{"id":3587,"date":"2025-06-16T15:11:54","date_gmt":"2025-06-16T07:11:54","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3587"},"modified":"2025-06-16T15:11:54","modified_gmt":"2025-06-16T07:11:54","slug":"202506-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-time-llm-time-series-forecasting-by-reprogramming-large-language-models","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202506-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-time-llm-time-series-forecasting-by-reprogramming-large-language-models\/","title":{"rendered":"202506 \u8bba\u6587\u7814\u8bfb-Time-LLM: Time Series Forecasting\u00a0 By Reprogramming Large Language Models"},"content":{"rendered":"\n<p><strong>\u4f5c\u8005\uff1a<\/strong> Ming Jin, Shiyu Wang, Lintao Ma\u7b49<\/p>\n\n\n\n<p><strong>\u6765\u6e90\uff1a<\/strong> ICLR 2024<\/p>\n\n\n\n<p><strong>\u65f6\u95f4\uff1a<\/strong> 2024.01<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"573\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-99-1024x573.png\" alt=\"\" class=\"wp-image-3588\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-99-1024x573.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-99-300x168.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-99-768x430.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-99-1536x860.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-99-2048x1146.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"573\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-100-1024x573.png\" alt=\"\" class=\"wp-image-3589\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-100-1024x573.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-100-300x168.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-100-768x429.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-100-1536x859.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-100-2048x1145.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"578\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-101-1024x578.png\" alt=\"\" class=\"wp-image-3590\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-101-1024x578.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-101-300x169.png 300w, 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\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-103-1024x576.png\" alt=\"\" class=\"wp-image-3592\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-103-1024x576.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-103-300x169.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-103-768x432.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-103-1536x864.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-103.png 2042w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"578\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-104-1024x578.png\" alt=\"\" class=\"wp-image-3593\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-104-1024x578.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-104-300x169.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-104-768x434.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-104-1536x867.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/image-104.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a Ming Jin, Shiyu Wang, Lintao Ma\u7b49 \u6765\u6e90\uff1a ICLR 2024 \u65f6\u95f4\uff1a  [&hellip;]<\/p>\n","protected":false},"author":62,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3587","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3587","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/62"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=3587"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3587\/revisions"}],"predecessor-version":[{"id":3594,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3587\/revisions\/3594"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=3587"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=3587"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=3587"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}