{"id":3643,"date":"2023-08-07T05:49:00","date_gmt":"2023-08-06T20:49:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3643"},"modified":"2023-08-07T05:49:00","modified_gmt":"2023-08-06T20:49:00","slug":"capsa-deeplearning%e3%81%ae%e3%83%aa%e3%82%b9%e3%82%af%e8%aa%8d%e8%ad%98%e3%83%95%e3%83%ac%e3%83%bc%e3%83%a0%e3%83%af%e3%83%bc%e3%82%af","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3643","title":{"rendered":"Capsa: DeepLearning\u306e\u30ea\u30b9\u30af\u8a8d\u8b58\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Capsa: A Unified Framework for Quantifying Risk in Deep Neural Networks\u00a0<\/strong>[142.7]<br>\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u30ea\u30b9\u30af\u8a8d\u8b58\u3092\u63d0\u4f9b\u3059\u308b\u65e2\u5b58\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u8907\u96d1\u3067\u30a2\u30c9\u30db\u30c3\u30af\u3067\u3042\u308b\u3002 \u3053\u3053\u3067\u306f\u3001\u30ea\u30b9\u30af\u8a8d\u8b58\u3067\u30e2\u30c7\u30eb\u3092\u62e1\u5f35\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bcapsa\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2308.00231v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2308.00231v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 1 Aug 2023 02:07:47 GMT)<\/li>\n\n\n\n<li>bias\u3001label noise\u3001predictive uncertainty\u3068\u3044\u3063\u305fDNN\u30e2\u30c7\u30eb\u306b\u5b58\u5728\u3059\u308b\u30ea\u30b9\u30af\u3092\u8a8d\u8b58\u3001\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/li>\n\n\n\n<li><a href=\"https:\/\/themisai.io\/blog\/introducing-capsa-pro\">Introducing Capsa Pro &#8211; Empowering Uncertainty-Aware Machine Learning Models! &#8211; Themis AI<\/a> \u3084<a href=\"https:\/\/themisai.io\/blog\/improving-language-model-reliability\">Capsa Pro: An Automated Uncertainty Detection Solution &#8211; Themis AI<\/a>\u306e\u8aac\u660e\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3088\u3046\u3002Risk\u3068Uncertainty\u306f\u4f3c\u3066\u975e\u306a\u308b\u6982\u5ff5\u3067Quantifying\u306b\u5bfe\u5fdc\u3057\u3066Risk\u3068\u8868\u73fe\u3057\u3066\u3044\u308b\u3093\u3060\u308d\u3046\u304b\u3001\u3001\u3001\uff08\u7d30\u304b\u3044\u304c\uff09\u88fd\u54c1\u3084\u8ad6\u6587\u306e\u4f4d\u7f6e\u3065\u3051\u304c\u6c17\u306b\u306a\u308b\u3068\u3053\u308d\u3002<\/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":[106,452],"class_list":["post-3643","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-deep-learning","tag-xai"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3643","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=3643"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3643\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3643"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3643"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3643"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}