{"id":7539,"date":"2025-10-09T06:20:00","date_gmt":"2025-10-08T21:20:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7539"},"modified":"2025-10-04T17:24:20","modified_gmt":"2025-10-04T08:24:20","slug":"experience-guided-reflective-co-evolution-of-prompts-and-heuristics-for-automatic-algorithm-design","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7539","title":{"rendered":"Experience-guided reflective co-evolution of prompts and heuristics for automatic algorithm design\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Experience-guided reflective co-evolution of prompts and heuristics for automatic algorithm design\u00a0<\/strong>[124.5]<br>\u7d44\u5408\u305b\u6700\u9069\u5316\u554f\u984c\u306f\u4f1d\u7d71\u7684\u306b\u624b\u4f5c\u308a\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u53d6\u308a\u7d44\u307e\u308c\u3066\u3044\u308b\u3002 \u6700\u8fd1\u306e\u9032\u6b69\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u308b\u81ea\u52d5\u8a2d\u8a08\u306e\u53ef\u80fd\u6027\u3092\u5f37\u8abf\u3057\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u81ea\u52d5\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u8a2d\u8a08\u306e\u305f\u3081\u306ePmpt and Heuristics (EvoPH) \u3092\u7528\u3044\u305f\u7d4c\u9a13\u9032\u5316\u7684\u30ea\u30d5\u30ec\u30af\u30c6\u30a3\u30d6\u30fb\u30ac\u30a4\u30c9\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.24509v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.24509v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 29 Sep 2025 09:24:09 GMT)<\/li>\n\n\n\n<li>\u300cwe propose EvoPH, a novel experience-guided reflective co-Evolution framework that can co-evolve Prompts and Heuristics for automatic algorithm design.\u300d\u3001\u300cEvoPH comprises two interacting processes. Heuristics Evolution generates, evaluates, and stores candidate algorithms, providing feedback for further search. Prompt Evolution adaptively refines LLM prompts and strategy selection based on this feedback.\u300d\u3068\u4eba\u304c\u624b\u3067\u6700\u9069\u5316\u3059\u308b\u3088\u3046\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002\u5f93\u6765\u306e\u624b\u6cd5\u304b\u3089\u512a\u4f4d\u6027\u3092\u78ba\u8a8d\u3068\u306e\u3053\u3068\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":[596],"class_list":["post-7539","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-596"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7539","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=7539"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7539\/revisions"}],"predecessor-version":[{"id":7540,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7539\/revisions\/7540"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7539"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7539"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7539"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}