{"id":49194,"date":"2024-03-26T19:13:10","date_gmt":"2024-03-26T11:13:10","guid":{"rendered":"https:\/\/swarma.org\/?p=49194"},"modified":"2024-03-26T19:13:10","modified_gmt":"2024-03-26T11:13:10","slug":"%e6%97%b6%e5%ba%8f%e6%97%b6%e7%a9%ba%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%af%bb%e4%b9%a6%e4%bc%9a%e5%90%af%e5%8a%a8%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%bc%80%e5%90%af%e6%97%b6%e5%ba%8f%e6%97%b6%e7%a9%ba","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=49194","title":{"rendered":"\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"},"content":{"rendered":"<div class='wxsyncmain'>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);visibility: visible;\" 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0.034em;\">\u65f6\u95f4\u5e8f\u5217\u548c\u65f6\u7a7a\u6570\u636e\u8574\u542b\u7740\u4e30\u5bcc\u7684\u52a8\u6001\u4fe1\u606f\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u73b0\u5b9e\u4e16\u754c\u4e2d\u5982\u5730\u7403\u79d1\u5b66\u3001\u4ea4\u901a\u8fd0\u8f93\u3001\u533b\u7597\u4fdd\u5065\u7b49\u9886\u57df\u3002\u5b83\u4eec\u6355\u83b7\u52a8\u6001\u7cfb\u7edf\u7684\u6d4b\u91cf\u503c\uff0c\u5e76\u7531\u7269\u7406\u548c\u865a\u62df\u4f20\u611f\u5668\u5927\u91cf\u4ea7\u751f\u3002\u5206\u6790\u8fd9\u4e9b\u6570\u636e\u7c7b\u578b\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<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;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;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3b\u8981\u5904\u7406\u81ea\u7136\u8bed\u8a00\uff0c\u4f46\u6700\u8fd1\u7684\u7814\u7a76\u5c06\u5176\u6269\u5c55\u5230\u65f6\u95f4\u5e8f\u5217\u548c\u65f6\u7a7a\u4efb\u52a1\uff08\u8fd1\u671f\uff0c\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u9886\u57df\u7684\u9996\u4e2a\u5927\u6a21\u578bTimeGPT\u5f15\u8d77\u4e1a\u754c\u70ed\u8bae\uff0c\u201c\u5927\u6a21\u578b+\u65f6\u5e8f\/\u65f6\u7a7a\u6570\u636e\u201d\u8fd9\u4e2a\u65b0\u65b9\u5411\u8ff8\u53d1\u51fa\u4e86\u8bb8\u591a\u76f8\u5173\u8fdb\u5c55\uff09\uff0c<strong>LLM\u5177\u6709\u5f3a\u5927\u7684\u5b66\u4e60\u80fd\u529b\u548c\u8868\u793a\u80fd\u529b\uff0c\u80fd\u591f\u6709\u6548\u5730\u6355\u6349\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e2d\u7684\u590d\u6742\u6a21\u5f0f\u548c\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u3002<\/strong>\u73b0\u6709\u6587\u732e\u4e3b\u8981\u5206\u4e3a\u4e24\u5927\u7c7b\uff1a\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u7684\u5927\u578b\u6a21\u578b\uff08LM4TS\uff09\u548c\u7528\u4e8e\u65f6\u7a7a\u6570\u636e\u6316\u6398\u7684\u5927\u578b\u6a21\u578b\uff08LM4STD\uff09\u3002\u7136\u800c\uff0cLLM\u4f5c\u4e3a\u201c\u9ed1\u5323\u5b50\u201d\uff0c\u5176\u9884\u6d4b\u548c\u51b3\u7b56\u80cc\u540e\u7684\u6570\u636e\u5f71\u54cd\u96be\u4ee5\u7406\u89e3\u3002\u9700\u8981\u8fdb\u884c\u66f4\u6df1\u5165\u7684\u7406\u8bba\u5206\u6790\uff0c\u4ee5\u4e86\u89e3\u8bed\u8a00\u548c\u65f6\u5e8f\u6570\u636e\u4e4b\u95f4\u7684\u6f5c\u5728\u6a21\u5f0f\u76f8\u4f3c\u6027\uff0c\u4ee5\u53ca\u5982\u4f55\u6709\u6548\u5730\u5c06\u5176\u7528\u4e8e\u7279\u5b9a\u7684\u65f6\u95f4\u5e8f\u5217\u548c\u65f6\u7a7a\u4efb\u52a1\u3002<\/span><span style=\"color: rgb(63, 63, 63);font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 15px;letter-spacing: 0.034em;\"><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;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;\">&nbsp;&nbsp;<\/span><\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100203213\" data-ratio=\"0.5259259259259259\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1080\" style=\"\" src=\"\/wp-content\/uploads\/2024\/03\/wxsync-2024-03-bb829838636eb35d5f38ac3f6e6acd88.png\"  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe1. \u5927\u578b\u6a21\u578b\uff08\u5373\u8bed\u8a00\u548c\u5176\u4ed6\u76f8\u5173\u7684\u57fa\u7840\u6a21\u578b\uff09\u65e2\u53ef\u4ee5\u8bad\u7ec3\uff0c\u4e5f\u53ef\u4ee5\u5de7\u5999\u5730\u91cd\u65b0\u8c03\u6574\u7528\u9014\uff0c\u4ee5\u5904\u7406\u4e00\u7cfb\u5217\u901a\u7528\u4efb\u52a1\u548c\u4e13\u7528\u9886\u57df\u5e94\u7528\u4e2d\u7684\u65f6\u95f4\u5e8f\u5217\u548c\u65f6\u7a7a\u6570\u636e\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">&nbsp;<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><img class=\"rich_pages wxw-img\" data-backh=\"242\" data-backw=\"562\" data-height=\"1307\" data-imgfileid=\"100203214\" data-ratio=\"0.4305555555555556\"  data-type=\"png\" data-w=\"1080\" data-width=\"3033\" style=\"letter-spacing: 0.578px;white-space: normal;width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2024\/03\/wxsync-2024-03-d5ee1e924e16f449d135deda95aa7a3a.png\"  \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe2. \u4ee3\u8868\u6027\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08\u5de6\uff09\u548c\u5176\u4ed6\u57fa\u7840\u6a21\u578b\uff08\u53f3\uff09\u7684\u8def\u7ebf\u56fe\uff5c\u56fe\u7247\u6765\u6e90\uff1a[2310.10196] Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook (arxiv.org)<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.5em;text-align: justify;\"><span style=\"color: rgb(63, 63, 63);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;font-size: 15px;\">&nbsp;<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;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;\">\u5c3d\u7ba1LLM\u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u5c55\uff0c\u4f46\u5177\u6709\u65f6\u7a7a\u65f6\u5e8f\u6570\u636e\u80fd\u529b\u7684\u4eba\u5de5\u901a\u7528\u667a\u80fd\uff08AGI\uff09\u7684\u53d1\u5c55\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\u3002\u5927\u591a\u6570\u73b0\u6709\u7684\u673a\u5668\u5b66\u4e60\u6216\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e25\u91cd\u4f9d\u8d56\u4e8e\u9886\u57df\u77e5\u8bc6\u548c\u5e7f\u6cdb\u7684\u6a21\u578b<\/span><span style=\"color: rgb(63, 63, 63);font-size: 15px;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;\">\u8c03\u6574\uff0c\u4e3b\u8981\u5173\u6ce8\u9884\u6d4b\u4efb\u52a1\u3002\u4e8b\u5b9e\u4e0a\uff0c<\/span><strong style=\"color: rgb(63, 63, 63);font-size: 15px;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;\">\u6211\u4eec\u8ba4\u4e3a\u5f53\u524d\u7684LLM\u6709\u6f5c\u529b\u5f7b\u5e95\u6539\u53d8\u65f6\u7a7a\u65f6\u5e8f\u6570\u636e\u6316\u6398\uff0c\u4ece\u800c\u4fc3\u8fdb\u9ad8\u6548\u7684\u51b3\u7b56\u5236\u5b9a\uff0c\u5e76\u671d\u7740\u66f4\u666e\u904d\u7684\u65f6\u7a7a\u5206\u6790\u667a\u80fd\u5f62\u5f0f\u8fc8\u8fdb\u3002<\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;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;\">\u4e3a\u6b64\uff0c\u4ee5\u201c\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u201d\u4e3a\u4e3b\u9898\u7684\u7cfb\u5217\u8bfb\u4e66\u4f1a\uff0c\u65e8\u5728\u9f13\u52b1\u7814\u7a76\u4eba\u5458\u548c\u5b9e\u8df5\u8005\u8ba4\u8bc6\u5230\u5927\u6a21\u578b\u5728\u63a8\u8fdb\u65f6\u5e8f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b9\u9762\u7684\u6f5c\u529b\uff0c\u901a\u8fc7\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\u4e0e\u9762\u5411\u5178\u578b\u590d\u6742\u7cfb\u7edf\uff08\u5982\u57ce\u5e02\u3001\u4ea4\u901a\u3001\u9065\u611f\u7b49\uff09\u7684\u5e94\u7528\u6848\u4f8b\uff0c\u5f62\u6210\u5bf9\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u6280\u672f\u6f14\u8fdb\u65b9\u5411\u7684\u4e00\u81f4\u8ba4\u77e5\u3002\u76f8\u4fe1\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\u548c\u521b\u65b0\uff0c\u5927\u6a21\u578b\u7684\u5e94\u7528\u6f5c\u529b\u5c06\u8fdb\u4e00\u6b65\u91ca\u653e\uff0c\u53ef\u4e3a\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u548c\u65f6\u7a7a\u6570\u636e\u6316\u6398\u5e26\u6765\u66f4\u591a\u7684\u53ef\u80fd\u6027\u548c\u4ef7\u503c\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;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;\">&nbsp;<\/span><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;white-space: normal;outline: 0px;letter-spacing: 0.544px;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;vertical-align: middle;display: inline-block;line-height: 0;visibility: visible;\">&nbsp;&nbsp;<\/section>\n<\/section>\n<h3 style=\"white-space: normal;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;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;\">\u4e0e\u590d\u6742\u79d1\u5b66\u7684\u5173\u7cfb<\/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<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/span><span style=\"background-color: rgb(255, 255, 255);color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;letter-spacing: 0.544px;text-align: center;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;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;\"><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;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: 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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\u3001ICLR\u7b49\u591a\u4e2a\u6743\u5a01\u56fd\u9645\u671f\u520a\u548c\u4f1a\u8bae\u53d1\u8868\u9ad8\u6c34\u5e73\u8bba\u658760\u4f59\u7bc7\uff0c\u5176\u4e2dCCF A\u7c7b\u8bba\u6587\u8fbe40\u4f59\u7bc7\u3002\u8c37\u6b4c\u5b66\u672f\u5f15\u7528\u91cf3400\u4f59\u6b21\uff0ch-index\u4e3a28\uff0c\u591a\u7bc7\u8bba\u6587\u5165\u9009\u6700\u5177\u5f71\u54cd\u529bKDD\/IJCAI\u8bba\u6587\u3002\u957f\u671f\u62c5\u4efbTKDE\u3001TMC\u3001TNNLS\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><\/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);\">&nbsp;<\/span><\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100203220\" data-ratio=\"0.562962962962963\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1080\" style=\"\" src=\"\/wp-content\/uploads\/2024\/03\/wxsync-2024-03-ce037094ca795272ba434ac69f3faab6.png\"  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><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\u5927\u6570\u636e\u4e13\u59d4\u4f1a\u59d4\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><\/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);\">&nbsp;<\/span><\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100203219\" data-ratio=\"0.562962962962963\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1080\" style=\"\" src=\"\/wp-content\/uploads\/2024\/03\/wxsync-2024-03-99763f4216ad9440690660a026e5a33d.png\"  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u859b\u660a\uff0c<\/strong>\u76ee\u524d\u5728\u6fb3\u5927\u5229\u4e9a\u65b0\u5357\u5a01\u5c14\u58eb\u5927\u5b66\uff08UNSW Sydney\uff09\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u5de5\u7a0b\u5b66\u9662\u62c5\u4efb\u8bb2\u5e08\u804c\u4f4d\u3002\u4ed6\u4e8e2020\u5e74\u4ece\u897f\u6fb3\u5927\u5229\u4e9a\u5927\u5b66\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\u3002\u5728\u5b8c\u6210\u535a\u58eb\u5b66\u4f4d\u540e\uff0c\u66fe\u5728RMIT\u5927\u5b66\u8ba1\u7b97\u6280\u672f\u5b66\u9662\u548cUNSW Sydney\u5de5\u4f5c\u8fc7\u3002\u76ee\u524d\u662f\u6fb3\u5927\u5229\u4e9a\u56fd\u5bb6\u79d1\u7814\u59d4\u5458\u4f1a\uff08ARC\uff09\u5353\u8d8a\u51b3\u7b56\u4e0e\u793e\u4f1a\u81ea\u52a8\u5316\u4e2d\u5fc3\uff08ADM+S\uff09UNSW\u5206\u652f\u7684\u526f\u7814\u7a76\u5458\u3002\u7814\u7a76\u5174\u8da3\u5305\u62ec\u65f6\u7a7a\u6570\u636e\u5efa\u6a21\u3001\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u3001\u57fa\u4e8e\u8bed\u8a00\u751f\u6210\u7684\u9884\u6d4b\u4ee5\u53ca\u65f6\u95f4\u5e8f\u5217\u8868\u793a\u5b66\u4e60\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/span><\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100203217\" data-ratio=\"0.562962962962963\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1080\" style=\"\" src=\"\/wp-content\/uploads\/2024\/03\/wxsync-2024-03-249c1bad2f78a3e814356a7ac4124547.png\"  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u91d1\u660e\uff0c<\/strong>\u6fb3\u5927\u5229\u4e9a\u8499\u7eb3\u58eb\u5927\u5b66\uff08Monash University\uff09\u535a\u58eb\u3002\u957f\u671f\u4ece\u4e8b\u56fe\u795e\u7ecf\u7f51\u7edc\u4e0e\u65f6\u5e8f\u6570\u636e\u6316\u6398\u76f8\u5173\u7814\u7a76\uff0c\u5728ICLR\u3001NeurIPS\u3001IJCAI\u3001TNNLS\u3001TKDE\u7b49\u591a\u4e2a\u6743\u5a01\u56fd\u9645\u671f\u520a\/\u4f1a\u8bae\u53d1\u8868\u9ad8\u6c34\u5e73\u8bba\u658720\u4f59\u7bc7\uff0c\u8c37\u6b4c\u5b66\u672f\u5f15\u7528\u91cf\u8fd11000\u4f59\u6b21\uff0c\u5176\u79d1\u7814\u5de5\u4f5c\u66fe\u5165\u9009IJCAI\u6700\u5177\u5f71\u54cd\u529b\u8bba\u6587\u3002\u957f\u671f\u62c5\u4efbNeurIPS\u3001ICLR\u3001ICML\u3001TPAMI\u3001TNNLS\u3001TKDE\u7b49\u56fd\u9645\u77e5\u540d\u4f1a\u8bae\/\u671f\u520a\u7a0b\u5e8f\u59d4\u5458\u4f1a\u6210\u5458\u3002\u7814\u7a76\u5174\u8da3\u5305\u62ec\u65f6\u5e8f\/\u65f6\u7a7a\u6570\u636e\u6316\u6398\u548c\u52a8\u6001\u56fe\u795e\u7ecf\u7f51\u7edc\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/mingjin.dev\/<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/span><\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100203218\" data-ratio=\"0.562962962962963\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1080\" style=\"\" src=\"\/wp-content\/uploads\/2024\/03\/wxsync-2024-03-93893619c9008350a3f60030377e4d95.png\"  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u6587\u9752\u677e\uff0c<\/strong>\u7f8e\u56fd\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662\uff08Georgia Tech\uff09\u7535\u5b50\u4e0e\u8ba1\u7b97\u673a\u5de5\u7a0b\u535a\u58eb\uff0c\u4eba\u5de5\u667a\u80fd\u3001\u51b3\u7b56\u667a\u80fd\u548c\u4fe1\u53f7\u5904\u7406\u65b9\u5411\u4e13\u5bb6\uff0c\u5728\u677e\u9f20AI\u3001\u963f\u91cc\u3001Marvell\u7b49\u516c\u53f8\u8d8510\u5e74\u7684\u6280\u672f\u548c\u7ba1\u7406\u7ecf\u9a8c\uff0c\u8fd1100\u7bc7\u6587\u7ae0\u53d1\u8868\u5728\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u9876\u4f1a\u4e0e\u9876\u520a\uff0c\u591a\u7bc7\u6587\u7ae0\u88abAI\u9876\u4f1a(NeurIPS, ICLR\u7b49)\u8bc4\u9009\u4e3aOral\/Spotlight\u8bba\u6587\uff0c\u4e24\u6b21\u5165\u9009IJCAI\u6700\u5177\u5f71\u54cd\u529b\u8bba\u6587\u5e76\u6392\u540d\u7b2c\u4e00\uff0c\u4e24\u6b21\u83b7\u5f97AAAI\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u90e8\u7f72\u5e94\u7528\u5956\uff0c\u83b7\u5f97ICASSP Grand Challenge\u51a0\u519b\u3002\u8fd1\u671f\u7814\u7a76\u5174\u8da3\u4e3a\u667a\u80fd\u65f6\u5e8f\u4e0eAI\u6559\u80b2, \u4e5f\u662fAI\u9876\u4f1a (AAAI, IJCAI, KDD, ICDM\u7b49) Workshop on AI for Time Series, Workshop on AI for Education\u7684\u4e3b\u8981\u7ec4\u7ec7\u8005\u4e4b\u4e00\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e2a\u4eba\u4e3b\u9875: https:\/\/sites.google.com\/site\/qingsongwen8<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: var(--articleFontsize);letter-spacing: 0.034em;text-align: justify;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: var(--articleFontsize);letter-spacing: 0.034em;text-align: justify;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u672c\u5b63\u8bfb\u4e66\u4f1a\u8fd0\u8425\u8d1f\u8d23\u4eba<\/span><\/strong><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;text-align: justify;font-size: 15px;color: rgb(63, 63, 63);\">\uff1a<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;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;text-align: justify;\">\u5f20\u5c79\u8389\uff0c\u4e2d\u5c71\u5927\u5b66\u6570\u5b66\u7855\u58eb\uff0c\u73b0\u4ece\u4e8b\u5927\u6a21\u578b\u6570\u636e\u5206\u6790\/\u4ea7\u54c1\u76f8\u5173\u5de5\u4f5c\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;margin-bottom: 0px;\"><br  \/><\/section>\n<section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;color: rgba(0, 0, 0, 0.55);font-size: 15px;letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;\"><br  \/><\/section>\n<\/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;\">\u62a5\u540d\u53c2\u4e0e\u8bfb\u4e66\u4f1a<\/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<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;\"><span style=\"color: rgb(33, 166, 210);\"><strong style=\"color: rgb(63, 63, 63);font-size: 15px;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;\">&nbsp;&nbsp;<\/strong><\/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(33, 166, 210);\"><strong>\u672c\u8bfb\u4e66\u4f1a\u9002\u5408\u53c2\u4e0e\u7684\u5bf9\u8c61<\/strong><\/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(33, 166, 210);\"><strong><br  \/><\/strong><\/span><\/section>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"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);\">\u57fa\u4e8e\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u548c\u65f6\u7a7a\u6570\u636e\u6316\u6398\u76f8\u5173\u9886\u57df\u7814\u7a76\uff0c\u5bf9\u65f6\u5e8f\u6570\u636e\u5927\u6a21\u578b\uff0c\u7279\u522b\u662f\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u7814\u7a76\u4e2d\u7684\u6a21\u578b\u3001\u65b9\u6cd5\u6709\u6d53\u539a\u5174\u8da3\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\uff1b<\/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);\">\u80fd\u57fa\u4e8e\u8bfb\u4e66\u4f1a\u6240\u5217\u4e3b\u9898\u548c\u6587\u732e\u8fdb\u884c\u6df1\u5165\u63a2\u8ba8\uff0c\u53ef\u63d0\u4f9b\u9002\u5408\u7684\u6587\u732e\u548c\u4e3b\u9898\u7684\u670b\u53cb\uff1b<\/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);\">\u80fd\u719f\u7ec3\u9605\u8bfb\u82f1\u6587\u6587\u732e\uff0c\u5e76\u5bf9\u590d\u6742\u79d1\u5b66\u5145\u6ee1\u6fc0\u60c5\uff0c\u5bf9\u4e16\u754c\u7684\u672c\u8d28\u5145\u6ee1\u597d\u5947\u7684\u63a2\u7d22\u8005\uff1b<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u60f3\u953b\u70bc\u81ea\u5df1\u79d1\u7814\u80fd\u529b\u6216\u8005\u6709\u51fa\u56fd\u7559\u5b66\u8ba1\u5212\u7684\u9ad8\u5e74\u7ea7\u672c\u79d1\u751f\u53ca\u7814\u7a76\u751f\u3002<\/span><\/section>\n<\/li>\n<\/ul>\n<h4 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>&nbsp;<\/strong><\/span><\/h4>\n<h4 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>\u672c\u8bfb\u4e66\u4f1a\u8c22\u7edd\u53c2\u4e0e\u7684\u5bf9\u8c61<\/strong><\/span><\/h4>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e3a\u786e\u4fdd\u4e13\u4e1a\u6027\u548c\u8ba8\u8bba\u7684\u805a\u7126\uff0c\u672c\u8bfb\u4e66\u4f1a\u8c22\u7edd\u8131\u79bb\u8bfb\u4e66\u4f1a\u6587\u672c\u548c\u590d\u6742\u79d1\u5b66\u95ee\u9898\u672c\u8eab\u7684\u7a7a\u6cdb\u7684\u54f2\u5b66\u548c\u601d\u8fa8\u5f0f\u8ba8\u8bba\uff1b\u4e0d\u63d0\u5021\u8fc7\u5ea6\u5f15\u7533\u5728\u793e\u4f1a\u3001\u4eba\u6587\u3001\u7ba1\u7406\u3001\u653f\u6cbb\u3001\u7ecf\u6d4e\u7b49\u5e94\u7528\u5c42\u9762\u7684\u8ba8\u8bba\u3002<strong>\u6211\u4eec\u5c06\u5bf9\u53c2\u4e0e\u4eba\u5458\u8fdb\u884c\u7b5b\u9009\uff0c\u5982\u679c\u51fa\u73b0\u8ba8\u8bba\u5185\u5bb9\u4e0d\u7b26\u5408\u8981\u6c42\u3001\u7ecf\u63d0\u9192\u65e0\u6548\u8005\uff0c\u4f1a\u88ab\u79fb\u9664\u7fa4\u804a\u5e76\u5bf9\u672a\u53c2\u4e0e\u90e8\u5206\u9000\u8d39\u3002\u4e00\u5207\u89e3\u91ca\u6743\u5f52\u96c6\u667a\u4ff1\u4e50\u90e8\u6240\u6709\u3002<\/strong><\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>&nbsp;<\/strong><\/span><\/h4>\n<h4 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>\u8fd0\u884c\u6a21\u5f0f<\/strong><\/span><\/h4>\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);\">\u672c\u5b63\u8bfb\u4e66\u4f1a\u6d89\u53ca\u3010\u65f6\u5e8f\u5927\u6a21\u578b\u3011\u3001\u3010\u65f6\u7a7a\u5927\u6a21\u578b\u3011\u3001\u3010\u8f68\u8ff9\u5927\u6a21\u578b\u30113\u4e2a\u6a21\u5757\uff0c\u6309\u6682\u5b9a\u6846\u67b6\u8d2f\u6b21\u5c55\u5f00\uff1b<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6bcf\u5468\u8fdb\u884c\u7ebf\u4e0a\u4f1a\u8bae\uff0c\u7531 1-2 \u540d\u8bfb\u4e66\u4f1a\u6210\u5458\u4ee5PPT\u8bb2\u89e3\u7684\u5f62\u5f0f\u9886\u8bfb\u76f8\u5173\u8bba\u6587\uff0c\u4e0e\u4f1a\u8005\u53ef\u4ee5\u5e7f\u6cdb\u53c2\u4e0e\u8ba8\u8bba\uff0c\u4f1a\u540e\u53ef\u4ee5\u83b7\u5f97\u89c6\u9891\u56de\u653e\u6301\u7eed\u5b66\u4e60\u3002<\/span><\/section>\n<h4 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>&nbsp;<\/strong><\/span><\/h4>\n<h4 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>\u4e3e\u529e\u65f6\u95f4<\/strong><\/span><\/h4>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4ece 2024 \u5e74 05 \u6708 08 \u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u4e09\u665a 19:00-21:00\uff08\u5317\u4eac\u65f6\u95f4\uff09\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba1 10-12 \u5468\u3002<\/span><\/strong><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u4e5f\u4f1a\u5bf9\u6bcf\u6b21\u5206\u4eab\u7684\u5185\u5bb9\u8fdb\u884c\u5f55\u5236\uff0c\u526a\u8f91\u540e\u53d1\u5e03\u5728\u96c6\u667a\u6591\u56fe\u7f51\u7ad9\u4e0a\uff0c\u4f9b\u8bfb\u4e66\u4f1a\u6210\u5458\u56de\u770b\uff0c\u56e0\u6b64\u62a5\u540d\u7684\u6210\u5458\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u65f6\u95f4\u81ea\u7531\u5b89\u6392\u5b66\u4e60\u65f6\u95f4\u3002<\/span><\/section>\n<h4 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>&nbsp;<\/strong><\/span><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(33, 166, 210);\"><strong>\u53c2\u4e0e\u65b9\u5f0f<\/strong><\/span><\/h4>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 15px;letter-spacing: 0.578px;text-indent: 0em;\">\u672c\u5b63\u8bfb\u4e66\u4f1a\u4e3a\u7ebf\u4e0a\u8bfb\u4e66\u4f1a\uff0c\u53c2\u4e0e\u65b9\u5f0f\u6709\u4e24\u79cd\uff1a<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;letter-spacing: 0.578px;text-indent: 0em;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\u53c2\u4e0e\u65b9\u5f0f1\uff1a<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;letter-spacing: 0.578px;text-indent: 0em;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\u52a0\u5165\u8bfb\u4e66\u4f1a\u793e\u533a\u3002\u62a5\u540d\u52a0\u5165\u8bfb\u4e66\u4f1a\uff0c\u5373\u53ef\u89e3\u9501\u5b8c\u6574\u6743\u9650\uff0c\u5305\u62ec\u7ebf\u4e0a\u95ee\u7b54\u3001\u5f55\u64ad\u56de\u770b\u3001\u8d44\u6599\u5171\u4eab\u3001\u793e\u7fa4\u4ea4\u6d41\u3001\u4fe1\u606f\u540c\u6b65\u3001\u5171\u521b\u534f\u4f5c\u7b49\u3002\u626b\u7801\u5b8c\u6210\u62a5\u540d\u5e76\u6dfb\u52a0\u8d1f\u8d23\u4eba\u5fae\u4fe1\uff08\u62a5\u540d\u6210\u529f\u540e\u663e\u793a\u5fae\u4fe1\u4e8c\u7ef4\u7801\u540d\u7247\uff09\uff0c\u8d1f\u8d23\u4eba\u4f1a\u9080\u8bf7\u60a8\u52a0\u5165\u4ea4\u6d41\u7fa4\u3002\u6bcf\u671f\u8bfb\u4e66\u4f1a\u5c06\u5728\u7fa4\u5185\u53d1\u5e03\u817e\u8baf\u4f1a\u8bae\u623f\u95f4\u53f7\uff08\u8bf7\u63d0\u524d\u4e0b\u8f7d\u5b89\u88c5\uff09\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;letter-spacing: 0.578px;text-indent: 0em;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\u53c2\u4e0e\u65b9\u5f0f2\uff1a<\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;letter-spacing: 0.578px;text-indent: 0em;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\u89c2\u770b\u7ebf\u4e0a\u76f4\u64ad\u3002\u8bfb\u4e66\u4f1a\u7684\u4e3b\u9898\u5206\u4eab\u90e8\u5206\uff0c\u4f1a\u5728\u96c6\u667a\u4ff1\u4e50\u90e8\u5e73\u53f0\u5728\u7ebf\u76f4\u64ad\u3002\u8bf7\u5173\u6ce8\u540e\u7eed\u76f4\u64ad\u9884\u544a\u3002<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<h4 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>&nbsp;<\/strong><\/span><\/h4>\n<h4 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>\u62a5\u540d\u65b9\u5f0f<\/strong><\/span><\/h4>\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);\">\u7b2c\u4e00\u6b65\uff1a\u626b\u7801\u586b\u5199\u62a5\u540d\u4fe1\u606f\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"400\" data-imgfileid=\"100203221\" data-ratio=\"1\"  data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"width: 128px;height: 128px;\" src=\"\/wp-content\/uploads\/2024\/03\/wxsync-2024-03-74fbcff97d557453aef72f80e2eeb55b.png\"  \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;margin-bottom: 8px;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u626b\u7801\u62a5\u540d<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b2c\u4e8c\u6b65\uff1a\u586b\u5199\u4fe1\u606f\u540e\uff0c\u4ed8\u8d39299\u5143\u3002<\/span><span style=\"color: rgb(63, 63, 63);font-size: 15px;text-align: left;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;\"><\/span><\/section>\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);\">\u7b2c\u4e09\u6b65\uff1a\u6dfb\u52a0\u8d1f\u8d23\u4eba\u5fae\u4fe1\uff0c\u62c9\u5165\u5bf9\u5e94\u4e3b\u9898\u7684\u8bfb\u4e66\u4f1a\u793e\u533a\uff08\u5fae\u4fe1\u7fa4\uff09\u3002<\/span><\/p>\n<blockquote class=\"js_blockquote_wrap\" data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"22\" data-source-title=\"\">\n<section class=\"js_blockquote_digest\">\n<section>\u672c\u8bfb\u4e66\u4f1a\u53ef\u5f00\u53d1\u7968\uff0c\u8bf7\u8054\u7cfb\u76f8\u5173\u8d1f\u8d23\u4eba\u6c9f\u901a\u8be6\u60c5\u3002<\/section>\n<\/section>\n<\/blockquote>\n<h4 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/span><\/strong><\/h4>\n<h4 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>\u9488\u5bf9\u5b66\u751f\u7684\u9000\u8d39\u673a\u5236<\/strong><\/span><\/h4>\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\u901a\u8fc7\u5171\u5b66\u5171\u7814\u7684\u673a\u5236\uff0c\u56f4\u7ed5\u524d\u6cbf\u4e3b\u9898\u8fdb\u884c\u5185\u5bb9\u68b3\u7406\u548c\u6c89\u6dc0\uff0c\u6240\u4ee5\u9488\u5bf9\u4e8e\u5b66\u751f\uff0c\u53ef\u4ee5\u901a\u8fc7\u53c2\u4e0e\u5171\u521b\u4efb\u52a1\uff0c\u83b7\u53d6\u79ef\u5206\uff0c\u79ef\u5206\u8fbe\u5230\u9000\u8d39\u6807\u51c6\u4e4b\u540e\uff0c\u53ef\u4ee5\u76f4\u63a5\u9000\u8d39\u3002<\/span><\/section>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/span><\/strong><\/h3>\n<h3 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>\u52a0\u5165\u793e\u533a\u540e\u53ef\u4ee5\u83b7\u5f97\u7684\u8d44\u6e90<\/strong><\/span><\/h3>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5728\u7ebf\u4f1a\u8bae\u5ba4\u6c89\u6d78\u5f0f\u8ba8\u8bba\uff1a\u4e0e\u4e3b\u8bb2\u4eba\u5373\u65f6\u8ba8\u8bba\u4ea4\u6d41<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4ea4\u4e92\u5f0f\u64ad\u653e\u5668\u9ad8\u6548\u56de\u770b\uff1a\u5feb\u901f\u5b9a\u4f4d\u4e3b\u8bb2\u4eba\u63d0\u5230\u7684\u672f\u8bed\u3001\u8bba\u6587\u3001\u5927\u7eb2\u3001\u8ba8\u8bba\u7b49\u91cd\u8981\u65f6\u95f4\u70b9<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u9ad8\u8d28\u91cf\u7684\u4e3b\u9898\u5fae\u4fe1\u793e\u7fa4\uff1a\u7855\u535a\u6bd4\u4f8b\u8d85\u8fc780%\u7684\u6210\u5458\u5fae\u4fe1\u793e\u533a\uff0c\u95ed\u95e8\u591c\u8c08\u548c\u4ea4\u6d41<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8d85\u591a\u5b66\u4e60\u8d44\u6e90\u968f\u624b\u53ef\u5f97\uff1a\u4ece\u4e0d\u540c\u5c3a\u5ea6\u8bb0\u5f55\u4e3b\u9898\u4e0b\u7684\u8def\u5f84\u3001\u8bcd\u6761\u3001\u524d\u6cbf\u89e3\u8bfb\u3001\u7b97\u6cd5\u3001\u5b66\u8005\u7b49<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53c2\u4e0e\u793e\u533a\u5185\u5bb9\u5171\u521b\u4efb\u52a1\uff1a\u8bfb\u4e66\u4f1a\u7b14\u8bb0\u3001\u767e\u79d1\u8bcd\u6761\u3001\u516c\u4f17\u53f7\u6587\u7ae0\u3001\u8bba\u6587\u89e3\u8bfb\u5206\u4eab\u7b49\u4e0d\u540c\u96be\u5ea6\u5171\u521b\u4efb\u52a1\uff0c\u5728\u5b66\u4e60\u4e2d\u8d21\u732e\uff0c\u5728\u4ed8\u51fa\u4e2d\u6536\u83b7<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5171\u4eab\u8ffd\u8e2a\u4e3b\u9898\u524d\u6cbf\u8fdb\u5c55\uff1a\u5728\u7fa4\u5185\u548c\u516c\u4f17\u53f7\u5206\u4eab\u6700\u65b0\u8fdb\u5c55\uff0c\u9886\u57df\u8bba\u6587\u901f\u9012<\/span><\/p>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u83b7\u5f97\u76f8\u5173\u5c97\u4f4d\u5185\u63a8\u673a\u4f1a\uff1a\u65b0\u5174\u524d\u6cbf\u6280\u672f\u516c\u53f8\u7684\u76f4\u901a\u9762\u8bd5\u8d44\u683c<\/span><\/section>\n<\/li>\n<\/ul>\n<h3 style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\"><strong style=\"outline: 0px;\">&nbsp;<\/strong><\/span><\/h3>\n<h3 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>\u53c2\u4e0e\u5171\u521b\u4efb\u52a1\uff0c\u5171\u5efa\u5b66\u672f\u793e\u533a<\/strong><\/span><\/h3>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-right: 8px;margin-left: 8px;padding-left: 1.5em;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);\">\n<li style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"margin-bottom: 8px;outline: 0px;line-height: 1.75em;\"><span style=\"outline: 0px;\">\u8bfb\u4e66\u4f1a\u7b14\u8bb0\uff1a\u5728\u4ea4\u4e92\u5f0f\u64ad\u653e\u5668\u4e0a\u8bb0\u5f55\u672f\u8bed\u548c\u53c2\u8003\u6587\u732e<\/span><\/p>\n<\/li>\n<li style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"margin-bottom: 8px;outline: 0px;line-height: 1.75em;\"><span style=\"outline: 0px;\">\u96c6\u667a\u767e\u79d1\u8bcd\u6761\uff1a\u56f4\u7ed5\u8bfb\u4e66\u4f1a\u4e3b\u9898\u4e2d\u91cd\u8981\u4e14\u524d\u6cbf\u7684\u77e5\u8bc6\u6982\u5ff5\u68b3\u7406\u6210\u8bcd\u6761\u3002\u4f8b\u5982\uff1a<\/span><\/p>\n<\/li>\n<ul class=\"list-paddingleft-1\" style=\"padding-left: 1.5em;outline: 0px;list-style-type: square;\">\n<li style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"margin-bottom: 8px;outline: 0px;line-height: 1.75em;\"><span style=\"outline: 0px;text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247611863&amp;idx=4&amp;sn=3e76dcdd60a9a3970edcffff1a59dc88&amp;chksm=e8966f5adfe1e64c7fd31411f7b4abeff57cdef630e8fa433f313728441bfb39569e4df10750&amp;scene=21#wechat_redirect\" data-linktype=\"2\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\">\u5927\u89c4\u6a21\u4eba\u7fa4\u6a21\u62df\uff1a\u89c2\u5bdf\u96c6\u4f53\u611a\u8822\u4e0e\u96c6\u4f53\u667a\u6167 | \u96c6\u667a\u767e\u79d1<\/a><\/span><\/p>\n<\/li>\n<li style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"margin-bottom: 8px;outline: 0px;line-height: 1.75em;\"><span style=\"outline: 0px;text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247614758&amp;idx=4&amp;sn=9517e1a5383b72d2593d95131969aab6&amp;chksm=e8965babdfe1d2bd09a71513dceb851069d7acc571d6126d597a7a251884568d50898518cdc7&amp;scene=21#wechat_redirect\" data-linktype=\"2\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\">\u884c\u4e3a\u7ecf\u6d4e\u5b66\uff1a\u7ecf\u6d4e\u7cfb\u7edf\u7684\u884c\u4e3a\u4e3b\u4f53\u662f\u5426\u7406\u6027\uff1f| \u96c6\u667a\u767e\u79d1<\/a><\/span><\/p>\n<\/li>\n<li style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"margin-bottom: 8px;outline: 0px;line-height: 1.75em;\"><span style=\"outline: 0px;text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247613356&amp;idx=4&amp;sn=5256c39b6fc3c77fa314c0b5d701f698&amp;chksm=e8966121dfe1e837eb54d42d3e14e7b07e0bfec2ea31666fa20656b364c74c4aa85c4555314f&amp;scene=21#wechat_redirect\" data-linktype=\"2\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\">\u7f51\u7edc\u53ef\u63a7\u6027\uff1a\u7ed3\u6784\u53ef\u63a7\u6027\u4e0e\u6700\u5927\u5339\u914d | \u96c6\u667a\u767e\u79d1<\/a><\/span><\/p>\n<\/li>\n<\/ul>\n<li style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"margin-bottom: 8px;outline: 0px;line-height: 1.75em;\"><span style=\"outline: 0px;\">\u8bba\u6587\u89e3\u8bfb\u5206\u4eab\uff1a\u8ba4\u9886\u5f85\u8bfb\u5217\u8868\u4e2d\u7684\u8bba\u6587\uff0c\u4ee5\u4e3b\u9898\u62a5\u544a\u7684\u5f62\u5f0f\u5728\u793e\u533a\u5206\u4eab<\/span><\/p>\n<\/li>\n<li style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"margin-bottom: 8px;outline: 0px;line-height: 1.75em;\"><span style=\"outline: 0px;\">\u8bba\u6587\u6458\u8981\u7ffb\u8bd1\uff1a\u7ffb\u8bd1\u793e\u533a\u63a8\u8350\u8bba\u6587\u4e2d\u7684\u6458\u8981\u548c\u56fe\u6ce8<\/span><\/p>\n<\/li>\n<li style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"margin-bottom: 8px;outline: 0px;line-height: 1.75em;\"><a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=MzIzMjQyNzQ5MA==&amp;action=getalbum&amp;album_id=1799046780785836034#wechat_redirect\" textvalue=\"\u516c\u4f17\u53f7\u6587\u7ae0\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" tab=\"innerlink\" data-linktype=\"2\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\"><span style=\"outline: 0px;color: rgb(63, 63, 63);\">\u516c\u4f17\u53f7\u6587\u7ae0<\/span><\/a><span style=\"outline: 0px;\">\uff1a\u4ee5\u7ffb\u8bd1\u6574\u7406\u6216\u8005\u539f\u521b\u751f\u4ea7\u5f62\u5f0f\u751f\u4ea7\u516c\u4f17\u53f7\u6587\u7ae0\uff0c\u4ee5\u4ecb\u7ecd\u524d\u6cbf\u8fdb\u5c55\u3002\u4f8b\u5982\uff1a<\/span><\/p>\n<\/li>\n<\/ul>\n<ul class=\"list-paddingleft-1\" style=\"margin-right: 16px;margin-left: 16px;padding-left: 1.5em;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);list-style-type: circle;\">\n<li style=\"outline: 0px;\">\n<p style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">\u8bba\u6587\u7ffb\u8bd1<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">&nbsp; &nbsp; &#8211;&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247627615&amp;idx=1&amp;sn=be379353aea95a746f4b0eb8e99c6c49&amp;chksm=e899a9d2dfee20c4476172d9a9da2e14563a625b1839118a1693781d96e9009713400ba92758&amp;scene=21#wechat_redirect\" textvalue=\"\u591a\u8005\u5f02\u4e5f\uff1a\u7834\u7f3a\u7684\u5bf9\u79f0\u6027\u4e0e\u79d1\u5b66\u5c42\u7ea7\u7ed3\u6784\u7684\u672c\u8d28 | \u7ecf\u5178\u56de\u987e\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u591a\u8005\u5f02\u4e5f\uff1a\u7834\u7f3a\u7684\u5bf9\u79f0\u6027\u4e0e\u79d1\u5b66\u5c42\u7ea7\u7ed3\u6784\u7684\u672c\u8d28<\/a><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">&nbsp; &nbsp; &#8211;&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247584281&amp;idx=1&amp;sn=f1bd965a7e690202324947cb4f931be7&amp;chksm=e896d094dfe1598275c295453b2a526a833b4d6baf98cd51c26bb1fe6b017744b20cd8ddfc2f&amp;scene=21#wechat_redirect\" textvalue=\"\u8bfa\u5956\u59d4\u5458\u4f1a\u4e07\u5b57\u8bc4\u8ff0\uff1a\u4e3a\u4ec0\u4e48\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u53d7\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u9752\u7750\uff1f\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u8bfa\u5956\u59d4\u5458\u4f1a\u4e07\u5b57\u8bc4\u8ff0\uff1a\u4e3a\u4ec0\u4e48\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u53d7\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u9752\u7750\uff1f<\/a><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">&nbsp; &nbsp; &#8211;&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247631378&amp;idx=1&amp;sn=2214710d9c092b6d75587e3737c9ff3c&amp;chksm=e899989fdfee1189029b9dc89941ae4e624f9e4a413597d96da75e81d75cdb3dac9c300982f3&amp;scene=21#wechat_redirect\" textvalue=\"\u4ece\u751f\u547d\u8d77\u6e90\u5230\u6d41\u884c\u75c5\uff1a\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u591a\u5c3a\u5ea6\u6d8c\u73b0\u73b0\u8c61\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4ece\u751f\u547d\u8d77\u6e90\u5230\u6d41\u884c\u75c5\uff1a\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u591a\u5c3a\u5ea6\u6d8c\u73b0\u73b0\u8c61<\/a><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247679066&amp;idx=1&amp;sn=295e7d0b4c60162af36e86bc68b21f8d&amp;chksm=e89966d7dfeeefc1c01caef6347622f4d4ebe8abd4afbdd3c58316ad92c52707d335faf076af&amp;scene=21#wechat_redirect\" textvalue=\"\u591a\u4e3b\u4f53\u667a\u80fd\u7efc\u8ff0\uff1a\u793e\u4f1a\u4e92\u52a8\u542f\u53d1\u7684\u4eba\u5de5\u667a\u80fd\u8fdb\u5316\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\"><\/a><\/span><\/p>\n<ul class=\"list-paddingleft-1\" style=\"margin-right: 16px;margin-left: 16px;padding-left: 1.5em;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);list-style-type: circle;\">\n<li style=\"outline: 0px;\">\n<p style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">\u79d1\u666e\u6587\u7ae0\u7ffb\u8bd1<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">&nbsp; &nbsp; &#8211;&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247611133&amp;idx=1&amp;sn=af5e995e3a218f7bfe38a8cdcf8593b7&amp;chksm=e8966870dfe1e1663749e55df77edf7097a9565fdc166e7fb3b3c774e32c012a834d9130d9ab&amp;scene=21#wechat_redirect\" textvalue=\"\u6d8c\u73b0\uff1a21\u4e16\u7eaa\u79d1\u5b66\u7684\u7edf\u4e00\u4e3b\u9898\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\">\u6d8c\u73b0\uff1a21\u4e16\u7eaa\u79d1\u5b66\u7684\u7edf\u4e00\u4e3b\u9898<\/a><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">&nbsp; &nbsp; &#8211;&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247519456&amp;idx=1&amp;sn=c5db1636e9b70fb50b9db85e08a44128&amp;chksm=e897d66ddfe05f7b14241bd847b70b12e33d1b144ecad6911b7f5f5163bbcbf994a643b3bb41&amp;scene=21#wechat_redirect\" textvalue=\"\u4ece\u9ea6\u514b\u65af\u97e6\u5996\u5230\u91cf\u5b50\u751f\u7269\u5b66\uff0c\u751f\u547d\u7269\u8d28\u4e2d\u662f\u5426\u6f5c\u85cf\u7740\u65b0\u7269\u7406\u5b66\uff1f\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4ece\u9ea6\u514b\u65af\u97e6\u5996\u5230\u91cf\u5b50\u751f\u7269\u5b66\uff0c\u751f\u547d\u7269\u8d28\u4e2d\u662f\u5426\u6f5c\u85cf\u7740\u65b0\u7269\u7406\u5b66\uff1f<\/a><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247676574&amp;idx=1&amp;sn=6bd883ce1e6448c090cb402145e8b6ed&amp;chksm=e8996813dfeee105948d6d22f7e35cf8fef5cffec84d2cf15a2bc65e8133827c18736f8f74bd&amp;scene=21#wechat_redirect\" textvalue=\"\u6885\u62c9\u59ae\u00b7\u7c73\u6b47\u5c14Science\u520a\u6587\uff1aAI\u80fd\u5426\u81ea\u4e3b\u5b66\u4e60\u4e16\u754c\u6a21\u578b\uff1f\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\"><\/a><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">&nbsp; &nbsp; &#8211;&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247604504&amp;idx=1&amp;sn=a54df1c24b5d7317c9ac594a20f5f4fa&amp;chksm=e8960395dfe18a83738b6504962513ad66abe3c60177d272176cffa07e54a95042944736ecd5&amp;scene=21#wechat_redirect\" textvalue=\"\u5927\u8111\u70ed\u529b\u5b66\uff1a\u5229\u7528\u201c\u6e4d\u6d41\u201d\u8fdc\u79bb\u5e73\u8861\u6001\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5927\u8111\u70ed\u529b\u5b66\uff1a\u5229\u7528\u201c\u6e4d\u6d41\u201d\u8fdc\u79bb\u5e73\u8861\u6001<\/a><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247610858&amp;idx=1&amp;sn=ebb8b1adf60ee62eff06923fb43dad43&amp;chksm=e8966b67dfe1e2711b30f6863c84268774f77b206d73f902b5d37d4ce0283870705784170439&amp;scene=21#wechat_redirect\" textvalue=\"\u6a21\u5757\u5316\u8ba4\u77e5\uff1a\u6f14\u5316\u5982\u4f55\u81ea\u4e0b\u800c\u4e0a\u6d8c\u73b0\u51fa\u667a\u80fd\uff1f\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\"><\/a><\/span><\/p>\n<ul class=\"list-paddingleft-1\" style=\"margin-right: 16px;margin-left: 16px;padding-left: 1.5em;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);list-style-type: circle;\">\n<li style=\"outline: 0px;\">\n<p style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">\u8bb2\u5ea7\u6574\u7406<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">&nbsp; &nbsp; &#8211;&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247511098&amp;idx=1&amp;sn=0bc2f2027a3148cc53385bea6de3305d&amp;chksm=e897f6b7dfe07fa13d22b01560988c7df77be2a384f386b7f6e3d060bf6cda6634b55e1a46ec&amp;scene=21#wechat_redirect\" textvalue=\"\u5f20\u6c5f\uff1a\u4ece\u56fe\u7f51\u7edc\u5230\u56e0\u679c\u63a8\u65ad\uff0c\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u4e94\u90e8\u66f2\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5f20\u6c5f\uff1a\u4ece\u56fe\u7f51\u7edc\u5230\u56e0\u679c\u63a8\u65ad\uff0c\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u4e94\u90e8\u66f2<\/a><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">&nbsp; &nbsp; &#8211;&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247509774&amp;idx=1&amp;sn=d9a211a83fc650a64622fa8c86a56b1b&amp;chksm=e897fd83dfe07495c45c0c1ce9ce59acbf28be54a5d20ef80695d81342880523834f932f95de&amp;scene=21#wechat_redirect\" textvalue=\"\u7c97\u770b\u957f\u5c3e\uff0c\u7ec6\u8fa8\u5e42\u5f8b\uff1a\u8de8\u4e16\u7eaa\u7684\u65e0\u6807\u5ea6\u7f51\u7edc\u7814\u7a76\u7eb7\u4e89\u53f2\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u7c97\u770b\u957f\u5c3e\uff0c\u7ec6\u8fa8\u5e42\u5f8b\uff1a\u8de8\u4e16\u7eaa\u7684\u65e0\u6807\u5ea6\u7f51\u7edc\u7814\u7a76\u7eb7\u4e89\u53f2<\/a><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247662766&amp;idx=1&amp;sn=071ac5bd9a139e720ede6024ae6fd0c4&amp;chksm=e8992623dfeeaf3517778ddeb5702b44a3fbdfbc8d5eadb28871ad0c96cc9ca3483a9539fff9&amp;scene=21#wechat_redirect\" textvalue=\"\u201c\u610f\u8bc6\u673a\u5668\u201d\u521d\u63a2\uff1a\u5982\u4f55\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u5177\u5907\u81ea\u6211\u610f\u8bc6\uff1f\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;color: var(--weui-LINK);cursor: pointer;\" rel=\"noopener noreferrer\"><\/a><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\">&nbsp; &nbsp; &#8211;&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247601490&amp;idx=1&amp;sn=8d3e68b08af6b411b72607d92212a297&amp;chksm=e89617dfdfe19ec9dfd87aa7d5dceba24a21d32f1c89bfcdc943f4e7d56c33c9ce902ca67d01&amp;scene=21#wechat_redirect\" textvalue=\"Erik Hoel\uff1a\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u600e\u6837\u8fde\u901a\u590d\u6742\u7cfb\u7edf\u7684\u5b8f\u89c2\u4e0e\u5fae\u89c2\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">Erik Hoel\uff1a\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u600e\u6837\u8fde\u901a\u590d\u6742\u7cfb\u7edf\u7684\u5b8f\u89c2\u4e0e\u5fae\u89c2<\/a><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/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);\">PS\uff1a\u5177\u4f53\u53c2\u4e0e\u65b9\u5f0f\u53ef\u4ee5\u52a0\u5165\u8bfb\u4e66\u4f1a\u540e\u67e5\u770b\u5bf9\u5e94\u7684\u5171\u521b\u4efb\u52a1\u5217\u8868\uff0c\u9886\u53d6\u4efb\u52a1\uff0c\u4e0e\u8fd0\u8425\u8d1f\u8d23\u4eba\u6c9f\u901a\u8be6\u60c5\uff0c\u4e0a\u8ff0\u89c4\u5219\u7684\u6700\u7ec8\u89e3\u91ca\u6743\u5f52\u96c6\u667a\u4ff1\u4e50\u90e8\u6240\u6709\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/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);\">&nbsp;<\/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;\">\u8bfb\u4e66\u4f1a\u9605\u8bfb\u6750\u6599<\/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<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);\">&nbsp;&nbsp;<\/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);\">\u9605\u8bfb\u6750\u6599\u8f83\u957f\uff0c\u4e3a\u4e86\u66f4\u597d\u7684\u9605\u8bfb\u4f53\u9a8c\uff0c\u5efa\u8bae\u60a8\u524d\u5f80\u96c6\u667a\u6591\u56fe\u6c89\u6d78\u5f0f\u9605\u8bfb\uff0c\u5e76\u53ef\u6536\u85cf\u611f\u5174\u8da3\u7684\u8bba\u6587\u3002<\/span><\/section>\n<section style=\"text-align: center;margin-bottom: 0px;\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100203222\" data-ratio=\"1\" data-s=\"300,640\"  data-type=\"png\" data-w=\"400\" style=\"width: 107px;height: 107px;\" src=\"\/wp-content\/uploads\/2024\/03\/wxsync-2024-03-99639ef977fb02351bc95bd647ef9c0c.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;\">https:\/\/pattern.swarma.org\/article\/293<\/span><\/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;\">&nbsp;<\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 14px;\"><strong><span style=\"color: rgb(33, 166, 210);\">(\u4e00) \u65f6\u5e8f\u5927\u6a21\u578b<\/span><\/strong><\/span><\/h4>\n<ol class=\"list-paddingleft-1\" start=\"1\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);font-weight: bold;\">\n<h5 style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 14px;\"><strong><span style=\"color: rgb(63, 63, 63);\">\u7efc\u8ff0\u7c7b<\/span><\/strong><\/span><\/h5>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[1] Ming Jin, Qingsong Wen, Yuxuan Liang, et al. <strong>Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook<\/strong><em>. <\/em><em>arXiv.org<\/em>, 2023, abs\/2310.10196<\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u6587\u732e\u89e3\u8bfb\u63a8\u6587\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzU2OTA0NzE2NA==&amp;mid=2247638887&amp;idx=1&amp;sn=4ddbff4eca5c90ea0ccb58f42cf9c05f&amp;chksm=fc883e74cbffb762982376b0942973f2b3f1023e25e6ddec3c2c2b636f508d3f9f2450a66ae5&amp;scene=21#wechat_redirect\" textvalue=\"\u5927\u6a21\u578b\u5982\u4f55\u5efa\u6a21\u65f6\u5e8f\uff1f\u83ab\u7eb3\u4ec0\u7b49\u6700\u65b0\u300a\u9762\u5411\u65f6\u95f4\u5e8f\u5217\u548c\u65f6\u7a7a\u6570\u636e\u7684\u5927\u578b\u6a21\u578b\u300b\u7efc\u8ff0\u4e0e\u5c55\u671b\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5927\u6a21\u578b\u5982\u4f55\u5efa\u6a21\u65f6\u5e8f\uff1f\u83ab\u7eb3\u4ec0\u7b49\u6700\u65b0\u300a\u9762\u5411\u65f6\u95f4\u5e8f\u5217\u548c\u65f6\u7a7a\u6570\u636e\u7684\u5927\u578b\u6a21\u578b\u300b\u7efc\u8ff0\u4e0e\u5c55\u671b<\/a><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u7efc\u8ff0\u4e3b\u8981\u5c06\u73b0\u6709\u6587\u732e\u5206\u7c7b\u4e3a\u4e24\u5927\u7c7b\uff1a\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u7684\u5927\u578b\u6a21\u578b\uff08LM4TS\uff09\u548c\u65f6\u7a7a\u6570\u636e\u6316\u6398\uff08LM4STD\uff09\u3002\u57fa\u4e8e\u6b64\uff0c\u8bba\u6587\u8fdb\u4e00\u6b65\u6839\u636e\u6a21\u578b\u8303\u56f4\uff08\u5373\u901a\u7528\u4e0e\u7279\u5b9a\u9886\u57df\uff09\u548c\u5e94\u7528\u9886\u57df\/\u4efb\u52a1\u5bf9\u7814\u7a76\u8fdb\u884c\u5206\u7c7b\u3002\u8bba\u6587\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5168\u9762\u7684\u76f8\u5173\u8d44\u6e90\u96c6\u5408\uff0c\u5176\u4e2d\u5305\u62ec\u6570\u636e\u96c6\u3001\u6a21\u578b\u8d44\u4ea7\u548c\u6709\u7528\u7684\u5de5\u5177\uff0c\u6309\u4e3b\u6d41\u5e94\u7528\u8fdb\u884c\u5206\u7c7b\u3002\u8be5\u7efc\u8ff0\u6c47\u96c6\u4e86\u5173\u4e8e\u65f6\u95f4\u5e8f\u5217\u548c\u65f6\u7a7a\u6570\u636e\u7684\u5927\u578b\u6a21\u578b\u4e3a\u4e2d\u5fc3\u7684\u7814\u7a76\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u5f3a\u8c03\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3001\u5f53\u524d\u7684\u8fdb\u5c55\u3001\u5b9e\u9645\u5e94\u7528\u3001\u4e30\u5bcc\u7684\u8d44\u6e90\u548c\u672a\u6765\u7684\u7814\u7a76\u673a\u4f1a\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[2] Jing Su, Chufeng Jiang, Xin Jin, et al. <strong>Large Language Models for Forecasting and Anomaly Detection: A Systematic Literature Review<\/strong><em>. <\/em><em>arXiv.org<\/em>, 2024, abs\/2402.10350<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u7efc\u8ff0\u63a2\u8ba8\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u9884\u6d4b\u548c\u5f02\u5e38\u68c0\u6d4b\u4e2d\u7684\u5e94\u7528\uff0c\u5e76\u7a81\u51fa\u4ecb\u7ecd\u4e86LLMs\u5728\u89e3\u6790\u5927\u6570\u636e\u3001\u8bc6\u522b\u6a21\u5f0f\u548c\u9884\u6d4b\u4e8b\u4ef6\u65b9\u9762\u7684\u6f5c\u529b\u3002\u6587\u4e2d\u6307\u51fa\u4e86\u82e5\u5e72\u4e2a\u6311\u6218\uff0c\u5305\u62ec<strong>\u4f9d\u8d56\u5e9e\u5927\u5386\u53f2\u6570\u636e\u96c6\u3001\u4e0d\u540c\u60c5\u5883\u4e2d\u7684\u6cdb\u5316\u95ee\u9898\u3001\u6a21\u578b\u5e7b\u89c9\u73b0\u8c61\u3001\u6a21\u578b\u77e5\u8bc6\u8fb9\u754c\u7684\u9650\u5236\u4ee5\u53ca\u6240\u9700\u7684\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u3002<\/strong>\u901a\u8fc7\u8be6\u7ec6\u5206\u6790\uff0c\u7efc\u8ff0\u8ba8\u8bba\u4e86\u514b\u670d\u8fd9\u4e9b\u969c\u788d\u7684\u6f5c\u5728\u89e3\u51b3\u65b9\u6848\u548c\u7b56\u7565\uff0c\u5982\u6574\u5408\u591a\u6a21\u6001\u6570\u636e\u3001\u6539\u8fdb\u5b66\u4e60\u65b9\u6cd5\u3001\u63d0\u9ad8\u6a21\u578b\u89e3\u91ca\u6027\u548c\u8ba1\u7b97\u6548\u7387\u3002\u7efc\u8ff0\u6700\u540e\u5f3a\u8c03\uff0c\u5c3d\u7ba1LLMs\u5728\u9884\u6d4b\u548c\u5f02\u5e38\u68c0\u6d4b\u65b9\u9762\u5c55\u73b0\u51fa\u98a0\u8986\u6027\u7684\u5f71\u54cd\u529b\uff0c\u4f46\u8981\u5145\u5206\u53d1\u6325\u5176\u6f5c\u80fd\uff0c\u8fd8\u9700\u8981\u4e0d\u65ad\u521b\u65b0\u3001\u8003\u8651\u4f26\u7406\u95ee\u9898\uff0c\u5e76\u5bfb\u6c42\u5207\u5b9e\u53ef\u884c\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[3] Xiyuan Zhang, Ranak Roy Chowdhury, Rajesh K. Gupta, et al. <strong>Large Language Models for Time Series: A Survey<\/strong><em>. <\/em><em>arXiv.org<\/em>, 2024, abs\/2402.01801<\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u6587\u732e\u89e3\u8bfb\u63a8\u6587\uff1a<a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzkxODQ0MTQzMg==&amp;mid=2247487719&amp;idx=1&amp;sn=eb1d14fa6250a24f11f78a722c289f33&amp;scene=21#wechat_redirect\" textvalue=\"[\u8bba\u6587\u5206\u4eab] arXiv\u901f\u9012 \u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff1a\u7efc\u8ff0\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">[\u8bba\u6587\u5206\u4eab] arXiv\u901f\u9012 \u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff1a\u7efc\u8ff0<\/a><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u7efc\u8ff0\u8be6\u7ec6\u63a2\u8ba8\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5206\u6790\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u7a81\u7834\u4e86\u4f20\u7edf\u7684\u6587\u672c\u548c\u56fe\u50cf\u9886\u57df\u7684\u754c\u9650\u3002\u5b83\u96c6\u4e2d\u5728\u5982\u4f55\u514b\u670d\u201c<strong>LLMs\u539f\u59cb\u8bad\u7ec3\u6570\u636e\u4e3a\u6587\u672c\uff0c\u800c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u901a\u5e38\u4e3a\u6570\u503c\u8fd9\u4e00\u6a21\u6001\u5dee\u5f02<\/strong>\u201d\u7684\u6311\u6218\u4e0a\u3002\u8bba\u6587\u8be6\u7ec6\u5206\u7c7b\u5e76\u8ba8\u8bba\u4e86\u5404\u79cd\u65b9\u6cd5\uff0c\u5305\u62ec\u76f4\u63a5\u63d0\u793a\uff08Prompting\uff09\u3001\u65f6\u95f4\u5e8f\u5217\u91cf\u5316\uff08Quantization\uff09\u3001\u5bf9\u9f50\u6280\u672f\uff08Alignment\uff09\u3001\u5229\u7528\u89c6\u89c9\u6a21\u6001\u4f5c\u4e3a\u6865\u6881\uff08Vision as Bridge\uff09\uff0c\u4ee5\u53ca\u5c06LLMs\u4e0e\u5de5\u5177\u7ed3\u5408\u4f7f\u7528\uff08Tool\uff09\u3002\u5b83\u8fd8\u6db5\u76d6\u4e86\u73b0\u6709\u7684\u591a\u6a21\u6001\u65f6\u95f4\u5e8f\u5217\u548c\u6587\u672c\u6570\u636e\u96c6\uff0c\u5e76\u63a2\u8ba8\u4e86\u8fd9\u4e00\u65b0\u5174\u9886\u57df\u7684\u6311\u6218\u548c\u672a\u6765\u53d1\u5c55\u65b9\u5411\u3002\u7efc\u8ff0\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5173\u4e8e\u201c\u5982\u4f55\u5229\u7528LLMs\u8fdb\u884c\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u201d\u7684\u5168\u9762\u6846\u67b6\uff0c\u5e76\u63d0\u4f9b\u4e86\u5bf9\u5b9e\u8df5\u5e94\u7528\u548c\u672a\u6765\u7814\u7a76\u7684\u6df1\u5165\u89c1\u89e3\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[4] John A. Miller, Mohammed Aldosari, Farah Saeed, et al. <strong>A Survey of Deep Learning and Foundation Models for Time Series Forecasting<\/strong><em>. arXiv:2401.13912<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u7efc\u8ff0\u63d0\u4f9b\u4e86\u6df1\u5ea6\u5b66\u4e60\u548c\u57fa\u7840\u6a21\u578b\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u9886\u57df\u7684\u5168\u9762\u56de\u987e\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\"><br  \/><\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[5] Yuxuan Liang,&nbsp;Haomin Wen,&nbsp;Yuqi Nie, et al. <strong>Foundation Models for Time Series Analysis: A Tutorial and Survey<\/strong>. <em>arxiv.org<\/em>, 2024, abs\/2403.14735<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><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: 14px;\">\u8be5\u7efc\u8ff0\u65e8\u5728\u63d0\u4f9b\u5173\u4e8e\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u7684\u57fa\u5ea7\u6a21\u578b\uff08FM\uff09\u7684\u5168\u9762\u6982\u8ff0\u3002\u73b0\u6709\u76f8\u5173\u7efc\u8ff0\u4e3b\u8981\u5173\u6ce8FM\u5728\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u4e2d\u7684\u5e94\u7528\u6216\u6d41\u7a0b\u65b9\u9762\uff0c\u4f46\u5b83\u4eec\u901a\u5e38\u7f3a\u4e4f\u5bf9FM\u4e3a\u4f55\u4ee5\u53ca\u5982\u4f55\u5e2e\u52a9\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u7684\u57fa\u672c\u673a\u5236\u7684\u6df1\u5165\u7406\u89e3\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8be5\u7efc\u8ff0\u91c7\u7528\u4ee5\u65b9\u6cd5\u8bba\u4e3a\u4e2d\u5fc3\u7684\u5206\u7c7b\uff0c\u52fe\u52d2\u51fa\u65f6\u95f4\u5e8f\u5217FM\u7684\u5404\u79cd\u5173\u952e\u8981\u7d20\uff0c\u5305\u62ec\u6a21\u578b\u67b6\u6784\u3001\u9884\u8bad\u7ec3\u6280\u672f\u3001\u9002\u5e94\u65b9\u6cd5\u548c\u6570\u636e\u6a21\u6001\u3002\u6b64\u5916\uff0c\u8be5\u7efc\u8ff0\u8fd8\u63a2\u8ba8\u4e86\u65f6\u95f4\u5e8f\u5217FM\u672a\u6765\u53ef\u80fd\u7684\u7814\u7a76\u65b9\u5411<\/span><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: var(--articleFontsize);letter-spacing: 0.034em;\">\u3002<\/span><\/p>\n<section style=\"margin-bottom: 0px;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;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;\">&nbsp;<\/span><span data-lark-record-format=\"docx\/record\"><\/span><\/section>\n<ol class=\"list-paddingleft-1\" start=\"2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);font-weight: bold;\">\n<h5 style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 14px;\"><strong><span style=\"color: rgb(63, 63, 63);\">\u57fa\u4e8eLLM\u7684\u65f6\u5e8f\u5927\u6a21\u578b<\/span><\/strong><\/span><\/h5>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[6] Xu Liu, Junfeng Hu, Yuan Li, et al. <strong>UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting<\/strong><em>. <\/em><em>arXiv.org<\/em>, 2023, abs\/2310.09751<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u7edf\u4e00\u7684\u6a21\u578b\u8303\u5f0f\uff08UniTime\uff09\uff0c\u5b83\u80fd\u591f\u8de8\u8d8a\u4e0d\u540c\u9886\u57df\u8fdb\u884c\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff0c\u800c\u4e0d\u662f\u4e3a\u6bcf\u4e2a\u7279\u5b9a\u7684\u65f6\u95f4\u5e8f\u5217\u5e94\u7528\u9886\u57df\u521b\u5efa\u4e13\u7528\u6a21\u578b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[7] Zijie Pan, Yushan Jiang, Sahil Garg, et al. <strong>S<sup>2<\/sup>IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting<\/strong><em>. arXiv:2403.05798<\/em>, 2024<\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u6587\u732e\u89e3\u8bfb\u63a8\u6587\uff1a<a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIyOTUyMDIwNg==&amp;mid=2247489512&amp;idx=1&amp;sn=ca697c872f7d09561f4b0935b084d516&amp;scene=21#wechat_redirect\" textvalue=\"\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b+NLP\u5927\u6a21\u578b\u65b0\u4f5c\uff1a\u4e3a\u65f6\u5e8f\u9884\u6d4b\u81ea\u52a8\u751f\u6210\u9690\u5f0fPrompt\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b+NLP\u5927\u6a21\u578b\u65b0\u4f5c\uff1a\u4e3a\u65f6\u5e8f\u9884\u6d4b\u81ea\u52a8\u751f\u6210\u9690\u5f0fPrompt<\/a><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u5c06\u65f6\u95f4\u5e8f\u5217\u5728\u9690\u7a7a\u95f4\u548cNLP\u5927\u6a21\u578b\u5bf9\u9f50\uff0c\u5e76\u5229\u7528\u9690\u7a7a\u95f4prompt\u63d0\u5347\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6548\u679c\u7684\u65b9\u6cd5\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[8] Defu Cao, Furong Jia, Sercan O Arik, et al. <strong>TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting<\/strong><em>. arXiv:2310.04948<\/em>, 2023<\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u6587\u732e\u89e3\u8bfb\u63a8\u6587\uff1a<span style=\"letter-spacing: 0.578px;\">https:\/\/zhuanlan.zhihu.com\/p\/670183566<\/span><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u5229\u7528\u751f\u6210\u5f0f\u9884\u8bad\u7ec3Transformer\u548c\u57fa\u4e8eprompt\u7684\u5b66\u4e60\u6765\u63d0\u9ad8\u9884\u6d4b\u4efb\u52a1\u7684\u51c6\u786e\u6027\u548c\u9002\u5e94\u6027\u3002\u6a21\u578b\u6709\u6548\u5730\u5c06\u65f6\u95f4\u5e8f\u5217\u5206\u89e3\u4e3a\u8d8b\u52bf\u3001\u5b63\u8282\u6027\u548c\u6b8b\u5dee\u4e09\u4e2a\u90e8\u5206\uff0c\u5e76\u4f7f\u7528\u57fa\u4e8e\u9009\u62e9\u7684prompt\u66f4\u597d\u5730\u5904\u7406\u975e\u5e73\u7a33\u65f6\u95f4\u5e8f\u5217\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[9] Hao Xue, Flora D. Salim. <strong>PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting<\/strong><em>. arXiv:2210.08964<\/em>, 2023<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">PromptCast\u6210\u529f\u5f00\u521b\u4e86\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u5168\u65b0\u89c6\u89d2\uff0c\u5de7\u5999\u5730\u5c06\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u8f6c\u6362\u4e3a\u57fa\u4e8e\u63d0\u793a\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u95ee\u9898\u3002\u8be5\u7814\u7a76\u5de5\u4f5c\u5de7\u5999\u5730\u5c06\u65f6\u5e8f\u6570\u636e\u8f6c\u5316\u4e3a\u6587\u672c\u6570\u636e\uff0c\u5c06\u4f20\u7edf\u7684\u65f6\u5e8f\u9884\u6d4b\u4efb\u52a1\u521b\u65b0\u6027\u5730\u8f6c\u5316\u4e3a\u5bf9\u8bdd\u9884\u6d4b\u4efb\u52a1\u3002\u8fd9\u4e00\u7a81\u7834\u6027\u65b9\u6cd5\uff0c\u501f\u52a9\u8bed\u8a00\u6a21\u578b\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u6210\u529f\u5e94\u7528\u4e8e\u65f6\u5e8f\u6570\u636e\u7684\u9884\u6d4b\u3002\u8bba\u6587\u4e2d\u63d0\u51fa\u7684PISA\u6570\u636e\u96c6\u4e3a\u8fd9\u4e00\u9886\u57df\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u5b9d\u8d35\u8d44\u6e90\uff0c\u5176\u8be6\u5c3d\u7684\u5b9e\u9a8c\u5206\u6790\u548c\u8bc4\u4f30\u7ed3\u679c\u5c55\u793a\u4e86PromptCast\u5728\u591a\u79cd\u9884\u6d4b\u60c5\u666f\u4e0b\u7684\u4f18\u8d8a\u6027\u80fd\u548c\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u786e\u7acb\u4e86\u5176\u5728TS4LLM\u7684\u521b\u65b0\u5730\u4f4d\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[10] Ching Chang, Wei-Yao Wang, Wen-Chih Peng, et al. <strong>LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters<\/strong><em>. arXiv:2308.08469<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u901a\u8fc7\u7ed3\u5408\u65f6\u95f4\u5e8f\u5217\u5206\u5757\u548c\u65f6\u95f4\u7f16\u7801\u6280\u672f\uff0c\u5229\u7528\u9884\u8bad\u7ec3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u589e\u5f3a\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u80fd\u529b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[11] Chenxi Sun, Hongyan Li, Yaliang Li, et al. <strong>TEST: Text Prototype Aligned Embedding to Activate LLM&#8217;s Ability for Time Series<\/strong><em>. arXiv:2308.08241<\/em>, 2024<\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u6587\u732e\u89e3\u8bfb\u63a8\u6587\uff1a<a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzkzMzIxMzU4OA==&amp;mid=2247487239&amp;idx=1&amp;sn=1eb66cae24def85871a656e63cdb79e2&amp;scene=21#wechat_redirect\" textvalue=\"\u8bba\u6587\u7814\u8bfb | \u5927\u6a21\u578b\u65f6\u5e8f\u5e94\u7528\u2014\u2014\u57fa\u4e8e\u5bf9\u6bd4\u5b66\u4e60\u7684\u65f6\u5e8f\u6570\u636eembedding\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u8bba\u6587\u7814\u8bfb | \u5927\u6a21\u578b\u65f6\u5e8f\u5e94\u7528\u2014\u2014\u57fa\u4e8e\u5bf9\u6bd4\u5b66\u4e60\u7684\u65f6\u5e8f\u6570\u636eembedding<\/a><\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u91cd\u70b9\u5173\u6ce8\u4e86TS-for-LLM\u65b9\u6cd5\uff0c\u65e8\u5728\u901a\u8fc7\u8bbe\u8ba1\u4e00\u79cd\u9002\u5408LLM\u7684TS\u5d4c\u5165\u65b9\u6cd5\u6765\u6fc0\u6d3bLLM\u5bf9TS\u6570\u636e\u7684\u5904\u7406\u80fd\u529b\u3002\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u88ab\u547d\u540d\u4e3aTEST\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[12] Tian Zhou, PeiSong Niu, Xue Wang, et al. <strong>One Fits All:Power General Time Series Analysis by Pretrained LM<\/strong><em>. arXiv:2302.11939<\/em>, 2023<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u4ecb\u7ecd\u4e86\u4e00\u79cd\u5229\u7528\u9884\u8bad\u7ec3\u7684\u8bed\u8a00\u6a21\u578b\u6216\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b\u8fdb\u884c\u901a\u7528\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u7684\u65b9\u6cd5\u3002\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3aFrozen Pretrained Transformer\uff08FPT\uff09\u7684\u6a21\u578b\uff0c\u901a\u8fc7\u5728\u6d89\u53ca\u65f6\u95f4\u5e8f\u5217\u7684\u5404\u79cd\u4efb\u52a1\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u5c55\u793a\u4e86\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u4e2d\u53d6\u5f97\u53ef\u6bd4\u6216\u6700\u5148\u8fdb\u7684\u6027\u80fd\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[13] Ming Jin, Shiyu Wang, Lintao Ma, et al. <strong>Time-LLM: Time Series Forecasting by Reprogramming Large Language Models<\/strong><em>. arXiv:2310.01728<\/em>, 2024<\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u6587\u732e\u89e3\u8bfb\u63a8\u6587\uff1ahttps:\/\/segmentfault.com\/a\/1190000044701270<\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">TIME-LLM\u63d0\u51fa\u4e86\u4e00\u4e2a\u91cd\u7f16\u7a0b\uff08Reprograming\uff09\u6846\u67b6\uff0c\u5229\u7528LLMs\u8fdb\u884c\u901a\u7528\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u3002\u5b83\u901a\u8fc7\u6587\u672c\u539f\u578b\u91cd\u65b0\u7f16\u7a0b\u8f93\u5165\u65f6\u95f4\u5e8f\u5217\uff0c\u5e76\u5229\u7528Prompt-as-Prefix\uff08PaP\uff09\u6765\u589e\u5f3aLLM\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u80fd\u529b\u3002\u7ecf\u8fc7\u5168\u9762\u8bc4\u4f30\uff0cTIME-LLM\u5728\u9884\u6d4b\u6027\u80fd\u4e0a\u4f18\u4e8e\u4e13\u95e8\u5316\u9884\u6d4b\u6a21\u578b\uff0c\u5e76\u5728\u5c11\u6837\u672c\u548c\u96f6\u6837\u672c\u5b66\u4e60\u573a\u666f\u4e2d\u8868\u73b0\u51fa\u8272\u3002TIME-LLM\u63a2\u7d22\u4e86\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u505a\u65f6\u5e8f\u5206\u6790\u4efb\u52a1\u7684\u53ef\u80fd\u6027\uff0c\u63d0\u51fa\u4e86\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u505a\u91cd\u7f16\u7a0b\u7684\u6982\u5ff5\uff0c\u540c\u65f6\u53d1\u73b0\u548c\u9a8c\u8bc1\u4e86\u65f6\u5e8f\u4efb\u52a1\u672c\u8eab\u53ef\u4ee5\u62bd\u8c61\u6210\u4e00\u79cd\u80fd\u591f\u88ab\u5927\u8bed\u8a00\u6a21\u578b\u89e3\u51b3\u7684\u7279\u6b8a\u8bed\u8a00\u4efb\u52a1\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[14] Zheng Zhang, Hossein Amiri, Zhenke Liu, et al. <strong>Large Language Models for Spatial Trajectory Patterns Mining<\/strong><em>. arXiv:2310.04942<\/em>, 2023<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63a2\u8ba8\u4e86\u4f7f\u7528LLMs\u6765\u68c0\u6d4b\u4eba\u7c7b\u7a7a\u95f4\u8f68\u8ff9\u6570\u636e\u4e2d\u7684\u5f02\u5e38\u884c\u4e3a\u7684\u80fd\u529b\u3002\u672c\u6587\u53d1\u73b0LLMs\u5728\u6ca1\u6709\u7279\u5b9a\u7ebf\u7d22\u7684\u60c5\u51b5\u4e0b\u4e5f\u80fd\u591f\u8fbe\u5230\u5408\u7406\u7684\u5f02\u5e38\u68c0\u6d4b\u6027\u80fd\uff0c\u5728\u63d0\u4f9b\u4e0a\u4e0b\u6587\u7ebf\u7d22\u540e\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u9884\u6d4b\u6548\u679c\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[15] Nate Gruver, Marc Finzi, Shikai Qiu, et al. <strong>Large Language Models Are Zero-Shot Time Series Forecasters<\/strong><em>. arXiv:2310.07820<\/em>, 2023<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u8868\u660e\uff0c\u901a\u8fc7\u5c06\u65f6\u95f4\u5e8f\u5217\u7f16\u7801\u4e3a\u6587\u672c\u5f62\u5f0f\uff0cLLMs\u53ef\u4ee5\u5728zero-shot\u6761\u4ef6\u4e0b\u5bf9\u65f6\u95f4\u5e8f\u5217\u8fdb\u884c\u6709\u6548\u5916\u63a8\uff0c\u5176\u6027\u80fd\u751a\u81f3\u53ef\u4ee5\u8d85\u8fc7\u4e13\u95e8\u8bad\u7ec3\u7684\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<ol class=\"list-paddingleft-1\" start=\"3\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 14px;color: rgb(63, 63, 63);font-weight: bold;\">\n<h5 style=\"margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\"><strong>\u65f6\u5e8f\u4e13\u7528\u7684\u5927\u6a21\u578b<\/strong><\/span><\/h5>\n<\/li>\n<\/ol>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[16] Shanghua Gao, Teddy Koker, Owen Queen, et al. <strong>UniTS: Building a Unified Time Series Model<\/strong><em>. arXiv:2403.00131<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\uff0c\u652f\u6301\u901a\u7528\u4efb\u52a1\u89c4\u8303\uff0c\u5305\u62ec\u5206\u7c7b\u3001\u9884\u6d4b\u3001\u586b\u8865\u548c\u5f02\u5e38\u68c0\u6d4b\u7b49\u4efb\u52a1\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[17] Kashif Rasul, Arjun Ashok, Andrew Robert Williams, et al. <strong>Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting<\/strong><em>. arXiv:2310.08278<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u901a\u7528\u7684\u5355\u53d8\u91cf\u6982\u7387\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5728\u672a\u89c1\u8fc7\u7684\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u51fa\u826f\u597d\u7684zero-shot\u9884\u6d4b\u80fd\u529b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[18] Gerald Woo, Chenghao Liu, Akshat Kumar, et al. <strong>Unified Training of Universal Time Series Forecasting Transformers<\/strong><em>. arXiv:2402.02592<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8eMasked Encoder\u7684\u7edf\u4e00\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u65e8\u5728\u89e3\u51b3\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u9762\u4e34\u7684\u8de8\u9891\u7387\u5b66\u4e60\u3001\u591a\u53d8\u91cf\u65f6\u95f4\u5e8f\u5217\u7684\u4efb\u610f\u53d8\u91cf\u6570\u76ee\u4ee5\u53ca\u5927\u89c4\u6a21\u6570\u636e\u4e2d\u4e0d\u540c\u5206\u5e03\u7279\u6027\u7684\u6311\u6218\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[19] Azul Garza, Max Mergenthaler-Canseco. <strong>TimeGPT-1<\/strong><em>. arXiv:2310.03589<\/em>, 2023<\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u6587\u732e\u89e3\u8bfb\u63a8\u6587\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/665409859<\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u4e1a\u754c\u9996\u4e2a\u65f6\u5e8f\u57fa\u7840\u6a21\u578bTimeGPT\uff0c\u5e76\u5f00\u653e\u4e86\u76f8\u5173\u6a21\u578b\u7684API\uff08https:\/\/docs.nixtla.io\/\uff09\u4f9b\u7528\u6237\u4f53\u9a8c\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[20] Abhimanyu Das, Weihao Kong, Rajat Sen, et al. <strong>A decoder-only foundation model for time-series forecasting<\/strong><em>. arXiv:2310.10688<\/em>, 2024<\/span><\/section>\n<blockquote data-type=\"quote_container\">\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u6587\u732e\u89e3\u8bfb\u63a8\u6587\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/683799427<\/span><\/section>\n<\/blockquote>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8eDecoder\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u57fa\u7840\u6a21\u578b\uff0c\u540d\u4e3aTimesFM\u3002\u8be5\u5de5\u4f5c\u7684\u5173\u952e\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u7531Google trends, Wiki Pageviews\u548c\u5408\u6210\u6570\u636e\u7ec4\u6210\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[21] Abdul Fatir Ansari, Lorenzo Stella, Caner Turkmen, et al. <strong>Chronos: Learning the Language of Time Series<\/strong><em>. arXiv:2403.07815<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u4e9a\u9a6c\u900a\u6700\u65b0\u65f6\u5e8f\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u4f7f\u7528\u7f29\u653e\u548c\u91cf\u5316\u5c06\u65f6\u95f4\u5e8f\u5217\u503c\u6807\u8bb0\u4e3aToken\uff0c\u5e76\u901a\u8fc7\u4ea4\u53c9\u71b5\u635f\u5931\u5728\u8fd9\u4e9btoken\u7684\u65f6\u95f4\u5e8f\u5217\u4e0a\u8bad\u7ec3\u73b0\u6709\u7684Transformer\u8bed\u8a00\u6a21\u578b\u67b6\u6784\u3002<\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 14px;\"><strong><span style=\"color: rgb(33, 166, 210);\">&nbsp;<\/span><\/strong><\/span><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 14px;\"><strong><span style=\"color: rgb(33, 166, 210);\">\uff08\u4e8c\uff09\u65f6\u7a7a\u5927\u6a21\u578b<\/span><\/strong><\/span><\/h4>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[22] Xingchen Zou, Yibo Yan, Xixuan Hao, et al. <strong>Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook<\/strong><em>. arXiv:2402.19348<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u968f\u7740\u57ce\u5e02\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u57ce\u5e02\u8ba1\u7b97\u901a\u8fc7\u5229\u7528\u4e0d\u540c\u6765\u6e90\uff08\u4f8b\u5982\u5730\u7406\u3001\u4ea4\u901a\u3001\u793e\u4ea4\u5a92\u4f53\u548c\u73af\u5883\u6570\u636e\uff09\u548c\u6a21\u6001\uff08\u4f8b\u5982\u65f6\u7a7a\u6570\u636e\uff0c\u89c6\u89c9\u548c\u6587\u672c\u6a21\u6001\uff09\u7684\u8de8\u57df\u6570\u636e\u878d\u5408\u7684\u529b\u91cf\uff0c\u6210\u4e3a\u53ef\u6301\u7eed\u53d1\u5c55\u7684\u5173\u952e\u5b66\u79d1\u3002\u6700\u8fd1\uff0c\u770b\u5230\u5229\u7528\u5404\u79cd\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u4fc3\u8fdb\u667a\u6167\u57ce\u5e02\u8de8\u57df\u6570\u636e\u878d\u5408\u7684\u4e0a\u5347\u8d8b\u52bf\u3002\u4e3a\u6b64\uff0c<strong>\u63d0\u51fa\u4e86\u7b2c\u4e00\u7bc7\u7efc\u8ff0\u2014\u2014\u7cfb\u7edf\u5730\u56de\u987e\u4e86\u4e3a\u57ce\u5e02\u8ba1\u7b97\u91cf\u8eab\u5b9a\u5236\u7684\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6570\u636e\u878d\u5408\u65b9\u6cd5\u7684\u6700\u65b0\u8fdb\u5c55<\/strong>\u3002\u4e0e\u4e4b\u524d\u7684\u7efc\u8ff0\u76f8\u6bd4\uff0c\u672c\u6587\u66f4\u5173\u6ce8\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u4e0e\u57ce\u5e02\u8ba1\u7b97\u5e94\u7528\u7684\u534f\u540c\u4f5c\u7528\u3002\u6b64\u5916\uff0c\u8fd8\u9610\u660e\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u57ce\u5e02\u8ba1\u7b97\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u63d0\u51fa\u4e86\u53ef\u80fd\u5f7b\u5e95\u6539\u53d8\u8be5\u9886\u57df\u7684\u672a\u6765\u7814\u7a76\u65b9\u5411\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[23] Yibo Yan, Haomin Wen, Siru Zhong, et al. <strong>When Urban Region Profiling Meets Large Language Models<\/strong><em>. arXiv:2310.18340<\/em>, 2023<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86UrbanCLIP\uff0c\u9996\u6b21\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6765\u63cf\u8ff0\u9065\u611f\u56fe\u50cf\u751f\u6210\u6587\u672c\uff0c\u518d\u4f7f\u7528CLIP\u6846\u67b6\u8fdb\u884c\u6587\u672c\u548c\u56fe\u50cf\u5bf9\u9f50\uff0c\u4ece\u800c\u5b66\u4e60\u5230\u9ad8\u8d28\u91cf\u7684\u57ce\u5e02\u533a\u57dfembedding\uff0c\u589e\u76ca\u591a\u79cd\u4e0b\u6e38\u5e94\u7528\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[24] Vicente Vivanco Cepeda, Gaurav Kumar Nayak, Mubarak Shah. <strong>GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization<\/strong><em>. arXiv:2309.16020<\/em>, 2023<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u542f\u53d1\u81eaCLIP\u7684\u5730\u70b9\u548c\u56fe\u50cf\u4e4b\u95f4\u7684\u5bf9\u9f50\uff0c\u7528\u4e8e\u6709\u6548\u7684\u5168\u7403\u5730\u7406\u5b9a\u4f4d\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[25] Zhonghang Li, Lianghao Xia, Jiabin Tang, et al. <strong>UrbanGPT: Spatio-Temporal Large Language Models<\/strong><em>. arXiv:2403.00813<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86UrbanGPT\uff0c\u5b83\u5c06\u65f6\u7a7a\u4f9d\u8d56\u7f16\u7801\u5668\u4e0e\u6307\u4ee4\u5fae\u8c03\u8303\u5f0f\u65e0\u7f1d\u96c6\u6210\u5230\u4e00\u8d77\u3002\u8fd9\u79cd\u96c6\u6210\u4f7f\u5f97\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u7406\u89e3\u65f6\u95f4\u548c\u7a7a\u95f4\u4e4b\u95f4\u7684\u590d\u6742\u76f8\u4e92\u4f9d\u8d56\u5173\u7cfb\uff0c\u5728\u6570\u636e\u7a00\u7f3a\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u66f4\u5168\u9762\u3001\u66f4\u51c6\u786e\u7684\u9884\u6d4b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[26] Yuan Yuan, Jingtao Ding, Jie Feng, et al. <strong>UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction<\/strong><em>. arXiv:2402.11838<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86UniST\uff0c\u4e00\u4e2a\u57fa\u4e8e\u63d0\u793a\u7684\u901a\u7528\u6a21\u578b\uff0c\u901a\u8fc7\u7075\u6d3b\u5904\u7406\u591a\u6837\u5316\u65f6\u7a7a\u6570\u636e\u3001\u6709\u6548\u7684\u751f\u6210\u9884\u8bad\u7ec3\u548c\u65f6\u7a7a\u77e5\u8bc6\u5f15\u5bfc\u7684\u63d0\u793a\uff0c\u5b9e\u73b0\u4e86\u5728\u591a\u4e2a\u57ce\u5e02\u548c\u9886\u57df\u4e2d\u7684\u5353\u8d8a\u6cdb\u5316\u80fd\u529b\u548c\u57ce\u5e02\u65f6\u7a7a\u9884\u6d4b\u6027\u80fd\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[<\/span><span style=\"color: rgb(63, 63, 63);font-size: 14px;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;\">27] Yilong Ren, Yue Chen, Shuai Liu, et al. <\/span><strong style=\"color: rgb(63, 63, 63);font-size: 14px;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;\">TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models<\/strong><em style=\"color: rgb(63, 63, 63);font-size: 14px;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;\">. arXiv:2403.02221<\/em><span style=\"color: rgb(63, 63, 63);font-size: 14px;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;\">, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3aTPLLM\uff08\u57fa\u4e8e\u9884\u8bad\u7ec3\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u4ea4\u901a\u9884\u6d4b\u6846\u67b6\uff09\u7684\u65b0\u578b\u4ea4\u901a\u9884\u6d4b\u6846\u67b6\uff0c\u65e8\u5728\u5229\u7528\u9884\u8bad\u7ec3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u5f3a\u5927\u80fd\u529b\u548c\u5c11\u91cf\u6837\u672c\u5b66\u4e60\uff08few-shot learning\uff09\u7684\u7279\u6027\uff0c\u6765\u63d0\u9ad8\u4ea4\u901a\u9884\u6d4b\u7684\u51c6\u786e\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[28] Chenxi Liu, Sun Yang, Qianxiong Xu, et al. <strong>Spatial-Temporal Large Language Model for Traffic Prediction<\/strong><em>. arXiv:2401.10134<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u65f6\u7a7a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08ST-LLM\uff09\uff0c\u8be5\u6a21\u578b\u901a\u8fc7\u5c06\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u65f6\u95f4\u6b65\u91cd\u65b0\u5b9a\u4e49\u4e3a\u6807\u8bb0\uff0c\u5e76\u7ed3\u5408\u65f6\u7a7a\u5d4c\u5165\u6a21\u5757\u6765\u5b66\u4e60\u6807\u8bb0\u7684\u7a7a\u95f4\u4f4d\u7f6e\u548c\u5168\u5c40\u65f6\u95f4\u8868\u793a\u3002\u6b64\u5916\uff0c\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u90e8\u5206\u51bb\u7ed3\u6ce8\u610f\u529b\u7b56\u7565\uff0c\u65e8\u5728\u6355\u6349\u4ea4\u901a\u9884\u6d4b\u4e2d\u7684\u65f6\u7a7a\u4f9d\u8d56\u6027\u3002\u901a\u8fc7\u5728\u771f\u5b9e\u4ea4\u901a\u6570\u636e\u96c6\u4e0a\u7684\u7efc\u5408\u5b9e\u9a8c\uff0c\u8bba\u6587\u8bc1\u660e\u4e86ST-LLM\u4f18\u4e8e\u73b0\u6709\u6700\u5148\u8fdb\u7684\u6a21\u578b\uff0c\u5e76\u4e14\u5728\u5c11\u6837\u672c\u548c\u96f6\u6837\u672c\u9884\u6d4b\u573a\u666f\u4e2d\u4e5f\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u6027\u80fd\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[29] Siqi Lai, Zhao Xu, Weijia Zhang, et al. <strong>LLMLight: Large Language Models as Traffic Signal Control Agents<\/strong><em>. arXiv:2312.16044<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u6846\u67b6\u5411\u667a\u80fd\u4f53\u63d0\u4f9b\u8be6\u7ec6\u7684\u5b9e\u65f6\u4ea4\u901a\u72b6\u51b5\uff0c\u5e76\u7ed3\u5408\u5148\u9a8c\u77e5\u8bc6\u6784\u6210\u63d0\u793a\uff0c\u5229\u7528\u5927\u6a21\u578b\u5353\u8d8a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u91c7\u7528\u7b26\u5408\u4eba\u7c7b\u76f4\u89c9\u7684\u63a8\u7406\u548c\u51b3\u7b56\u8fc7\u7a0b\u6765\u5b9e\u73b0\u6709\u6548\u7684\u4ea4\u901a\u63a7\u5236\u3002\u5728\u4e5d\u4e2a\u4ea4\u901a\u6d41\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u8bc1\u660e\u4e86LLMLight\u6846\u67b6\u7684\u6709\u6548\u6027\u3001\u6cdb\u5316\u80fd\u529b\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[30] Zhilun Zhou, Yuming Lin, Yong Li. <strong>Large language model empowered participatory urban planning<\/strong><em>. arXiv:2402.01698<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8fd9\u9879\u7814\u7a76\u5f15\u5165\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u57ce\u5e02\u89c4\u5212\u65b9\u6cd5\uff0c\u5c06\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6574\u5408\u5230\u5c45\u6c11\u53c2\u4e0e\u8fc7\u7a0b\u4e2d\u3002\u8be5\u6846\u67b6\u57fa\u4e8e\u7cbe\u5fc3\u8bbe\u8ba1\u7684 LLM \u4e3b\u4f53\uff0c\u7531\u89d2\u8272\u626e\u6f14\u3001\u534f\u4f5c\u751f\u6210\u548c\u53cd\u9988\u8fed\u4ee3\u7ec4\u6210\uff0c\u89e3\u51b3\u4e86\u6ee1\u8db3 1000 \u4e2a\u4e0d\u540c\u5174\u8da3\u7684\u793e\u533a\u7ea7\u571f\u5730\u5229\u7528\u4efb\u52a1\u3002<\/span><\/section>\n<h4 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 14px;\"><strong><span style=\"color: rgb(33, 166, 210);\">&nbsp;&nbsp;<\/span><\/strong><\/span><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 14px;\"><strong><span style=\"color: rgb(33, 166, 210);\">\uff08\u4e09\uff09\u8f68\u8ff9\u5927\u6a21\u578b<\/span><\/strong><\/span><\/h4>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[31] Wei Chen, Yuxuan Liang, Yuanshao Zhu, et al. <strong>Deep Learning for Trajectory Data Management and Mining: A Survey and Beyond<\/strong><em>. arXiv:2403.14151<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u5168\u9762\u56de\u987e\u4e86\u6df1\u5ea6\u5b66\u4e60\u5728\u8f68\u8ff9\u6570\u636e\u7ba1\u7406\u548c\u6316\u6398\u7684\u53d1\u5c55\u548c\u6700\u65b0\u8fdb\u5c55\u3002\u9996\u5148\u5b9a\u4e49\u8f68\u8ff9\u6570\u636e\u5e76\u7b80\u8981\u6982\u8ff0\u4e86\u5e7f\u6cdb\u4f7f\u7528\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002\u7cfb\u7edf\u5730\u63a2\u7d22\u4e86\u6df1\u5ea6\u5b66\u4e60\u5728\u8f68\u8ff9\u7ba1\u7406\uff08\u9884\u5904\u7406\u3001\u5b58\u50a8\u3001\u5206\u6790\u548c\u53ef\u89c6\u5316\uff09\u548c\u6316\u6398\uff08\u8f68\u8ff9\u76f8\u5173\u9884\u6d4b\u3001\u8f68\u8ff9\u76f8\u5173\u63a8\u8350\u3001\u8f68\u8ff9\u5206\u7c7b\u3001\u884c\u7a0b\u65f6\u95f4\u4f30\u8ba1\u3001\u5f02\u5e38\u68c0\u6d4b\u548c\u79fb\u52a8\u6027\u751f\u6210\uff09\u4e2d\u7684\u5e94\u7528\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u672c\u6587\u8fd8\u6982\u62ec\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u8fd9\u4e9b\u8fdb\u5c55\u5177\u6709\u589e\u5f3a\u8f68\u8ff9\u8ba1\u7b97\u7684\u6f5c\u529b\u3002\u6b64\u5916\uff0c\u672c\u6587\u603b\u7ed3\u4e86\u5e94\u7528\u573a\u666f\u3001\u516c\u5171\u6570\u636e\u96c6\u548c\u5de5\u5177\u5305\u3002\u5e76\u6700\u540e\u6982\u8ff0\u4e86 DL4Traj \u7814\u7a76\u5f53\u524d\u9762\u4e34\u7684\u6311\u6218\u5e76\u63d0\u51fa\u4e86\u672a\u6765\u7684\u65b9\u5411\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[32] Yanchuan Chang, Jianzhong Qi, Yuxuan Liang, et al. <strong>Contrastive Trajectory Similarity Learning with Dual-Feature Attention<\/strong><em>. arXiv:2210.05155<\/em>, 2023<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3aTrajCL\u7684\u81ea\u76d1\u7763\u8f68\u8ff9\u76f8\u4f3c\u6027\u5b66\u4e60\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u7ed3\u5408\u4e86\u5bf9\u6bd4\u5b66\u4e60\u548c\u53cc\u7279\u5f81\u81ea\u6ce8\u610f\u529b\u8f68\u8ff9\u7f16\u7801\u5668\uff08DualSTB\uff09\u3002TrajCL\u901a\u8fc7\u56db\u4e2a\u8f68\u8ff9\u589e\u5f3a\u65b9\u6cd5\u548c\u5bf9\u6bd4\u5b66\u4e60\u6846\u67b6\u6765\u751f\u6210\u8f68\u8ff9\u7684\u4e0d\u540c\u53d8\u4f53\uff0c\u5e76\u901a\u8fc7DualSTB\u7f16\u7801\u5668\u5c06\u8f68\u8ff9\u5d4c\u5165\u5230\u80fd\u591f\u6355\u6349\u8f68\u8ff9\u95f4\u7a7a\u95f4\u8ddd\u79bb\u76f8\u5173\u6027\u7684\u5411\u91cf\u4e2d\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[33] Jiawei Jiang, Dayan Pan, Houxing Ren, et al. <strong>Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics<\/strong><em>. arXiv:2211.09510<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3aSTART\u7684\u81ea\u76d1\u7763\u8f68\u8ff9\u8868\u793a\u5b66\u4e60\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u901a\u8fc7\u4e24\u4e2a\u9636\u6bb5\u6574\u5408\u4e86\u65f6\u95f4\u89c4\u5f8b\u6027\u548c\u65c5\u884c\u8bed\u4e49\uff0c\u4ee5\u751f\u6210\u9002\u7528\u4e8e\u591a\u79cd\u4e0b\u6e38\u4efb\u52a1\u7684\u901a\u7528\u4f4e\u7ef4\u8f68\u8ff9\u8868\u793a\u5411\u91cf\u3002\u6539\u5de5\u4f5c\u8bbe\u8ba1\u4e86\u4e24\u79cd\u81ea\u76d1\u7763\u4efb\u52a1\uff0c\u5373\u8de8\u5ea6\u63a9\u853d\u8f68\u8ff9\u6062\u590d\u548c\u8f68\u8ff9\u5bf9\u6bd4\u5b66\u4e60\uff0c\u4ee5\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5f15\u5165\u8f68\u8ff9\u7684\u7a7a\u95f4-\u65f6\u95f4\u7279\u5f81\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[34] Xinglei Wang, Meng Fang, Zichao Zeng, et al. <strong>Where Would I Go Next? Large Language Models as Human Mobility Predictors<\/strong><em>. arXiv:2308.15197<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63a2\u8ba8\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u4eba\u7c7b\u79fb\u52a8\u6027\u9884\u6d4b\u4efb\u52a1\u4e2d\u7684\u6f5c\u529b\u3002\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3aLLM-Mob\u7684\u65b0\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u5229\u7528LLMs\u7684\u8bed\u8a00\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\u6765\u5206\u6790\u4eba\u7c7b\u79fb\u52a8\u6027\u6570\u636e\u3002\u901a\u8fc7\u5386\u53f2\u505c\u7559\u548c\u4e0a\u4e0b\u6587\u505c\u7559\u7684\u6982\u5ff5\uff0cLLM-Mob\u80fd\u591f\u6355\u6349\u4eba\u7c7b\u79fb\u52a8\u7684\u957f\u671f\u548c\u77ed\u671f\u4f9d\u8d56\u6027\uff0c\u5e76\u4f7f\u7528\u76ee\u6807\u505c\u7559\u7684\u65f6\u95f4\u4fe1\u606f\u8fdb\u884c\u65f6\u95f4\u611f\u77e5\u9884\u6d4b\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u5305\u542b\u4e0a\u4e0b\u6587\u7684\u63d0\u793a\uff0c\u4f7fLLMs\u80fd\u591f\u751f\u6210\u66f4\u51c6\u786e\u7684\u9884\u6d4b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[35] Haru Terashima, Naoki Tamura, Kazuyuki Shoji, et al. <strong>Human Mobility Prediction Challenge: Next Location Prediction using Spatiotemporal BERT<\/strong><em>. HuMob-Challenge@SIGSPATIAL<\/em>, 2023<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">HuMob23\u6bd4\u8d5b\u7b2c\u4e00\u540d<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[36] Weijia Zhang, Jindong Han, Zhao Xu, et al. <strong>Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models<\/strong><em>. arXiv:2402.01749<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u662f\u5173\u4e8e\u57ce\u5e02\u57fa\u7840\u6a21\u578b\uff08Urban Foundation Models, UFMs\uff09\u7684\u7efc\u8ff0\u548c\u5c55\u671b\u3002\u6587\u7ae0\u9996\u5148\u4ecb\u7ecd\u4e86\u57ce\u5e02\u901a\u7528\u667a\u80fd\uff08Urban General Intelligence, UGI\uff09\u7684\u6982\u5ff5\uff0c\u8fd9\u662f\u4e00\u79cd\u9488\u5bf9\u57ce\u5e02\u7cfb\u7edf\u548c\u73af\u5883\u7684\u9ad8\u7ea7\u4eba\u5de5\u667a\u80fd\u5f62\u5f0f\u3002\u6587\u7ae0\u5f3a\u8c03\u4e86\u673a\u5668\u5b66\u4e60\u6280\u672f\u5728\u63d0\u5347\u57ce\u5e02\u670d\u52a1\u667a\u80fd\u5316\u3001\u6548\u7387\u548c\u5b9c\u5c45\u6027\u65b9\u9762\u7684\u5173\u952e\u4f5c\u7528\uff0c\u7279\u522b\u662f\u57fa\u7840\u6a21\u578b\u5728\u7406\u89e3\u548c\u9002\u5e94\u57ce\u5e02\u73af\u5883\u65b9\u9762\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[37] Zheng Zhang, Hossein Amiri, Zhenke Liu, et al. <strong>Large Language Models for Spatial Trajectory Patterns Mining<\/strong><em>. arXiv:2310.04942<\/em>, 2023<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63a2\u8ba8\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u68c0\u6d4b\u4eba\u7c7b\u7a7a\u95f4\u8f68\u8ff9\u6a21\u5f0f\u65b9\u9762\u7684\u6f5c\u529b\u3002\u8fd9\u7bc7\u6587\u7ae0\u7684\u7814\u7a76\u8868\u660e\uff0c\u5373\u4f7f\u6ca1\u6709\u7279\u5b9a\u7684\u7ebf\u7d22\uff0cLLMs\u5982GPT-4\u548cClaude-2\u4e5f\u80fd\u591f\u5b9e\u73b0\u5408\u7406\u7684\u5f02\u5e38\u68c0\u6d4b\u6027\u80fd\u3002\u6b64\u5916\uff0c\u63d0\u4f9b\u5173\u4e8e\u6f5c\u5728\u4e0d\u89c4\u5219\u6027\u7684\u4e0a\u4e0b\u6587\u7ebf\u7d22\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u5b83\u4eec\u7684\u9884\u6d4b\u6548\u7387\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[38] Chenyang Shao, Fengli Xu, Bingbing Fan, et al. <strong>Beyond Imitation: Generating Human Mobility from Context-aware Reasoning with Large Language Models<\/strong><em>. arXiv:2402.09836<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3aMobiGeaR\u7684\u65b0\u578b\u6846\u67b6\uff0c\u4ee5\u5229\u7528\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u751f\u6210\u66f4\u63a5\u8fd1\u4eba\u7c7b\u771f\u5b9e\u884c\u4e3a\u7684\u79fb\u52a8\u6027\u6570\u636e\u3002MobiGeaR\u901a\u8fc7\u8bbe\u8ba1\u4e00\u79cd\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u94fe\u5f0f\u601d\u8003\u63d0\u793a\u6280\u672f\uff0c\u4f7fLLM\u80fd\u591f\u9012\u5f52\u5730\u751f\u6210\u79fb\u52a8\u884c\u4e3a\uff0c\u5e76\u7ed3\u5408\u673a\u68b0\u91cd\u529b\u6a21\u578b\u6765\u6620\u5c04\u6d3b\u52a8\u610f\u56fe\u5230\u5177\u4f53\u5730\u70b9\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">&nbsp;<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">[39] Jiawei Wang, Renhe Jiang, Chuang Yang, et al. <strong>Large Language Models as Urban Residents: An LLM Agent Framework for Personal Mobility Generation<\/strong><em>. arXiv:2402.14744<\/em>, 2024<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 14px;\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3aLLMob\u7684\u65b0\u578b\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u667a\u80fd\u4e3b\u4f53\u6765\u751f\u6210\u4e2a\u4eba\u7684\u79fb\u52a8\u6027\u6d3b\u52a8\u8f68\u8ff9\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u7ed3\u5408LLMs\u7684\u8bed\u4e49\u89e3\u91ca\u80fd\u529b\u548c\u6a21\u578b\u7684\u591a\u6837\u6027\uff0c\u6709\u6548\u5730\u4e0e\u771f\u5b9e\u4e16\u754c\u7684\u6d3b\u52a8\u6570\u636e\u5bf9\u9f50\uff0c\u5e76\u5f00\u53d1\u4e86\u53ef\u9760\u7684\u6d3b\u52a8\u751f\u6210\u7b56\u7565\uff0c\u5e76\u4e14\u80fd\u591f\u9002\u5e94\u7279\u5b9a\u60c5\u5883\uff0c\u5982\u75ab\u60c5\u60c5\u51b5\u4e0b\u7684\u57ce\u5e02\u6d41\u52a8\u6027\u6a21\u62df\u3002<\/span><\/section>\n<section>\n<h3 style=\"margin-right: 8px;margin-left: 8px;color: rgba(0, 0, 0, 0.55);letter-spacing: 0.578px;white-space: normal;line-height: 1.75em;\"><br  \/><\/h3>\n<h3 style=\"margin-right: 8px;margin-left: 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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-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong><br  \/><\/strong><\/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);\"><strong>\u4e3b\u529e\u65b9\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/strong><\/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, 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visible;\">\u62a5\u540d\u8bfb\u4e66\u4f1a&nbsp;<\/strong><\/span><\/strong><\/section>\n<p style=\"display: none;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed 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