{"id":7493,"date":"2025-09-29T05:19:00","date_gmt":"2025-09-28T20:19:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7493"},"modified":"2025-09-27T21:23:35","modified_gmt":"2025-09-27T12:23:35","slug":"causal-time-series-generation-via-diffusion-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7493","title":{"rendered":"Causal Time Series Generation via Diffusion Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Causal Time Series Generation via Diffusion Models\u00a0<\/strong>[97.0]<br>\u65b0\u3057\u3044TSG\u30bf\u30b9\u30af\u30d5\u30a1\u30df\u30ea\u30fc\u3068\u3057\u3066\u56e0\u679c\u6642\u7cfb\u5217\u751f\u6210\u3092\u5c0e\u5165\u3057,Pearl\u306e\u56e0\u679c\u306f\u3057\u3054\u5185\u3067\u5b9a\u5f0f\u5316\u3057\u305f\u3002 \u3053\u308c\u3089\u306e\u30bf\u30b9\u30af\u3092\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u7d71\u5408\u62e1\u6563\u30d9\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bCaTSG\u3092\u958b\u767a\u3057\u305f\u3002 \u5408\u6210\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u5b9f\u4e16\u754c\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e21\u65b9\u306e\u5b9f\u9a13\u306f\u3001CaTSG\u304c\u512a\u308c\u305f\u5fe0\u5b9f\u6027\u3092\u9054\u6210\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.20846v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.20846v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 25 Sep 2025 07:34:46 GMT)<\/li>\n\n\n\n<li>\u300cCausal Expansion of Conditional TSG Paradigm. We formalize causal time series generation as an extension of conditional TSG along Pearl\u2019s ladder, introducing two tasks beyond association, i.e., interventional (Int-TSG) and counterfactual (CF-TSG), to open up richer generative capabilities aligned with real-world decision-making needs.\u300d\u3068\u56e0\u679c\u6027\u306b\u57fa\u3065\u3044\u305f\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u751f\u6210\u624b\u6cd5\u306e\u63d0\u6848<\/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":[563,595],"class_list":["post-7493","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-563","tag-595"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7493","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=7493"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7493\/revisions"}],"predecessor-version":[{"id":7494,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7493\/revisions\/7494"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7493"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7493"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7493"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}