{"id":7452,"date":"2025-09-19T05:37:00","date_gmt":"2025-09-18T20:37:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7452"},"modified":"2025-09-14T10:40:44","modified_gmt":"2025-09-14T01:40:44","slug":"an-ai-system-to-help-scientists-write-expert-level-empirical-software","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7452","title":{"rendered":"An AI system to help scientists write expert-level empirical software"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>An AI system to help scientists write expert-level empirical software\u00a0<\/strong>[25.0]<br>\u54c1\u8cea\u57fa\u6e96\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306b,\u5c02\u9580\u5bb6\u30ec\u30d9\u30eb\u306e\u79d1\u5b66\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f5c\u6210\u3059\u308bAI\u30b7\u30b9\u30c6\u30e0\u3092\u63d0\u6848\u3059\u308b\u3002 \u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5916\u90e8\u30bd\u30fc\u30b9\u304b\u3089\u8907\u96d1\u306a\u7814\u7a76\u30a2\u30a4\u30c7\u30a2\u3092\u63a2\u6c42\u3057\u3001\u7d71\u5408\u3059\u308b\u969b\u306b\u3001\u5c02\u9580\u5bb6\u30ec\u30d9\u30eb\u306e\u7d50\u679c\u3092\u5f97\u308b\u3002 \u30d0\u30a4\u30aa\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u3067\u306f\u3001\u516c\u5171\u306e\u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\u4e0a\u3067\u4eba\u9593\u304c\u958b\u767a\u3057\u305f\u6700\u4e0a\u4f4d\u306e\u624b\u6cd5\u3088\u308a\u3082\u512a\u308c\u305f\u300140\u306e\u65b0\u3057\u3044\u5358\u4e00\u30bb\u30eb\u30c7\u30fc\u30bf\u89e3\u6790\u6cd5\u304c\u767a\u898b\u3055\u308c\u305f\u3002 \u75ab\u5b66\u3067\u306f\u3001\u65b0\u578b\u30b3\u30ed\u30ca\u30a6\u30a4\u30eb\u30b9(COVID-19)\u306e\u5165\u9662\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306eCDC\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u3084\u305d\u306e\u4ed6\u306e\u5168\u3066\u306e\u500b\u4eba\u30e2\u30c7\u30eb\u3092\u4e0a\u56de\u308b14\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.06503v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.06503v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 08 Sep 2025 10:08:36 GMT)<\/li>\n\n\n\n<li>\u79d1\u5b66\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f5c\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u63d0\u6848\u3001\u300cOur method builds upon ideas from several distinct but related areas of research: Genetic Programming, Generative Programming, the application of LLMs to code, Automated Machine Learning (AutoML), and agents for scientific discovery. Genetic Programming \u2014 The idea of automatically evolving computer programs to solve a problem is not new.\u300d\u3068\u4eca\u307e\u3067\u306e\u77e5\u898b\u3092\u6570\u591a\u304f\u53d6\u308a\u5165\u308c\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u300cA key difference in our system is the use of an LLM to perform intelligent, semantic-aware &#8220;mutations&#8221; by rewriting the code, which can produce more complex and meaningful variations than the random changes typical in GP.\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u3002\u4ed6\u5206\u91ce\u3067\u3082\u52b9\u679c\u3092\u5831\u544a\u3057\u3066\u3044\u308b\u3082\u306e\u304c\u3042\u308a\u3001GP\u3068LLM\u306f\u76f8\u6027\u304c\u3088\u3055\u305d\u3046\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":[468],"class_list":["post-7452","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-468"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7452","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=7452"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7452\/revisions"}],"predecessor-version":[{"id":7453,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7452\/revisions\/7453"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7452"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7452"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7452"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}