{"id":8145,"date":"2026-01-27T06:11:00","date_gmt":"2026-01-26T21:11:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8145"},"modified":"2026-01-25T09:44:32","modified_gmt":"2026-01-25T00:44:32","slug":"aligning-agentic-world-models-via-knowledgeable-experience-learning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8145","title":{"rendered":"Aligning Agentic World Models via Knowledgeable Experience Learning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Aligning Agentic World Models via Knowledgeable Experience Learning&nbsp;<\/strong>[68.9]<br>\u74b0\u5883\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u30b7\u30f3\u30bb\u30b5\u30a4\u30b6\u30fc\u5316\u3057\u305fWorld Knowledge Repository\u3092\u69cb\u7bc9\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bWorldMind\u3092\u7d39\u4ecb\u3059\u308b\u3002 WorldMind\u306f\u3001\u512a\u308c\u305f\u30af\u30ed\u30b9\u30e2\u30c7\u30eb\u3068\u30af\u30ed\u30b9\u74b0\u5883\u8ee2\u9001\u6027\u3092\u5099\u3048\u305f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3088\u308a\u3082\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.13247v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.13247v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Mon, 19 Jan 2026 17:33:31 GMT)<\/li>\n\n\n\n<li>\u300c\u00a0our World Knowledge Repository accumulates two distinct types of experience. First, Process Experience is derived from prediction errors to enforce physical feasibility, ensuring internal simulations strictly adhere to the immutable laws of reality. Second, Goal Experience is distilled from successful trajectories to serve as procedural heuristics, guiding the simulation to efficiently converge toward the task objective.\u300d\u30682\u7a2e\u985e\u306e\u60c5\u5831\u3092\u7528\u3044\u308b\u30bf\u30a4\u30d7\u306e\u624b\u6cd5<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/zjunlp\/WorldMind\">GitHub &#8211; zjunlp\/WorldMind: Aligning Agentic World Models via Knowledgeable Experience Learning<\/a>\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/zjunlp.github.io\/WorldMind\/\">WorldMind: Aligning Agentic World Models<\/a><\/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":[449],"class_list":["post-8145","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-world-model"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8145","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=8145"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8145\/revisions"}],"predecessor-version":[{"id":8159,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8145\/revisions\/8159"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8145"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8145"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8145"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}