{"id":7770,"date":"2025-11-18T05:36:00","date_gmt":"2025-11-17T20:36:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7770"},"modified":"2025-11-15T19:40:46","modified_gmt":"2025-11-15T10:40:46","slug":"alpharesearch-accelerating-new-algorithm-discovery-with-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7770","title":{"rendered":"AlphaResearch: Accelerating New Algorithm Discovery with Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>AlphaResearch: Accelerating New Algorithm Discovery with Language Models\u00a0<\/strong>[60.5]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u8907\u96d1\u3060\u304c\u691c\u8a3c\u304c\u5bb9\u6613\u306a\u554f\u984c\u306b\u304a\u3044\u3066\u5927\u304d\u306a\u9032\u6b69\u3092\u9042\u3052\u3066\u304d\u305f\u304c\u3001\u672a\u77e5\u306e\u767a\u898b\u306b\u82e6\u6226\u3057\u3066\u3044\u308b\u3002 \u30aa\u30fc\u30d7\u30f3\u30a8\u30f3\u30c9\u554f\u984c\u306b\u5bfe\u3059\u308b\u65b0\u3057\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u767a\u898b\u3092\u76ee\u7684\u3068\u3057\u305f,\u81ea\u5f8b\u578b\u7814\u7a76\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3042\u308b AlphaResearch \u3092\u63d0\u793a\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.08522v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.08522v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 12 Nov 2025 02:03:05 GMT)<\/li>\n\n\n\n<li>\u300cThe novel algorithms discovered by AlphaResearch not only surpass best-of-human performance but also significantly outperform the state-of-the-art results achieved by AlphaEvolve.\u300d\u3068\u9a5a\u304f\u7d50\u679c\u3092\u5831\u544a\u3002\u300cOur approach demonstrates the potential of employing LLM to discover unexplored research area, enabling language models to effectively tackle complex open-ended tasks. We construct AlphaResearchComp, including 8 open-ended algorithmic problems, where AlphaResearch outperforms human researchers in 2\/8 algorithmic problems but lags behind in the remaining 6 problems.\u300d\u3068\u306e\u3053\u3068\u3002\u8a55\u4fa1\u306f\u96e3\u3057\u3044\u304c\u3001\u4eba\u9593\u3092\u4e0a\u56de\u3063\u3066\u3082\u9a5a\u304b\u306a\u3044\u3088\u3046\u306a\u3059\u3054\u3044\u6642\u4ee3\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/answers111\/alpha-research\">GitHub &#8211; answers111\/alpha-research: Repo for &#8220;AlphaResearch: Accelerating New Algorithm Discovery with Language Models&#8221;<\/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":[623],"class_list":["post-7770","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-623"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7770","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=7770"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7770\/revisions"}],"predecessor-version":[{"id":7771,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7770\/revisions\/7771"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7770"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7770"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7770"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}