{"id":3791,"date":"2025-07-18T13:04:35","date_gmt":"2025-07-18T05:04:35","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3791"},"modified":"2025-07-18T13:04:35","modified_gmt":"2025-07-18T05:04:35","slug":"202507%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-large-language-models-for-time-series-a-survey","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202507%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-large-language-models-for-time-series-a-survey\/","title":{"rendered":"202507\u8bba\u6587\u7814\u8bfb-Large Language Models for Time Series: A Survey"},"content":{"rendered":"\n<p><strong>\u4f5c\u8005\uff1a<\/strong> Xiyuan Zhang, Ranak Roy Chowdhury, Rajesh K. Gupta\u7b49<\/p>\n\n\n\n<p><strong>\u6765\u6e90\uff1a<\/strong> University of California, San Diego<\/p>\n\n\n\n<p><strong>\u65f6\u95f4\uff1a<\/strong> 2024.05<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"579\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-71-1024x579.png\" alt=\"\" class=\"wp-image-3792\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-71-1024x579.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-71-300x170.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-71-768x434.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-71-1536x868.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-71.png 2043w\" 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=\"574\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-72-1024x574.png\" alt=\"\" class=\"wp-image-3793\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-72-1024x574.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-72-300x168.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-72-768x431.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-72-1536x861.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-72.png 2046w\" 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=\"575\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-73-1024x575.png\" alt=\"\" class=\"wp-image-3794\" 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https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-74-768x230.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-74-1536x460.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-74.png 1563w\" 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=\"286\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-75-1024x286.png\" alt=\"\" class=\"wp-image-3796\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-75-1024x286.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-75-300x84.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-75-768x214.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/image-75.png 1225w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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Gupta\u7b49 [&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-3791","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3791","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=3791"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3791\/revisions"}],"predecessor-version":[{"id":3800,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3791\/revisions\/3800"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=3791"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=3791"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=3791"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}