{"id":6048,"date":"2025-01-17T05:34:00","date_gmt":"2025-01-16T20:34:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6048"},"modified":"2025-01-17T05:34:00","modified_gmt":"2025-01-16T20:34:00","slug":"the-tabular-foundation-model-tabpfn-outperforms-specialized-time-series-forecasting-models-based-on-simple-features","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6048","title":{"rendered":"The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features\u00a0<\/strong>[40.2]<br>\u672c\u7a3f\u3067\u306f,TabPFN\u3068\u5358\u7d14\u306a\u7279\u5fb4\u5de5\u5b66\u3092\u7d44\u307f\u5408\u308f\u305b,\u4e88\u6e2c\u6027\u80fd\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u7c21\u5358\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308bTabPFN-TS\u3092\u63d0\u6848\u3059\u308b\u3002 \u305d\u306e\u5358\u7d14\u3055\u3068\u308f\u305a\u304b1100\u4e07\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001TabPFN-TS\u306f\u985e\u4f3c\u30b5\u30a4\u30ba\u306e\u30e2\u30c7\u30eb\u3067\u3042\u308bChronos-Mini\u3088\u308a\u3082\u512a\u308c\u3066\u304a\u308a\u300165\u500d\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064Chronos-Large\u3088\u308a\u3082\u308f\u305a\u304b\u306b\u512a\u308c\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2501.02945v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2501.02945v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 06 Jan 2025 11:38:19 GMT)<\/li>\n\n\n\n<li>\u306a\u304b\u306a\u304b\u96e3\u3057\u3044\u611f\u306e\u3042\u308bTabular Foundation Model\u306e\u63d0\u6848\u3002\u300cBy using a simple set of timestampderived features, our approach matches or slightly outperforms Chronos-T5 (Large), which, to our knowledge, is one of the strongest time series foundation models.\u300d\u3068\u306e\u3053\u3068\u3002\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u57fa\u790e\u7684\u306a\u52d5\u304d\u3092\u6349\u3048\u3089\u308c\u3066\u3044\u308b\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u304c\u3001\u4f7f\u3046\u5834\u5408\u306f\u305d\u306e\u30c9\u30e1\u30a4\u30f3\u3067\u306e\u691c\u8a3c\u306f\u3057\u305f\u65b9\u304c\u826f\u3044\u306e\u3060\u308d\u3046\u306a\u3068\u601d\u3046\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/PriorLabs\/tabpfn-client\">GitHub &#8211; PriorLabs\/tabpfn-client: \u26a1 Easy API access to the tabular foundation model TabPFN \u26a1<\/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":[153,498,595],"class_list":["post-6048","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-foundation-models","tag-498","tag-595"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6048","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=6048"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6048\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6048"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6048"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6048"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}