{"id":50462,"date":"2024-05-21T21:36:55","date_gmt":"2024-05-21T13:36:55","guid":{"rendered":"https:\/\/swarma.org\/?p=50462"},"modified":"2024-05-21T21:36:55","modified_gmt":"2024-05-21T13:36:55","slug":"%e5%a4%9a%e5%85%83%e6%97%b6%e9%97%b4%e5%ba%8f%e5%88%97%e9%a2%84%e6%b5%8b%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b8%a8%e5%91%a8%e4%b8%89%e7%9b%b4%e6%92%ad%c2%b7%e6%97%b6%e5%ba%8f%e6%97%b6%e7%a9%ba%e5%a4%a7","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=50462","title":{"rendered":"\u591a\u5143\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u5927\u6a21\u578b\u4e28\u5468\u4e09\u76f4\u64ad\u00b7\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a"},"content":{"rendered":"<div class='wxsyncmain'>\n<section powered-by=\"xiumi.us\" data-mpa-powered-by=\"yiban.io\">\n<section>\n<section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 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AI\u5b9e\u9a8c\u5ba4\u9996\u5e2d\u5e94\u7528\u79d1\u5b66\u5bb6\u5218\u6210\u660a\u8001\u5e08\u3001\u4e2d\u79d1\u9662\u8ba1\u7b97\u6240\u7684\u7279\u522b\u7814\u7a76\u52a9\u7406\u90b5\u6cfd\u5fd7\u535a\u58eb\u56f4\u7ed5\u201c<strong>\u591a\u5143\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u5927\u6a21\u578b<\/strong>\u201d\u4e3b\u9898\u8fdb\u884c\u5206\u4eab\u3002\u4e3b\u8981\u6db5\u76d6\u5218\u6210\u660a\u8001\u5e08\u8bfe\u9898\u7ec4\u6700\u65b0\u7684\u7814\u7a76\u5de5\u4f5c&#8221;Moirai\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u5927\u6a21\u578b&#8221;\u3001\u90b5\u6cfd\u5fd7\u535a\u58eb\u9488\u5bf9\u591a\u5143\u65f6\u5e8f\u9884\u6d4b\u8fdb\u884c\u7814\u7a76\u601d\u8def\u4e0e\u6838\u5fc3\u6311\u6218\u5206\u4eab\uff0c\u4ee5\u53ca\u5171\u540c\u8ba8\u8bba\u65f6\u95f4\u5e8f\u5217\u5927\u6a21\u578b\u65b9\u5411\u672a\u6765\u6bd4\u8f83\u91cd\u8981\u7684\u65b9\u5411\u3001\u96be\u70b9\u3001\u4ee5\u53ca\u6f5c\u5728\u7684\u89e3\u51b3\u601d\u8def\u3002<\/span><\/p>\n<h3 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/h3>\n<section style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h3 style=\"outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\u5206\u4eab\u5185\u5bb9\u5927\u7eb2<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/p>\n<h5 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff08\u4e00\uff09\u5218\u6210\u660a\uff1aMoirai\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u5927\u6a21\u578b<\/span><\/strong><\/h5>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px;\">\n<li style=\"color: rgb(63, 63, 63);font-size: 15px;\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Part1\uff1a\u8bfe\u9898\u7ec4\u6700\u65b0\u7684\u7814\u7a76\u5de5\u4f5c\u2014\u2014Moirai\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u5927\u6a21\u578b<\/span><\/section>\n<\/li>\n<li style=\"color: rgb(63, 63, 63);font-size: 15px;\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Part2\uff1a\u8ba8\u8bba\u65f6\u95f4\u5e8f\u5217\u5927\u6a21\u578b\u65b9\u5411\u672a\u6765\u6bd4\u8f83\u91cd\u8981\u7684\u65b9\u5411\u3001\u96be\u70b9\u3001\u4ee5\u53ca\u6f5c\u5728\u7684\u89e3\u51b3\u601d\u8def<\/span><\/section>\n<\/li>\n<\/ul>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5206\u4eab\u8d44\u6e90\uff1a<\/span><\/p>\n<blockquote data-type=\"quote_container\">\n<p style=\"line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);\">1.\u4ee3\u7801:&nbsp;https:\/\/github.com\/SalesforceAIResearch\/uni2ts<\/span><\/p>\n<p style=\"line-height: 1.75em;text-align: left;\"><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(136, 136, 136);\">2.\u9884\u8bad\u7ec3\u6570\u636e\u96c6:&nbsp;https:\/\/huggingface.co\/datasets\/Salesforce\/lotsa_data<\/span><\/p>\n<p style=\"line-height: 1.75em;text-align: left;\"><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(136, 136, 136);\">3.\u8bba\u6587:&nbsp;https:\/\/arxiv.org\/abs\/2402.02592<\/span><\/p>\n<p style=\"line-height: 1.75em;text-align: left;\"><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(136, 136, 136);\">4.\u535a\u5ba2:&nbsp;http:\/\/blog.salesforceairesearch.com\/moirai\/<\/span><\/p>\n<p style=\"line-height: 1.75em;text-align: left;\"><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(136, 136, 136);\">5.\u6a21\u578b:&nbsp;https:\/\/t.co\/sj5RnOUnEx<\/span><\/p>\n<\/blockquote>\n<h5 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/h5>\n<h5 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff08\u4e8c\uff09\u90b5\u6cfd\u5fd7\uff1a\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u591a\u5143\u65f6\u5e8f\u9884\u6d4b<\/span><\/strong><\/h5>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-right: 8px;margin-left: 8px;width: 577.422px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\">Part 1: \u591a\u5143\u65f6\u5e8f\u9884\u6d4b\u80cc\u666f\u4e0e\u5b9a\u4e49<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\">Part 2: \u5178\u578b\u7814\u7a76\u601d\u8def\u4e0e\u6838\u5fc3\u6311\u6218<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\">Part 3: \u51e0\u79cd\u65b0\u65b9\u6cd5\u4e0e\u65b0\u601d\u8def<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\">Part 4: \u5927\u6a21\u578b\u65f6\u4ee3\uff1a\u5f00\u542f\u65b0\u7bc7\u7ae0<\/section>\n<\/li>\n<ol class=\"list-paddingleft-1\" style=\"list-style-type: lower-alpha;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\">\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u7279\u70b9<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;\">\u5178\u578b\u65f6\u5e8f\u5927\u6a21\u578b\u7b80\u4ecb<\/p>\n<\/li>\n<\/ol>\n<\/ul>\n<h3 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/h3>\n<section style=\"margin-bottom: 0px;\"><br  \/><\/section>\n<h3 style=\"outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\u6838\u5fc3\u6982\u5ff5<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\">&nbsp;<\/p>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-right: 8px;margin-left: 8px;width: 577.422px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\">\u5927\u8bed\u8a00\u6a21\u578b Large Language Model<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\">\u57fa\u5ea7\u6a21\u578b Foundation Model<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;text-align: left;\">\u9884\u8bad\u7ec3\u6a21\u578b Pre-trained Models<\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;text-align: left;\">\u591a\u5143\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b Multivariate Time Series Forecasting<\/p>\n<\/li>\n<\/ul>\n<h3 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/h3>\n<section style=\"margin-bottom: 0px;\"><br  \/><\/section>\n<h3 style=\"outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\u5206\u4eab\u4eba\u4ecb\u7ecd<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/p>\n<h4 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff081\uff09\u4e3b\u8bb2\u4eba\uff1a\u5218\u6210\u660a<\/span><\/strong><\/h4>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1080\" data-imgfileid=\"100207494\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-1b0b3dec96ceabba4c82c26c1349b92e.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u5218\u6210\u660a<\/strong>\uff0cSalesforce AI\u5b9e\u9a8c\u5ba4\u9996\u5e2d\u5e94\u7528\u79d1\u5b66\u5bb6\uff0c\u4ece\u4e8b\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u3001\u5f02\u5e38\u68c0\u6d4b\u548c\u56e0\u679c\u673a\u5668\u5b66\u4e60\u65b9\u9762\u7684\u5de5\u4f5c\u3002<\/span><\/p>\n<h4 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/h4>\n<h4 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff082\uff09\u4e3b\u8bb2\u4eba\uff1a\u90b5\u6cfd\u5fd7<\/span><\/strong><\/h4>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1080\" data-imgfileid=\"100207493\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-52240859865cf39858250aeee67b4f0c.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u90b5\u6cfd\u5fd7<\/strong>\uff0c\u4e8e2024\u5e74\u5728\u4e2d\u79d1\u9662\u8ba1\u7b97\u6240\u535a\u58eb\u6bd5\u4e1a\uff0c\u5e76\u6210\u4e3a\u4e2d\u79d1\u9662\u8ba1\u7b97\u6240\u7684\u7279\u522b\u7814\u7a76\u52a9\u7406\u3002\u4ed6\u7684\u7814\u7a76\u65b9\u5411\u5305\u62ec\u591a\u5143\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u3001\u65f6\u7a7a\u6570\u636e\u6316\u6398\u3001\u56fe\u795e\u7ecf\u7f51\u7edc\u7b49\u3002\u4ed6\u66fe\u5728 SIGKDD\u3001VLDB\u3001TKDE\u3001CIKM\u7b49\u5b66\u672f\u4f1a\u8bae\u3001\u671f\u520a\u53d1\u8868\u8bba\u6587\u5341\u4f59\u7bc7\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<h4 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff083\uff09\u4e3b\u6301\u4eba\uff1a\u59da\u8fea<\/span><\/strong><\/h4>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1080\" data-imgfileid=\"100207495\" data-ratio=\"0.562962962962963\"  data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-33e04c348b4e342958ab976f1ed7752b.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong>\u59da\u8fea\uff0c<\/strong>\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u526f\u7814\u7a76\u5458\uff0c\u7855\u58eb\u751f\u5bfc\u5e08\uff0c\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\u9ad8\u7ea7\u4f1a\u5458\uff0cACM SIGSPATIAL\u4e2d\u56fd\u5206\u4f1a\u6267\u884c\u59d4\u5458\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u65f6\u7a7a\u6570\u636e\u6316\u6398\uff0c\u5f02\u5e38\u68c0\u6d4b\uff0c\u56e0\u679c\u673a\u5668\u5b66\u4e60\u7b49\u3002\u5728KDD\u3001WWW\u3001ICDE\u3001TKDE\u7b49\u9886\u57df\u5185\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u548c\u671f\u520a\u53d1\u8868\u8bba\u658730\u4f59\u7bc7\uff0c\u957f\u671f\u62c5\u4efb\u62c5\u4efb\u591a\u4e2a\u671f\u520a\u4f1a\u8bae\u7684\u5ba1\u7a3f\u4eba\u548c\u7a0b\u5e8f\u59d4\u5458\u4f1a\u59d4\u5458\uff0c\u83b7\u5f97\u4e2d\u79d1\u9662\u9662\u957f\u4f18\u79c0\u5956\uff0cMDM\u6700\u4f73\u8bba\u6587\u5019\u9009\u5956\uff0c\u5165\u9009\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u201c\u94f8\u661f\u8ba1\u5212\u201d\uff0c\u7814\u7a76\u6210\u679c\u5728\u963f\u91cc\u3001\u7f51\u6613\u3001\u6ef4\u6ef4\u7b49\u591a\u4e2a\u4e92\u8054\u7f51\u516c\u53f8\u4e2d\u5e94\u7528\u3002<\/span><\/p>\n<h3 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/h3>\n<h3 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/h3>\n<h3 style=\"outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\u672c\u671f\u4e3b\u8981\u53c2\u8003\u6587\u732e<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);line-height: normal;\"><span style=\"font-size: 13px;\">&nbsp;<br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;margin-bottom: 8px;line-height: normal;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[1] Gerald Woo, Chenghao Liu, Akshat Kumar, et al. Unified Training of Universal Time Series Forecasting Transformers[J]. arXiv:2402.02592, 2024<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;margin-bottom: 8px;line-height: normal;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[2] Shao Z, Zhang Z, Wang F, et al. Pre-training enhanced spatial-temporal graph neural network for multivariate time series forecasting[C]\/\/Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. 2022: 1567-1577.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;margin-bottom: 8px;line-height: normal;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[3] Shao Z, Zhang Z, Wang F, et al. Spatial-temporal identity: A simple yet effective baseline for multivariate time series forecasting[C]\/\/Proceedings of the 31st ACM International Conference on Information &amp; Knowledge Management. 2022: 4454-4458.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;margin-bottom: 8px;line-height: normal;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[4] Shao Z, Wang F, Xu Y, et al. Exploring progress in multivariate time series forecasting: Comprehensive benchmarking and heterogeneity analysis[J]. arXiv preprint arXiv:2310.06119, 2023.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;margin-bottom: 8px;line-height: normal;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[5] Garza A, Mergenthaler-Canseco M. TimeGPT-1[J]. arXiv preprint arXiv:2310.03589, 2023.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;margin-bottom: 8px;line-height: normal;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[6] Rasul K, Ashok A, Williams A R, et al. Lag-Llama: Towards Foundation Models for Time Series Forecasting[J]. arXiv preprint arXiv:2310.08278, 2023.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;margin-bottom: 8px;line-height: normal;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[7] Woo G, Liu C, Kumar A, et al. Unified training of universal time series forecasting transformers[J]. arXiv preprint arXiv:2402.02592, 2024.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;margin-bottom: 8px;line-height: normal;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[8] Goswami M, Szafer K, Choudhry A, et al. MOMENT: A Family of Open Time-series Foundation Models[J]. arXiv preprint arXiv:2402.03885, 2024.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;margin-bottom: 8px;line-height: normal;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[9] Gao S, Koker T, Queen O, et al. UniTS: Building a Unified Time Series Model[J]. arXiv preprint arXiv:2403.00131, 2024.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;margin-bottom: 8px;line-height: normal;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[10] Ansari A F, Stella L, Turkmen C, et al. Chronos: Learning the language of time series[J]. arXiv preprint arXiv:2403.07815, 2024.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;margin-bottom: 8px;line-height: normal;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[11] Gerald Woo, Chenghao Liu, et al. &nbsp;Unified Training of Universal Time Series Forecasting Transformers[J].<\/span><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bfb\u4e66\u4f1a\u9605\u8bfb\u6750\u6599\u8f83\u591a\uff0c\u4e3a\u4e86\u66f4\u597d\u5730\u9605\u8bfb\u4f53\u9a8c\uff0c\u53ef\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u8fdb\u5165\u96c6\u667a\u6591\u56fe\u9875\u9762\uff0c\u9605\u8bfb\u5e76\u6536\u85cf\u611f\u5174\u8da3\u7684\u8bba\u6587\u3002<\/span><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"1000\" data-imgfileid=\"100207492\" data-ratio=\"1\"  data-type=\"png\" data-w=\"1000\" data-width=\"1000\" style=\"width: 160px;height: 160px;\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-58ff8b47edb10ebdf8c5b4dfc568a519.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">https:\/\/pattern.swarma.org\/article\/293<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><br  \/><\/section>\n<h3 style=\"outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;white-space: normal;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;caret-color: rgb(89, 89, 89);\"><strong style=\"outline: 0px;color: rgb(61, 170, 214);letter-spacing: 0.578px;\">\u76f4\u64ad\u4fe1\u606f<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.578px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/p>\n<h5 style=\"text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u65f6\u95f4\uff1a<\/span><\/strong><\/h5>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">2024\u5e74<span style=\"color: rgb(63, 63, 63);letter-spacing: 0.578px;\">5\u670822\u65e5\uff08\u5468\u4e09\uff09\u665a\u4e0a19:00-21:00\uff08\u5317\u4eac\u65f6\u95f4\uff09<\/span>\u3002<\/span><\/section>\n<section class=\"channels_iframe_wrp\"><mp-common-videosnap class=\"js_uneditable custom_select_card channels_live_iframe\" data-pluginname=\"mpvideosnap\" data-headimgurl=\"https:\/\/wx.qlogo.cn\/finderhead\/PdibpV1sFDHdC5AR6SqCNbOfwAEdPtWSb2Y5v1iaq3YTCocFBPFM1xzQ\/0\" data-username=\"v2_060000231003b20faec8c4e78d10c3d6cd04ef30b077c6436f3ed47f70be822497426f6452dd@finder\" data-nickname=\"\u96c6\u667a\u4ff1\u4e50\u90e8\" data-desc=\"\u5c06\u572805\u670822\u65e5 19:00 \u76f4\u64ad\" data-livewording=\"\u9884\u7ea6\" data-intro=\"\u591a\u5143\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u5927\u6a21\u578b&lt;br&gt;&lt;br&gt;\u4e3b\u8bb2\u4eba\uff1a\u5218\u6210\u660a\u3001\u90b5\u6cfd\u5fd7\u3001\u59da\u8fea\" data-type=\"live\" data-status=\"0\" data-noticeid=\"finderlivenotice-v2_060000231003b20faec8c4e78d10c3d6cd04ef30b077c6436f3ed47f70be822497426f6452dd@finder-1716191527226633-714579063\" data-isdisabled=\"0\" data-errortips=\"\"><\/mp-common-videosnap><\/section>\n<h5 style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53c2\u4e0e\u65b9\u5f0f\uff1a<\/span><\/strong><\/h5>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">1\u3001\u96c6\u667a\u4ff1\u4e50\u90e8 B \u7ad9\u514d\u8d39\u76f4\u64ad\uff0c\u626b\u7801\u53ef\u9884\u7ea6\u3002<\/span><\/p>\n<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);\">2\u3001<span style=\"text-decoration: underline;\">\u672c\u671f\u8bfb\u4e66\u4f1a\u516c\u5f00\u8fdb\u884c<\/span>\uff0c\u626b\u7801\u5373\u53ef\u76f4\u63a5\u83b7\u53d6\u8bfb\u4e66\u4f1a\u56de\u770b\u6743\u9650\u3002\u6b22\u8fce\u611f\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u65b0\u4e00\u5b63\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\uff0c\u52a0\u5165\u7fa4\u804a\uff0c\u83b7\u53d6\u7cfb\u5217\u8bfb\u4e66\u4f1a\u56de\u770b\u6743\u9650\uff0c\u6210\u4e3a\u201cTime-LLMs\u201d\u793e\u533a\u7684\u79cd\u5b50\u7528\u6237\uff0c\u4e0e\u793e\u533a\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\u4e0e\u4f01\u4e1a\u5b9e\u8df5\u8005\u6c9f\u901a\u4ea4\u6d41\uff0c\u5171\u540c\u63a8\u52a8\u793e\u533a\u7684\u53d1\u5c55\u3002<\/span><\/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=\"100207510\" data-ratio=\"1\"  data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"height: 160px;letter-spacing: 0.578px;white-space: normal;width: 160px;\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-8ba4e6f6947e75486d41ecd221e5a0ba.png\"  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u6591\u56fe\u5730\u5740\uff1ahttps:\/\/pattern.swarma.org\/study_group_issue\/679<\/span><\/section>\n<h5 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><strong><br  \/><\/strong><\/span><\/h5>\n<h5 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(33, 166, 210);\"><strong>\u62a5\u540d\u6210\u4e3a\u4e3b\u8bb2\u4eba\uff1a<\/strong><\/span><\/h5>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bfb\u4e66\u4f1a\u6210\u5458\u5747\u53ef\u4ee5\u5728\u8bfb\u4e66\u4f1a\u671f\u95f4\u7533\u8bf7\u6210\u4e3a\u4e3b\u8bb2\u4eba\u3002\u4e3b\u8bb2\u4eba\u4f5c\u4e3a\u8bfb\u4e66\u4f1a\u6210\u5458\uff0c\u5747\u9075\u5faa\u5185\u5bb9\u5171\u521b\u5171\u4eab\u673a\u5236\uff0c\u53ef\u4ee5\u83b7\u5f97\u62a5\u540d\u8d39\u9000\u6b3e\uff0c\u5e76\u5171\u4eab\u672c\u8bfb\u4e66\u4f1a\u4ea7\u751f\u7684\u6240\u6709\u5185\u5bb9\u8d44\u6e90\u3002\u5177\u4f53\u89c1\u7cfb\u5217\u8bfb\u4e66\u4f1a\u8be6\u60c5\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247686949&amp;idx=1&amp;sn=7ac5abf22610981adf2404a7e687542d&amp;chksm=e89941a8dfeec8be14e842eda147c52ca9dcfc2843dca3e21ddf74b5dcff5946befae1303885&amp;scene=21#wechat_redirect\" textvalue=\"\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u5927\u6a21\u578b\u5f00\u542f\u65f6\u5e8f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b0\u89c6\u89d2\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u5927\u6a21\u578b\u5f00\u542f\u65f6\u5e8f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b0\u89c6\u89d2<\/a><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><code><br  \/><\/code><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><code><br  \/><\/code><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 0px;outline: 0px;color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;justify-content: center;\">\n<section style=\"outline: 0px;display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom: 9px solid rgb(169, 215, 227);border-bottom-right-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: -15px;outline: 0px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;color: rgb(12, 130, 169);font-size: 16px;line-height: 2;letter-spacing: 3px;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\">\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u62db\u52df\u4e2d<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);clear: both;min-height: 1em;line-height: 2em;\"><span style=\"outline: 0px;letter-spacing: 0.544px;font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u73b0\u4ee3\u751f\u6d3b\u4ea7\u751f\u4e86\u5927\u91cf\u7684\u65f6\u5e8f\u6570\u636e\u548c\u65f6\u7a7a\u6570\u636e\uff0c\u5206\u6790\u8fd9\u4e9b\u6570\u636e\u5bf9\u4e8e\u6df1\u5165\u7406\u89e3\u73b0\u5b9e\u4e16\u754c\u7cfb\u7edf\u7684\u590d\u6742\u6027\u548c\u6f14\u5316\u89c4\u5f8b\u81f3\u5173\u91cd\u8981\u3002<strong>\u8fd1\u671f\uff0c\u53d7\u5230\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u901a\u7528\u667a\u80fd\u9886\u57df\u7684\u542f\u53d1\uff0c&#8221;\u5927\u6a21\u578b+\u65f6\u5e8f\/\u65f6\u7a7a\u6570\u636e&#8221;\u8fd9\u4e2a\u65b0\u65b9\u5411\u8ff8\u53d1\u51fa\u4e86\u8bb8\u591a\u76f8\u5173\u8fdb\u5c55\u3002<\/strong>\u5f53\u524d\u7684LLM\u6709\u6f5c\u529b\u5f7b\u5e95\u6539\u53d8\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b9\u5f0f\uff0c\u4ece\u800c\u4fc3\u8fdb\u57ce\u5e02\u3001\u4ea4\u901a\u3001\u9065\u611f\u7b49\u5178\u578b\u590d\u6742\u7cfb\u7edf\u7684\u51b3\u7b56\u9ad8\u6548\u5236\u5b9a\uff0c\u5e76\u671d\u7740\u66f4\u666e\u904d\u7684\u65f6\u7a7a\u5206\u6790\u667a\u80fd\u5f62\u5f0f\u8fc8\u8fdb\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u7f8e\u56fd\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662\u535a\u58eb&amp;\u677e\u9f20AI\u9996\u5e2d\u79d1\u5b66\u5bb6\u6587\u9752\u677e\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u52a9\u7406\u6559\u6388\u6881\u5b87\u8f69\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u526f\u7814\u7a76\u5458\u59da\u8fea\u3001\u6fb3\u5927\u5229\u4e9a\u65b0\u5357\u5a01\u5c14\u58eb\u5927\u5b66\u8bb2\u5e08\u859b\u660a\u3001\u83ab\u7eb3\u4ec0\u5927\u5b66\u535a\u58eb\u751f\u91d1\u660e\u7b49\u4e94\u4f4d\u53d1\u8d77\u4eba\uff0c<strong>\u5171\u540c\u53d1\u8d77\u4ee5<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247686949&amp;idx=1&amp;sn=7ac5abf22610981adf2404a7e687542d&amp;chksm=e89941a8dfeec8be14e842eda147c52ca9dcfc2843dca3e21ddf74b5dcff5946befae1303885&amp;scene=21#wechat_redirect\" textvalue=\"\u201c\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u201d\u4e3a\u4e3b\u9898\u7684\u7cfb\u5217\u8bfb\u4e66\u4f1a\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u201c\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u201d\u4e3a\u4e3b\u9898\u7684\u7cfb\u5217\u8bfb\u4e66\u4f1a<\/a>\uff0c\u9f13\u52b1\u7814\u7a76\u4eba\u5458\u548c\u5b9e\u8df5\u8005\u8ba4\u8bc6\u5230LLM\u5728\u63a8\u8fdb\u65f6\u5e8f\u53ca\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b9\u9762\u7684\u6f5c\u529b\uff0c\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\u3002<\/strong>\u8bfb\u4e66\u4f1a\u7b2c\u4e00\u671f\u5206\u4eab\u4ece5\u67088\u65e5\uff08\u5468\u4e09\uff0919:00 \u516c\u5f00\u76f4\u64ad\uff0c\u540e\u7eed\u5206\u4eab\u65f6\u95f4\u4e3a\u6bcf\u5468\u4e0919:00-21:00\uff08\u5317\u4eac\u65f6\u95f4\uff09\u8fdb\u884c\uff0c\u9884\u8ba1\u6301\u7eed10-12\u5468\u3002\u6b22\u8fce\u611f\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u4e0e\uff01<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247686949&amp;idx=1&amp;sn=7ac5abf22610981adf2404a7e687542d&amp;chksm=e89941a8dfeec8be14e842eda147c52ca9dcfc2843dca3e21ddf74b5dcff5946befae1303885&amp;scene=21#wechat_redirect\" textvalue=\"\u4f60\u5df2\u9009\u4e2d\u4e86\u6dfb\u52a0\u94fe\u63a5\u7684\u5185\u5bb9\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"1\" rel=\"noopener noreferrer\"><span class=\"js_jump_icon h5_image_link\"><img class=\"rich_pages wxw-img\" data-height=\"600\" data-imgfileid=\"100207509\" data-ratio=\"0.5714285714285714\"  data-type=\"png\" data-w=\"1050\" data-width=\"1050\" src=\"\/wp-content\/uploads\/2024\/05\/wxsync-2024-05-8f6329ab71dc8d19ac0447752f8a87df.png\"  \/><\/span><\/a><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247686949&amp;idx=1&amp;sn=7ac5abf22610981adf2404a7e687542d&amp;chksm=e89941a8dfeec8be14e842eda147c52ca9dcfc2843dca3e21ddf74b5dcff5946befae1303885&amp;scene=21#wechat_redirect\" textvalue=\"\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u5927\u6a21\u578b\u5f00\u542f\u65f6\u5e8f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b0\u89c6\u89d2\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u5927\u6a21\u578b\u5f00\u542f\u65f6\u5e8f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b0\u89c6\u89d2<\/a><\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-bottom: 0px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"><br style=\"outline: 0px;\"  \/><\/section>\n<p style=\"margin-bottom: 0px;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;color: rgb(255, 255, 255);font-family: PingFangSC-light;font-size: 15px;font-weight: 700;letter-spacing: 0.544px;text-align: left;background-color: rgb(12, 130, 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