{"id":7547,"date":"2025-10-07T05:36:00","date_gmt":"2025-10-06T20:36:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7547"},"modified":"2025-10-04T21:41:22","modified_gmt":"2025-10-04T12:41:22","slug":"pal-ui-planning-with-active-look-back-for-vision-based-gui-agents","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7547","title":{"rendered":"PAL-UI: Planning with Active Look-back for Vision-Based GUI Agents"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>PAL-UI: Planning with Active Look-back for Vision-Based GUI Agents\u00a0<\/strong>[151.9]<br>PAL-UI (Planning with Active Look-back) \u3092\u63d0\u6848\u3059\u308b\u3002 PAL-UI\u306f\u3001\u4e8c\u91cd\u30ec\u30d9\u30eb\u306e\u8981\u7d04\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u89b3\u5bdf\u30ec\u30d9\u30eb\u306e\u624b\u304c\u304b\u308a\u3068\u30a2\u30af\u30b7\u30e7\u30f3\u30ec\u30d9\u30eb\u306e\u7d50\u679c\u306e\u4e21\u65b9\u3092\u3001\u5c02\u7528\u306e\u691c\u7d22\u30c4\u30fc\u30eb\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.00413v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.00413v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 01 Oct 2025 01:48:39 GMT)<\/li>\n\n\n\n<li>\u632f\u308a\u8fd4\u308a\u306b\u76f8\u5f53\u3059\u308bPAL\uff08Planning with Active Look-back\uff09\u3092\u7d44\u307f\u8fbc\u3093\u3060\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u63d0\u6848\u3001\u300cPAL-UI significantly outperforms both base MLLMs and state-of-the-art baselines on mobile navigation benchmarks, while also general- izing well to out-of-domain web environments. These results underscore the importance of active memory retrieval for robust GUI planning. Future work will explore extending PAL-UI to more complex tasks and environments, integrating reinforcement learning objectives, and broadening its applicability to real-world interactive systems.\u300d\u3068\u306e\u3053\u3068\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-7547","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\/7547","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=7547"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7547\/revisions"}],"predecessor-version":[{"id":7548,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7547\/revisions\/7548"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7547"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7547"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7547"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}