{"id":8194,"date":"2026-02-10T04:48:00","date_gmt":"2026-02-09T19:48:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8194"},"modified":"2026-02-01T10:51:53","modified_gmt":"2026-02-01T01:51:53","slug":"continual-gui-agents","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8194","title":{"rendered":"Continual GUI Agents\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Continual GUI Agents\u00a0<\/strong>[47.9]<br>\u3053\u308c\u306fGUI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30b7\u30d5\u30c8\u3057\u305f\u30c9\u30e1\u30a4\u30f3\u3068\u89e3\u50cf\u5ea6\u306e\u4e0b\u3067\u9023\u7d9a\u7684\u306a\u5b66\u7fd2\u3092\u884c\u3046\u306e\u306b\u5fc5\u8981\u306a\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3067\u3042\u308b\u3002 \u65e2\u5b58\u306e\u30e1\u30bd\u30c3\u30c9\u306f\u3001UI\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u30dd\u30a4\u30f3\u30c8\u3068\u30d5\u30e9\u30c3\u30af\u30b9\u30b7\u30ca\u30ea\u30aa\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u306e\u591a\u69d8\u6027\u306e\u305f\u3081\u3001GUI\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u6642\u9593\u3068\u3068\u3082\u306b\u5909\u5316\u3059\u308b\u305f\u3081\u3001\u5b89\u5b9a\u3057\u305f\u57fa\u76e4\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002 \u672c\u7a3f\u3067\u306f2\u3064\u306e\u65b0\u3057\u3044\u5831\u916c\u3092\u901a\u3058\u3066\u9023\u7d9a\u7684\u306a\u5b66\u7fd2\u3092\u5b89\u5b9a\u5316\u3059\u308b\u65b0\u3057\u3044\u5f37\u5316\u5fae\u8abf\u6574\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bGUI-AiF(GUI-AiF)\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.20732v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.20732v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 28 Jan 2026 16:06:31 GMT)<\/li>\n\n\n\n<li>\u6d41\u52d5\u7684\u306aGUI\u3068\u3044\u3046\u554f\u984c\u610f\u8b58\u306e\u3082\u3068\u3001\u300cTo address this, we introduce GUI-Anchoring in Flux (GUI-AiF), a new reinforcement fine-tuning framework that stabilizes continual learning through two novel rewards: Anchoring Point Reward in Flux (APR-iF) and Anchoring Region Re- ward in Flux (ARR-iF).\u300d\u3092\u63d0\u6848\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":[181],"class_list":["post-8194","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-gui-agent"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8194","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=8194"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8194\/revisions"}],"predecessor-version":[{"id":8195,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8194\/revisions\/8195"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8194"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8194"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8194"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}