{"id":6656,"date":"2025-05-01T07:34:00","date_gmt":"2025-04-30T22:34:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6656"},"modified":"2025-05-01T07:34:00","modified_gmt":"2025-04-30T22:34:00","slug":"wall-e-2-0-world-alignment-by-neurosymbolic-learning-improves-world-model-based-llm-agents","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6656","title":{"rendered":"WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents\u00a0<\/strong>[55.6]<br>\u672c\u7814\u7a76\u3067\u306f,\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u3092\u88dc\u5b8c\u3059\u308b\u74b0\u5883\u306e\u8a18\u53f7\u7684\u77e5\u8b58\u3092\u5b66\u7fd2\u3059\u308b\u300c\u4e16\u754c\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u300d\u3092\u63d0\u6848\u3059\u308b\u3002 \u307e\u305f\u3001\u30e2\u30c7\u30eb\u4e88\u6e2c\u5236\u5fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7528\u3044\u3066\u3001RL\u30d5\u30ea\u30fc\u3067\u30e2\u30c7\u30eb\u30d9\u30fc\u30b9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300cWALL-E 2.0\u300d\u3092\u63d0\u6848\u3059\u308b\u3002 WALL-E 2.0\u306f\u3001\u706b\u661f(Minecraft\u306e\u3088\u3046\u306a)\u3068ALFWorld(emboded indoor environment)\u306e\u30aa\u30fc\u30d7\u30f3\u30ef\u30fc\u30eb\u30c9\u8ab2\u984c\u306b\u304a\u3051\u308b\u65e2\u5b58\u306e\u624b\u6cd5\u3092\u8457\u3057\u304f\u4e0a\u56de\u3063\u3066\u3044\u308b<br><a href=\"http:\/\/arxiv.org\/abs\/2504.15785v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2504.15785v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 22 Apr 2025 10:58:27 GMT)<\/li>\n\n\n\n<li>\u300cCan we build accurate world models out of large language models (LLMs)? How can world models benefit LLM agents?\u300d\u304b\u3089\u59cb\u307e\u308b\u8ad6\u6587\u3002\u300cWe have demonstrated that LLMs can effectively serve as world models for agents when aligned with environment dynamics via neurosymbolic knowledge learning.\u300d\u3067\u65e2\u5b58\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u52b9\u679c\u3092\u78ba\u8a8d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/elated-sawyer\/WALL-E\">GitHub &#8211; elated-sawyer\/WALL-E: Official code for the paper: WALL-E: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents<\/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":[42,223,449],"class_list":["post-6656","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-llm","tag-world-model"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6656","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=6656"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6656\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6656"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6656"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6656"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}