{"id":50582,"date":"2024-05-27T22:11:59","date_gmt":"2024-05-27T14:11:59","guid":{"rendered":"https:\/\/swarma.org\/?p=50582"},"modified":"2024-05-27T22:11:59","modified_gmt":"2024-05-27T14:11:59","slug":"llm%e8%b5%8b%e8%83%bd%e6%97%b6%e5%ba%8f%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%ef%bc%9a%e5%9f%ba%e4%ba%8e%e8%87%aa%e7%84%b6%e8%af%ad%e8%a8%80%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9a%84%e6%97%b6%e5%ba%8f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=50582","title":{"rendered":"LLM\u8d4b\u80fd\u65f6\u5e8f\u6570\u636e\u5206\u6790\uff1a\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u5927\u6a21\u578b\u7684\u65f6\u5e8f\u5206\u6790 | \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, 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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\u7b80\u4ecb<\/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<h3 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><\/h3>\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);\">\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\u4e09\u671f\u76f4\u64ad\u5206\u4eab\uff0c\u9080\u8bf7\u5230\u4e86\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u5218\u7855\u535a\u58eb\u3001\u6e05\u534e\u5927\u5b66\u8f6f\u4ef6\u5b66\u9662\u5218\u96cd\u535a\u58eb\u3001\u56db\u5ddd\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u56fe\u50cf\u56fe\u5f62\u7814\u7a76\u6240\u7a0b\u9526\u56fd\u56f4\u7ed5 &#8220;<strong>LLM\u8d4b\u80fd\u65f6\u5e8f\u6570\u636e\u5206\u6790\uff1a\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u5927\u6a21\u578b\u7684\u65f6\u5e8f\u5206\u6790<\/strong>&#8221; \u4e3b\u9898\u5206\u4eab\uff0c<span style=\"text-decoration: underline;\">\u5305\u62ec\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5c11\u6837\u672c\u5f02\u5e38\u68c0\u6d4b\u3001\u591a\u4efb\u52a1\u53ef\u6269\u5c55\u65f6\u5e8f\u5206\u6790\u6a21\u578b\u3001 \u65f6\u95f4\u5e8f\u5217\u8865\u5168\u57fa\u7840\u6a21\u578b\u4e09\u4e2a\u4e13\u9898\u3002<\/span><\/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);text-decoration: underline;\"><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);text-decoration: underline;\"><br  \/><\/span><\/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;\">\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;\">&nbsp;<\/p>\n<h5 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff08\u4e00\uff09\u5218\u7855\uff1a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5c11\u6837\u672c\u5f02\u5e38\u68c0\u6d4b<\/span><\/h5>\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;\">Part 1: \u57fa\u4e8eNLP\u5927\u6a21\u578b\u7684\u65f6\u5e8f\u6570\u636e\u5206\u6790\u6587\u7ae0\u4ecb\u7ecd<\/section>\n<\/li>\n<\/ul>\n<ol class=\"list-paddingleft-1\" style=\"list-style-type: lower-alpha;margin-left: 16px;margin-right: 16px;\">\n<li style=\"color: rgb(63, 63, 63);font-size: 15px;\">\n<section style=\"margin-bottom: 8px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">TEST:\u57fa\u4e8eLLM\u6587\u672c\u5d4c\u5165\u7a7a\u95f4\u5bf9\u9f50\u7684\u65f6\u95f4\u5e8f\u5217\u6a21\u578b<\/span><\/section>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 15px;\">\n<section style=\"margin-bottom: 8px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">LLMTime:\u57fa\u4e8eLLM\u7684zero-shot\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b<\/span><\/section>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 15px;\">\n<section style=\"margin-bottom: 8px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">LLM4TS\uff1a\u57fa\u4e8e\u4e24\u9636\u6bb5\u5fae\u8c03LLM\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b<\/span><\/section>\n<\/li>\n<\/ol>\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;\"><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.034em;color: rgb(63, 63, 63);font-size: 15px;\">Part 2: \u57fa\u4e8eLLM\u7684\u52a8\u6001\u56fe\u5c11\u6837\u672c\u5f02\u5e38\u68c0\u6d4b\u2014\u2014AnomalyLLM<\/span><\/section>\n<\/li>\n<\/ul>\n<h5 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/h5>\n<h5 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff08\u4e8c\uff09<strong>\u5218\u96cd\uff1a\u591a\u4efb\u52a1\u53ef\u6269\u5c55\u65f6\u5e8f\u5206\u6790\u6a21\u578b<\/strong><\/span><\/h5>\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;\">Part 1: \u65f6\u5e8f\u5927\u6a21\u578b\u80cc\u666f\u4e0e\u6311\u6218<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;\">Part 2: \u591a\u4efb\u52a1\u53ef\u6269\u5c55\u65f6\u5e8f\u5206\u6790\u6a21\u578b\u2014\u2014Timer<\/p>\n<\/li>\n<\/ul>\n<h5 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/h5>\n<h5 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff08\u4e09\uff09<strong>\u7a0b\u9526\u56fd\uff1a\u65f6\u95f4\u5e8f\u5217\u8865\u5168\u57fa\u7840\u6a21\u578b<\/strong><\/span><\/h5>\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;\">Part 1: \u65f6\u5e8f\u8865\u5168\u6a21\u578b\u76f8\u5173\u5de5\u4f5c<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;\">Part 2: \u65f6\u95f4\u5e8f\u5217\u8865\u5168\u57fa\u7840\u6a21\u578b\u2014\u2014NuwaTS<\/p>\n<\/li>\n<\/ul>\n<h3 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/h3>\n<h3 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/h3>\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;<br  \/><\/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;\">\u65f6\u95f4\u5e8f\u5217 Time Series<\/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;\">\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\u5e8f\u5927\u6a21\u578b Large Time Series 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;\">\u5f02\u5e38\u68c0\u6d4b Anomaly Detection<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;text-align: left;\">\u65f6\u5e8f\u8865\u5168 Pre-trained Language Model(PLM)\uff0cfoundation model<\/p>\n<\/li>\n<\/ul>\n<section style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/span><\/section>\n<p><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/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;\">\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;<\/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\u5218\u7855<\/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=\"100207780\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-09e1e6037ec54c7c0450bba58c1c8066.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>\u5218\u7855<\/strong>\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u62402022\u7ea7\u7855\u535a\u8fde\u8bfb\u751f\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u65f6\u7a7a\u6570\u636e\u6316\u6398\uff0c\u5f02\u5e38\u68c0\u6d4b\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<strong>\u5218\u96cd<\/strong><\/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=\"100207782\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-b54da4e3aeff1c21be46c09da5cbb7c3.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>\u5218\u96cd<\/strong>\uff0c\u6e05\u534e\u5927\u5b66\u8f6f\u4ef6\u5b66\u9662\u535a\u58eb\u751f\uff0c\u5e08\u4ece\u9f99\u660e\u76db\u526f\u6559\u6388\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u65f6\u5e8f\u5206\u6790\uff0c\u8fc1\u79fb\u5b66\u4e60\u3002\u5728ICLR\u3001NeurIPS\u3001ICML\u3001JMLR\u7b49\u56fd\u9645\u4f1a\u8bae\/\u671f\u520a\u53d1\u8868\u9ad8\u6c34\u5e73\u8bba\u65876\u7bc7\uff0c\u8c37\u6b4c\u5b66\u672f\u5f15\u7528\u91cf\u8fd1800\u6b21\u3002\u957f\u671f\u62c5\u4efbICLR\u3001NeurIPS\u3001ICML\u7b49\u56fd\u9645\u4f1a\u8bae\u5ba1\u7a3f\u4eba\uff0c\u4ee3\u8868\u5de5\u4f5c\uff1aiTransformer, TimesNet, Non-stationary Transformer\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<strong>\u7a0b\u9526\u56fd<\/strong><\/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=\"100207781\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-b38b215b0c6cbcfa9b60196383b48112.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>\u7a0b\u9526\u56fd<\/strong>\uff0c\u56db\u5ddd\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u56fe\u50cf\u56fe\u5f62\u7814\u7a76\u6240\uff0c\u4f0d\u5143\u51ef\u8bfe\u9898\u7ec4\uff0c\u5728\u8bfb\u7855\u58eb\u7814\u7a76\u751f\u4e00\u5e74\u7ea7\uff0c\u7814\u7a76\u9886\u57df\u5305\u62ec\u57ce\u5e02\u8ba1\u7b97\uff0c\u65f6\u7a7a\u6570\u636e\u5206\u6790\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\u6301\u4eba\uff1a\u59da\u8fea<\/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=\"100207779\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-b5ac5d00fb5c88b68e6cd901374e5205.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>\u59da\u8fea\uff0c<\/strong>\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u526f\u7814\u7a76\u5458\uff0c\u7855\u58eb\u751f\u5bfc\u5e08\uff0c\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\u9ad8\u7ea7\u4f1a\u5458\uff0cACM SIGSPATIAL\u4e2d\u56fd\u5206\u4f1a\u6267\u884c\u59d4\u5458\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u65f6\u7a7a\u6570\u636e\u6316\u6398\uff0c\u5f02\u5e38\u68c0\u6d4b\uff0c\u56e0\u679c\u673a\u5668\u5b66\u4e60\u7b49\u3002\u5728KDD\u3001WWW\u3001ICDE\u3001TKDE\u7b49\u9886\u57df\u5185\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u548c\u671f\u520a\u53d1\u8868\u8bba\u658730\u4f59\u7bc7\uff0c\u957f\u671f\u62c5\u4efb\u62c5\u4efb\u591a\u4e2a\u671f\u520a\u4f1a\u8bae\u7684\u5ba1\u7a3f\u4eba\u548c\u7a0b\u5e8f\u59d4\u5458\u4f1a\u59d4\u5458\uff0c\u83b7\u5f97\u4e2d\u79d1\u9662\u9662\u957f\u4f18\u79c0\u5956\uff0cMDM\u6700\u4f73\u8bba\u6587\u5019\u9009\u5956\uff0c\u5165\u9009\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u201c\u94f8\u661f\u8ba1\u5212\u201d\uff0c\u7814\u7a76\u6210\u679c\u5728\u963f\u91cc\u3001\u7f51\u6613\u3001\u6ef4\u6ef4\u7b49\u591a\u4e2a\u4e92\u8054\u7f51\u516c\u53f8\u4e2d\u5e94\u7528\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<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<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal;margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);\">\n<section style=\"text-align: left;line-height: normal;margin-bottom: 16px;margin-top: 24px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Liu Shuo, Yao Di, Fang Lanting, et al.&nbsp;<strong>AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language Models<\/strong><em>. arXiv:2405.07626<\/em><\/span><\/section>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);\">\n<p style=\"text-align: left;line-height: normal;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Chenxi Sun, Hongyan Li, Yaliang Li, et al.&nbsp;<strong>TEST: Text Prototype Aligned Embedding to Activate LLM&#8217;s Ability for Time Series<\/strong><em>. arXiv:2308.08241<\/em>, 2024<\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);\">\n<p style=\"text-align: left;line-height: normal;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Nate Gruver, Marc Finzi, Shikai Qiu, et al.&nbsp;<strong>Large Language Models Are Zero-Shot Time Series Forecasters<\/strong><em>. arXiv:2310.07820<\/em>, 2023<\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);\">\n<p style=\"text-align: left;line-height: normal;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Chang C., C Peng W., F Chen T..&nbsp;<strong>Llm4ts: Two-stage fine-tuning for time-series forecasting with pre-trained llms<\/strong><em>. arXiv:2308.08469<\/em><\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);\">\n<p style=\"text-align: left;line-height: normal;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Liu Yong.&nbsp;<strong>Timer: Transformers for Time Series Analysis at Scale<\/strong><em>. arXiv:2402.02368<\/em><\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);\">\n<p style=\"text-align: left;line-height: normal;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Cao W., Wang D., Li J..&nbsp;<strong>Brits: Bidirectional recurrent imputation for time series<\/strong><em>. Advances in neural information processing systems<\/em>: 31<\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);\">\n<p style=\"text-align: left;line-height: normal;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Haixu Wu, Tengge Hu, Yong Liu, et al.&nbsp;<strong>TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis<\/strong><em>. arXiv:2210.02186<\/em>, 2023<\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);\">\n<p style=\"text-align: left;line-height: normal;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Nie Y., H Nguyen N., Sinthong P..&nbsp;<strong>A time series is worth 64 words: Long-term forecasting with transformers[J<\/strong><em>. arXiv:2211.14730<\/em><\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);\">\n<p style=\"text-align: left;line-height: normal;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Tian Zhou, PeiSong Niu, Xue Wang, et al.&nbsp;<strong>One Fits All:Power General Time Series Analysis by Pretrained LM<\/strong><em>. arXiv:2302.11939<\/em>, 2023<\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);\">\n<p style=\"text-align: left;line-height: normal;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Abdul Fatir Ansari, Lorenzo Stella, Caner Turkmen, et al.&nbsp;<strong>Chronos: Learning the Language of Time Series<\/strong><em>. arXiv:2403.07815<\/em>, 2024<\/span><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);\">\n<p style=\"text-align: left;line-height: normal;margin-bottom: 16px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">Ming Jin, Shiyu Wang, Lintao Ma, et al.&nbsp;<strong>Time-LLM: Time Series Forecasting by Reprogramming Large Language Models<\/strong><em>. arXiv:2310.01728<\/em>, 2024<\/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=\"100207785\" data-ratio=\"1\"  data-type=\"png\" data-w=\"1000\" data-width=\"1000\" style=\"width: 156px;height: 156px;\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-6131d2650f70feb903b677c662958669.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;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/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\u5e74<span style=\"letter-spacing: 0.578px;\">5\u670829\u65e5\uff08\u5468\u4e09\uff09\u665a\u4e0a19:00-21:00\uff08\u5317\u4eac\u65f6\u95f4\uff09<\/span>\u3002<\/span><\/section>\n<section><br  \/><\/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\u572805\u670829\u65e5 19:00 \u76f4\u64ad\" data-livewording=\"\u9884\u7ea6\" data-intro=\"LLM\u8d4b\u80fd\u65f6\u5e8f\u6570\u636e\u5206\u6790\uff1a\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u5927\u6a21\u578b\u7684\u65f6\u5e8f\u5206\u6790 &lt;br&gt;\u4e3b\u8bb2\u4eba\uff1a\u5218\u7855\u3001\u5218\u96cd\u3001\u7a0b\u9526\u56fd&lt;br&gt;\u4e3b\u6301\u4eba\uff1a\u59da\u8fea\" data-type=\"live\" data-status=\"0\" data-noticeid=\"finderlivenotice-v2_060000231003b20faec8c4e78d10c3d6cd04ef30b077c6436f3ed47f70be822497426f6452dd@finder-1716811320285918-607799338\" 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=\"100207788\" data-ratio=\"1\"  data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"height: 153px;letter-spacing: 0.578px;white-space: normal;width: 153px;\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-705042315afcf8743a010aed2bbed7f7.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\/676<\/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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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: 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