Harlan M. Krumholz, Jure Leskovec, Eric J. Topol &amp; Pranav Rajpurkar<em>.<\/em> Foundation models for generalist medical artificial intelligence. <em>Nature<\/em> <strong>616<\/strong>, 259\u2013265 (2023). https:\/\/doi.org\/10.1038\/s41586-023-05881-4<\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4f20\u7edf\u7684\u533b\u5b66AI\u65b9\u6cd5\u662f\u7cbe\u9009\u4e00\u4e9b\u5e26\u6709\u6807\u7b7e\u7684\u6570\u636e\u96c6\uff0c\u7136\u540e\u6784\u5efa\u4e00\u4e2a\u9884\u6d4b\u6a21\u578b\uff0c\u4f46\u8fd9\u79cd\u65b9\u6cd5\u6709\u5f88\u591a\u7f3a\u70b9\u3002\u6bd4\u5982\uff0c\u8fd9\u4e9b\u6a21\u578b\u53ea\u9002\u7528\u4e8e\u7279\u5b9a\u4efb\u52a1\uff0c\u5176\u6b21\u624b\u52a8\u6570\u636e\u6807\u7b7e\u975e\u5e38\u6602\u8d35\uff0c\u5e76\u4e14\u9700\u8981\u5927\u578b\u7684\u7279\u5b9a\u4efb\u52a1\u6570\u636e\u96c6\u624d\u80fd\u83b7\u5f97\u826f\u597d\u7684\u6027\u80fd\u3002\u90a3\u6709\u4ec0\u4e48\u66ff\u4ee3\u65b9\u6848\u5462\uff1f\u6211\u4eec\u8ba4\u4e3a\u9884\u8bad\u7ec3\u6a21\u578b\u662f\u4e00\u4e2a\u66ff\u4ee3\u65b9\u6848\u3002\u9884\u8bad\u7ec3\u6a21\u578b\u5177\u6709\u5e7f\u6cdb\u7684\u9002\u7528\u6027\uff0c\u4ee5\u81ea\u76d1\u7763\u7684\u65b9\u5f0f\u8fdb\u884c\u8bad\u7ec3\uff0c\u56e0\u6b64\u4e0d\u9700\u8981\u4efb\u4f55\u6807\u7b7e\uff0c\u4e5f\u4e0d\u9700\u8981\u5927\u578b\u7684\u7279\u5b9a\u4efb\u52a1\u6570\u636e\u96c6\uff0c\u4f46\u53ef\u4ee5\u5728\u5927\u578b\u7684\u4efb\u52a1\u8bca\u65ad\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"293\" data-backw=\"562\" data-height=\"1123\" data-ratio=\"0.5222222222222223\"  data-type=\"png\" data-w=\"1080\" data-width=\"2151\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-4ddaa80b717ba93a84233b633663de09.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe13. GMAI\uff08generalist medical AI\uff09\u6a21\u578b\u6d41\u7a0b\u56fe\u6982\u89c8<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6240\u4ee5\u6211\u4eec\u63d0\u51fa\u4e86\u5168\u79d1\u533b\u5b66\u4eba\u5de5\u667a\u80fd\u7684\u6982\u5ff5\uff0c\u5373<strong>\u591a\u6a21\u6001\u7684\u57fa\u7840\u6a21\u578b<\/strong>\uff0c\u5b83\u53ef\u4ee5\u8bad\u7ec3\u6765\u81ea\u56fe\u50cf\u3001EHR \u4fe1\u53f7\u3001\u7ec4\u5b66\u6570\u636e<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u57fa\u56e0\u7ec4\u5b66\u548c\u8f6c\u5f55\u7ec4\u5b66\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b49\u7b49\u8bb8\u591a\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\uff0c\u4ee5\u53ca\u80fd\u591f\u6444\u53d6\u533b\u5b66\u9886\u57df\u7684\u77e5\u8bc6\u65b9\u9762\u7684\u51fa\u7248\u7269\u3001\u6559\u79d1\u4e66\u3001\u4e34\u5e8a\u8282\u70b9\u7684\u77e5\u8bc6\u56fe\u8c31\uff0c\u8fd8\u5177\u6709<strong>\u96f6\u6837\u672c\u5b66\u4e60\u80fd\u529b<\/strong>\uff0c\u6839\u636e\u51e0\u4e2a\u4f8b\u5b50\u5c31\u53ef\u4ee5\u5b66\u4e60\u53bb\u505a\u6a21\u578b\u4ece\u6765\u6ca1\u6709\u89c1\u8fc7\u7684\u4efb\u52a1\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u6837\u505a\u7684\u597d\u5904\u662f\u6211\u4eec\u5f97\u5230\u4e86\u7075\u6d3b\u7684\u591a\u6a21\u6001\u80fd\u529b\uff0c\u80fd\u591f\u81ea\u7531\u5730\u7ec4\u5408\u548c\u4ea4\u9519\u4e0d\u540c\u7684\u6570\u636e\u6a21\u6001\u3002\u6211\u4eec\u5141\u8bb8<strong>\u52a8\u6001\u4efb\u52a1\u89c4\u8303<\/strong><\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08dynamic task specification\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u5373\u6839\u636e\u8fd9\u4e9b\u6307\u4ee4\u5373\u65f6\u89e3\u51b3\u4efb\u52a1\u3002\u56e0\u6b64\u57fa\u672c\u4e0a\u662f\u96f6\u6837\u672c\u6216\u5c11\u6837\u672c\u7684\u4e0a\u4e0b\u6587\u7c7b\u578b\u5b66\u4e60\u3002\u8fd9\u4e9b\u6a21\u578b\u5177\u6709\u5927\u91cf\u7684\u77e5\u8bc6\uff0c\u56e0\u4e3a\u5b83\u4eec\u5141\u8bb8\u6211\u4eec\u7528\u7ed3\u6784\u5316\u9886\u57df\u77e5\u8bc6\u8fdb\u884c\u63a8\u7406\u3002\u5e76\u4e14\u6a21\u578b\u6709\u5f88\u591a\u4e0d\u540c\u7684\u4f7f\u7528\u573a\u666f\uff0c\u4ece\u5e8a\u65c1\u51b3\u7b56\u652f\u6301<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08bedside decision support\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5230\u751f\u6210\u57fa\u4e8e\u73b0\u5b9e\u60c5\u5883\u7684\u62a5\u544a\uff0c\u4ee5\u53ca\u5728\u533b\u751f\u51b3\u5b9a\u533b\u7597\u7a0b\u5e8f\u65f6\u8f85\u52a9\u51b3\u7b56\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5f53\u7136\uff0c\u8fd9\u4e9b\u9886\u57df\u4e5f\u6709\u5f88\u591a\u6311\u6218\uff0c\u5305\u62ec\u9a8c\u8bc1<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08validation\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u3001\u786e\u8ba4<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08verification\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u3001\u793e\u4f1a\u504f\u89c1<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08social biases\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4ee5\u53ca\u975e\u5e38\u91cd\u8981\u7684\u60a3\u8005\u9690\u79c1\u95ee\u9898\u3002<strong>\u8981\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u4ee5\u63a8\u52a8<\/strong><strong>\u5168\u79d1\u533b\u5b66<\/strong><strong>\u57fa\u7840\u6a21\u578b\u7684\u51fa\u73b0\uff0c\u771f\u6b63\u7684\u6280\u672f\u6311\u6218\u5728\u4e8e\u591a\u6a21\u6001<\/strong>\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u53ef\u80fd\u6709\u56fe\u50cf\u7684MRI\u626b\u63cf\uff0c\u6709\u5173\u4e8e\u60a3\u8005\u60c5\u51b5\u7684\u5b9a\u4e49\u6216\u63cf\u8ff0\uff0c\u7136\u540e\u9700\u8981\u9884\u6d4b\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u5927\u8111\u51fa\u8840\u7684\u98ce\u9669\u3002\u800c\u5f53\u524d\u591a\u6a21\u6001\u6a21\u578b\u7684\u95ee\u9898\u5728\u4e8e\u5b83\u4eec\u7f3a\u4e4f\u77e5\u8bc6\u5e76\u4e14\u5bb9\u6613\u4ea7\u751f\u5e7b\u89c9\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-height=\"598\" data-ratio=\"0.45\"  data-type=\"png\" data-w=\"1080\" data-width=\"1330\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-d81e7756569dd96209017e7b2f9c9c9d.png\"  \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em;\"><span style=\"letter-spacing: 0.578px;color: rgb(136, 136, 136);font-size: 13px;\">\u56fe14. \u591a\u6a21\u6001\u9762\u4e34\u7684\u6311\u6218\u793a\u610f\u3002\uff08\u7b2c\u4e00\u884c\uff09\u5982\u679c\u4f60\u4eca\u5929\u95ee\u4e00\u4e2a\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\uff1a\u201c\u4e9a\u7f8e\u5c3c\u4e9a\u6559\u5802\u662f\u4ec0\u4e48\u6837\u5b50\u7684\uff1f\u201d \u5b83\u4f1a\u7ed9\u4f60\u4e00\u4e2a\u6559\u5802\u7684\u56fe\u7247\uff0c\u4f46\u5176\u5b9e\u662f\u9519\u7684\uff0c\u4e9a\u7f8e\u5c3c\u4e9a\u6559\u5802\u6709\u5176\u7279\u5b9a\u7684\u98ce\u683c\u3002\uff08\u7b2c\u4e8c\u884c\uff09\u5982\u679c\u4f60\u95ee\u8fd9\u4e2a\u5730\u65b9\u53eb\u4ec0\u4e48\u540d\u5b57\uff0c\u5b83\u53ef\u80fd\u4f1a\u8bf4\u8fd9\u662f\u201c\u9f99\u548c\u864e\u5854\u65c1\u8fb9\u7684\u70df\u706b\u201d\uff0c\u4f46\u5b9e\u9645\u4e0a\u662f\u201c\u5e1d\u56fd\u5927\u53a6\u548c\u70df\u706b\u201d\u3002<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>RA-CM3\uff1a\u68c0\u7d22\u589e\u5f3a\u591a\u6a21\u6001\u6a21\u578b<\/strong><\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u5982\u4f55<\/strong><strong>\u89e3\u51b3\u8fd9\u79cd\u5e7b\u89c9\u95ee\u9898<\/strong><strong>\u5e76<\/strong><strong>\u5c06\u66f4\u591a\u4fe1\u606f\u548c\u66f4\u591a\u9886\u57df\u77e5\u8bc6\u5f15\u5165\u8fd9\u4e9b\u5927\u578b\u751f\u6210\u6a21\u578b<\/strong><strong>\uff0c<\/strong><strong>\u7075\u611f\u6765\u6e90\u4e8e\u589e\u5f3a\u68c0\u7d22\u7684\u8bed\u8a00\u6a21\u578b<\/strong>\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u4ec5\u57fa\u4e8e\u6587\u672c\u7684\u5355\u6a21\u578b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Uni model\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 Wikipedia \u5e76\u4ece\u4e2d\u68c0\u7d22\u4fe1\u606f\uff0c\u7136\u540e\u5c06\u5176\u4f5c\u4e3a\u751f\u6210\u5668\u6216\u8bed\u8a00\u6a21\u578b\u4e2d\u63d0\u793a\u7684\u4e00\u90e8\u5206\uff0c\u4ee5\u63d0\u4f9b\u51c6\u786e\u7684\u7b54\u6848\u3002\u6240\u4ee5\u5982\u679c\u6211\u4eec\u95ee\u201c\u7f8e\u56fd\u603b\u7edf\u662f\u8c01\uff1f\u201d\u6211\u4eec\u4f1a\u4ece Wikipedia \u4e2d\u68c0\u7d22\u77e5\u8bc6\uff0c\u7136\u540e\u7528\u5b83\u4f5c\u4e3a\u8bed\u8a00\u6a21\u578b\u751f\u6210\u5668\u7684\u4e0a\u4e0b\u6587\u6765\u63d0\u4f9b\u7b54\u6848\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-height=\"962\" data-ratio=\"0.7212962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1334\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-db06509013198ad53516105e69677aae.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe15. \u9886\u57df\u77e5\u8bc6\u68c0\u7d22\u52a0\u4e0a\u5927\u8bed\u8a00\u6a21\u578b<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u57fa\u4e8e\u8fd9\u4e2a\u601d\u8def\uff0c\u6211\u4eec\u4e0e Facebook \u5408\u4f5c\u5f00\u53d1\u4e86\u4e00\u79cd\u9996\u521b\u7684<strong>\u68c0\u7d22\u589e\u5f3a\u591a\u6a21\u6001\u6a21\u578b<\/strong><\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Retrieval-augmented multimodal model\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u8fd9\u662f\u4e00\u79cd\u5141\u8bb8\u8de8\u591a\u4e2a\u9886\u57df\u8fdb\u884c\u63a8\u7406\u7684\u68c0\u7d22\u589e\u5f3a\u6a21\u578b\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u83b7\u53d6\u4e00\u5f20\u56fe\u7247\uff0c\u8bf4\u201c\u751f\u6210\u4e00\u5f20\u62c9\u5e03\u62c9\u591a\u72ac\u5750\u5728\u6c34\u8fb9\u957f\u51f3\u4e0a\u7684\u56fe\u7247\u201d\u3002\u6211\u4eec\u4f1a\u4ece\u591a\u6a21\u6001\u8bb0\u5fc6\u4e2d\u68c0\u7d22\uff0c\u53ef\u80fd\u68c0\u7d22\u5230\u7684\u662f\u201c\u4e00\u53ea\u62c9\u5e03\u62c9\u591a\u5750\u5728\u957f\u51f3\u4e0a\u201d\uff0c\u7136\u540e\u7528\u8fd9\u4f5c\u4e3a\u6211\u4eec\u591a\u6a21\u6001\u6a21\u578b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u751f\u6210\u5668\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7684\u4e0a\u4e0b\u6587\uff0c\u751f\u6210\u201c\u4e00\u5f20\u62c9\u5e03\u62c9\u591a\u5750\u5728\u6c34\u8fb9\u957f\u51f3\u4e0a\u201d\u7684\u56fe\u7247\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"249\" data-backw=\"562\" data-height=\"460\" data-ratio=\"0.4423076923076923\"  data-type=\"png\" data-w=\"1040\" data-width=\"1040\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-0a89320d926bf76394f300ad1540b6a0.png\"  \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em;\"><span style=\"letter-spacing: 0.578px;color: rgb(136, 136, 136);font-size: 13px;\">\u56fe16. \u9886\u57df\u77e5\u8bc6\u68c0\u7d22\u52a0\u4e0a\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5373\u68c0\u7d22\u589e\u5f3a\u591a\u6a21\u6001\u6a21\u578b\uff08Retrieval-augmented multimodal model\uff09<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">Yasunaga, Michihiro, et al. &#8220;Retrieval-augmented multimodal language modeling.&#8221; (2023).<\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u662f\u6211\u4eec\u4eca\u5e74\u5728 ICML \u4e0a\u53d1\u8868\u7684\u5173\u4e8e RA-C<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">M3 \u7684\u8bba\u6587\u3002\u6211\u4eec\u7684\u521b\u65b0\u5728\u4e8e\u6784\u5efa\u4e86\u8fd9\u4e2a\u591a\u6a21\u6001\u68c0\u7d22\u5668\uff0c\u5176\u4e2d\u6709\u4e00\u4e2a\u6df7\u5408\u6a21\u6001\u7f16\u7801\u5668\u7684\u5bc6\u96c6\u68c0\u7d22\u5668\uff0c\u6211\u4eec\u7528\u5b83\u6765\u8ba1\u7b97\u67e5\u8be2\u6587\u672c\u4ee5\u53ca\u4ece\u8bb0\u5fc6\u4e2d\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u7684\u5f97\u5206\u3002\u7f16\u7801<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5668\u63a5\u53d7\u7684\u67e5\u8be2\u53ef\u4ee5\u662f\u56fe\u50cf\u3001\u6587\u672c\u6216\u4e24\u8005\u7684\u6df7\u5408\u3002\u7136\u540e\uff0c\u76f8\u540c\u7684\u7f16\u7801\u5668\u53ef\u4ee5\u5e94\u7528\u5230\u6211\u4eec\u7684\u77e5\u8bc6\u5e93\u4ee5\u8fdb\u884c\u7f16\u7801\uff0c\u5e76\u4e14\u53ef\u4ee5\u57fa\u4e8e\u4f59\u5f26\u76f8\u4f3c\u6027\u6765\u68c0\u7d22\u8fd9\u4e2a\u5f97\u5206\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u7684\u6df7\u5408\u6a21\u6001\u7f16\u7801\u5668\u5b9e\u9645\u4e0a\u662fClip\u7684\u6269\u5c55\uff0c\u5176\u4e2d\u5305\u62ecClip\u6587\u672c\u7f16\u7801\u5668\u548c\u6df1\u5ea6Clip\u56fe\u50cf\u7f16\u7801\u5668\uff0c\u7136\u540e\u6211\u4eec\u5728\u4e24\u8005\u4e4b\u95f4\u8fdb\u884c\u5747\u503c\u6c60\u5316\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u4e2a\u6a21\u578b\u7684\u5de5\u4f5c\u65b9\u5f0f\u662f\uff0c\u6211\u4eec\u83b7\u53d6\u68c0\u7d22\u5230\u7684\u793a\u4f8b\uff0c\u8fd9\u91cc\u662f\u56fe\u50cf-\u6587\u672c\u5bf9\uff0c\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u68c0\u7d22\u5230\u7684\u6587\u6863\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u63d2\u5165\u4e3b\u6587\u6863\uff0c\u5e76\u8981\u6c42\u6a21\u578b\u751f\u6210\u54cd\u5e94\u3002\u6700\u540e\u5f97\u5230\u4e86\u975e\u5e38\u597d\u7684\u6548\u679c\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-height=\"752\" data-ratio=\"0.2657407407407407\"  data-type=\"png\" data-w=\"1080\" data-width=\"2830\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-dd25e293b279843bd47e8dfaa9103b1c.png\"  \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe17. \uff08a\uff09RA-CM3 \u603b\u4f53\u6846\u67b6\uff1b\uff08b\uff09\u68c0\u7d22\u5668\uff08Retriever\uff09\u6a21\u5757\uff1b\uff08c\uff09\u751f\u6210\u5668\uff08Generator\uff09\u6a21\u5757\uff0c\u662fCM3 Transformer\u67b6\u6784\u7684\u6269\u5c55<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4f8b\u5982\uff0c\u5982\u679c\u8ba9\u6a21\u578b\u751f\u6210\u4e00\u9762\u5728\u6708\u7403\u8868\u9762\u98d8\u626c\u7684\u6cd5\u56fd\u56fd\u65d7\uff0c\u6211\u4eec\u4f1a\u68c0\u7d22\u5230\u6cd5\u56fd\u56fd\u65d7\u7684\u56fe\u50cf\uff0c\u8f93\u51fa\u5b9e\u9645\u4e0a\u5c31\u662f\u6708\u7403\u8868\u9762\u4e0a\u7684\u6cd5\u56fd<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56fd\u65d7\u3002\u5982\u679c\u4f7f\u7528\u4e0d\u5e26\u68c0\u7d22\u7684 Stable-Diffusion \u6216\u666e\u901a\u7684 CM3 \u6a21\u578b\uff0c\u5b9e\u9645\u4e0a\u4f1a\u751f\u6210\u6708\u7403\u8868\u9762\u4e0a\u7684\u7f8e\u56fd\u56fd\u65d7\u3002\u6216\u8005\uff0c\u5982\u679c\u4f60\u8bf4\u6211\u4eec\u60f3\u8981\u4e00\u5e45\u4e0a\u6d77\u4e1c\u65b9\u660e\u73e0\u5854\u7684\u6cb9\u753b\uff0c\u57fa\u51c6\u6a21\u578b\u4f1a\u751f\u6210\u4e00\u5e45\u6cb9\u753b\uff0c\u4f46\u663e\u7136\u5efa\u7b51\u7269\u662f\u4e0d\u6b63\u786e\u7684\u3002\u800c\u57fa\u4e8e\u68c0\u7d22\u7684\u6a21\u578b\u5b9e\u9645\u4e0a\u4f1a\u68c0\u7d22\u5230<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e1c\u65b9\u660e\u73e0\u5854\u7684\u56fe\u50cf\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u63d0\u4f9b\uff0c\u4ee5\u4fbf\u751f\u6210\u6b63\u786e\u7684\u56fe\u50cf\u3002\u8fd9\u6837\u7ed3\u679c\u5f97\u5230\u4e86\u5927\u5927\u7684\u6539\u5584\u3002\u540c\u6837\u7684\uff0c\u56de\u5230\u524d\u6587\u63d0\u5230\u7684\u6559\u5802\u6848\u4f8b\uff0c\u6211\u4eec\u7684\u6a21\u578b\u5b9e\u9645\u4e0a\u53ef\u4ee5\u627e\u5230\u6b63\u786e\u7684\u6559\u5802\uff0c\u800c\u57fa\u51c6\u6a21\u578b\u5c31\u4e0d\u884c\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<p style=\"text-align: center;margin-bottom: 0px;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.5479302832244008\" data-s=\"300,640\"  data-type=\"png\" data-w=\"918\" style=\"\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-8fb25da19cb903fe5e43ab9515a33169.png\"  \/><\/p>\n<p style=\"text-align: center;margin-bottom: 0px;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.5299401197604791\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1002\" style=\"\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-823382868fa9f3a34ff0a378b7e26cd9.png\"  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe18. \u591a\u6a21\u6001\u4efb\u52a1\u57fa\u4e8e\u68c0\u7d22\u7684 RA-CM3 \u548c\u5176\u4ed6\u57fa\u51c6\u6a21\u578b\u7684\u8868\u73b0\u5bf9\u6bd4<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>Med-Flamingo\uff1a\u5177\u6709\u96f6\u6837\u672c\u5b66\u4e60\u80fd\u529b\u7684\u591a\u6a21\u6001\u533b\u5b66\u6a21\u578b<\/strong><\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u4e00\u521b\u65b0\u6fc0\u53d1\u4e86\u6211\u4eec\u6784\u5efa\u9996\u4e2a\u5177\u6709\u96f6\u6837\u672c\u80fd\u529b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08zero-shot capability\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7684\u591a\u6a21\u6001\u533b\u5b66\u6a21\u578b\u3002\u6211\u4eec\u5c06\u5b83\u79f0\u4e3aMed-Flamingo\uff0c\u5df2\u7ecf\u5728arXiv\u4e0a\u3001Hugging Face \u548c Github \u4e0a\u53d1\u5e03\u4e86\u76f8\u5173\u8bba\u6587\u548c\u4ee3\u7801\u3002\u4f5c\u4e3a\u57fa\u7840\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u62e5\u6709700\u4ebf\u53c2\u6570\u7684 Llama \u8bed\u8a00\u6a21\u578b\uff0c\u8fd8\u4f7f\u7528\u4e86\u4e00\u4e2a\u89c6\u89c9\u6a21\u578b\uff0c\u5e76\u7528 Flamingo Fusion \u65b9\u6cd5\u5c06\u5b83\u4eec\u878d\u5408\u5728\u4e00\u8d77\u3002\u7136\u540e\uff0c\u6211\u4eec\u5728\u5305\u542b\u6587\u672c\u548c\u56fe\u50cf\u7684\u591a\u6a21\u6001\u533b\u5b66\u6587\u732e\u4e0a\u8fdb\u4e00\u6b65\u8bad\u7ec3\u6216\u5fae\u8c03\u8fd9\u4e2a\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u6211\u4eec\u4f7f\u7528\u4e86\u914d\u5bf9\u7684 Interleaved \u9884\u8bad\u7ec3\u65b9\u6cd5\u6784\u5efa\u8fd9\u79cd\u591a\u6a21\u6001\u6a21\u578b\uff0c\u4ee5\u4fbf\u8fdb\u884c\u591a\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">Moor, Michael, et al. &#8220;Med-Flamingo: a Multimodal Medical Few-shot Learner.&#8221; <em>arXiv preprint arXiv:2307.15189<\/em> (2023).<\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-croporisrc=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/wibWV1DB7tWIfaxh0H1zsMd4Mp1rhw1cWlxNSZ4RLOzPQqztia4Z8uY5Aw7fxdbmKr13BzcVcUt8FothIbLrutPw\/640?wx_fmt=png\" data-cropx1=\"0\" data-cropx2=\"1080\" data-cropy1=\"0\" data-cropy2=\"495.8007117437723\" data-height=\"622\" data-ratio=\"0.4583333333333333\"  data-type=\"jpeg\" data-w=\"1080\" data-width=\"1150\" style=\"width: 562px;height: 258px;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-5c3db7bbbc102be54c3a11cb0ca59f12.jpeg\"  \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;text-align: center;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe19. \u533b\u7597\u8bca\u65ad\u7684\u63d0\u95ee\u573a\u666f\uff0c\u6211\u4eec\u66f4\u9700\u8981\u7684\u662f\u5bf9AI\u6bcf\u4e2a\u56de\u7b54\u7684\u53ef\u4fe1\u5ea6\u8bc4\u5206\u4ee5\u8f85\u52a9\u51b3\u7b56\u3002<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5f53\u6211\u4eec\u4e3a\u533b\u5b66\u76ee\u7684\u8bad\u7ec3\u8fd9\u7c7b\u6a21\u578b\u540e\uff0c\u95ee\u9898\u5c31\u53d8\u6210\u5982\u4f55\u8bc4\u4f30\u6a21\u578b\u7684\u8f93\u51fa\u7ed3\u679c\u3002\u4f20\u7edf\u533b\u5b66\u89c6\u89c9\u95ee\u7b54\u7cfb\u7edf\u975e\u5e38\u7b80\u5316\uff0c\u4e0d\u4f1a\u63d0\u51fa\u7c7b\u4f3c\u201c\u56fe\u8868\u4e0b\u9762\u662f\u4ec0\u4e48\u201d\u7684\u95ee\u9898\u3002\u5b9e\u9645\u4e0a\uff0c\u5b83\u4eec\u7684\u5de5\u4f5c\u65b9\u5f0f\u662f\u7ed9\u4f60\u63d0\u4f9b\u51e0\u4e2a\u53ef\u80fd\u7684\u7b54\u6848\uff0c\u7136\u540e\u673a\u5668\u9009\u62e9\u6b63\u786e\u7684\u7b54\u6848\u3002\u6bd4\u5982\u5728\u4e0a\u56fe\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4ece\u6570\u636e\u96c6\u4e2d\u63d0\u4f9b\u4e86\u51e0\u4e2a\u53ef\u4f9b\u9009\u62e9\u7684\u7b54\u6848\uff0c\u5176\u4e2d\u6709\u4e00\u4e2a\u6b63\u786e\u7b54\u6848\uff0c\u8fd8\u6709\u4e24\u4e2a\u4e0e\u95ee\u9898\u5b8c\u5168\u65e0\u5173\u7684\u4e0d\u5408\u903b\u8f91\u7684\u7b54\u6848\u3002\u8fd9\u79cd\u8bc4\u4f30\u65b9\u5f0f\u8fc7\u4e8e\u7b80\u5355\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6240\u4ee5\u6211\u4eec\u6700\u8fd1\u4e00\u76f4\u5728\u7814\u7a76\u548c\u5f00\u53d1\u4e00\u79cd\u5de5\u5177\uff0c\u7528\u4e8e\u4eba\u7c7b\u5bf9\u533b\u5b66\u57fa\u7840\u6a21\u578b\u7684\u8bc4\u4f30\u3002\u6211\u4eec\u53ef\u4ee5\u4ece\u4e00\u4e2a\u5e26\u95ee\u9898\u7684\u56fe\u50cf\u5f00\u59cb\uff0c\u7136\u540e\u6a21\u578b\u7ed9\u51fa\u7b54\u6848\uff0c\u63a5\u7740\u6211\u4eec\u53ef\u4ee5\u95ee\u4e00\u7cfb\u5217\u95ee\u9898\uff0c\u6a21\u578b\u7684\u9884\u6d4b\u662f\u4ec0\u4e48\uff0c\u8868\u73b0\u6709\u591a\u597d\uff0c\u4ee5\u53ca\u5176\u4ed6\u7b54\u6848\u6709\u591a\u53ef\u4fe1\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6211\u4eec\u53ef\u4ee5\u5bf9\u8fd9\u4e9b\u91cd\u8981\u7684\u6a21\u578b\u8fdb\u884c\u66f4\u53ef\u4fe1\u7684\u8bc4\u4f30\uff0c\u5e76\u4e14\u6a21\u578b\u4f1a\u751f\u6210\u89e3\u91ca<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08rationales\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u3002\u800c\u8fd9\u662f\u901a\u8fc7\u5c11\u6837\u672c\u5b66\u4e60<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08few-short learning)<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"> \u5f97\u5230\u7684\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"542\" data-backw=\"562\" data-height=\"1806\" data-ratio=\"0.9638888888888889\"  data-type=\"png\" data-w=\"1080\" data-width=\"1874\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-c7b23cd1cd19ca1902ea0eada2745b22.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe20. Med-Flamingo \u6a21\u578b\u7684\u6574\u4f53\u6846\u67b6<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u8fd9\u91cc\u5c55\u793a\u4e00\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\u3002\u4f8b\u5982\u5982\u679c\u4f60\u53bb\u95ee GPT-4\uff0c\u8f93\u5165\u56fe\u7247\u3001\u4e0a\u4e0b\u6587\u4ee5\u53ca\u95ee\u9898\uff0c\u5b83\u7ed9\u51fa\u7684\u662f\u9519\u8bef\u7684\u8bca\u65ad\uff0c\u800c<\/span> <span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Med-Flamingo \u7ed9\u51fa\u4e86\u6b63\u786e\u7684<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bca\u65ad\u548c\u6b63\u786e\u7684\u75c5\u7406\uff0c\u5e76\u6ce8\u610f\u5230\u8fd9\u662f\u5de6\u4fa7\u80ba\u90e8\u7684\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u53f3\u4fa7\u7684\u95ee\u9898\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"227\" data-backw=\"562\" data-height=\"1140\" data-ratio=\"0.4046296296296296\"  data-type=\"png\" data-w=\"1080\" data-width=\"2820\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-ddeee747bfd312c1ce3ea69b423ba10f.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe20. &nbsp;\u5173\u4e8e\u80ba\u90e8\u8bca\u65ad\u7684\u4f8b\u5b50<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u5c31\u662f\u6211\u60f3\u8981\u8c08\u7684\u7b2c\u4e8c\u90e8\u5206\uff0c\u4e3b\u8981\u662f\u5173\u4e8e\u591a\u6a21\u6001<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08multimodality\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7684\u91cd\u8981\u6027\uff0c\u4ee5\u53ca\u591a\u6a21\u6001\u5982\u4f55\u771f\u6b63\u5730\u4f7f\u6211\u4eec\u80fd\u591f\u5c06\u57fa\u7840\u6a21\u578b\u7528\u4e8e\u533b\u5b66\uff0c\u8fdb\u800c\u5e2e\u52a9\u6211\u4eec\u6539\u5584\u4eba\u7c7b\u5065\u5eb7\u533b\u7597\uff0c\u5176\u4e2d\u7684\u6311\u6218\u4e3b\u8981\u5728\u4e8e\u8bc4\u4f30\u3002\u8fd9\u91cc\u4e3b\u8981\u5c55\u793a\u4e86\u4e00\u4e9b\u4f8b\u5b50\u548c\u60f3\u6cd5\uff0c\u8bf4\u660e\u8fd9\u4e9b\u6311\u6218\u662f\u5982\u4f55\u80fd\u591f\u88ab\u514b\u670d\u7684\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;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;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-size: 15px;color: rgb(63, 63, 63);\"><br style=\"outline: 0px;\"  \/><\/span><\/section>\n<h3 style=\"outline: 0px;letter-spacing: 0.544px;white-space: normal;font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;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;outline: 0px;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 style=\"outline: 0px;\"><span style=\"outline: 0px;font-size: 17px;\"><strong 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;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">3. \u6253\u9020\u4f5c\u4e3a\u7814\u7a76\u52a9\u624b\u7684\u57fa\u7840\u6a21\u578b<\/strong><\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\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);font-size: 16px;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6700\u540e\u60f3\u8981\u8ba8\u8bba\u7684\u662f\u5173\u4e8e\u4f5c\u4e3a\u7814\u7a76\u4ee3\u7406<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08research agents\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7684\u57fa\u7840\u6a21\u578b\u3002\u5927\u578b\u57fa\u7840\u6a21\u578b\u7684\u80fd\u529b\u5728\u8fc7\u53bb\u51e0\u5e74\u91cc\u6709\u4e86\u663e\u8457\u63d0\u5347\uff0c\u4ece\u624b\u5199\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u56fe\u50cf\u8bc6\u522b\uff0c\u5230\u8bed\u8a00\u7406\u89e3\u7b49\u7b49\uff0c\u90fd\u8fbe\u5230\u4e86\u8d85\u7ea7\u51fa\u8272\u7684\u8868\u73b0\u3002\u6211\u4eec\u8fd8\u770b\u5230\uff0c\u8fd9\u4e9b\u5927\u578b\u57fa\u7840\u6a21\u578b\u5728\u591a\u79cd\u4e0d\u540c\u4efb\u52a1\u4e2d\u4e5f\u5c55\u73b0\u51fa\u8fd9\u4e9b\u80fd\u529b\uff0c\u4ece\u7f16\u5199\u4ee3\u7801\u5230\u5206\u5b50\u6a21\u62df\u3001\u56fe\u50cf\u6807\u6ce8\u7b49\u7b49\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5927\u8bed\u8a00\u6a21\u578b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08LLMs\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u57fa\u672c\u4e0a\u662f\u5728\u6574\u4e2a\u4e92\u8054\u7f51\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u8fd9\u4e5f\u610f\u5473\u7740\u5b83\u4eec\u9605\u8bfb\u4e86\u4e92\u8054\u7f51\u4e0a\u6240\u6709\u7684\u7814\u7a76\u8bba\u6587\u3002\u56e0\u6b64\uff0c\u4ece\u67d0\u79cd\u610f\u4e49\u4e0a\u8bf4\uff0c\u8fd9\u4e9b\u6a21\u578b\u5177\u6709\u5e7f\u6cdb\u7684\u79d1\u5b66\u77e5\u8bc6\uff0c\u540c\u65f6\u5b83\u4eec\u4e5f\u5177\u6709\u63a8\u7406\u548c\u89c4\u5212\u7684\u80fd\u529b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u90a3\u4e48\u8fd9\u610f\u5473\u7740\u4ec0\u4e48\u5462\uff1f<strong>\u6211\u4eec\u662f\u5426\u53ef\u4ee5\u6784\u5efa\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7814\u7a76\u4ee3\u7406<\/strong>\uff1f\u6216\u8005\u8bf4\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u7814\u7a76\u4ee3\u7406\u6216\u7814\u7a76\u52a9\u7406\uff1f\u8fd9\u6b63\u662f\u6211\u4eec\u9879\u76ee\u60f3\u6cd5\u7684\u8d77\u70b9\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5b9e\u9645\u4e0a\uff0c\u6211\u4eec\u5373\u5c06\u53d1\u5e03\u4e00\u4e2a\u540d\u4e3a<strong>\u673a\u5668\u5b66\u4e60\u4ee3\u7406\u57fa\u51c6<\/strong><\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08MLAgentBenchmark\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7684\u5de5\u5177\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u7528\u4e8e\u8bc4\u4f30 AI \u7814\u7a76\u5f15\u64ce\u4ee3\u7406\u7684\u57fa\u51c6\u3002\u5728\u8fd9\u4e2a\u57fa\u51c6\u4e2d\uff0c\u6211\u4eec\u63d0\u4f9b\u4e00\u7ec4\u660e\u786e\u8303\u56f4\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\uff0c\u57fa\u672c\u4e0a\u5305\u542b\u6570\u636e\u96c6\u548c\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u7684\u63cf\u8ff0\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u8bf4\uff0c\u201c\u8fd9\u91cc\u6709\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u6210\u529f\u7684\u6807\u51c6\u662f\u5728\u8fd9\u4e2a\u6570\u636e\u96c6\u4e0a\u63d0\u9ad8\u6a21\u578b\u6027\u80fd10%\u3002\u201d\u6784\u5efa\u8fd9\u6837\u4e00\u4e2a\u81ea\u52a8\u4ee3\u7406\u7684\u601d\u8def\u662f\uff0c\u901a\u8fc7\u8fed\u4ee3\uff0c\u6784\u5efa\u4e00\u4e2a\u8fbe\u5230\u8fd9\u4e2a\u6027\u80fd\u7684\u6a21\u578b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"342\" data-ratio=\"0.40714285714285714\"  data-type=\"png\" data-w=\"840\" data-width=\"840\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-3442d49468619798b303023f6d689060.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5b9e\u9645\u4e0a\uff0c\u6211\u4eec\u5df2\u7ecf\u6784\u5efa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684AI\u7814\u7a76\u4ee3\u7406\u6a21\u578b\uff0c\u5b83\u53ef\u4ee5\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u4e92\u8054\u7f51\u4e0a\u5927\u91cf\u7684\u5148\u9a8c\u77e5\u8bc6\u6765\u5e2e\u52a9\u7814\u7a76\u8fc7\u7a0b\uff0c\u521b\u65b0\u5e76\u627e\u5230\u5728\u7ed9\u5b9a\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u826f\u597d\u7684\u6a21\u578b\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u7684\u673a\u5668\u5b66\u4e60\u4ee3\u7406\u7684\u5de5\u4f5c\u65b9\u5f0f\u662f\uff0c\u4efb\u52a1\u662f\u7531\u7814\u7a76\u95ee\u9898\u5b9a\u4e49\u548c\u4e00\u4e2a\u5305\u62ec\u6570\u636e\u96c6\u3001\u6587\u4ef6\u7b49\u7684\u5de5\u4f5c\u7a7a\u95f4\u6765\u6307\u5b9a\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u4e2a\u4ee3\u7406\u9996\u5148\u4f1a\u505a\u7684\u662f\uff1a\u201c\u8ba9\u6211\u4eec\u8bfb\u53d6\u8fd9\u4e9b\u6587\u4ef6\u3002\u201d\u5b83\u4f1a\u8bfb\u53d6\u6587\u4ef6\u5e76\u51b3\u5b9a\uff1a\u201c\u54e6\uff0c\u8fd9\u662f\u4e00\u4e2a\u56fe\u50cf\u5206\u7c7b\u95ee\u9898\u3002\u8ba9\u6211\u4eec\u5b9e\u73b0\u4e00\u4e2a\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u3002\u201d\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5b83\u4f1a\u8f93\u51fa Python \u4ee3\u7801\u4ee5\u4f9b\u6267\u884c\uff1b\u7136\u540e\u5b83\u4f1a\u7f16\u8f91\u8fd9\u6bb5\u4ee3\u7801\uff0c\u5e76\u63d0\u4f9b\u4e00\u4e2a\u5dee\u5f02<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08diff\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6587\u4ef6\uff0c\u8be5\u6587\u4ef6\u53ef\u4ee5\u63a8\u9001\u5230 Github \u4e2d\uff1b\u4e4b\u540e\u8fd9\u4e2a\u4ee3\u7406\u8fd8\u53ef\u4ee5\u6267\u884c\u8fd9\u6bb5\u4ee3\u7801\uff0c\u4ee5\u67e5\u770b\u4ee3\u7801\u5728\u5e95\u5c42\u6570\u636e\u96c6\u4e0a\u6548\u679c\u5982\u4f55\u3002\u5f53\u5b83\u4ece\u6267\u884c\u8bad\u7ec3\u4efb\u52a1\u4e2d\u83b7\u5f97\u8f93\u51fa\u540e\uff0c\u4ee3\u7406\u4f1a\u68c0\u67e5\u7ed3\u679c\uff0c\u6211\u4eec\u8981\u6c42\u5b83\u8fdb\u884c\u81ea\u6211\u53cd\u601d\uff0c\u7136\u540e\u5b83\u4f1a\u5efa\u8bae\u8fdb\u884c\u4fee\u8ba2\uff0c\u5e76\u521b\u5efa\u53e6\u4e00\u4e2a\u5dee\u5f02<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08diff\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6587\u4ef6\uff0c\u5373\u5bf9\u4ee3\u7801\u7684\u53e6\u4e00\u6b21\u7f16\u8f91\uff0c\u7136\u540e\u8fd9\u4e9b\u66f4\u6539\u53ef\u4ee5\u518d\u6b21\u8fd0\u884c\uff0c\u8fd0\u884c\u7684\u7ed3\u679c\u518d\u6b21\u88ab\u4ee3\u7406\u83b7\u53d6\uff0c\u7136\u540e\u4ee3\u7406\u4f1a\u51b3\u5b9a\u4e0b\u4e00\u6b65\u5e94\u8be5\u662f\u4ec0\u4e48\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-backh=\"269\" data-backw=\"562\" data-height=\"868\" data-ratio=\"0.4787037037037037\"  data-type=\"png\" data-w=\"1080\" data-width=\"1812\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-be11473fe3a35900e535be9bb37dc3bb.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe22. \u6307\u5b9a\u4efb\u52a1\u7684AI\u52a9\u624b\u901a\u7528\u6846\u67b6<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u7528\u4e8e\u6307\u5b9a\u7814\u7a76\u4efb\u52a1\u7684\u901a\u7528\u6846\u67b6\u3002\u57fa\u672c\u4e0a\u4f1a\u6267\u884c\u4ee5\u4e0b\u64cd\u4f5c\u3002\u9996\u5148\u6211\u4eec\u4e3a\u4ee3\u7406\u63d0\u4f9b\u6587\u4ef6\u7cfb\u7edf\u548c\u8ba1\u7b97\u96c6\u7fa4\u8bbf\u95ee\u4f5c\u4e3a\u53ef\u6267\u884c\u7684\u64cd\u4f5c\u3002\u7136\u540e\u6211\u4eec\u8bb0\u5f55\u4ea4\u4e92\u8f68\u8ff9\uff0c\u4e5f\u5c31\u662f\u4ee3\u7406\u6b63\u5728\u6267\u884c\u7684\u64cd\u4f5c\u548c\u5feb\u7167\uff0c\u4ee5\u81ea\u52a8\u6784\u5efa\u4e00\u4e2a\u5728\u7ed9\u5b9a\u7684\u65b0\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u4e0a\u8868\u73b0\u826f\u597d\u7684\u6a21\u578b\u3002\u6700\u540e\u6211\u4eec\u81ea\u52a8\u8bc4\u4f30\u7814\u7a76\u4ee3\u7406\uff0c\u65e2\u8bc4\u4f30\u6700\u7ec8\u6a21\u578b\u7684\u8d28\u91cf\uff0c\u4e5f\u8bc4\u4f30\u6a21\u578b\u83b7\u5f97\u7b54\u6848\u6240\u9700\u7684\u8fc7\u7a0b\u548c\u6548\u7387\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u901a\u8fc7\u63d0\u793a\u6765\u8fdb\u884c\u8fd9\u4e00\u5207\uff0c\u5176\u4e2d\u6211\u4eec\u4f1a\u8bf4\uff1a\u201c\u4f60\u662f\u9ad8\u7ea7\u7814\u7a76\u52a9\u7406\uff0c\u4f60\u6709\u6743\u8bbf\u95ee\u4ee5\u4e0b\u5de5\u5177\u3002\u8fd9\u662f\u4f60\u7684\u7814\u7a76\u95ee\u9898\u3002\u201d\u7136\u540e\u6211\u4eec\u8bf4\uff1a\u201c\u8fd9\u91cc\u6709\u4e00\u4e9b\u76f8\u5173\u64cd\u4f5c\u7684\u6458\u8981\uff0c\u8bf7\u51b3\u5b9a\u4f60\u60f3\u505a\u4ec0\u4e48\u3002\u201d\u7136\u540e\u4ee3\u7406\u4f1a\u91c7\u53d6\u884c\u52a8\u5e76\u8bf4\uff1a\u201c\u54e6\uff0c\u6211\u60f3\u8fdb\u884c\u53cd\u601d\uff0c\u6211\u53ef\u4ee5\u89c4\u5212\u6211\u7684\u7814\u7a76\uff0c\u8fd9\u5c31\u662f\u6211\u5728\u8003\u8651\u7684\u4e8b\u60c5\u3002\u201d\u7136\u540e\u5b83\u6267\u884c\u8be5\u64cd\u4f5c\uff1a\u201c\u597d\u5427\uff0c\u8ba9\u6211\u4eec\u6267\u884c\u8fd9\u4e2a\u811a\u672c\u3002\u201d\u5e76\u63d0\u4f9b\u8be5\u64cd\u4f5c\u7684\u53c2\u6570\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"610\" data-ratio=\"0.29814814814814816\"  data-type=\"png\" data-w=\"1080\" data-width=\"2048\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-782ad8dd1cf481079a260bb3e9b767e5.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe23. \u5927\u8bed\u8a00\u6a21\u578b\u7814\u7a76\u4ee3\u7406\u6846\u67b6\u793a\u610f\u56fe<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6240\u4ee5\u5b83\u4f1a\u50cf\u201c\u8ba9\u6211\u4eec\u6267\u884c train.py\u201d\u4e00\u6837\uff0ctrain.py \u88ab\u6267\u884c\uff0c\u5e76\u4e14\u8f93\u51fa\u7ed3\u679c\u4f1a\u88ab\u653e\u5165\u7814\u7a76\u65e5\u5fd7\u4e2d\uff0c\u4ee5\u4fbf\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u8bfb\u53d6\u8fd9\u4e2a\u8f93\u51fa\uff0c\u7136\u540e\u51b3\u5b9a\u5b83\u63a5\u4e0b\u6765\u60f3\u505a\u4ec0\u4e48\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"786\" data-ratio=\"0.6092592592592593\"  data-type=\"png\" data-w=\"1080\" data-width=\"1290\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-9748422d392f1811710b6ce6328c78d6.png\"  \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;text-align: justify;line-height: 1.5em;\"><span style=\"letter-spacing: 0.578px;color: rgb(136, 136, 136);font-size: 13px;\">\u56fe24. \u63d0\u793a\u5f15\u5bfc\u81f3\u884c\u52a8\uff0c\u6267\u884c\u4e00\u4e2a\u5de5\u5177\uff0c\u4ea7\u751f\u89c2\u5bdf\u7ed3\u679c\uff0c\u8fd9\u4e2a\u89c2\u5bdf\u7ed3\u679c\u88ab\u653e\u5165\u7814\u7a76\u65e5\u5fd7\u4e2d\uff0c\u7136\u540e\u4ee3\u7406\u53ef\u4ee5\u4ece\u7814\u7a76\u65e5\u5fd7\u4e2d\u68c0\u7d22\uff0c\u4ee5\u51b3\u5b9a\u63a5\u4e0b\u6765\u8981\u6267\u884c\u7684\u4e0b\u4e00\u4e2a\u52a8\u4f5c<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u6784\u5efa\u8fd9\u4e2a\u4ee3\u7406\u7684\u65b9\u6cd5\u662f\u201c\u5148\u601d\u8003\u548c\u8ba1\u5212\uff0c\u518d\u884c\u52a8\u201d\u7684\u6982\u5ff5\u3002\u6240\u4ee5\u6211\u4eec\u8981\u6c42\u6211\u4eec\u7684\u4ee3\u7406\u8fdb\u884c\u53cd\u601d\uff0c\u89c4\u5212\u5b83\u60f3\u505a\u4ec0\u4e48\uff0c\u7136\u540e\u8981\u6c42\u5b83\u884c\u52a8\uff0c\u8f93\u51fa\u5b83\u63a5\u4e0b\u6765\u60f3\u505a\u4ec0\u4e48\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u6536\u96c6\u4e86\u591a\u79cd\u4e0d\u540c\u7684\u6570\u636e\u96c6\uff0c\u4ece CIFAR-10 \u5230 IMDB \u5230\u5176\u4ed6\u8bb8\u591a\u6570\u636e\u96c6\uff0c\u57fa\u672c\u4e0a\u4ee3\u7406\u53ea\u83b7\u5f97\u6570\u636e\u96c6\u548c\u673a\u5668\u5b66\u4e60\u95ee\u9898\u7684\u63cf\u8ff0\uff0c\u7136\u540e\u5fc5\u987b\u751f\u6210\u89e3\u51b3\u8be5\u673a\u5668\u5b66\u4e60\u95ee\u9898\u7684\u4ee3\u7801\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u548c\u4e0d\u4f7f\u7528\u68c0\u7d22\u80fd\u529b\u7684 GPT-4<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u79f0\u4e3a Dark Wreck\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4f5c\u4e3a\u7814\u7a76\u4ee3\u7406\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;\"><img class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.34814814814814815\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1080\" style=\"\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-e190b5bb0991244418ca3de9696714c0.png\"  \/><\/p>\n<section style=\"text-align: justify;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);letter-spacing: 0.578px;font-size: 13px;\">\u56fe25. \u5de6\u56fe\u662f\u4e0d\u540c\u5927\u6a21\u578b\u4f5c\u4e3a AI \u7814\u7a76\u52a9\u624b\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0b\u7684\u6210\u529f\u7387\u3002\u53f3\u56fe\u6bd4\u8f83\u4e86Claude-1\u548cGPT-4\u7684\u4e0d\u540c\u80fd\u529b\u3002<\/span><\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4ece\u521d\u6b65\u7684\u5b9e\u9a8c\u7ed3\u679c\u6765\u770b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u56fe25\u5de6\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u6211\u4eec\u4f1a\u53d1\u73b0\u5bf9\u4e8e\u8fd9\u4e9b\u4efb\u52a1\u4e2d\u7684\u5927\u591a\u6570\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u4ee5\u53ca\u6211\u4eec\u7814\u7a76\u4ee3\u7406\u7684\u57fa\u7ebf\u6a21\u578b\u5728\u67d0\u4e9b\u6570\u636e\u96c6\u4e0a\u8fbe\u5230\u4e86\u5927\u7ea650%\u7684\u6210\u529f\u7387\u3002\u56e0\u6b64\uff0c\u4f3c\u4e4e\u8fd9\u79cd\u65b9\u5f0f\u662f\u53ef\u884c\u7684\u3002\u6211\u4eec\u8fd8\u53d1\u73b0\uff0c\u57fa\u7ebf\u6a21\u578b\u5176\u5b9e\u6709\u76f8\u5f53\u591a\u7684\u9519\u8bef\u3002\u5f53\u6211\u4eec\u5728\u7528\u4f5c\u4ee3\u7406\u57fa\u7840\u7684\u4e0d\u540c\u8bed\u8a00\u6a21\u578b\u4e4b\u95f4\u5bf9\u9519\u8bef\u8fdb\u884c\u5206\u7c7b\u65f6<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u56fe25\u53f3\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u53ef\u4ee5\u770b\u5230\u4f8b\u5982 Claude \u6bd4 GPT-4 \u66f4\u5bb9\u6613\u4ea7\u751f\u5e7b\u89c9\uff0c\u5e76\u4e14\u5b83\u5728 debug \u65b9\u9762\u8868\u73b0\u5f97\u4e5f\u66f4\u5dee\uff0c\u4f46\u5728\u8ba1\u5212\u65b9\u9762\u6bd4 GPT-4 \u66f4\u5f3a\u3002\u57fa\u4e8e GPT-4 \u7684\u7814\u7a76\u4ee3\u7406\u907f\u514d\u4e86\u5e7b\u89c9\u548c\u8c03\u8bd5\u56f0\u5883\uff0c\u4f46\u7531\u4e8e\u4e0d\u80fd\u5f88\u597d\u7684\u505a\u8ba1\u5212\u800c\u66f4\u5bb9\u6613\u5931\u8d25\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6240\u4ee5\u5728\u8fd9\u4e2a\u90e8\u5206\uff0c\u6211\u4eec\u662f\u5426\u53ef\u4ee5\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6765\u771f\u6b63\u6784\u5efa\u7814\u7a76\u52a9\u624b\u8fd9\u4e00\u6709\u8da3\u7684\u60f3\u6cd5\uff0c\u73b0\u5728\u6b63\u5728\u65af\u5766\u798f\u5927\u5b66\u5efa\u7acb\u8fd9\u65b9\u9762\u7684\u7b2c\u4e00\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u548c\u7b2c\u4e00\u5957\u57fa\u7ebf\u67b6\u6784\uff0c\u4ee5\u4fbf\u5176\u4ed6\u7ec4\u7ec7\u53ef\u4ee5\u63a5\u624b\u6211\u4eec\u7684\u5de5\u4f5c\uff0c\u6784\u5efa\u66f4\u597d\u7684\u4ee3\u7406\uff0c\u5e76\u770b\u770b\u6211\u4eec\u662f\u5426\u80fd\u5728\u6240\u6709\u8fd9\u4e9b\u4e0d\u540c\u7684\u673a\u5668\u5b66\u4e60\u6570\u636e\u96c6\u548c\u4e0d\u540c\u4efb\u52a1\u4e0a\u5b9e\u73b0\u767e\u5206\u4e4b\u767e\u7684\u6210\u529f\u7387\u3002\u8fd9\u662f\u4e00\u4e2a\u4ee4\u4eba\u5174\u594b\u7684\u65b9\u5411\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6700\u540e\u603b\u7ed3\u4e00\u4e0b\uff0c\u65af\u5766\u798f\u5927\u5b66\u7684\u57fa\u7840\u6a21\u578b\u7814\u7a76\u4e2d\u5fc3\u662f\u4e00\u4e2a\u8bad\u7ec3\u7279\u5b9a\u9886\u57df<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u5065\u5eb7\u3001\u751f\u7269\u533b\u5b66\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u57fa\u7840\u6a21\u578b\u7684\u5e73\u53f0\uff0c\u540c\u65f6\u4e5f\u4e13\u6ce8\u4e8e\u65b0\u67b6\u6784\u3001\u4f18\u5316\u5668\u7b49\u6280\u672f\u8fdb\u6b65\u3002\u5b83\u5c06\u91cd\u8981\u7684\u6280\u672f\u8fdb\u6b65\u8f6c\u5316\u4e3a\u5e94\u7528\uff0c\u4f8b\u5982\u8fd9\u91cc\u5c55\u793a\u4e86\u4e00\u4e2a\u57fa\u4e8e\u68c0\u7d22\u7684\u591a\u6a21\u6001\u6a21\u578b\u3002\u6211\u4eec\u8fd8\u5f00\u53d1\u4e86\u7531\u793e\u4f1a\u8d23\u4efb\u9a71\u52a8\u7684\u6280\u672f\uff0c\u4f8b\u5982\u4e13\u6ce8\u4e8e\u9690\u79c1\u548c\u8bc4\u4f30\uff0c\u8fd9\u5bf9\u533b\u7597\u9886\u57df\u975e\u5e38\u91cd\u8981\u3002\u6211\u4eec\u5e0c\u671b\u5efa\u7acb\u8d77\u793e\u4f1a\u8d23\u4efb\u3001\u533b\u5b66\u548c\u751f\u7269\u5b66\u5e94\u7528\u7684\u89c4\u8303\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h2 style=\"white-space: pre-wrap;margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"color: rgb(61, 170, 214);\"><strong><span style=\"color: rgb(61, 170, 214);font-size: 15px;\">\u8bba\u6587\u6c47\u603b<\/span><\/strong><\/span><\/h2>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u5173\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u673a\u9047\u548c\u98ce\u9669<\/strong><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Bommasani R, Hudson D A, Adeli E, et al. On the opportunities and risks of foundation models[J]. arXiv preprint arXiv:2108.07258, 2021.<\/span><\/p>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u5927\u89c4\u6a21\u86cb\u767d\u8d28\u8bed\u8a00\u6a21\u578b ESMFold<\/strong><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Zeming Lin et al., Evolutionary-scale prediction of atomic-level protein structure with a language model. <em>Science <\/em><strong>379<\/strong>,1123-1130(2023).DOI:10.1126\/science.ade2574<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u76f8\u5173\u6587\u7ae0\uff1a\u300aScience\u524d\u6cbf\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u6d8c\u73b0\u6f14\u5316\u4fe1\u606f\uff0c\u52a0\u901f\u86cb\u767d\u8d28\u7ed3\u6784\u9884\u6d4b\u300b<\/span><\/p>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>SATURN\uff1a\u5c06\u4e0d\u540c\u7269\u79cd\u7684\u7ec6\u80de\u5d4c\u5165\u5230\u5171\u540c\u7a7a\u95f4<\/strong><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Rosen, Yanay, et al. &#8220;Towards Universal Cell Embeddings: Integrating Single-cell RNA-seq Datasets across Species with SATURN.&#8221; <em>Biorxiv: the Preprint Server for Biology<\/em> (2023).<\/span><\/p>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>GEARS\uff1a\u9884\u6d4b\u591a\u57fa\u56e0\u7ec4\u5408\u5e72\u6270\u4e0b\u7684\u57fa\u56e0\u8868\u8fbe\u53d8\u5316<\/strong><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Roohani, Y., Huang, K. &amp; Leskovec, J. Predicting transcriptional outcomes of novel multigene perturbations with GEARS. <em>Nat Biotechnol<\/em> (2023). https:\/\/doi.org\/10.1038\/s41587-023-01905-6<\/span><\/p>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>GMAI\uff1a\u5168\u79d1\u533b\u5b66\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u6a21\u578b<\/strong><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Michael Moor, Oishi Banerjee, Zahra Shakeri Hossein Abad, Harlan M. Krumholz, Jure Leskovec, Eric J. Topol &amp; Pranav Rajpurkar<em>.<\/em> Foundation models for generalist medical artificial intelligence. <em>Nature<\/em> <strong>616<\/strong>, 259\u2013265 (2023). https:\/\/doi.org\/10.1038\/s41586-023-05881-4<\/span><\/p>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>RA-CM3\uff1a\u68c0\u7d22\u589e\u5f3a\u591a\u6a21\u6001\u6a21\u578b<\/strong><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Yasunaga, Michihiro, et al. &#8220;Retrieval-augmented multimodal language modeling.&#8221; (2023).<\/span><\/p>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"white-space: pre-wrap;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>Med-Flamingo\uff1a\u5177\u6709\u96f6\u6837\u672c\u5b66\u4e60\u80fd\u529b\u7684\u591a\u6a21\u6001\u533b\u5b66\u6a21\u578b<\/strong><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Moor, Michael, et al. &#8220;Med-Flamingo: a Multimodal Medical Few-shot Learner.&#8221; <em>arXiv preprint arXiv:2307.15189<\/em> (2023).<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-ratio=\"2.7111111111111112\" data-s=\"300,640\"  data-type=\"jpeg\" data-w=\"1080\" style=\"letter-spacing: 0.578px;text-align: center;text-wrap: wrap;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-9250cd2aed221d3e4d45c4ce58cbc8bf-scaled.jpeg\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;text-size-adjust: inherit;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;, 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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;\">\u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66\uff1a<\/strong><\/p>\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\">AI + Science\u7b2c\u4e8c\u5b63\u8bfb\u4e66\u4f1a\u542f\u52a8<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;text-size-adjust: inherit;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);\">\n<p style=\"outline: 0px;\"><br style=\"outline: 0px;\"  \/><\/p>\n<\/section>\n<section dir=\"ltr\" style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;text-size-adjust: inherit;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-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;\">\u751f\u7269\u533b\u5b66\u662f\u4e00\u4e2a\u590d\u6742\u4e14\u5bcc\u6709\u6311\u6218\u6027\u7684\u9886\u57df\uff0c\u6d89\u53ca\u5230\u5927\u91cf\u7684\u6570\u636e\u5904\u7406\u3001\u6a21\u5f0f\u8bc6\u522b\u3001\u7406\u8bba\u6a21\u578b\u5efa\u6784\u548c\u5b9e\u9a8c\u9a8c\u8bc1\u7b49\u95ee\u9898\u3002AI\u57fa\u7840\u6a21\u578b\u7684\u5f15\u5165\uff0c\u4f7f\u5f97\u6211\u4eec\u80fd\u591f\u4ece\u524d\u6240\u672a\u6709\u7684\u89d2\u5ea6\u53bb\u89c2\u5bdf\u548c\u7406\u89e3\u8fd9\u4e2a\u9886\u57df\u7684\u95ee\u9898\uff0c\u52a0\u901f\u79d1\u5b66\u7814\u7a76\u7684\u6b65\u4f10\uff0c\u63d0\u9ad8\u533b\u7597\u670d\u52a1\u7684\u6548\u7387\u548c\u6548\u679c\u3002\u8fd9\u79cd\u4ea4\u53c9\u9886\u57df\u7684\u5408\u4f5c\uff0c\u6807\u5fd7\u7740\u6211\u4eec\u6b63\u5728\u5411\u79d1\u6280\u4e0e\u751f\u7269\u533b\u5b66\u6df1\u5ea6\u878d\u5408\u7684\u65b0\u65f6\u4ee3\u8fc8\u8fdb\uff0c\u5bf9\u4e8e\u63a8\u52a8\u79d1\u5b66\u7814\u7a76\u3001\u4f18\u5316\u533b\u7597\u670d\u52a1\u3001\u4fc3\u8fdb\u4eba\u7c7b\u5065\u5eb7\u6709\u7740\u6df1\u8fdc\u7684\u5f71\u54cd\u3002<\/span><\/section>\n<section dir=\"ltr\" style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;text-size-adjust: inherit;font-family: system-ui, -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;text-size-adjust: inherit;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-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;\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u897f\u6e56\u5927\u5b66\u52a9\u7406\u6559\u6388\u5434\u6cf0\u9716\u3001\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u540e\u7814\u7a76\u5458\u738b\u701a\u5bb8\u3001\u535a\u58eb\u7814\u7a76\u751f\u9ec4\u67ef\u946b\u3001\u9ec4\u5029\uff0c\u534e\u76db\u987f\u5927\u5b66\u535a\u58eb\u7814\u7a76\u751f\u5c60\u946b\u660e\uff0c\u5171\u540c\u53d1\u8d77\u4ee5\u201c\u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66\u201d\u4e3a\u4e3b\u9898\u7684\u8bfb\u4e66\u4f1a\uff0c<span style=\"outline: 0px;letter-spacing: 0.544px;\">\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\uff0c<\/span><\/span><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: 0.544px;text-indent: 0em;\">\u63a2\u8ba8\u57fa\u7840\u6a21\u578b\u5728\u751f\u7269\u533b\u5b66\u7b49\u79d1\u5b66\u9886\u57df\u7684\u5e94\u7528\u3001\u5f71\u54cd\u548c\u5c55\u671b\u3002<\/span><span style=\"outline: 0px;letter-spacing: 0.544px;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;text-indent: 0em;\">\u8bfb\u4e66\u4f1a\u4ece2023\u5e748\u670820\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u65e5\u65e9\u4e0a 9:00-11:00 \u7ebf\u4e0a\u4e3e\u884c\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba18\u5468\u3002<\/span><span style=\"outline: 0px;letter-spacing: 0.544px;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;text-indent: 0em;\">\u6b22\u8fce\u5bf9\u63a2\u7d22\u8fd9\u4e2a\u6fc0\u52a8\u4eba\u5fc3\u7684\u524d\u6cbf\u9886\u57df\u6709\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u4e0e\u3002<\/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;\"><br style=\"outline: 0px;\"  \/><\/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;white-space: normal;background-color: rgb(255, 255, 255);letter-spacing: 0.578px;text-align: center;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247669471&amp;idx=1&amp;sn=4e34c8c0225bf146c5977a0320140929&amp;chksm=e8990c52dfee8544b79768e22456277f7440648b1b879e192a13b441266354228c6340fe7afd&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;\"><img class=\"rich_pages wxw-img\" data-backh=\"315\" data-backw=\"562\" data-ratio=\"0.5611111111111111\"  data-w=\"1080\" style=\"outline: 0px;border-width: 0px;border-style: initial;border-color: initial;width: 661px;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2023\/09\/wxsync-2023-09-4663c4d04a67e1800f3df1c260afd7fe.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;white-space: normal;background-color: rgb(255, 255, 255);letter-spacing: 0.578px;text-align: center;\"><br style=\"outline: 0px;\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;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);line-height: 2em;\"><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;text-indent: 0em;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><span 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><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;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);line-height: 2em;\"><span style=\"outline: 0px;text-indent: 0em;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;text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247669471&amp;idx=1&amp;sn=4e34c8c0225bf146c5977a0320140929&amp;chksm=e8990c52dfee8544b79768e22456277f7440648b1b879e192a13b441266354228c6340fe7afd&amp;scene=21#wechat_redirect\" textvalue=\"\u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66\uff1aAI + Science\u7b2c\u4e8c\u5b63\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\">\u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66\uff1aAI + Science\u7b2c\u4e8c\u5b63\u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><span style=\"outline: 0px;text-indent: 0em;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;\"><br style=\"outline: 0px;\"  \/><\/span><\/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: 2em;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-family: system-ui, -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;\"><span style=\"outline: 0px;font-size: 15px;\"><\/span><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 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;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;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=\"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><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">1.<\/strong><span style=\"outline: 0px;text-decoration: underline;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247669839&amp;idx=1&amp;sn=ed9fd39886522f0803c1d83972cf6c06&amp;chksm=e89902c2dfee8bd462f98d1858a1a1adc21a119b072cb6d56b2dfa4ba5436e6b121f7353d038&amp;scene=21#wechat_redirect\" textvalue=\"Yoshua Bengio\u9886\u8854\u8de8\u5b66\u79d1\u56e2\u961f\uff0cNature\u520a\u6587\u7efc\u8ff0\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u7684\u79d1\u5b66\u53d1\u73b0\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">Yoshua Bengio\u9886\u8854\u8de8\u5b66\u79d1\u56e2\u961f\uff0cNature\u520a\u6587\u7efc\u8ff0\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u7684\u79d1\u5b66\u53d1\u73b0<\/a><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">2.&nbsp;<\/strong><span style=\"text-decoration: underline;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247668611&amp;idx=1&amp;sn=04469c8119080bf7c17ba51d34470e90&amp;chksm=e899090edfee8018498820ddfafb7761c9a277ede61f015ef24bfbba524ae0a3a0e2ce9501f8&amp;scene=21#wechat_redirect\" textvalue=\"14\u4e2a\u673a\u678463\u4f4d\u5b66\u8005\u5408\u4f5c AI for Science \u91cd\u78c5\u7efc\u8ff0\uff1a\u7528\u4e8e\u91cf\u5b50\u3001\u539f\u5b50\u548c\u8fde\u7eed\u4f53\u7cfb\u79d1\u5b66\u7684\u4eba\u5de5\u667a\u80fd\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">14\u4e2a\u673a\u678463\u4f4d\u5b66\u8005\u5408\u4f5c AI for Science \u91cd\u78c5\u7efc\u8ff0\uff1a\u7528\u4e8e\u91cf\u5b50\u3001\u539f\u5b50\u548c\u8fde\u7eed\u4f53\u7cfb\u79d1\u5b66\u7684\u4eba\u5de5\u667a\u80fd<\/a><\/strong><\/span><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><span style=\"outline: 0px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">3<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;text-wrap: wrap;background-color: rgb(255, 255, 255);outline: 0px;\">.&nbsp;<\/strong><span 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;text-wrap: wrap;background-color: rgb(255, 255, 255);text-decoration: underline;\"><strong style=\"outline: 0px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247663904&amp;idx=3&amp;sn=3c26de649e7bdc53a56d117858a73c2f&amp;chksm=e8991baddfee92bb21dc963c8936edaa86ace081cf1667999363c3c2649df6da198bae0e89fa&amp;scene=21#wechat_redirect\" textvalue=\"Nature \u901f\u9012\uff1a\u5927\u6a21\u578b\u8bad\u7ec3\u533b\u5b66\u5168\u624d AI\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">Nature \u901f\u9012\uff1a\u5927\u6a21\u578b\u8bad\u7ec3\u533b\u5b66\u5168\u624d AI<\/a><\/strong><\/span><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><span style=\"outline: 0px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">4.&nbsp;<\/strong><\/span><span style=\"outline: 0px;text-decoration: underline;\"><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=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;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">5.&nbsp;<strong style=\"outline: 0px;letter-spacing: 0.544px;\"><span style=\"outline: 0px;color: rgb(143, 149, 158);text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247617062&amp;idx=1&amp;sn=e963acb6885ea3b26d32e91c12eae076&amp;chksm=e89650abdfe1d9bddf82c71e612a15bc4393d0a61cde39d325b01b3099247145c98b492c37b8&amp;scene=21#wechat_redirect\" data-linktype=\"2\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\">\u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/a><\/span><\/strong><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;\"><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-bottom: 5px;margin-left: 8px;outline: 0px;\"><br style=\"outline: 0px;\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;\"><br style=\"outline: 0px;\"  \/><\/p>\n<\/section>\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\u62a5\u540d\u8bfb\u4e66\u4f1a<strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);visibility: visible;\"><\/strong><\/span><\/strong><\/p>\n<p style=\"display: none;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed 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