{"id":7572,"date":"2025-10-16T05:07:00","date_gmt":"2025-10-15T20:07:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7572"},"modified":"2025-10-12T10:11:12","modified_gmt":"2025-10-12T01:11:12","slug":"agent-learning-via-early-experience","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7572","title":{"rendered":"Agent Learning via Early Experience\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Agent Learning via Early Experience\u00a0<\/strong>[93.8]<br>\u8a00\u8a9e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u9577\u671f\u7684\u306a\u76ee\u6a19\u306f\u3001\u5f7c\u3089\u81ea\u8eab\u306e\u7d4c\u9a13\u304b\u3089\u5b66\u3073\u3001\u6539\u5584\u3059\u308b\u3053\u3068\u3067\u3042\u308a\u3001\u6700\u7d42\u7684\u306b\u306f\u8907\u96d1\u306a\u73fe\u5b9f\u4e16\u754c\u306e\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u4eba\u9593\u3088\u308a\u512a\u308c\u3066\u3044\u307e\u3059\u3002 \u73fe\u5728\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u307b\u3068\u3093\u3069\u306f\u3001\u5c02\u9580\u5bb6\u30c7\u30fc\u30bf\u306b\u3088\u308b\u6559\u5e2b\u4ed8\u304d\u5fae\u8abf\u6574\u306b\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u30b9\u30b1\u30fc\u30eb\u3068\u4e00\u822c\u5316\u304c\u4e0d\u5341\u5206\u3067\u3042\u308b\u3002 \u672c\u7814\u7a76\u3067\u306f,(1)\u74b0\u5883\u529b\u5b66\u306b\u304a\u3051\u308b\u653f\u7b56\u306e\u57fa\u76e4\u3068\u3057\u3066\u53ce\u96c6\u3055\u308c\u305f\u72b6\u614b\u3092\u5229\u7528\u3059\u308b\u30a4\u30f3\u30d7\u30ea\u30b7\u30c3\u30c8\u30fb\u30ef\u30fc\u30eb\u30c9\u30fb\u30e2\u30c7\u30ea\u30f3\u30b0,(2)\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6700\u9069\u306a\u884c\u52d5\u304b\u3089\u5b66\u7fd2\u3057,\u63a8\u8ad6\u3068\u610f\u601d\u6c7a\u5b9a\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u81ea\u5df1\u56de\u5e30\u3068\u3044\u30462\u3064\u306e\u624b\u6cd5\u306b\u3064\u3044\u3066\u691c\u8a0e\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.08558v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.08558v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 09 Oct 2025 17:59:17 GMT)<\/li>\n\n\n\n<li>\u300cWe address this limitation with a middle-ground paradigm we call early experience: interaction data generated by the agent\u2019s own actions, where the resulting future states serve as supervision without reward signals. Within this paradigm we study two strategies of using such data: (1) Implicit world modeling, which uses collected states to ground the policy in environment dynamics; and (2) Self-reflection, where the agent learns from its suboptimal actions to improve reasoning and decision-making.\u300d\u3068SFT\u306b\u4ee3\u308f\u308b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\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":[42],"class_list":["post-7572","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7572","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=7572"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7572\/revisions"}],"predecessor-version":[{"id":7573,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7572\/revisions\/7573"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7572"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7572"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7572"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}