{"id":7463,"date":"2025-09-22T04:43:00","date_gmt":"2025-09-21T19:43:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7463"},"modified":"2025-09-20T19:47:59","modified_gmt":"2025-09-20T10:47:59","slug":"a-survey-of-reasoning-and-agentic-systems-in-time-series-with-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7463","title":{"rendered":"A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models\u00a0<\/strong>[22.7]<br>\u6642\u7cfb\u5217\u63a8\u8ad6\u306f\u6642\u9593\u3092\u7b2c\u4e00\u7d1a\u8ef8\u3068\u3057\u3066\u6271\u3044\u3001\u4e2d\u9593\u8a3c\u62e0\u3092\u76f4\u63a5\u7b54\u3048\u306b\u7d44\u307f\u8fbc\u3080\u3002 \u672c\u8abf\u67fb\u3067\u306f,\u4e00\u6bb5\u968e\u306b\u304a\u3051\u308b\u76f4\u63a5\u63a8\u8ad6,\u660e\u793a\u7684\u306a\u4e2d\u9593\u4f53\u306b\u3088\u308b\u7dda\u5f62\u9023\u9396\u63a8\u8ad6,\u5206\u5c90\u69cb\u9020\u63a8\u8ad6\u3068\u3044\u30463\u3064\u306e\u30d5\u30a1\u30df\u30ea\u30fc\u306b\u3088\u308b\u30c8\u30dd\u30ed\u30b8\u306e\u63a8\u8ad6\u306b\u3088\u3063\u3066,\u554f\u984c\u3092\u5b9a\u7fa9\u3057,\u6587\u732e\u3092\u6574\u7406\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.11575v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.11575v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 15 Sep 2025 04:39:50 GMT)<\/li>\n\n\n\n<li>\u6642\u7cfb\u5217\u63a8\u8ad6\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3002\n<ul class=\"wp-block-list\">\n<li><strong>Reasoning Topology<\/strong>\u00a0\u2014 execution structures:\n<ul class=\"wp-block-list\">\n<li>Direct reasoning (single step)<\/li>\n\n\n\n<li>Linear chain reasoning (sequential intermediate steps)<\/li>\n\n\n\n<li>Branch-structured reasoning (exploration, feedback, and aggregation)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Primary Objective<\/strong>\u00a0\u2014 the main intent:\n<ul class=\"wp-block-list\">\n<li>Traditional time series analysis (forecasting, classification, anomaly detection, segmentation)<\/li>\n\n\n\n<li>Explanation and understanding (temporal QA, diagnostics, structure discovery)<\/li>\n\n\n\n<li>Causal inference and decision making (counterfactuals, policy evaluation, decision support)<\/li>\n\n\n\n<li>Time series generation (simulation, editing, synthesis)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/blacksnail789521\/Time-Series-Reasoning-Survey\">GitHub &#8211; blacksnail789521\/Time-Series-Reasoning-Survey: A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[232,387,595],"class_list":["post-7463","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-lrm","tag-survey","tag-595"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7463","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7463"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7463\/revisions"}],"predecessor-version":[{"id":7465,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7463\/revisions\/7465"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7463"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7463"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7463"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}