{"id":6449,"date":"2025-03-18T06:26:00","date_gmt":"2025-03-17T21:26:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6449"},"modified":"2025-03-18T06:26:00","modified_gmt":"2025-03-17T21:26:00","slug":"can-a-society-of-generative-agents-simulate-human-behavior-and-inform-public-health-policy-a-case-study-on-vaccine-hesitancy","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6449","title":{"rendered":"Can A Society of Generative Agents Simulate Human Behavior and Inform Public Health Policy? A Case Study on Vaccine Hesitancy"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Can A Society of Generative Agents Simulate Human Behavior and Inform Public Health Policy? A Case Study on Vaccine Hesitancy&nbsp;<\/strong>[38.6]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u3092\u5229\u7528\u3057\u305f100\u500b\u306e\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5099\u3048\u305fVacSim\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3059\u308b\u3002 VacSim \u30ef\u30af\u30c1\u30f3\u306f,1) \u4eba\u53e3\u7d71\u8a08\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u96c6\u56e3\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316,2) \u30bd\u30fc\u30b7\u30e3\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4ecb\u3057\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u63a5\u7d9a\u3057,\u793e\u4f1a\u7684\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u3068\u75be\u60a3\u95a2\u9023\u60c5\u5831\u306e\u95a2\u6570\u3068\u3057\u3066\u30ef\u30af\u30c1\u30f3\u306e\u614b\u5ea6\u3092\u30e2\u30c7\u30eb\u5316\u3059\u308b\u3053\u3068,3) \u30ef\u30af\u30c1\u30f3\u306e\u6839\u7d76\u3092\u7de9\u548c\u3059\u308b\u305f\u3081\u306e\u69d8\u3005\u306a\u516c\u8846\u885b\u751f\u4ecb\u5165\u306e\u8a2d\u8a08\u3068\u8a55\u4fa1\u3092\u884c\u3046\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2503.09639v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2503.09639v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Wed, 12 Mar 2025 02:54:15 GMT)<\/li>\n\n\n\n<li>LLM based Agents\u3067\u793e\u4f1a\uff08\u30ef\u30af\u30c1\u30f3\u3078\u306e\u614b\u5ea6\uff09\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u304d\u308b\u304b\u3001\u3068\u3044\u3046\u7814\u7a76\u3002\u300cOur results demonstrate that certain LLMs, such as Qwen-2.5-7B-Instruct and Llama-3-8B-Instruct, capture nuanced interactions among agent demographics, social influences, and policy scenarios. These models successfully pass both global and local consistency checks, suggesting that generative agents could become valuable tools for exploring how policy interventions might shape public attitudes.\u300d\u3001\u300cModels such as Claude-3.5-Haiku and Phi-3.5-mini-instruct reveal inconsistencies that compromise simulation desiderata.\u300d\u3068\u89e3\u91c8\u306f\u60a9\u307e\u3057\u3044\u3002\u3053\u306e\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3067\u307e\u3063\u3068\u3046\u306a\u53cd\u5fdc\u304c\u3067\u304d\u308b\u306e\u304b\u7591\u554f\uff08Leak\u306e\u5f71\u97ff\u304c\u61f8\u5ff5\u3055\u308c\u308b\uff09\u3060\u304c\u3001\u30ea\u30a2\u30eb\u306a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u53ef\u80fd\u306a\u3089\u9762\u767d\u3044\u7d50\u679c\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/abehou\/VacSim\">GitHub &#8211; abehou\/VacSim: Public code repository for VacSim: A generative multi-agent simulation for vaccine hesitancy.<\/a>\u3068\u306e\u3053\u3068<\/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":[42,475],"class_list":["post-6449","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-475"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6449","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=6449"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6449\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6449"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6449"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6449"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}