{"id":50722,"date":"2024-06-04T20:19:35","date_gmt":"2024-06-04T12:19:35","guid":{"rendered":"https:\/\/swarma.org\/?p=50722"},"modified":"2024-06-04T20:19:35","modified_gmt":"2024-06-04T12:19:35","slug":"llm-as-enhancer-for-stdm%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%b5%8b%e8%83%bd%e6%97%b6%e7%a9%ba%e6%95%b0%e6%8d%ae%e6%8c%96%e6%8e%98%e5%a2%9e%e5%bc%ba%e5%99%a8-%e5%91%a8%e4%b8%89%e7%9b%b4%e6%92%ad","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=50722","title":{"rendered":"LLM-as-Enhancer for STDM\uff1a\u5927\u6a21\u578b\u8d4b\u80fd\u65f6\u7a7a\u6570\u636e\u6316\u6398\u589e\u5f3a\u5668 | \u5468\u4e09\u76f4\u64ad\u00b7\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a"},"content":{"rendered":"<div class='wxsyncmain'>\n<section powered-by=\"xiumi.us\" data-mpa-powered-by=\"yiban.io\">\n<section>\n<section>\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: 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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;visibility: visible;\"><\/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: 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center;margin-bottom: 0px;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100208353\" data-ratio=\"3.1666666666666665\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1080\" style=\"\" src=\"\/wp-content\/uploads\/2024\/06\/wxsync-2024-06-56e1650a3a8adca2192fa1c0df94d1ff.png\"  \/><\/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<h3 style=\"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;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 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-2px;outline: 0px;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<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<section style=\"margin-bottom: 0px;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: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><br  \/><\/section>\n<h3 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><\/h3>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 16px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u672c\u671f\u8bfb\u4e66\u4f1a\u4f5c\u4e3a<strong>\u300c<\/strong><strong><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247686949&amp;idx=1&amp;sn=7ac5abf22610981adf2404a7e687542d&amp;scene=21#wechat_redirect\" data-linktype=\"2\">\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a<\/a><\/strong><strong>\u300d<\/strong>\u7cfb\u5217\u8bfb\u4e66\u4f1a\u7684\u7b2c\u56db\u671f\u76f4\u64ad\u5206\u4eab\uff0c\u9080\u8bf7\u5230\u4e86\u9999\u6e2f\u5927\u5b66&amp;\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u4ea4\u6362\u535a\u58eb\u751f\u6881\u6708\u51b0\u3001\u5357\u65b9\u79d1\u6280\u5927\u5b66&amp;\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u8054\u57f9\u535a\u58eb\u751f\u6731\u5143\u7ecd\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u535a\u58eb\u751f\u4e25\u4e00\u535a\u3001\u5317\u4eac\u4ea4\u901a\u5927\u5b66\u7855\u58eb\u751f\u5468\u6cfd\u5b87 \u201c<strong>LLM-as-Enhancer for STDM\uff1a\u5927\u6a21\u578b\u8d4b\u80fd\u65f6\u7a7a\u6570\u636e\u6316\u6398\u589e\u5f3a\u5668<\/strong>\u201d \u4e3b\u9898\u5206\u4eab\uff0c\u4e3b\u8981\u4ece<span style=\"text-decoration: underline;\"><strong>\u201c<\/strong><strong>D<\/strong><strong>ata-centric&nbsp;<\/strong><strong>E<\/strong><strong>nhancer&#8221;\u548c&#8221;<\/strong><strong>M<\/strong><strong>odel-centric&nbsp;<\/strong><strong>E<\/strong><strong>nhancer\u201d<\/strong><\/span>\u4e24\u4e2a\u4e13\u9898\u5c55\u5f00\u3002<\/span><\/section>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px;\">\n<li style=\"color: rgb(63, 63, 63);font-size: 15px;\">\n<p style=\"margin-bottom: 16px;line-height: 2em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u6881\u6708\u51b0\u548c\u5468\u6cfd\u5b87\u5c06\u9886\u8854\u4e13\u9898\u4e00\uff0cData-centric Enhancer\u4ee3\u8868\u5229\u7528LLM\u751f\u6210\u5916\u90e8\u4fe1\u606f\uff08\u5982\u6587\u672c\u3001prompt\uff09\u6765augment data\uff1b<\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 15px;\">\n<section style=\"line-height: 2em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u6731\u5143\u7ecd\u548c\u4e25\u4e00\u535a\u5c06\u9886\u8854\u4e13\u9898\u4e8c\uff0cModel-centric Enhancer\u4ee3\u8868\u5229\u7528LLM\u751f\u6210\u5916\u90e8\u4fe1\u606f\u6765\u589e\u5f3amodel\uff0c\u4e25\u535a\u58eb\u8865\u5145\u5f3a\u8c03\u7528LLM\u751f\u6210text\u5c5e\u4e8e\u524d\u8005\uff0cCLIP\u5bf9\u9f50\u5c06\u4fe1\u606f\u878d\u5165img encoder\u5c5e\u4e8e\u540e\u8005\u7b49\u76f8\u5173\u5185\u5bb9\u3002<\/span><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h3 style=\"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;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;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;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;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<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;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\u5206\u4eab\u5185\u5bb9\u5927\u7eb2<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;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<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: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/p>\n<h4 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e13\u9898\u4e00\uff1aData-centric Enhancer<\/span><\/strong><\/h4>\n<h5 style=\"line-height: 1.75em;margin-bottom: 8px;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff08\u4e00\uff09\u6881\u6708\u51b0\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u589e\u5f3a\u516c\u5171\u4e8b\u4ef6\u4e2d\u7684\u51fa\u884c\u9884\u6d4b<\/span><\/h5>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Part 1: \u516c\u5171\u4e8b\u4ef6\u4e2d\u7684\u7cbe\u51c6\u51fa\u884c\u9884\u6d4b\u7684\u91cd\u8981\u6027\u548c\u6311\u6218<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Part 2: \u5927\u8bed\u8a00\u6a21\u578b\u7684\u72ec\u7279\u4f18\u52bf<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Part 3: \u5927\u8bed\u8a00\u6a21\u578b\u589e\u5f3a\u516c\u5171\u4e8b\u4ef6\u4e2d\u7684\u51fa\u884c\u9884\u6d4b<\/span><\/section>\n<\/li>\n<\/ul>\n<h5 style=\"line-height: 1.75em;margin-bottom: 8px;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff08\u4e8c\uff09\u5468\u6cfd\u5b87\uff1a\u591a\u4efb\u52a1\u9002\u5e94\u7684\u65f6\u7a7a\u8f68\u8ff9\u5b66\u4e60\u6a21\u578b<\/span><\/h5>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Part 1 &nbsp;\u591a\u4efb\u52a1\u9002\u5e94\u7684\u65f6\u7a7a\u8f68\u8ff9\u5b66\u4e60\u80cc\u666f<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Part 2 &nbsp;\u57fa\u4e8e\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u591a\u4efb\u52a1\u9002\u5e94\u7684\u8f68\u8ff9\u5b66\u4e60\u6a21\u578b\u2014\u2014PLM4Traj<\/span><\/p>\n<\/li>\n<\/ul>\n<h4 style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/h4>\n<h4 style=\"line-height: 1.75em;margin-bottom: 8px;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u4e13\u9898\u4e8c\uff1aModel-centric Enhancer<\/strong><\/span><\/h4>\n<h5 style=\"line-height: 1.75em;margin-bottom: 8px;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff08\u4e09\uff09\u6731\u5143\u7ecd\uff1a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u65f6\u7a7a\u56fe\u5b66\u4e60<\/span><\/h5>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Part1\uff1a\u65f6\u7a7a\u56fe\u5b66\u4e60\u7684\u73b0\u6709\u6311\u6218<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Part2\uff1a\u57fa\u4e8eLLM\u7684\u65f6\u7a7a\u56fe\u77e5\u8bc6\u5bf9\u9f50\u6a21\u578b\u2014\u2014STLLM<\/span><\/section>\n<\/li>\n<\/ul>\n<h5 style=\"line-height: 1.75em;margin-bottom: 8px;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff08\u56db\uff09\u4e25\u4e00\u535a\uff1a\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e0e\u57ce\u5e02\u8ba1\u7b97<\/span><\/h5>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Part1\uff1a\u57ce\u5e02\u591a\u6a21\u6001\u80cc\u666f\u6982\u89c8<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Part2\uff1a\u57ce\u5e02\u591a\u6a21\u6001\u6a21\u578b\u2014\u2014UrbanCLIP<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Part3\uff1a\u57ce\u5e02\u591a\u6a21\u6001\u672a\u6765\u5c55\u671b<\/span><\/p>\n<\/li>\n<\/ul>\n<section style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h3 style=\"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;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;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;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;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<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;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\u6838\u5fc3\u6982\u5ff5<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;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<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: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\">&nbsp;<\/p>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-right: 8px;margin-left: 8px;width: 577.422px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\">\u5927\u8bed\u8a00\u6a21\u578b Large Language Model;<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\">\u57fa\u5ea7\u6a21\u578b Foundation Model;<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\">\u65f6\u7a7a\u6570\u636e Spatio-temporal Data;<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\">\u65f6\u7a7a\u56fe\u5b66\u4e60 Spatio-temporal Graph Learning;<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\">\u65f6\u7a7a\u8f68\u8ff9\u5efa\u6a21 Spatio-temporal Trajectory Modeling<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\">\u591a\u6a21\u6001\u5206\u6790 Multi-modal Analysis<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;text-align: left;\">\u57ce\u5e02\u8ba1\u7b97 Urban Computing<\/p>\n<\/li>\n<\/ul>\n<section style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h3 style=\"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;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;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;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;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<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;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\u5206\u4eab\u4eba\u4ecb\u7ecd<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;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<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: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\">&nbsp;<br  \/><\/p>\n<h4 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff081\uff09\u4e3b\u8bb2\u4eba\uff1a\u6881\u6708\u51b0<\/span><\/h4>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1080\" data-imgfileid=\"100208344\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/06\/wxsync-2024-06-685095223be6c853b2b6b56b85e6df85.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u6881\u6708\u51b0<\/strong>\uff0c\u9999\u6e2f\u5927\u5b66\u535a\u58eb\u5728\u8bfb\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u65f6\u7a7a\u6570\u636e\u6316\u6398\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<h4 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff082\uff09\u4e3b\u8bb2\u4eba\uff1a\u5468\u6cfd\u5b87<\/span><\/h4>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1080\" data-imgfileid=\"100208343\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/06\/wxsync-2024-06-77b79473526b6d5be1c8cb0d05c3b48e.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u5468\u6cfd\u5b87<\/strong>\uff0c\u5317\u4eac\u4ea4\u901a\u5927\u5b66\u5728\u8bfb\u7855\u58eb\u751f\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u662f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<h4 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff083\uff09\u4e3b\u8bb2\u4eba\uff1a\u6731\u5143\u7ecd<\/span><\/h4>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1080\" data-imgfileid=\"100208342\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/06\/wxsync-2024-06-23cdba280b4b2d21758902c01a89f804.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u6731\u5143\u7ecd<\/strong>\uff0c\u5357\u65b9\u79d1\u6280\u5927\u5b66&amp;\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u8054\u57f9\u535a\u58eb\u5728\u8bfb\uff0c\u7814\u7a76\u65b9\u5411\u5305\u62ec\u65f6\u7a7a\u6570\u636e\u6316\u6398\u3001\u8f68\u8ff9\u5efa\u6a21\u3001\u8054\u90a6\u5b66\u4e60\u7b49\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<h4 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff084\uff09\u4e3b\u8bb2\u4eba\uff1a\u4e25\u4e00\u535a<\/span><\/h4>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1080\" data-imgfileid=\"100208346\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/06\/wxsync-2024-06-9b577af66b87e667e24aec4a93a786c1.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u4e25\u4e00\u535a<\/strong>\uff0c\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u535a\u58eb\u5728\u8bfb\uff0c\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u7855\u58eb\uff0c\u7814\u7a76\u65b9\u5411\u5305\u62ec\u591a\u6a21\u6001\u5b66\u4e60\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u65f6\u7a7a\u6570\u636e\u6316\u6398\u7b49\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<h4 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff085\uff09\u4e3b\u6301\u4eba\uff1a\u6881\u5b87\u8f69<\/span><\/h4>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1080\" data-imgfileid=\"100208349\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/06\/wxsync-2024-06-b30aa76a5e26c60ddc6eb8cf07bcfa82.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u6881\u5b87\u8f69\uff0c<\/strong>\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u667a\u80fd\u4ea4\u901a\u5b66\u57df\u3001\u6570\u636e\u79d1\u5b66\u4e0e\u5206\u6790\u5b66\u57df\u52a9\u7406\u6559\u6388\u3001\u535a\u58eb\u751f\u5bfc\u5e08\u3002\u957f\u671f\u4ece\u4e8b\u4eba\u5de5\u667a\u80fd\u4e0e\u65f6\u7a7a\u6570\u636e\u6316\u6398\u6280\u672f\u5728\u57ce\u5e02\u8ba1\u7b97\u3001\u667a\u80fd\u4ea4\u901a\u7b49\u9886\u57df\u7684\u8de8\u5b66\u79d1\u4ea4\u53c9\u7814\u7a76\u3002\u5728TPAMI\u3001TKDE\u3001AI Journal\u3001KDD\u3001WWW\u3001NeurIPS\u3001ICML\u7b49\u591a\u4e2a\u6743\u5a01\u56fd\u9645\u671f\u520a\u548c\u4f1a\u8bae\u53d1\u8868\u9ad8\u6c34\u5e73\u8bba\u658780\u4f59\u7bc7\uff0c\u5176\u4e2dCCF A\u7c7b\u8bba\u6587\u8fbe60\u4f59\u7bc7\u3002\u8c37\u6b4c\u5b66\u672f\u5f15\u7528\u91cf3900\u4f59\u6b21\uff0ch-index\u4e3a31\uff0c\u591a\u7bc7\u8bba\u6587\u5165\u9009\u6700\u5177\u5f71\u54cd\u529bKDD\/IJCAI\u8bba\u6587\u3002\u957f\u671f\u62c5\u4efbTKDE\u3001TMC\u3001VLDBJ\u7b49\u56fd\u9645\u77e5\u540d\u671f\u520a\u5ba1\u7a3f\u4eba\uff0cKDD\u3001WWW\u3001NeurIPS\u3001ICML\u3001ICLR\u7b49\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\u7a0b\u5e8f\u59d4\u5458\u4f1a\u6210\u5458\uff0c\u66fe\u83b7\u8bc4SIGSPATIAL\u6770\u51fa\u7a0b\u5e8f\u59d4\u5458\u4f1a\u6210\u5458\u3002\u591a\u6b21\u62c5\u4efb\u6570\u636e\u6316\u6398\u548c\u4eba\u5de5\u667a\u80fd\u9876\u4f1a (KDD\u3001IJCAI\u7b49) Workshop on Urban Computing, Workshop on AI for Time Series\u7684\u8054\u5408\u4e3b\u5e2d\u3002\u66fe\u83b7\u5f97\u65b0\u52a0\u5761\u6570\u636e\u79d1\u5b66\u8054\u5408\u4f1a\u8bba\u6587\u7814\u7a76\u5956\uff0c\u7b2c\u4e8c\u5341\u4e09\u5c4a\u4e2d\u56fd\u4e13\u5229\u4f18\u79c0\u5956\u7b49\u6d77\u5185\u5916\u5956\u9879\u3002<\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h3 style=\"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;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;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;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;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<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;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\u672c\u671f\u4e3b\u8981\u53c2\u8003\u6587\u732e<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;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<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: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\">&nbsp;<br  \/><\/p>\n<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal;\">\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Liang, Yuxuan, Haomin Wen, Yuqi Nie, Yushan Jiang, Ming Jin, Dongjin Song, Shirui Pan, and Qingsong Wen. &#8220;<strong>Foundation models for time series analysis: A tutorial and survey.<\/strong>&#8221;&nbsp;<em>KDD 2024<\/em>.<\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Jin, Ming, Yifan Zhang, Wei Chen, Kexin Zhang, Yuxuan Liang, Bin Yang, Jindong Wang, Shirui Pan, and Qingsong Wen. &#8220;<strong>Position Paper: What Can Large Language Models Tell Us about Time Series Analysis.<\/strong>&#8221;&nbsp;<em>ICML 2024<\/em>.<\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Yuebing Liang, Yichao Liu, Xiaohan Wang, et al.&nbsp;<strong>Exploring Large Language Models for Human Mobility Prediction under Public Events<\/strong><em>. arXiv:2311.17351<\/em>, 2023<\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Zhou Zeyu.&nbsp;<strong>PLM4Traj: Cognizing Movement Patterns and Travel Purposes from Trajectories with Pre-trained Language Models<\/strong><em>. arXiv:2405.12459<\/em><\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Qianru Zhang, Xubin Ren, Lianghao Xia, et al.&nbsp;<strong>Spatio-Temporal Graph Learning with Large Language Model<\/strong><\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Guangyin Jin, Yuxuan Liang, Yuchen Fang, et al.&nbsp;<strong>Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey<\/strong><\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Xu Liu, Junfeng Hu, Yuan Li, et al.&nbsp;<strong>UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting<\/strong><em>.&nbsp;<\/em><em>arXiv.org<\/em>, 2023, abs\/2310.09751<\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Yibo Yan, Haomin Wen, Siru Zhong, et al.&nbsp;<strong>UrbanCLIP: Learning Text-enhanced Urban Region Profiling with Contrastive Language-Image Pretraining from the Web<\/strong><em>. arXiv:2310.18340<\/em>, 2023<\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Xingchen Zou, Yibo Yan, Xixuan Hao, et al.&nbsp;<strong>Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook<\/strong><em>. arXiv:2402.19348<\/em>, 2024<\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Hao Xixuan.&nbsp;<strong>UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Region Profiling<\/strong><\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Xingchen Zou, Jiani Huang, Xixuan Hao, et al.&nbsp;<strong>Learning Geospatial Region Embedding with Heterogeneous Graph<\/strong><\/span><\/p>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 14px;\">\n<p style=\"text-align: left;line-height: 1.6em;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Daudt R.C., Saux B.Le, Boulch A., et al.&nbsp;<strong>Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Networks<\/strong><\/span><\/p>\n<\/li>\n<\/ol>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bfb\u4e66\u4f1a\u9605\u8bfb\u6750\u6599\u8f83\u591a\uff0c\u4e3a\u4e86\u66f4\u597d\u5730\u9605\u8bfb\u4f53\u9a8c\uff0c\u53ef\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u8fdb\u5165\u96c6\u667a\u6591\u56fe\u9875\u9762\uff0c\u9605\u8bfb\u5e76\u6536\u85cf\u611f\u5174\u8da3\u7684\u8bba\u6587\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1000\" data-imgfileid=\"100208348\" data-ratio=\"1\"  data-type=\"png\" data-w=\"1000\" data-width=\"1000\" style=\"width: 146px;height: 146px;\" src=\"\/wp-content\/uploads\/2024\/06\/wxsync-2024-06-541f140cc18440580b778698e71802e8.png\"  \/><\/p>\n<p 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;\">https:\/\/pattern.swarma.org\/article\/293<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<h3 style=\"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;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;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;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;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<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;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;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;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\u76f4\u64ad\u4fe1\u606f<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;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<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: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/p>\n<h5 style=\"text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u65f6\u95f4\uff1a<\/span><\/strong><\/h5>\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);\">2024\u5e746<span style=\"letter-spacing: 0.578px;\">\u67085\u65e5\uff08\u5468\u4e09\uff09\u665a\u4e0a19:00-21:00\uff08\u5317\u4eac\u65f6\u95f4\uff09<\/span>\u3002<\/span><\/section>\n<section class=\"channels_iframe_wrp\"><mp-common-videosnap class=\"js_uneditable custom_select_card channels_live_iframe\" data-pluginname=\"mpvideosnap\" data-headimgurl=\"https:\/\/wx.qlogo.cn\/finderhead\/PdibpV1sFDHdC5AR6SqCNbOfwAEdPtWSb2Y5v1iaq3YTCocFBPFM1xzQ\/0\" data-username=\"v2_060000231003b20faec8c4e78d10c3d6cd04ef30b077c6436f3ed47f70be822497426f6452dd@finder\" data-nickname=\"\u96c6\u667a\u4ff1\u4e50\u90e8\" data-desc=\"\u5c06\u572806\u670805\u65e5 19:00 \u76f4\u64ad\" data-livewording=\"\u9884\u7ea6\" data-intro=\"LLM-as-Enhancer for STDM&lt;br&gt;&lt;br&gt;\u4e3b\u8bb2\u4eba\uff1a\u6881\u6708\u51b0\uff0c\u5468\u6cfd\u5b87\uff0c\u6731\u5143\u7ecd\uff0c\u4e25\u4e00\u535a\uff0c\u6881\u5b87\u8f69\" data-type=\"live\" data-status=\"0\" data-noticeid=\"finderlivenotice-v2_060000231003b20faec8c4e78d10c3d6cd04ef30b077c6436f3ed47f70be822497426f6452dd@finder-1717489162729609-285398930\" data-isdisabled=\"0\" data-errortips=\"\"><\/mp-common-videosnap><\/section>\n<h5 style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53c2\u4e0e\u65b9\u5f0f\uff1a<\/span><\/strong><\/h5>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">1\u3001\u96c6\u667a\u4ff1\u4e50\u90e8 B \u7ad9\u514d\u8d39\u76f4\u64ad\uff0c\u626b\u7801\u53ef\u9884\u7ea6\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">2\u3001<span style=\"text-decoration: underline;\">\u672c\u671f\u8bfb\u4e66\u4f1a\u516c\u5f00\u8fdb\u884c<\/span>\uff0c\u626b\u7801\u5373\u53ef\u76f4\u63a5\u83b7\u53d6\u8bfb\u4e66\u4f1a\u56de\u770b\u6743\u9650\u3002\u6b22\u8fce\u611f\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u65b0\u4e00\u5b63\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\uff0c\u52a0\u5165\u7fa4\u804a\uff0c\u83b7\u53d6\u7cfb\u5217\u8bfb\u4e66\u4f1a\u56de\u770b\u6743\u9650\uff0c\u6210\u4e3a\u201cTime-LLMs\u201d\u793e\u533a\u7684\u79cd\u5b50\u7528\u6237\uff0c\u4e0e\u793e\u533a\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\u4e0e\u4f01\u4e1a\u5b9e\u8df5\u8005\u6c9f\u901a\u4ea4\u6d41\uff0c\u5171\u540c\u63a8\u52a8\u793e\u533a\u7684\u53d1\u5c55\u3002<\/span><\/p>\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=\"400\" data-imgfileid=\"100208354\" data-ratio=\"1\"  data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"height: 139px;letter-spacing: 0.578px;text-align: center;white-space: normal;width: 139px;\" src=\"\/wp-content\/uploads\/2024\/06\/wxsync-2024-06-80ec114f6b7c3ec292ef9350e9ca3414.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;\">\u6591\u56fe\u5730\u5740\uff1ahttps:\/\/pattern.swarma.org\/study_group_issue\/686<\/span><\/section>\n<h5 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><br  \/><\/strong><\/span><\/h5>\n<section style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong><br  \/><\/strong><\/span><\/section>\n<h5 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(33, 166, 210);\"><strong>\u62a5\u540d\u6210\u4e3a\u4e3b\u8bb2\u4eba\uff1a<\/strong><\/span><\/h5>\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);\">\u8bfb\u4e66\u4f1a\u6210\u5458\u5747\u53ef\u4ee5\u5728\u8bfb\u4e66\u4f1a\u671f\u95f4\u7533\u8bf7\u6210\u4e3a\u4e3b\u8bb2\u4eba\u3002\u4e3b\u8bb2\u4eba\u4f5c\u4e3a\u8bfb\u4e66\u4f1a\u6210\u5458\uff0c\u5747\u9075\u5faa\u5185\u5bb9\u5171\u521b\u5171\u4eab\u673a\u5236\uff0c\u53ef\u4ee5\u83b7\u5f97\u62a5\u540d\u8d39\u9000\u6b3e\uff0c\u5e76\u5171\u4eab\u672c\u8bfb\u4e66\u4f1a\u4ea7\u751f\u7684\u6240\u6709\u5185\u5bb9\u8d44\u6e90\u3002\u5177\u4f53\u89c1\u7cfb\u5217\u8bfb\u4e66\u4f1a\u8be6\u60c5\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247686949&amp;idx=1&amp;sn=7ac5abf22610981adf2404a7e687542d&amp;chksm=e89941a8dfeec8be14e842eda147c52ca9dcfc2843dca3e21ddf74b5dcff5946befae1303885&amp;scene=21#wechat_redirect\" textvalue=\"\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u5927\u6a21\u578b\u5f00\u542f\u65f6\u5e8f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b0\u89c6\u89d2\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u5927\u6a21\u578b\u5f00\u542f\u65f6\u5e8f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b0\u89c6\u89d2<\/a><\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;\"><code><br  \/><\/code><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><code><br  \/><\/code><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 0px;outline: 0px;color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;justify-content: center;\">\n<section style=\"outline: 0px;display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom: 9px solid rgb(169, 215, 227);border-bottom-right-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: -15px;outline: 0px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;color: rgb(12, 130, 169);font-size: 16px;line-height: 2;letter-spacing: 3px;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\">\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u62db\u52df\u4e2d<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);clear: both;min-height: 1em;line-height: 2em;\"><span style=\"outline: 0px;letter-spacing: 0.544px;font-size: 15px;\"><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(136, 136, 136);\">\u73b0\u4ee3\u751f\u6d3b\u4ea7\u751f\u4e86\u5927\u91cf\u7684\u65f6\u5e8f\u6570\u636e\u548c\u65f6\u7a7a\u6570\u636e\uff0c\u5206\u6790\u8fd9\u4e9b\u6570\u636e\u5bf9\u4e8e\u6df1\u5165\u7406\u89e3\u73b0\u5b9e\u4e16\u754c\u7cfb\u7edf\u7684\u590d\u6742\u6027\u548c\u6f14\u5316\u89c4\u5f8b\u81f3\u5173\u91cd\u8981\u3002<strong>\u8fd1\u671f\uff0c\u53d7\u5230\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u901a\u7528\u667a\u80fd\u9886\u57df\u7684\u542f\u53d1\uff0c&#8221;\u5927\u6a21\u578b+\u65f6\u5e8f\/\u65f6\u7a7a\u6570\u636e&#8221;\u8fd9\u4e2a\u65b0\u65b9\u5411\u8ff8\u53d1\u51fa\u4e86\u8bb8\u591a\u76f8\u5173\u8fdb\u5c55\u3002<\/strong>\u5f53\u524d\u7684LLM\u6709\u6f5c\u529b\u5f7b\u5e95\u6539\u53d8\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b9\u5f0f\uff0c\u4ece\u800c\u4fc3\u8fdb\u57ce\u5e02\u3001\u4ea4\u901a\u3001\u9065\u611f\u7b49\u5178\u578b\u590d\u6742\u7cfb\u7edf\u7684\u51b3\u7b56\u9ad8\u6548\u5236\u5b9a\uff0c\u5e76\u671d\u7740\u66f4\u666e\u904d\u7684\u65f6\u7a7a\u5206\u6790\u667a\u80fd\u5f62\u5f0f\u8fc8\u8fdb\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(136, 136, 136);\"><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(136, 136, 136);\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u7f8e\u56fd\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662\u535a\u58eb&amp;\u677e\u9f20AI\u9996\u5e2d\u79d1\u5b66\u5bb6\u6587\u9752\u677e\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u52a9\u7406\u6559\u6388\u6881\u5b87\u8f69\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u526f\u7814\u7a76\u5458\u59da\u8fea\u3001\u6fb3\u5927\u5229\u4e9a\u65b0\u5357\u5a01\u5c14\u58eb\u5927\u5b66\u8bb2\u5e08\u859b\u660a\u3001\u83ab\u7eb3\u4ec0\u5927\u5b66\u535a\u58eb\u751f\u91d1\u660e\u7b49\u4e94\u4f4d\u53d1\u8d77\u4eba\uff0c<strong>\u5171\u540c\u53d1\u8d77\u4ee5<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247686949&amp;idx=1&amp;sn=7ac5abf22610981adf2404a7e687542d&amp;chksm=e89941a8dfeec8be14e842eda147c52ca9dcfc2843dca3e21ddf74b5dcff5946befae1303885&amp;scene=21#wechat_redirect\" textvalue=\"\u201c\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u201d\u4e3a\u4e3b\u9898\u7684\u7cfb\u5217\u8bfb\u4e66\u4f1a\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u201c\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u201d\u4e3a\u4e3b\u9898\u7684\u7cfb\u5217\u8bfb\u4e66\u4f1a<\/a>\uff0c\u9f13\u52b1\u7814\u7a76\u4eba\u5458\u548c\u5b9e\u8df5\u8005\u8ba4\u8bc6\u5230LLM\u5728\u63a8\u8fdb\u65f6\u5e8f\u53ca\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b9\u9762\u7684\u6f5c\u529b\uff0c\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\u3002<\/strong>\u8bfb\u4e66\u4f1a\u7b2c\u4e00\u671f\u5206\u4eab\u4ece5\u67088\u65e5\uff08\u5468\u4e09\uff0919:00 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tab=\"innerlink\" data-linktype=\"1\" rel=\"noopener noreferrer\"><span class=\"js_jump_icon h5_image_link\" style=\"width: 100%;\"><img class=\"rich_pages wxw-img\" data-backh=\"321\" data-backw=\"562\" data-height=\"600\" data-imgfileid=\"100207509\" data-ratio=\"0.5714285714285714\"  data-type=\"png\" data-w=\"1050\" data-width=\"1050\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2024\/06\/wxsync-2024-06-8f6329ab71dc8d19ac0447752f8a87df.png\"  \/><\/span><\/a><\/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);\">\u8be6\u60c5\u8bf7\u89c1\uff1a<\/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);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247686949&amp;idx=1&amp;sn=7ac5abf22610981adf2404a7e687542d&amp;chksm=e89941a8dfeec8be14e842eda147c52ca9dcfc2843dca3e21ddf74b5dcff5946befae1303885&amp;scene=21#wechat_redirect\" textvalue=\"\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u5927\u6a21\u578b\u5f00\u542f\u65f6\u5e8f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b0\u89c6\u89d2\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u5927\u6a21\u578b\u5f00\u542f\u65f6\u5e8f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b0\u89c6\u89d2<\/a><\/span><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;\"><br  \/><\/section>\n<section style=\"margin-bottom: 0px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"><br style=\"outline: 0px;\"  \/><\/section>\n<p style=\"margin-bottom: 0px;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;color: rgb(255, 255, 255);font-family: PingFangSC-light;font-size: 15px;font-weight: 700;letter-spacing: 0.544px;text-align: left;background-color: rgb(12, 130, 169);\">\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/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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